diff --git a/01_the_machine_learning_landscape.ipynb b/01_the_machine_learning_landscape.ipynb index c858cd4..2e60d39 100644 --- a/01_the_machine_learning_landscape.ipynb +++ b/01_the_machine_learning_landscape.ipynb @@ -122,7 +122,15 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading lifesat.csv\n" + ] + } + ], "source": [ "from pathlib import Path\n", "import urllib.request\n", @@ -149,7 +157,27 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[6.30165767]]\n" + ] + } + ], "source": [ "from pathlib import Path\n", "\n", @@ -206,7 +234,15 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[6.33333333]]\n" + ] + } + ], "source": [ "# Select a 3-Nearest Neighbors regression model\n", "from sklearn.neighbors import KNeighborsRegressor\n", @@ -278,7 +314,16 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading oecd_bli.csv\n", + "Downloading gdp_per_capita.csv\n" + ] + } + ], "source": [ "for filename in (\"oecd_bli.csv\", \"gdp_per_capita.csv\"):\n", " if not (datapath / filename).is_file():\n", @@ -308,7 +353,75 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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GDP per capita (USD)
Country
Afghanistan1978.961579
Africa Eastern and Southern3387.594670
Africa Western and Central4003.158913
Albania13295.410885
Algeria10681.679297
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" + ], + "text/plain": [ + " GDP per capita (USD)\n", + "Country \n", + "Afghanistan 1978.961579\n", + "Africa Eastern and Southern 3387.594670\n", + "Africa Western and Central 4003.158913\n", + "Albania 13295.410885\n", + "Algeria 10681.679297" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdp_year = 2020\n", "gdppc_col = \"GDP per capita (USD)\"\n", @@ -333,7 +446,282 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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IndicatorAir pollutionDwellings without basic facilitiesEducational attainmentEmployees working very long hoursEmployment rateFeeling safe walking alone at nightHomicide rateHousehold net adjusted disposable incomeHousehold net wealthHousing expenditure...Personal earningsQuality of support networkRooms per personSelf-reported healthStakeholder engagement for developing regulationsStudent skillsTime devoted to leisure and personal careVoter turnoutWater qualityYears in education
Country
Australia5.0NaN81.013.0473.063.51.132759.0427064.020.0...49126.095.0NaN85.02.7502.014.3591.093.021.0
Austria16.00.985.06.6672.080.60.533541.0308325.021.0...50349.092.01.670.01.3492.014.5580.092.017.0
Belgium15.01.977.04.7563.070.11.030364.0386006.021.0...49675.091.02.274.02.0503.015.7089.084.019.3
Brazil10.06.749.07.1361.035.626.7NaNNaNNaN...NaN90.0NaNNaN2.2395.0NaN79.073.016.2
Canada7.00.291.03.6973.082.21.330854.0423849.022.0...47622.093.02.688.02.9523.014.5668.091.017.3
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5 rows × 24 columns

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" + ], + "text/plain": [ + "Indicator Air pollution Dwellings without basic facilities \\\n", + "Country \n", + "Australia 5.0 NaN \n", + "Austria 16.0 0.9 \n", + "Belgium 15.0 1.9 \n", + "Brazil 10.0 6.7 \n", + "Canada 7.0 0.2 \n", + "\n", + "Indicator Educational attainment Employees working very long hours \\\n", + "Country \n", + "Australia 81.0 13.04 \n", + "Austria 85.0 6.66 \n", + "Belgium 77.0 4.75 \n", + "Brazil 49.0 7.13 \n", + "Canada 91.0 3.69 \n", + "\n", + "Indicator Employment rate Feeling safe walking alone at night \\\n", + "Country \n", + "Australia 73.0 63.5 \n", + "Austria 72.0 80.6 \n", + "Belgium 63.0 70.1 \n", + "Brazil 61.0 35.6 \n", + "Canada 73.0 82.2 \n", + "\n", + "Indicator Homicide rate Household net adjusted disposable income \\\n", + "Country \n", + "Australia 1.1 32759.0 \n", + "Austria 0.5 33541.0 \n", + "Belgium 1.0 30364.0 \n", + "Brazil 26.7 NaN \n", + "Canada 1.3 30854.0 \n", + "\n", + "Indicator Household net wealth Housing expenditure ... Personal earnings \\\n", + "Country ... \n", + "Australia 427064.0 20.0 ... 49126.0 \n", + "Austria 308325.0 21.0 ... 50349.0 \n", + "Belgium 386006.0 21.0 ... 49675.0 \n", + "Brazil NaN NaN ... NaN \n", + "Canada 423849.0 22.0 ... 47622.0 \n", + "\n", + "Indicator Quality of support network Rooms per person Self-reported health \\\n", + "Country \n", + "Australia 95.0 NaN 85.0 \n", + "Austria 92.0 1.6 70.0 \n", + "Belgium 91.0 2.2 74.0 \n", + "Brazil 90.0 NaN NaN \n", + "Canada 93.0 2.6 88.0 \n", + "\n", + "Indicator Stakeholder engagement for developing regulations Student skills \\\n", + "Country \n", + "Australia 2.7 502.0 \n", + "Austria 1.3 492.0 \n", + "Belgium 2.0 503.0 \n", + "Brazil 2.2 395.0 \n", + "Canada 2.9 523.0 \n", + "\n", + "Indicator Time devoted to leisure and personal care Voter turnout \\\n", + "Country \n", + "Australia 14.35 91.0 \n", + "Austria 14.55 80.0 \n", + "Belgium 15.70 89.0 \n", + "Brazil NaN 79.0 \n", + "Canada 14.56 68.0 \n", + "\n", + "Indicator Water quality Years in education \n", + "Country \n", + "Australia 93.0 21.0 \n", + "Austria 92.0 17.0 \n", + "Belgium 84.0 19.3 \n", + "Brazil 73.0 16.2 \n", + "Canada 91.0 17.3 \n", + "\n", + "[5 rows x 24 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "oecd_bli = oecd_bli[oecd_bli[\"INEQUALITY\"]==\"TOT\"]\n", "oecd_bli = oecd_bli.pivot(index=\"Country\", columns=\"Indicator\", values=\"Value\")\n", @@ -352,7 +740,82 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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GDP per capita (USD)Life satisfaction
Country
South Africa11466.1896724.7
Colombia13441.4929526.3
Brazil14063.9825056.4
Mexico17887.7507366.5
Chile23324.5247516.5
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" + ], + "text/plain": [ + " GDP per capita (USD) Life satisfaction\n", + "Country \n", + "South Africa 11466.189672 4.7\n", + "Colombia 13441.492952 6.3\n", + "Brazil 14063.982505 6.4\n", + "Mexico 17887.750736 6.5\n", + "Chile 23324.524751 6.5" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "full_country_stats = pd.merge(left=oecd_bli, right=gdp_per_capita,\n", " left_index=True, right_index=True)\n", @@ -373,7 +836,82 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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GDP per capita (USD)Life satisfaction
Country
Russia26456.3879385.8
Greece27287.0834015.4
Turkey28384.9877855.5
Latvia29932.4939105.9
Hungary31007.7684075.6
\n", + "
" + ], + "text/plain": [ + " GDP per capita (USD) Life satisfaction\n", + "Country \n", + "Russia 26456.387938 5.8\n", + "Greece 27287.083401 5.4\n", + "Turkey 28384.987785 5.5\n", + "Latvia 29932.493910 5.9\n", + "Hungary 31007.768407 5.6" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "min_gdp = 23_500\n", "max_gdp = 62_500\n", @@ -397,7 +935,20 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
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\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GDP per capita (USD)Life satisfaction
Country
Turkey28384.9877855.5
Hungary31007.7684075.6
France42025.6173736.5
New Zealand42404.3937387.3
Australia48697.8370287.3
Denmark55938.2128097.6
United States60235.7284926.9
\n", + "
" + ], + "text/plain": [ + " GDP per capita (USD) Life satisfaction\n", + "Country \n", + "Turkey 28384.987785 5.5\n", + "Hungary 31007.768407 5.6\n", + "France 42025.617373 6.5\n", + "New Zealand 42404.393738 7.3\n", + "Australia 48697.837028 7.3\n", + "Denmark 55938.212809 7.6\n", + "United States 60235.728492 6.9" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "highlighted_countries = country_stats.loc[list(position_text.keys())]\n", "highlighted_countries[[gdppc_col, lifesat_col]].sort_values(by=gdppc_col)" @@ -445,7 +1083,20 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "country_stats.plot(kind='scatter', figsize=(5, 3), grid=True,\n", " x=gdppc_col, y=lifesat_col)\n", @@ -477,7 +1128,15 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "θ0=3.75, θ1=6.78e-05\n" + ] + } + ], "source": [ "from sklearn import linear_model\n", "\n", @@ -495,7 +1154,20 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "country_stats.plot(kind='scatter', figsize=(5, 3), grid=True,\n", " x=gdppc_col, y=lifesat_col)\n", @@ -518,7 +1190,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "37655.1803457421" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cyprus_gdp_per_capita = gdp_per_capita[gdppc_col].loc[\"Cyprus\"]\n", "cyprus_gdp_per_capita" @@ -528,7 +1211,18 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "6.301656332738056" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cyprus_predicted_life_satisfaction = lin1.predict([[cyprus_gdp_per_capita]])[0, 0]\n", "cyprus_predicted_life_satisfaction" @@ -538,7 +1232,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "country_stats.plot(kind='scatter', figsize=(5, 3), grid=True,\n", " x=gdppc_col, y=lifesat_col)\n", @@ -566,7 +1273,106 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GDP per capita (USD)Life satisfaction
Country
South Africa11466.1896724.7
Colombia13441.4929526.3
Brazil14063.9825056.4
Mexico17887.7507366.5
Chile23324.5247516.5
Norway63585.9035147.6
Switzerland68393.3060047.5
Ireland89688.9569587.0
Luxembourg110261.1573536.9
\n", + "
" + ], + "text/plain": [ + " GDP per capita (USD) Life satisfaction\n", + "Country \n", + "South Africa 11466.189672 4.7\n", + "Colombia 13441.492952 6.3\n", + "Brazil 14063.982505 6.4\n", + "Mexico 17887.750736 6.5\n", + "Chile 23324.524751 6.5\n", + "Norway 63585.903514 7.6\n", + "Switzerland 68393.306004 7.5\n", + "Ireland 89688.956958 7.0\n", + "Luxembourg 110261.157353 6.9" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "missing_data = full_country_stats[(full_country_stats[gdppc_col] < min_gdp) |\n", " (full_country_stats[gdppc_col] > max_gdp)]\n", @@ -596,7 +1402,20 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn import preprocessing\n", "from sklearn import pipeline\n", @@ -661,7 +1493,23 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Country\n", + "New Zealand 7.3\n", + "Sweden 7.3\n", + "Norway 7.6\n", + "Switzerland 7.5\n", + "Name: Life satisfaction, dtype: float64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "w_countries = [c for c in full_country_stats.index if \"W\" in c.upper()]\n", "full_country_stats.loc[w_countries][lifesat_col]" @@ -671,7 +1519,125 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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GDP per capita (USD)
Country
Malawi1486.778248
Rwanda2098.710362
Zimbabwe2744.690758
Africa Western and Central4003.158913
Papua New Guinea4101.218882
Lower middle income6722.809932
Eswatini8392.717564
Low & middle income10293.855325
Arab World13753.707307
Botswana16040.008473
World16194.040310
New Zealand42404.393738
Sweden50683.323510
Norway63585.903514
Switzerland68393.306004
\n", + "
" + ], + "text/plain": [ + " GDP per capita (USD)\n", + "Country \n", + "Malawi 1486.778248\n", + "Rwanda 2098.710362\n", + "Zimbabwe 2744.690758\n", + "Africa Western and Central 4003.158913\n", + "Papua New Guinea 4101.218882\n", + "Lower middle income 6722.809932\n", + "Eswatini 8392.717564\n", + "Low & middle income 10293.855325\n", + "Arab World 13753.707307\n", + "Botswana 16040.008473\n", + "World 16194.040310\n", + "New Zealand 42404.393738\n", + "Sweden 50683.323510\n", + "Norway 63585.903514\n", + "Switzerland 68393.306004" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "all_w_countries = [c for c in gdp_per_capita.index if \"W\" in c.upper()]\n", "gdp_per_capita.loc[all_w_countries].sort_values(by=gdppc_col)" @@ -681,7 +1647,20 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
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" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "0 -122.23 37.88 41.0 880.0 129.0 \n", + "1 -122.22 37.86 21.0 7099.0 1106.0 \n", + "2 -122.24 37.85 52.0 1467.0 190.0 \n", + "3 -122.25 37.85 52.0 1274.0 235.0 \n", + "4 -122.25 37.85 52.0 1627.0 280.0 \n", + "\n", + " population households median_income median_house_value ocean_proximity \n", + "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", + "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", + "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", + "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", + "4 565.0 259.0 3.8462 342200.0 NEAR BAY " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing.head()" ] @@ -141,7 +273,31 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 20640 entries, 0 to 20639\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 longitude 20640 non-null float64\n", + " 1 latitude 20640 non-null float64\n", + " 2 housing_median_age 20640 non-null float64\n", + " 3 total_rooms 20640 non-null float64\n", + " 4 total_bedrooms 20433 non-null float64\n", + " 5 population 20640 non-null float64\n", + " 6 households 20640 non-null float64\n", + " 7 median_income 20640 non-null float64\n", + " 8 median_house_value 20640 non-null float64\n", + " 9 ocean_proximity 20640 non-null object \n", + "dtypes: float64(9), object(1)\n", + "memory usage: 1.6+ MB\n" + ] + } + ], "source": [ "housing.info()" ] @@ -150,7 +306,23 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<1H OCEAN 9136\n", + "INLAND 6551\n", + "NEAR OCEAN 2658\n", + "NEAR BAY 2290\n", + "ISLAND 5\n", + "Name: ocean_proximity, dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing[\"ocean_proximity\"].value_counts()" ] @@ -159,7 +331,177 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
count20640.00000020640.00000020640.00000020640.00000020433.00000020640.00000020640.00000020640.00000020640.000000
mean-119.56970435.63186128.6394862635.763081537.8705531425.476744499.5396803.870671206855.816909
std2.0035322.13595212.5855582181.615252421.3850701132.462122382.3297531.899822115395.615874
min-124.35000032.5400001.0000002.0000001.0000003.0000001.0000000.49990014999.000000
25%-121.80000033.93000018.0000001447.750000296.000000787.000000280.0000002.563400119600.000000
50%-118.49000034.26000029.0000002127.000000435.0000001166.000000409.0000003.534800179700.000000
75%-118.01000037.71000037.0000003148.000000647.0000001725.000000605.0000004.743250264725.000000
max-114.31000041.95000052.00000039320.0000006445.00000035682.0000006082.00000015.000100500001.000000
\n", + "
" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms \\\n", + "count 20640.000000 20640.000000 20640.000000 20640.000000 \n", + "mean -119.569704 35.631861 28.639486 2635.763081 \n", + "std 2.003532 2.135952 12.585558 2181.615252 \n", + "min -124.350000 32.540000 1.000000 2.000000 \n", + "25% -121.800000 33.930000 18.000000 1447.750000 \n", + "50% -118.490000 34.260000 29.000000 2127.000000 \n", + "75% -118.010000 37.710000 37.000000 3148.000000 \n", + "max -114.310000 41.950000 52.000000 39320.000000 \n", + "\n", + " total_bedrooms population households median_income \\\n", + "count 20433.000000 20640.000000 20640.000000 20640.000000 \n", + "mean 537.870553 1425.476744 499.539680 3.870671 \n", + "std 421.385070 1132.462122 382.329753 1.899822 \n", + "min 1.000000 3.000000 1.000000 0.499900 \n", + "25% 296.000000 787.000000 280.000000 2.563400 \n", + "50% 435.000000 1166.000000 409.000000 3.534800 \n", + "75% 647.000000 1725.000000 605.000000 4.743250 \n", + "max 6445.000000 35682.000000 6082.000000 15.000100 \n", + "\n", + " median_house_value \n", + "count 20640.000000 \n", + "mean 206855.816909 \n", + "std 115395.615874 \n", + "min 14999.000000 \n", + "25% 119600.000000 \n", + "50% 179700.000000 \n", + "75% 264725.000000 \n", + "max 500001.000000 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing.describe()" ] @@ -193,7 +535,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -236,7 +591,18 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "16512" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_set, test_set = shuffle_and_split_data(housing, 0.2)\n", "len(train_set)" @@ -246,7 +612,18 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "4128" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(test_set)" ] @@ -333,7 +710,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "44" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "test_set[\"total_bedrooms\"].isnull().sum()" ] @@ -349,7 +737,15 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.10736798530929946\n" + ] + } + ], "source": [ "# extra code – shows how to compute the 10.7% proba of getting a bad sample\n", "\n", @@ -373,7 +769,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.1071" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows another way to estimate the probability of bad sample\n", "\n", @@ -398,7 +805,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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E5moGaGZmjSnXe0DppdBHgIuBDwATgX8CHpF0QPXCMzOzRpX3RdRLgOXAvhFxeEQcDuwL3E/2bo+ZmVmv5O3beRjwVxHxckdBRLws6avAXVWJzMzMGlreK6DXgd3KlO+atpmZmfVK3iug/0c2I+pn2XrFcyjZjKiLqhGYmTWukRV4QReyl3T7+rLvmtnHVSQW6728V0DnkM0D9J9snRH1drKOCedWJTIzM2toebthvwhMlvRets6IujIiVlcxNjMza2C9nRF1Ndm0CGZmZn1SxIR0ZmZmTkBmZlYMJyAzMytEjwlI0raSPi9pn/4IyMzMBoYeE1AaAfv7wHbVD8fMzAaKvLfg7gIOqWYgZmY2sOTthn0FcJGk/YBlwCulGyPi3koHZmZmjS1vAro2fV9cZlsAgyoTjpmZDRR5E9CoqkZhZmYDTt6heJ6odiBmZjaw5H4PSNKxkm6QtFLSiFR2hqSjqxeemZk1qrxTcp8MLCAbEXsUW7tkDwLOy1nHjpLukXS/pAckfTOV7yFpsaRV6Xv3kmNmSlot6WFJx5SUj5e0Im27VJLy/VwzM6sVea+AzgM+GxH/ALSXlN8FHJyzjs3AURFxUDpmkqSJwAxgSUSMBpakdSSNAaYABwKTgMskdXR2uByYBoxOn0k5YzAzsxqRNwGNBu4sU94GDMlTQWTa0up26RPAZOCqVH4VcEJangzMj4jNEfE42SjcEyQNBYZExJ0REcC8kmPMzKxO5E1A64D3lSk/Ang078kkDZK0HNgILI6Iu4GmiFgPkL73TrsPA54qOXxtKhuWljuXm5lZHcnbDXsOcKmkM9L6CEmHA98DvpH3ZBGxBThY0m7A9ZLGdrN7uec60U352yuQppHdqqOpqYnW1ta8oVZVW1tbzcRSKdPHtfe8Uw+aBlemnlpqW7dLeZX4PVCZtqmldqmUevk7Jm837O9J2hVYDOwI3Eb2TOcHEfGvvT1pRLwoqZXs2c0GSUMjYn26vbYx7bYWGFFy2HCyK7G1ablzebnzzCFLnjQ3N0dLS0tvQ62K1tZWaiWWSjl1xo19rmP6uHYuWtGrORLLWnNyS5/rqBS3S3mVaBeoTNvUUrtUSr38HZO7G3ZEfBXYE5gATAT2iogL8h4vaa905YOkwcCHgIeARcDUtNtUYGFaXgRMkbSDpFFkz6HuSbfpNkmamHq/nVJyjJmZ1Yne/tMhgNfT8pZeHjsUuCr1ZNsGWBARN0i6E1gg6XTgSeBEgIh4QNICYCVZz7uz0i08gDOBucBg4Ob0MTOzOpIrAUnaAfgu8PfA9mTPYTZLmgOcHxGvd3c8QET8Hnh/mfLngLIvs0bELGBWmfKlQHfPj8zMrMblvQK6HPgwcAZbu2MfClwI7AKcVvnQzMyskeVNQCcCH4uIxSVlj0naCFyHE5CZmfVS3k4IrwBPlyl/GnitcuGYmdlAkTcB/TPw9dR7DfhzT7YL0jYzM7Ne6fIWnKRFnYpagKcl/T6tj0vH71Sd0MzMrJF19wzouU7r13Vaf7zCsZiZ2QDSZQKKiM/0ZyBmZjaw5B4JwczMrJLyvoi6O9mgo0eSjVb9lsQVEXuXOczMzKxLed8Dmkc2MdxVwAa6GH3azMwsr7wJqAX4YETcW8VYzMxsAMn7DOjRXuxrZmbWo7xJ5RzgQkkHpdGszczM+iTvLbjVZFMf3AuQTcOzVUQ4KZmZWa/kTUA/A3YFvog7IZiZVcXICs4U29dZZ9fMPq4isXQnbwJqBiZExB+qGYyZmQ0ceZ8BrQSGVDMQMzMbWPImoP8FXCzpQ5KaJO1R+qlmgGZm1pjy3oK7KX3/mrc+/1FadycEMzPrlbwJ6MiqRmFmZgNOrgQUEbf39USSRpAN6fMXwJvAnIi4JN3C+w9gJLAG+EREvJCOmQmcDmwBvhgRv0rl44G5ZF3DbwLOiQj3zDMzqyN5ByM9pLvtOYfoaQemR8S9knYBlklaDJwKLImI2ZJmADOA8yWNAaaQjUG3D3CLpPdFxBbgcmAacBdZApoE3Jznt5iZWW3IewtuKdmzntI3UEuvOHp8BhQR64H1aXmTpAeBYcBksrHmIBvstBU4P5XPj4jNwOOSVgMTJK0BhkTEnQCS5gEn4ARkZlZX8iagUZ3WtwPeD3wVmNnbk0oamY6/G2hKyYmIWC+pY2qHYWRXOB3WprI/peXO5WZmVkfyPgN6okzxakkvAV+nF1cfknYmm9773Ih4ufOwPqW7lgulm/Jy55pGdquOpqYmWltb84ZZVW1tbTUTS6VMH9fe5zqaBlemnlpqW7dLeZX4PVCZtnG7lNcf7ZL3CqgrjwMH591Z0nZkyeeaiPhFKt4gaWi6+hkKbEzla4ERJYcPB9al8uFlyt8mIuYAcwCam5ujpaUlb6hV1draSq3EUil9HfYDsj8wF63o6/+SsObklj7XUSlul/Iq0S5QmbZxu5TXH+2S60XUzi+eSnq3pLHAhcDDOesQcCXwYERcXLJpETA1LU8FFpaUT5G0g6RRwGjgnnS7bpOkianOU0qOMTOzOpE3RT7L229zCXgKOClnHYcBnwZWSFqeyr4CzAYWSDodeBI4ESAiHpC0gGwYoHbgrNQDDuBMtnbDvhl3QDAzqzvv9EXUN4FngNURketGY0T8hvLPbwCO7uKYWcCsMuVLgbF5zmtmZrWp315ENTMzK9VtAso70GhEPF+ZcMzMbKDo6Qqo3LOfziJHPWZmZm/RU+LobhDSScA5ZB0EzMzMeqXbBFTu2U8aF+67wBHAj4BvVyc0MzNrZHknpEPSKEnXkg2f8zwwJiK+GBHPVC06MzNrWD0moPTS6SXAQ2RTKRwaESdFxKNVj87MzBpWtwlI0leAR4EPApMj4qj0Do6ZmVmf9NQJ4X8Dr5GNv/Z5SZ8vt1NEfLTSgZmZWWPrKQHNo+du2GZmZr3WUy+4U/spDjMzG2By94IzMzOrJCcgMzMrhBOQmZkVwgnIzMwK4QRkZmaFcAIyM7NCOAGZmVkhnIDMzKwQTkBmZlYIJyAzMytEvyUgST+RtFHSH0rK9pC0WNKq9L17ybaZklZLeljSMSXl4yWtSNsulaT++g1mZlY5/XkFNJdsGu9SM4AlETEaWJLWkTQGmAIcmI65TNKgdMzlwDRgdPp0rtPMzOpAvyWgiLiDbCbVUpOBq9LyVcAJJeXzI2JzRDwOrAYmSBoKDImIOyMiyEbrPgEzM6s7yv4e76eTSSOBGyJibFp/MSJ2K9n+QkTsLulfgLsi4upUfiVwM7AGmB0RH0rlhwPnR8TxXZxvGtnVEk1NTePnz59frZ/WK21tbey8885Fh1FRK55+qc91NA2GDa/1PZZxw3bteyUV4nYprxLtApVpG7dLeZVqlyOPPHJZRDSX29bTfEBFKfdcJ7opLysi5gBzAJqbm6OlpaUiwfVVa2srtRJLpZw648Y+1zF9XDsXrej7/5JrTm7pcx2V4nYprxLtApVpG7dLef3RLkX3gtuQbquRvjem8rXAiJL9hgPrUvnwMuVmZlZnik5Ai4CpaXkqsLCkfIqkHSSNIutscE9ErAc2SZqYer+dUnKMmZnVkX67BSfpZ0ALsKektcDXgdnAAkmnA08CJwJExAOSFgArgXbgrIjYkqo6k6xH3WCy50I399dvMDOzyum3BBQRn+xi09Fd7D8LmFWmfCkwtoKhmZlZAWq1E0JNGlnBB4R9fdi4ZvZxFYnFzKwoRT8DMjOzAcoJyMzMCuEEZGZmhXACMjOzQjgBmZlZIZyAzMysEE5AZmZWCCcgMzMrhBOQmZkVwgnIzMwK4QRkZmaFcAIyM7NCOAGZmVkhnIDMzKwQTkBmZlYIJyAzMyuEE5CZmRXCCcjMzArhBGRmZoWo2wQkaZKkhyWtljSj6HjMzKx36jIBSRoE/CtwLDAG+KSkMcVGZWZmvVGXCQiYAKyOiMci4g1gPjC54JjMzKwX6jUBDQOeKllfm8rMzKxOKCKKjqHXJJ0IHBMRZ6T1TwMTIuLsTvtNA6al1f2Bh/s10K7tCTxbdBA1yO1Sntula26b8mqpXfaLiL3Kbdi2vyOpkLXAiJL14cC6zjtFxBxgTn8FlZekpRHRXHQctcbtUp7bpWtum/LqpV3q9Rbc74DRkkZJ2h6YAiwqOCYzM+uFurwCioh2SV8AfgUMAn4SEQ8UHJaZmfVCXSYggIi4Cbip6DjeoZq7LVgj3C7luV265rYpry7apS47IZiZWf2r12dAZmZW55yA+pGkn0jaKOkPRcdSSySNkHSbpAclPSDpnKJjqgWSdpR0j6T7U7t8s+iYaomkQZLuk3RD0bHUCklrJK2QtFzS0qLj6YlvwfUjSUcAbcC8iBhbdDy1QtJQYGhE3CtpF2AZcEJErCw4tEJJErBTRLRJ2g74DXBORNxVcGg1QdKXgGZgSEQcX3Q8tUDSGqA5ImrlHaBu+QqoH0XEHcDzRcdRayJifUTcm5Y3AQ/ikS2ITFta3S59/C9GQNJw4Djgx0XHYu+cE5DVFEkjgfcDdxccSk1It5mWAxuBxRHhdsn8EDgPeLPgOGpNAL+WtCyNBFPTnICsZkjaGbgOODciXi46nloQEVsi4mCy0T4mSBrwt24lHQ9sjIhlRcdSgw6LiEPIZgo4K932r1lOQFYT0jOO64BrIuIXRcdTayLiRaAVmFRsJDXhMOCj6XnHfOAoSVcXG1JtiIh16XsjcD3ZzAE1ywnICpcetl8JPBgRFxcdT62QtJek3dLyYOBDwEOFBlUDImJmRAyPiJFkw3DdGhGfKjiswknaKXXiQdJOwIeBmu5x6wTUjyT9DLgT2F/SWkmnFx1TjTgM+DTZv2SXp89Hig6qBgwFbpP0e7LxDxdHhLscW1eagN9Iuh+4B7gxIn5ZcEzdcjdsMzMrhK+AzMysEE5AZmZWCCcgMzMrhBOQmZkVwgnIzMwK4QRkZmaFcAKyuiZprofj75rbx2qZE5CZ9Zs05JIZ4ARkDabjX/ySzpH0tKQXJP1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Overall %Stratified %Random %Strat. Error %Rand. Error %
Income Category
13.984.004.240.366.45
231.8831.8830.74-0.02-3.59
335.0635.0534.52-0.01-1.53
417.6317.6418.410.034.42
511.4411.4312.09-0.085.63
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" + ], + "text/plain": [ + " Overall % Stratified % Random % Strat. Error % \\\n", + "Income Category \n", + "1 3.98 4.00 4.24 0.36 \n", + "2 31.88 31.88 30.74 -0.02 \n", + "3 35.06 35.05 34.52 -0.01 \n", + "4 17.63 17.64 18.41 0.03 \n", + "5 11.44 11.43 12.09 -0.08 \n", + "\n", + " Rand. Error % \n", + "Income Category \n", + "1 6.45 \n", + "2 -3.59 \n", + "3 -1.53 \n", + "4 4.42 \n", + "5 5.63 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – computes the data for Figure 2–10\n", "\n", @@ -521,7 +1061,20 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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TaECRb7924qlpSh748ukpz/W6BFeO6h+1rbLcy7SzqqO2TRtZndZCFumDaPEbjmHbYIUxz7poCF6XoItbx+sS/GpabcKgg9jE1J7lmbeSvmR4r7htEqsaxCFfEEOCrsFj089kzayJXDmqf5wgaA0EuXb++qwqWCe7p0hNJVKTLPMe1fRa/Jb2eOvTdazaGq0NqVwghaJ90WkEkJPJxuvSGXh8V07vm9hfIYC5U0c4NoBb+GZj1LaF6xtTmnNi2wts2nUgoc/G69IYNaiSV380ib9ddzav/mhSXHLqii2fJCz7kw3fOudEvK7kvxYeXaei1BMV9WebFL0ugRAiLLCyMXOlW7XANnHeduEpxIZH+A245s9vxgnA68fX4HUJlQukULQDOo0JLtnb75IfjGPi3BVsazocd96AyjIuc3BSp2vOiS3qGes4v/u5zcyePJS7lm6OM8P5giabdh1wLLFjm6hcmkhY9udAayCdRxPF4YDJ3KmRLRyMuDDtgGlS5tHZsHM/1T1Ko0yKB1r9XP/k21EFTzM1c2Wiqaxu2Msv/7HFMaTeb5hgWIEU//noIH9Ysx2PrgOC68YN4spR/ZXwUSiKSKcRQE7hvbMvHRp+q37wq2fwpXlromLj3LrApUcvvrZAKfPoKRfJWD9GooTTpmY/Vng2xKbp3P3cZi4a3iutXJ8yj44hZfitflifbmiQUbzfwdZAXBTa6ldWUeIOhu9j2lnVTH50dZx/prLcS1OzL+M8nvrdB7FzjsBqfzH2pEpe3PJp+LhJp5zgeO6sZzYmbRkOViDFYy9vC/3bEozzVjbEmVUVCkVh6TQCCKKd/5t2HeDu5zZH1UjzuLWoRV0TYJgy3JAuVqBMG1nNwvWNYU3h+vE14XOdwoQfWR6fcOo3DOataIhLNrVx0h6ctK8yr86cy4YxYcgJ4WMry7386OIh/PKfW9J+Rt1K3eFz7XEqSt2smTUuKmgiUfhzpnk8MxbWYSt+mgApY5+QxXObPubFLXuYO3VE2AyZbUg9xD9XlRukUBSeTuMDsrHDe+9+bnOUk/vuZZuZfenQsC/DpVmVonc0HWbMvct5ct2HcY7xhesbWXbDWK4dNwgQPL5qW9jn4OTH8Bsmhilx60d9EDdMOBmPnvhrcNIenExUhimjhI/NqEGVeDL4lrd85Fyc1W5T7RQ0kU74eSxNzT5mLtpApNXRTCB8bHxBGeVPSpXz5NETtxKPfK5tafutUCiyp9MJIEjs5B7et4I1syYyb/qZ6JpGwJAYUoaLeMY6+3Uh2H3gCL9Z2RDndHcy0YEVUq0JmDf9DNbMmsjFw3vhC8aX+Cnz6Amd5JkU1qzuUYqWRMDF8st/buHef/0nYdBAJuHnidpDgF1ZIfNfP7vCtn2N+644Ha9Lo4tHx6NrXHFmXx79Wi0v3jyOJ775OceACq9LhJ+Xyg1SKIpHpzLB2SRbRCvLvVSUuvHoWlRQgFsXBGKCBFr8BovrGh2rS7f4Dasm3KKNUeV44GgUmV2UVNOsZB+vLhCaYPbkoQzvU5HUHJRuYU17kZ6xsC7Ov5SIx1Zu439e2c4dU4YxfdQAx/FmPrMRXRMEDBmujJ0J1T1KMWTmprPDfpMn133IiH7dAVtjkiAFQkjOG3x8uLtrTVXXmIAKkxsm1EQFH6jcIIWieBRcAAkhdGA9sEtKOVkIcRzwFHAi8AEwTUq5L59zSOWncKqWYJiSWy88Jc6f8sxbu+PGt4XZiH7drZpwD78SVZjUjiKLDSSQQvDcDWPTLmOTbmHNKbV90YTghr+9nda4YOUg3f73TSAh1oA2pbYvh44EmbO0HreucfeyzXT1uuJMbcn8KpXlXuZOHcHNT9WllQgcycL1jVx37iB6lHmY9czGkP/M0iJjy/GkEtQqN0ihKB7FMMH9EIhMz/8R8JKU8mTgpdDnvJPIT7G4bheTH10drpagCRE2cQ3pnVwwlHnjzWY1VV356uf6RR03bWS1oy/Fq2uOFbdzwZBe2dVm+9mSTRgxLcsjK2PbiZ+xZqt0/CpTavvy+u3n863RA9AFdHFreHTLzJaKup37084XSmYOVH2CFIriUVANSAhRDVwK/AK4JbT5cmB86N9/BlYCswoxn1gNwim8WQLLQlrJqq2fOoxi0cWjxUWh2WM6JaxedfaJBX3zbvEbeHWRVvvxSAwTPo3xh6QyW2VSKHR1w14WrN9JqUfHb0jumDKcrl4Xty2yTHxBQzqGWX922J8z7UX1CVIoikOhNaCHgJlEp6ZUSSk/Agj9Pz7ho0A4vVFrHO0DNKxPNxIFVgVNHKPQEr2l2z6ifLx5R3ZbtanuUYpIR7VwYO8hX0YlbdLVTCIFVbPPwB+0ohHH1PTk1R9N5G/Xns3aH0/k8hG94+Z0378sU+jsyUPxuDRH7TMTIrUkp+enUChyj5AyQwN8thcSYjJwiZTyv4UQ44FbQz6g/VLK7hHH7ZNS9nA4/zrgOoCqqqqzFixYkPM5GqZky8eHMCOeSa9SOK57N/TQ4v1Zi59d++PL3Bzf1cvx5d7wccnG1IRgSK+u6JrAMK03fI+uxZ2bDQdaAzTua0VgaW/VPUqpCOX2OO1r9RtxGk4svUqhvGs5pe6jNdfssQiN1aeihOPKPIBVweG9T5qRCe7ZpjVgsP3TFoyY4/p0L6VbiQtdExxoDbDjs/gKFWA9cyuJN34O2eL0jHTDR3l5eZvGPdZpbm5Wz6CTP4MJEya8KaUcmcsxC2mCGwNMEUJcApQA3YQQfwH2CCF6Syk/EkL0Bj5xOllK+TjwOMDIkSPl+PHj8zLJlrpdUcEJ957jYtLECeH9Tc0+nnhlG0+8sg13KFJO0wQlLkHAPBJXhbmp2cfmdTt4dMV7eHQ9HPAwKQ89aJqafYy5dzlHAkcFRYk7yJpZ4xwTLlc37OWnT9URlMl/DW473WDihWPD2kHjvlZO61HKvzZ9zJxlm/HogoBhcMOEvhxX5uHOJZswTB0Tq56dBO64bCiTYiLqmpp93HzvcoeKDgaGDDL70qHMeWETfsN5fi7NIGhG3qvBmlmjHTWghj2HqNu5nxMru+B26Y6mtqZmH+fcsxxfMPr5zZtQRr5+344VVq5cqZ6BegY5p2ACSEr5Y+DHABEa0NeFEHOBbwL3hP6/uFBzciLWH/DO+rXhfZGVEDRN45vnnMgf1nyAL2iGa59F+joij09UfyyXGfjphBTbfi/b/JWgAEMYXUDvihIa97XyzJuNzH3+XQSSoGG1ZTCkxB8q+/bAC1vjzvcFTTw6jpFysSHdLT7L1GmbPOcsrUeEdZHUSFNG+aHsEj+L1u9kycaPjz4TXaBrIu5lwWp/Hi0M7fBthUKRe9pDHtA9wEIhxHeAHcCXizwfx/BmJ8f6/6z5ALcmiDRgRfo6Yo+PrT8WW9onnfyfWCIFWCZO+XTL2Ew+vTcfHWjkR799NSqUHLDq5qSB3wAMk9sWbaR7F09UO3Fb4K/Y8gl3LKmPigJ06xpHAs5RgbomCMZE5/kMyc7PDrNp1wHuWLIJh9ZGgNUBNmDIqJeFpmYf81Y4tT83k1aqUCgU2VMUASSlXIkV7YaUsgmYVIx5ZIKjduGQnGov+NlEit3+901RBUVTtYp2atqWqg5bZDHVIw4VGOKuseEjZpwm44VPFviCJt/73zcxib6/ynIvE4acwE8Xb4o53kDTBEbMtXUhuGnSycxb2RBnvrvt6Q20JpI8MUR+H437WvHoelRjPbAaEeqaKs2jUOSD9qABHRMkqr92x2XDooqaRi746USKxWogtgaQKGzZJlGo85pZE1kza6KjWS9SYPkNk2AOhEqmHA5E3x8Qnmuk8PQbBqa0tBUbTcAvvzicC4ZZTfPmrWyIGz9d4QPR34fT92s3InxnvRJACkU+UAIoTRJVT5hS25eLhveKW/BTVVtIVUgzVTmYZBqWU9Klk8AqJm5N48l1O/jNyoa4VuKJ+gqVeVyc2qcifG/289WE4HAGCbwuzWqzEfl9ZFLFW6FQ5AYlgDIgUcJiopI4yRIcEzngbVIlVGaahNmW1gX5oDUQDLWhOCoQb120kX/8YCwj+nVPq6+Q/Xzrdx/g2vnrE7a0AMtcCvDf553ExFOror4P2yw5pqZnQu1RoVDkHiWAMiTd+mvpHJ+sP1Gqt+9M39idBJadh5QO6ceipYdpQolb4ItwufiDJpc8/Ap3XDaM4X0rmH3p0JTPpLLcy7jBJzB36oi4ZoP9juvCwVBX2G6lLoZFaE82Tn60VL43hUKRG5QAyhD7bXn7p4dYu+0zRg86joHHd43y7SR6e47t/mkLJzsL38mUl4xMSsjECizLB5SeNmTXw2tNt5x2GpjgOJ7fkNz+7CbKvTpBU6YdGej0LFIJl0xKBikUityjBFAGLK7bxcxFG6JMPU+tb0QALl0gpaTU7XJc7Jy6f/7ooiFcd95J4WNSaVdOOUOZaGSRi/SB1gDXzV+PkYbTXkqZU+Fjk0z7ag6ZJO9etpk1syZGJcE6mc/sbZHbUwmXRH60+t0HqSh1KzOcQpFnlABKk6ZmX5QAiURyNFrrkC8+ITVR989f/nMLDZ8e4r6ptVHXSRXB1hZTUWQiajBJEIRLA49Lt7QkEV8iyK2Rdn+htqAJQf3uA+w7HIi7fwkJn0myIA17f5lHj2sGeNgf5Dt/fgOXJjAlzJ16Ot3yf5sKRadECaA0qd99MGFioxOxOSaJ3vYXrt/FuJNPYPRJlVZpm6Wb0UPtwOdOtRbUfJiKKsu9zPzCkLj+RjZayOkjkcSKny4eHX8aOUS54LDf4Jo/v4HEan4XDlh4egNCWG26nZ5JoiCNTbsO8JXH1+LSrMi52K/FkGCEElUBZjy9gd9OUr2BFIp8oARQ2mTmgo+M2Crz6EmF1y0L6zBMebQxW2htn/H0hrDJLB9dO6877yQaPj3Ewpg8F4FVvcBvWBMxYyoeBAwz3SIIOcGKsJYx22RcZfLYZ3L9+JqoGnx2UENs8moyAobksxY/Tc0+ZY5TKHKMqjGSJsP6VJBuRRavK7otgNV8LnGla78hHbuCBgxJ/e4Dee3aOeuiU/G6om8slWwxTef5FprYOdjPxG6G9/iqbdg1+NbMmsjwvhVx7dPT4eODRxj1yxcdm+opFIrsUQIoTSrLvVx37qCUx3Vx6/z+qpGMqekZ7ilT3aMULesnLags9/KFoVVRW6eNrM7JG7lVgib9ybm0+IW/PeB1WYmlcLQG3yFfEF/QDFdMqO5RmnVJoaAJNz1Vp3oEKRQ5RAmgDLjm3EEJG9LZmFgFMSPbUa9p2MsNE07O6prD+nTjxr++yeINH0Vt/+u6HeHFsC0N1FJVZIglEz9Yoeji0XngyyMYUFlG/e6DCZvhVZZ7ueOyoVlfx5Sw9v29bZ2uQqEIoXxAGVBZ7uXBr9Ry26INCARHHFbjW84fHPYzRDrHl90wlkdDmf+Z8JP/e4d/b94Ttz1owrf/+AYTTjme372yzTESLFFEXez2ZBUZjgX8QYMZT2/Eo1v5TUYSc+X0UQNAWq0eJJIExbYTsjfUAE+hULQdJYAyJLJ9wJ1L68P5KgBlXp3jyjyOAQMtfoO5U09nxtMbogpspsJJ+Nhs3HWAjbsOAEREh9UxpqYnqxv2OoYoJwrntoMd1m1rShgZ50SuKyRkii6svkS+oBkW7m5d4HUR1QAwUgBPP3sAFw3vRf3ug1zz5/UZ9fsZGyqgqlAo2o4SQFmQqH2AYUpq+3VPGDBQ5tHJdwt0vwHXP/kmdY0H4rSwob27JQ3ntsOX9x3287tV2+JClJ0otjvIkPF25BKXzrzpZ1BR6kmYTGqV8DmeH0yscWyk58RVo/tTU9U1B7NWKBSgfEBZY5uuStwaXb0uStxW5FtNVVfuu+J0vC6NLh49HBG3umEvX3hoVUF8KK9t34fPIdS4buf+hP4RIBw99pfXduDWBUOqyvI/2RwQq1EGTJNhfSocq4LHcuWo/rjT+CsQwLINu/nLq9vbMFOFQhGJ0oDaQGQ1ZhAM62PlzEv7v9IyUB3yBblraX1Bo8diL3UkYHJiZZeE2pldrSEysXPLnpYCzTZ3uGPaLCTD9oXdliQh10YCnx0O8tMlm7n331t4Z87FOZqxQtF5UQKojcT6WuxkR6tenOUfmrN0M3oCb8n5Q45n+bufpmXuaitrt33mWEEb4IHntyZtZ+CE1yX4yuf6sXB9I8GASTD1KXlHE4Qb3UF6pY18QQOvS0s7QOSQz+S2hXXMnVab6+krFJ0KJYDagFOJnDuXbMIVk1fj1oVj6RqvS+PeqSOo332Q6+a/wZEMBUCmPLqigVd/FN0xdXXDXs65Z3nG0XnfP28Q15w7yPIbde/Cfc+/SxdNEDAlhikLIlAdkYRDrhMFXDg358tswove2sWPLjlVVUdQKNqA8gG1AbtETiQBM77NgGFK7rxsOJEFB9y6YO5Uy1Q0rE83x4KfucajH82HGdGvO2AlbSYSPpcO74XHFf8rUubRuWh4bwDu/ed/+OU/txA0JIcDJgGjiMIH8BmSFVv2cN+//sOMhXXhhNQjAZOZz2wMa0Sx35tXF+Gmdeng1gj7zhQKRXYoDagNpJPE6dEF14+v4aLhvcKhv5H9gOwF8ZbzB6f0Q2iCNi3useV7knVJ9bo0br5gMGNP7klTQ13UvqApeW1bE3P/vaVdJqY+9FKD43Y74MKqiBCtkQpN8LerP8/XnngtrdwgTdco8+hs2LlftW1QKLJECaA2EJnEqSE4HLNyeXQNicnjq7Yxb2WDY4+gsB/CMPHqAl+SSAUn4TPguFI+/Cy9N/HZlw6NWijLPDo+hxwYr0tweW1vvvDQKgwJM06L3u8Lmvy/DHKF2gu2AF7dsDfqWbo0uO+K0xk5sJIbJw5OKyx75IAeTH50teqkqlC0AWWCayNTavuyZtZEfvuNs+KKevoNk4BBnAkIov1Hh3xB/EEzqfBJRFW3krSPrSh1h/+9uG4Xkx9djQjlJZW4NbwujRkXDOaWC05h4fpd7bLmW7a4das69r4WP7Oe2RgVuq1rWjhw4cpR/eO+RydWNzQ5mvcUCkX6KAGUA+ykxrlTj+YFeVwa3hifQmxDtFg/RIlbw6MLunrTV0xf/2Bf2sfe+Le3efK1D6OEny30TFPy3A/GcuWo/mknZh4raAIEgsdXbeOSR1YjY1RJXYiQadT6LudOPT0tIRRJ5HerUCjSQ5ngckhkSZsyj87kR1dHlY6O9MFYfoh489c/bjyXFr9BdY9S5q/Zxq9XbMvZ/Ezg9mc38d4nh+J8P16XTovfoMXfGtaKOgqasFpe+A3nQPHDAYNr568PNwC0v8e/rtvBI8vfQ0sjQMSpPUaiEHCFQmGhNKAcY0eY2RURYisl2AvR6oa9UUUz7QTKmqqujOjXnXv/tSWnwieSP736IYf90f6qI0EjXC4oG1Nge+WCU0+gxK1HbStxa3HVD3zBaDNaZbmX/pVdwsGJurC+I/u7vGp0/4TfLRytKmFXRFe9hBSKeJQGlEciNaLIt2DbBBYZQRaZQPn4y++zcH1jXudmxGg5do26Fr9BiVvLqGtoe+aF/3ziuP3Br5zBzGc2RgliTQjqdx9g3OATwt+RLygxpdWAzyVg3vQzwhGMP5w0OGG18Vy3UFcoOiJKAOUZu8hnJE7hzx5dD/sQ7vlX4SPMSt2u8GLaUSnz6him5L4rTmf0SZVxrcYP+21TnNVbyOk7qij1hL9Pp+8WnL/fXLRQVyg6GsoEVwSStdh+ct2OoiRy+g2DA61Wr5vZk7Nv2pZLBGSUHJqKb40ewOPfOCusidhFYyPxBSUzn9lImUfPug16PluoKxQdCSWAikCiStoA81a8V5Q5+YKS7//lLUbfs5w3tn9WlDnEIoH/Pu+klF1o0+V3q7Zz/ZNvh30yU2r7cudlQ+OEnN2/yf6OdCEc/TyJSPT9Ku1HoYhGmeCKhJN/aMPO/Xh0HV+wOGU9W0L+kGfrdhfl+rF4XYLHVm3LWT5S0LQqkwPc/FQdf123g9cchK2trYzo150xNT15fe1q1kwZm5EASeT/i0RFySk6O1kJICHESOAkYJmUskUIUQb4pJTtoSDyMUOsDyGd0j7tEZcGuiYwZXxvnrYgJXhcAn8efqsMiaPw8US0c7AFhEfXshIQiXxEQMJCqQpFZyIjASSEqAKWAJ/DspCcDGwDfgUcAX6Y6wl2JmzTzW2LEhcIbS/0qfBy3uDjOf/UKnbua6XEpfHhZ4f5w5oPMKVssyDSBNxx2TDuWrY5RzNOj59ccmpc6/LvneKjJWSyywUqSk6hsMhUA3oQ+BioBHZEbH8aeCRXk+rM2Kab2Yvf4R/v7Cn2dBJyoDXIord2seCNxqhGBrogJ5W97UCMGyak3zI7F4yt6RknIEwpcyogVJScQmGRaRDCJOB2KWVs/Zf3gf7JThRClAghXhdCbBBC1Ash5oS21wohXhNC1Akh1gshPp/hnDocleVefjN9JIu+e3acg9ylC0r0BCcWkBa/QcCQcV10DGm1n8gFdy6t5+LhvXAX6H4F0KPM41gmKZeldlSUnEJhkakAKgX8DtuPxzLBJcMHTJRSjgBqgYuEEGcD9wFzpJS1wM9CnxXAyIGVPPDlEZS4rdL/Hl1wyfBeHEmjXUBHIGBI/rnpY267cEhBrieBJ17ZlncBkWmUXFOzjw0796tip4oOR6YmuFXAt4CfhD5LIYQOzAJeSnaitFLtm0Mf3aEfGfrpFtpeAbSPEKx2wpTavhw6EmTOss24dY0lGz4q9pQKykMvbuWP3/5c2i2z3bpok//psZe3Ud2jS1Trck0YOQ+jTidKDlSwgqJjk6kAmgm8LIT4HOAFHgCGYQmOMalODgmrN4EaYJ6Ucp0Q4ibg30KI+7E0snMynFOHpqnZx93PbcYfNB1Vz/bOt0YPYMH6nfgDpkPbu9QYEg62Bh3dSi5NEIwx9+Uise1nizfx75vGhVuX733vbSblYdFPFiUHKlhB0fERMsPKx0KIXsD3gbOw/t7fwhImab+aCyG6A38HfgBcB7wspXxGCDENuE5Keb7DOdeFjqWqquqsBQsWZDTvbGlubqa8vLwg13KiNWCw/dOWuNpthaSqFPZk6f7oVuKmukcp73/anHVk3/FdvZS6j5YqMqVEE8KqXycEIrQtlwgh6NejlIpSd/h3wDAlfsPEo2voWv5bqDt997oQDDy+jNJCOcZCFPvvoD3Q2Z/BhAkT3pRSjszlmBkLoJxdWIg7gBZgNtBdSimFEAI4IKXsluzckSNHyvXr1xdimqxcuZLx48cX5FpONDX7GHPv8qIWB51xWpAH3sk+Z/nFm8fx2vt7+emS7EKqXRr84VufIxA0+e6TbxGMMLG5dcFNk07mNyvfDyfSgpXPY0iJQ8eLtClxa6yZNZF31q/lQPeTC24Kc/ru7TkVWgMq9t9Be6CzPwMhRM4FUMpVRQgxLt3BpJSrkoxzPBCQUu4XQpQC5wP3Yvl8zgNWAhOB4tSiaadEtv22F7/Zk4fSr0cpz9fv4S/rdqQepMisbthLzzYsmEETvv3HNxwrIgQMyUMvvYcZa4rTBH+9ehRX/s/r+LPUvOzIN8OUBTeFNew5RN3O/dxy/mB+9eLWKMGnzG+KjkI6r7UrsQIFbJuD/Zce+xkgmV2gN/DnkB9IAxZKKZcJIfYDvxZCuLAi6a5Lb+qdh0QO64OtgWNCAM1ZujkuXDtTksUVxAYduDS474rTGTmwkvunns7NC+uy0oQCpkmZR2fbkSC6cO5um8qHk02pnZ89+w7zXzv6vU4b2Zfpo05UJXsUHY50BNDxEf8eBdwP/AJYG9o2GisqbmayQaSUG4EzHLavxvInKZLg5LAefVJPNEFRqmdnQqGnJ4RgaO9uNDX76N7FgwZkGrnu1gTTzqpm8qOrufHUAC3+6HcrWzht2LnfUTBkG73WsOdQlPABWLh+F9ede1KbhI+qO6doj6QUQFLKJvvfQoi7gR9KKV+IOGSbEOITrPyd53I/RUUiKsu9PPSVWm59egMCQcAw4RgQSPkmYEgu+vUrgMSj6zi5z9wCpID+x3Vh297DcftNKfnbGzsJGDIqCKDMo2NIGRZOTgKmLdFrdTv3O26/dv56qruX8q0xJzJpaK/0HkQIFcqtaK9k6lkeCji16twFFCZbUBFFrHnu/95q5Bf/KHxDu0iuPqc/C9/cRbOveBmzdnh20IyfgwCEpuF1CXbtP+KoRRoSjBjTXplXZ85lw6jt153Jj652FDAAK7Z8kpXJDqC2X3fH7dubDrO96TCvvN/EKVVl/Pvm8eF9ybQbFcqtaM9kKoDqgTuEEN+WUrYChAIKfhbapygCkea53hXFL+ei63pcfk57QgJ+w8QOmnPrAk1KUsUqGKZkwpATEtZye3LdDn6zsgGXJqIi8iD9Sgo1VV25anR/5q9N7Nt7d08LL23+mElDe6XUblTdOUV7JtO8ve8DE4BdQoiVQoiVWBrRxNA+hYIvDK1y7DbaXkmU0xO7dcqIPlSWe6nuUYrfiBYwfsNg3ooGjgTMKM2vzKNn3JDurstP49GvnZH0j/P5zXuitJtDviBHAiYzn9kYVbJH1Z1TtGcy0oCklG8IIQYCX8cyuQngSeCvUsqWPMxPkSHdSovbY/DcmkpGDqwEoHsXD9/73zc5HIherDVh/eLksHVQm3DKsfLoAkl0hN3C9Y2MqO5OeYkrTls6a0APNjYewBfRu8g22U0YckLG2sbokyrRNUjUHurCoVVpaTdOYfwqlFvRXsh4tZJSHgYez8NcFDlgWJ8KNMiq7E1bGFJVzs+/ODwsfKy5dMOMiYFz6zD98wP409oPCzIvtwaS6JI9mgC3ruHRNXyGiZASX4Sg6eLWmXnRKdz//LsEYjSdO5duQiDiKn6/+r5DZ1VDUtuve9bN7B6YVsuNC+ri9p1SVcakob1oavYl1G4i/UK2n7B+90FAMqxPRcbzUSjyQaYN6f4r2X4p5f+1bTqKtlJZ7uW74wfx2MptBbvm8WVuHr3yTGqqusbNxSmJ9q6lhXMXBkxwaTHBBB4X86afSUWpmzKPzuRHV0epYyaS4X26OZYOChoQ34TCGSEllz6ymhsm1HDlqP4ZCyJbcPzfW428uHkPHl2LioJLpN2sbtgb5xc6dCTIHUs2Wfcn4caJNdx0wSlR11Oh2opCk6kGtCjBdvsvsh10qlFcM3YQj6/anrO+PKn4tCXA+Q+u4qrR/bnr8tOi9sVG6VktrnV8wcJ1b4+VI7ZgsRfa2EV82shqvv6H162e4DFk8kQtrUrywAtbeWT5e9z/5REZhz9Xlnu5dtxJXDvuJMf9sc8XCJfvsU1zNz9VF2fufOilBtZua+Kp71q1f1WotqIYZOoDivKLhqoXnAHMBW7P4bwUbaCy3MuD00Zw01N1Bc0Jmr92B1edfaKjJhT5Rh1rNgKrk2qhfEJ+w+Sbf3gdTbM6rt58wSnhRdzWiHJde89vSGY8vSFh+HNbtI/I57th5/44v1Ci57pu+z7Wb29i4PHlKlRbURTaFKYkpQxKKd/AqoTwm9xMSZELptT25Y3bz+enlxQ2Pevvb+9Mur+y3MvsS4fGbdd1jaG9ujqckR8kYJjw65cauOI3q8OLf4vfiOuGmisChmTt+01x2xfX7WLMvcv5+hPrGHPvcpbU7cr6Gk5Rb8lY9d7evHeAVSgSkau/tP2As41AUTQqy71cM+4kHv5qbbj7pi5w7K2TKz5sSr1oDe9bQbk32lrr1TWuHjsQd/67HMTx5o4DfO3xVxlz73I27T7guIDbIeV2ZLlXF3hdGnqG8715YV2UgEknlDoTYrutelJMsE9FCWUeXYVqK4pCRgJICHFmzM9ZQojJwO+At/MzRUVbmVLblzWzJnLtuEG4dI3SPObnrNy6h18+t5lVWz9JuIhW9yiNS1QNmCa1/bqjFyl36HBAciRgMmdJPbecPziqXXbvihLstiW2P0kKwYwLBmcszAOGjBIw9bsPouFcNSGWdFtz29/3X64ZxRPf/BzeBEJIE/CLf2xh8qOrmTayOu0W4QpFrsg0CGE90ZWxbV4Drs7JjBR54zcrG7JuCpcuzT7J469s5/FXtuPWBQ84ON4TRW/VVHUNb/cFYgO443Frgge/UstHB1p55s2dbNnT9lQ0vyG5/4Wt3HHZUIb3qaC6Rymvr12N1wV+42jghC5g7vNbUlZPcEITgvrdB9h3OMDMRRvjvhMn7SPTIAHbL9TU7ENo8Q42jy7wG5JDocSlhesbWXbDWFr8hoqCUxSMTF83BwKDQv8fCAwAukgpz5FSFrcAmSIpTnb+fBMwJLc+vZFVWz8Nv7Xbb/FjanqG39LXzJoYXkztt/ebLxicenxTcsPf3qaqWwnfGD0wbr/XpdGvR+YLqT9ocufiela/9yn7Wvx4dC3ORNUaMAmkKHWna4KfXDwET4xWd9hv8J0/vcGMhRvihI/XJeK0j7aY6WJNciVujRkXDMbrijaBujWNFr/BiCzzlhSKbMhUAxoAvCqljIqhDUXDnZOsIZ2iuGTqnM4VfsPk6j++jsulMe2saha+2ZjWW/xvVjakfY2bFtThdjDdBYIm00YOYGjvrvxz00f4AiZHgiYv/OeTlGMGTMnc57cy9/mt3PU5wX1XjOA2B20lGbqAK86qpszr4s6l9VFVFawgu2itpItH57dfP5Nxg0+I2t7Wem5OodrzYp6v8vkoikGmr8QrgOMctleE9inaKU7O6ULVagtKq9zN/Nd2pPUWn6m2ZoKjYDCBB17Yyn//9W26eFw8/59P0hI+sRw4EuCJV97n91eNxOmRdXHrjsEIbt0qUHr3c5txpXE/pnSuUpCLem6V5d6wdmP/LnhdGl08Ol5X+j6fdP1QCkU6ZKoBCZxz8SoBVQuunRP5JhyuAFBEdE2wYssncbXSqnuU0hrIXaKqL2jGNXnLlI27DjFnyTuOPp8xNZWsfPfTqL5BAC1+g0eWvxfXsdUJTxIhkI96btL+r0z0Jx2PSlZV5Jq0BJAQYknonxL4ixAi8vVHB4YDr+Z4boo8EJm0GLmoHfYHC14ctMVncMeSen66eFPcYiZE+gtjoXh/r3OIeTKtKh3ho2vwjx+MjUvgjSRRW/ZssH1KvqDE7hWbKvHUMKVKVlXknHQ1IDt7TgD7gMi/RD+wGvh9DuelKACxGtEXHlpVeCHkj18AG/e1UuLSCUREnZV5db44oi9Pvt42TSYSl2ZV2ynkPXtdGoGgGV0sVsLuA630KPMkXcztfXaIdrYLfzY+Jb9hqr5CipyTlgCSUn4bQAjxAXC/ar3QcYjUiB78Si03LagreCVtiF7MnHwehim55cLB3HLhYJ6v/5hte1vo4tb57ar3Q2/ymTHxlOOZ++URADzxyjYeezk/xVs1QNcFHl3DkJLrx9fw+Kpt4fBnsATg9/7yFqaUSc1auTKBZeNTcooEVIELiraSkRdaSjlHCZ+Oy5Tavvzp6s/FJXkVAr9xdDGzy/V4dBHX0K2y3MvXRg3g9kuHcvOFp/D7q0bSxRMdUuzRBbddOJgyT+LauMvf/ZRfv7SVynIvQ3p3cwwuyAUmVmvvgGFVAr9yVH/HaMTDfiMcmNGw51Ccoz+XFROcQrNT+ZR0TWR8jkKRipQakBBiI3CelHKfEOIdkhjmpZSn53JyisIzrE8FXreW82KcqbhhQk14MVtct4u7n9uMx6XhNyR3XDY04Zv+sD4VmDHOf78hcbu0uKCAWOav3cF5Jx/PbYs2ZpVQmi5maE53LqmnX48uzJ48lLuXbUZDxDXrCxomlzyyGq8ereXU7z6AJpwrJmQjBLLxKeXSD6VQQHomuGcAX8S/25dnWJFTIiOudE0QMCRV3Uo4oUzjkxZ/Xq7p1uHKUf2B6Dd9m7uXbeaiYb0SRojNnjyU2/++KWr7r17YyuxLh3L3c5uTCtPr/vImRoFkbcCQXPWH13FpcP34GvYcOsKCNxqjjgmagGniDx519B86EuSuZfVxpsa2msBiq5SnU5E79hyFoi2kFEBSyjkR/74zr7NRtAsi33Q37TrAnvfr+KSl7a2+K7u4aDocH15952XDoxzsmTq7h/epoMyjhwMa7HOG961gzayJ1O8+yNV/eiOu/hxQMOETSdCEXy9PL9FW1wRzltbjj4mUSJS7k21bBxVirSgGmRYjXS6E6O6wvZsQYnnOZqUoOnYwwO3Pbkp9cBpowEGfEa7O7NYFHpfGL740nOlnDwgfl42DvLpHaZy5LfKcilI3cy4fhq5Fm7CKVPc0IwKGxK1HT7SLW+f3V42MExDZtnXIdUVuhSJdMn2tHQ94HLaXAOe2eTaKdkX97gNtHkNgVV02JJgRb/FCCMfcl0RJl2A1W3N6s0+3NfVdU4ZRUepmb7OP4X268fU/vE6wCOWJMuGLtX1YsmF31DYTybA+3aK2RQqRTPN02lrqR6HIlnQTUc+M+Hi6EOKziM868AUg+y5ainZK2+PhdM0SNkaMCUkgeWr9Dr4ysn+cEIp1dq9u2MuYe5cnNQ+l05r67uc2s2bWxKhE3BlPb0iYLGqHUBeTZ99u5Itn9GXh+qN/XtNGVscJhrYIkVyU+lEosiFdI8R64A2sAITnQ5/tn3XAj4G78jFBRfGIfcvOBo+uO9ZB8wUlv3/lA85/cBU/W/xO3H67dhmQtnkost5ZOl0+x9T0REsgXzwujYXfPTuDO80PfgOeXh/9brdwfWPc/bdFiGQTll1IVP25jku6JriBWK/D24DPA59G7PMDn0gpUxSnVxxrVJZ7+fqo/nA4+yTNoGkgRPL3nPlrd1Di0vnueSfl7M0+nQW5cV8rHl3HF4wOjPC4NO64bCiHAwamQ+BCoYmdgS5E3P23tV5cew2xVsERHZt0KyF8GPrnMeC2VeSSn3/pNB772/asz//BxMEMqOzCzGc2IhC0JmiiYzexe/irtVELTLZv9uksyNU9SvEb0fPx6IJbLxhs5ekIUfDSROnQ4jfYtPtAWEO0aasQaW8h1m3xaymODTKOrQ31/vk80J+YgAQp5fwczUvRjhhc1RW33hrnK6k5vgsNnx5OeJ5H17hyVH8qy72MqelJ/e4DfOdPb5Asx/WWp+qiFpi2vNmnWpBXN+wlUsFxaXDHZcNS5g61ByJzo2JDrzvK4qyCIzo+GQkgIcQQYClHTXJGaIwAVrKqEkAdEF2zWmtHJqfecdlQpo8aQMOeQ/y7/mMefGErsSXZ7pgyNEqQjBt8Ag9Mq+WHC+oSZjMHJXzvL28y/fP9+OKZ/YC2vdlHLsiRCzVYvqVIoaprGv2O64Iuiht4EIsmrLyf1kD8Qhwb6deRTFQqOKLjk6kG9BDwJlALfBz6fwXwGPDTHM5L0c5IJARqqrpSU9WVfsdZZjYNq67bzC8MYfqoAVFjNDX7GFBZxgs3j2Ph+p08/oqzae+ND/bxxgf7uPdfW1j7kwuAtpuHbF+CLgS+oMG5NT3jBI1H15j/6vaohFawovg8uoa/GFmrgCkhEHPtI0GDMo/eoU1U+eiDpGhfZCqAPodVF65FCGECLinlW0KImcAjgKoF14FJJgSm1Pbl0JEgc5ZtpsSt86sXt9KroiT8Nu7kTD6lqox39ySubfvRQT/PvrUzrAlli1N5nxVb98Yd5zdMXtzyadz2E8q9fGds/7xVzE6H2Fp1Ukq2fHwoZX24bCsjtBfaa3CEIjdkGlQgANvo/ylg6/qNQE2uJqU49mhq9nH3c5vxB02afUZUuHSiTPu/Xjuah6adnjAUGmDZOx8nvWY64bmN+1qTmtW6hCpuX3Gms+nqk2Yff177oeO+YiGE4Oan3uZwjLYWaaLKtjJCeyMyvF7RschUA9oEjMAKx34dmCWEMIBrgaTFrYQQJcAqwBu67iIp5R2hfT8AbgCCwHNSypkZzktRZJI5jO1/O+0beHxXyjyuqP44kUw+rZfj9kzCc6t7lOIPJs4SmD6qP9877yQWvdnouF9KGbfQFxun5NnI+nAqgiwzjnVN8VglUwH0C6As9O/ZWAEJK4C9wFdSnOsDJkopm4UQbmC1EOKfQClwOXC6lNInhDghwzkp2gGpHMax+/yGyYHWAH0qShz74wD07uZxNL9lurhWlnu55txBCU1oI6orALj/+Xfj9jmZCNyaINAO8oNiiWxLoSLI0kflGhWPTBvS/VtK+X+hf78vpRwK9ASqpJQrUpwrpZTNoY/u0I8Evg/cI6X0hY77JMN7ULQDkmXTx+5z6wLDNLn+ybeY/Ohqpo2sPrpPg+F9uvLQtNNZ+5MLHM1s6VQ5sLHPv+LMalwOtj4BjD7JChF30iqcROP0Uf1x6nXndWlceGrx3p8ChgybPVUEWXqoQqzFRcgUTbuEEEvSHUxKOSXFWDpWFF0NME9KOUsIUQcsBi4CjgC3SinfcDj3OuA6gKqqqrMWLFiQ7rTaRHNzM+Xl5QW5Vnslk2dgmBK/YeLRtbjq04YpaQ0YfNh0OOptXROCmhPKMaWMOu9Aa4DGfa0IrDeV6h6lVJS6MUzLAR87xpBeXaOuGXt+jzI3n7UEsH/nBdDvuC5UlLpp9gXZvtc5IKKqFPZEyDYhBALirj+gsgvlXhf1uw/GNcnLNfZdOlVJGHh8GaVuPeHzy4aO+nfQGjDY/mlLVDX1yGcYSUd9BukyYcKEN6WUI3M5ZjomuKZcXSxUrqc21NLh70KI4aE59ADOxoqyWyiEGCRjJKOU8nHgcYCRI0fK8ePH52paSVm5ciWFulZ7JZfPYMPO/fz4iXVRPp+uXhd/OffMqMz+pmZfqJjo0UWgxB1kzaxxVJZ7aanbFReeOynCbOJ8Piy7YQK7D7QCgmF9ukVFi/3g5y865ifNOC3IA+8c/VMp8+oEgmZUj54St8aaWedSWe5lPPC7Fe/xtzd20Lt7KQOOK2PBemf/UrZ4dYFEYkoR1efI6xK8+qOxOY+C66h/B03NPm4OFa21KXFrrJkyNu55ddRnUEzSaUj37VxfVEq5XwixEkvraQT+LyRwXg+Fd/ckut6cooOQrmkolQ8jVXhuovNb/AbjBjubyey2EakwTBmumJAoP+W7E07muxNOpqnZxzn3vJR60BCXj+jN4g0fpTzOF5qoS5PoEfM2Jaxp2Bv2YXSkygj5QOUaFZe2t7lMEyHE8UAgJHxKgfOBe4FmYCKwUggxGKu8T3yShqJDkO4fvJOg8oWSLyPHSvSmn6kPpHFfK12SROPZeF0i7KS+aHivlNpFooKniUhH+ETPRydgSIxQoqrtB4oNyGhq9lG/+yAgGdanwrGET7o4nXcsR5GpXKPiUTABBPQG/hzyA2nAQinlMiGEB/iDEGITVmXtb8aa3xQdi3T+4CMFlTQlPkMihOCSR1aHywDZJIpiyuTN1klg6QJcuoYuBF6Xxg0TasK17ew5ZtNrx6ODlCStiZcuAcPE49KIjBKPjXZ78rUP+dniTWEtya0Lvvb5fixc35g08iu2dBE4P2sJx3wUmdIUi0PBBJCUciNwhsN2P/D1Qs1D0T5I5w9+Sm1fhvbuxiWPrAYkvlA5gNv/vgkkTD97gGNI9q1Pb2Ro724Zvdkm0szG1PTk9bWro/wqkaR680/W4fXGBXVpPatvjR7AgvU7LZNi0EBKSanbRcA0mX3pUO5+bnPU8ZGa3pOvfRjXVj1gSOav3QGQMIw9VtDce47L8VnftmgDpikJmEfHunFBHaZptrmChaLjU0gNSKFIiWUqOoAdJNDiN/DoAn+MBWvO0vqwCSwWv2FywYOr+PmXhjN91IA298QpdeuOY0Qu0n7D4IYJJ0dpSInG3dfi54nV26go0TlwJHmCq0sT/GDSyfxg0slR2kjkHLuWuBw1vaZmH3OWbU46vk2k1uQkaBr3tVK/+2CcXy0QlI6h6jct3MhjL7/Pv28en9b1FZ0TJYAU7YbFdbu4NaJFtkuDOVOGR0Wb2bh1a8Es8+iOrRMk0ZpSuqRrinFapB94YSuPrmhg7tR4E5Q97s+efYf5r+1Iez5zLh8WZfKLHM8mkeBs3NcKMj07n98wooRbrKCxwr5lnDkx2ejv7mnhpc0fM2moczULOPZ8R8fafNs7qsGcol3Q1Oxj5qLo9ghBE+5aVs+tFwyOO96QkuoepbzxwWdJx71zyaa8JBU6JcMC+IKJExkb9hzKSPh8/7xBcRXFE+FUL63Mo5NuBaEbJpwcPtfJbyWBYX0quO+K03FlsGo8+XriGnrHWq26A62BY2q+xwJKACnaBY37WuMSV8Fy1o8aVMlPLh6CS4Mubi1cZWF1w944/0YseoIKCW3FaZG2SVSVoW7n/rTHd+uCa84dxPrtTfzq+XdZv70p7eKrNi1+Az2Nv3Cvy2ocaONU1cJ+4x9T0xPdQfAmoovb2chyrFUgsDWfY2W+xwrKBKdoF1T3KMVwqK/mNySvbWviVy+8i0uzevJcPeZEPmvx88t/bCFVSTaJzEv5GXuRvm3RBnwxnficwr2bmn1xPX2SETAk5977EocD1tgPLz9a61cDfnTxEK4776SkY1T3KLVyhBLsL3FbgsQpOjDWrPfO+rWAHVauhQNCUvGtc0503F6IWnW5NJfZFSUiUbX12o4SQIp2QWW5lxsm1PDAC1ujtns0uO9fW0IhxNZi/PgrH6Q97typIwCrAkOu7fb2Iv3XdTt4dEUDHt053Htx3S5mLKyL6+mTClv4xGICv/znFup3H+DXXzsz4fmV5V7u/3J8B9pLTqvilvNPocVvJH0mTv4w57By52Z9Zw/swciBlY5j57tWXa4LjFb3KI2rkqFq67UdJYAU7YYrR/Xn0RXvRWkUkvSqEzgx6sTuSGDMvcvzlqNSWe7lB5Os6Dent23Lt7UhY+GTDos3fMSwPu8n1YRsIbn2/Sb2Nh9hbM3x1FR1zfqaleVepo2sDodxA3z189WMHHActzxVhyGt7+yHk2q4+YJTko6TrwoE+WhFYSc3l7iDqmJCDlECSNFuqCz3MnfqiKhF6dvnnJh1J9IxNT0L1hMnUfRc475WtHA50KN08egEDSPtIIFE3PuvLVxxVnXKHKfJI/pEbWtLFYSFMXXtFq5v5IeTBrPu9vMzGjNfFQjyZd6rKHWzZtY4FQWXQ5QAUrQrYhclgN+/sj2q4Ga6LKnbHdcJtdB2+027DtDqoP4YpmTtj8/noRe28r/r0o+MixtHwhOvbGPWxaemfU5bzFNOizsSlm7YzWUj+kQVlE2HfFQgyKd5L9F8VXh2dqgoOEW7IzKkuLLcyw8nnZzVOA17D9MSo2LE1pPLJ3ab8lh0AXOnWuabmy4YHA4GyJbHXt7Gk+s+DF8zNlIucls20WdNzT5aA0bCPkNHgiZ3Lt3MqF++2C5Ck5P1psoHx1o4eXtCaUCKdo+TbyhbhIDJj64uSL2yxn2tSAfNLXJTsmi6TJizdDNI4ip0S2Dmog3oQsMfNPjciceFTIJHSaYVLq7bxcxFG7lxaICb7lnODRNqmD15KHctrY+bb9C0SvNkYuLMl+ZQqAKjqvV521ACSNHuifQNBQ2zTQ59a9F0rhida8o8erhtQiQSuPXpowv1lNq+dO/i5nt/eYvDWTqFdCGYs7QevyEjauLVYZh2EIc17trt8Ym7icxTTc2+cGUKU1q1+B54YSseHb4zdhB/XPMBR2K+DF2kb+LMdyvsQhQYVa3P24YSQIpjgsg32kDQYF1oIf34YCv/+9rOjMcrxCLR4jccwg8sDENGXX9Yn4o2dVENmmYoHPqoAEsly0rdOhIZVTvOipbzMbamJ7sPtDq2Kfcb8PiqbbgcslwDZnomzo6iOajW521D+YAUxwy2b2jkwEqun3gy1088mRHVPbIaqxCLhFPuiI2BFaBgE+u38Lo0ZlwwOFQBIr5CRCy3XXgKwQSVGRIxZURv1syayJTaviyu28Xnf/kSN/ztbe5cupnzH1zF/Fc/SHiuIeHqMSfi1mPnJrj44VfCPqlEOJUySlRBoj1TaH9TR0NpQIpjmtoMo65spozonfdForLcy8QhPVm+xbm/4t3Pbeai4b3C87DbT9Tt3E9tv+7hfJ2JQ07gkodfiSvK2sWjETSs7qzTzx4QNpGly5dD4dt2Hb7YShQvbknelHj0SZVcc+4g1r6/lx8usHKAbI0pVSHYdDSHWP9Qe400Uw3tskcJIMUxTU1VV6aNrI7LTUnFwvW7GNGvR9rFPrNl7tRazvr5i477Ys2AiXwiNVVduf/L0flRsy8dyvC+FVEL3sXDezkKII8uCJoyKvjh3JpKRg6spKnZx4otnyScv0vD0efm1kW4s2q3Uo9jsvCdSzZFCdhIUiWiWsEPG8CU+EwocwuOGFDq1giaMs5fVGzh1J4a2hX7WWSCEkCKY577po6gd7cSfh1RLy0dbv/7JkadeFybKgOkorLcy8NfreWmBXVxrQsi3/hT+UTSectu8Rt4dREV+ODVBb//5ueoKHWz99ARNjQeYNzJPRl4fDkPv/Qe81Y04NJEwtpumoj3Yrk0wQNfHhExB2dDo57Cz5bonpqafXGli1pCZYmafUbcs0kVzHAsLchtJbpHlRnXxbe9oXxAig7BxFOrssrvueThV/KetzGlti9v/PR8ZlwwGK9LOPoKUvlEGvYcYumGXez87HDC61T3KEXE+IuEZjX2G9GvO5OG9uKWC09h14EjnHPPS/zqha34gmZcrpTNKVVl3P/lEZS4NTQhcOuC748fxLqfTIpa4If1qXDwBaVXCDa2jURTs4+lG3anjHTUNUHjvtaUeU2dKUcn9lnYJtmz20l+lhNKA1J0CCyfQuZRZH7jaEg2kNWbcjpv2KlqxlX3KKU1EN32tTUQpLpHaVwTOwH8+qu1jk3vUtVXsxepdHKO3t3TwtDe3VgzayKvr13Naz92bkteWe7lgS+PYEZMM8G5U0dk9Bztt3eZRjSgL2Bpj8nCoIEOEWmXLo5VKoCACTc9Vdcu71sJIEWHoLLcyx2XDbWc3xmiIfj9K9v406sfRC3ctnnIqU2ETaa5LJG+gkjBBSBizF1CCLZ/2hzXxM7KI3JeUBIFMtjU7z4Yl4iajN++3MCPLxmKRz+6qDstYrY5LbKdeqZC3BYW6WALqWTBDJ0tRydZjypTwtr39zJ5RH6TrzNFCSBFh2H6qAEgYc7Sely6IGhAuVfjs8PBpOcdDhj8NlTw1F6sbl5Yhy7A63LxvVN8tNTtihMsbclliRVc14+vocSlEzCOzrXEpbPqPecIOoHzQppMINpVDdLt5QOw6K3dPPPWbmacFuR3L69LKmQry72MG3xC3PZkGqK970BrIK1wcxuvS6d+90HGDT4+qdbXmXJ0bA34loUbHGsn7m32F2FWyVECSNGhmH72AC4a3iucsDr1d69lNY5hWrk6fiOIKZ0rJ2T7hu0kuB5d0UCsM99vGPSpKHEcQ+Lc9C6RQARCprfMy0jI0M8hXzA85tDe3VL2E4LUAjHSYR7MoGHf4YDBtfPXM3fq6QmDGfLZ8qG9MqW2L30qShx/78eGfg/aE0oAKToctpnr5gVvJTympmcXdh/0pV36xkmwZJsF7yS4PLrGdeMGMW9lA25NozUQxJTwi39sQddElBlQAPd/uTZuIU3lD3HyD2SDYUgufngVJS4XfsPghgknO0ZaOQnEW5+uY+dnhzmuzMOdSzfjCx7dp2vC6sEegUcX/PWaUazd9hmPLN8aVd3BFzSjXgySmQY7SxQcwMiBlVw1un9Uz6arRvfPa7RntigBpOiwbNp1MOG+7XsP486gCrUvGIwTLNm+YScSXFeO6s+Vo/pTv/sg185fjy9ohk1yXpfGjRNPYkBlOaNPqnRc7A+0Bjjsjw9kKPPo7D5wxLFraTbYwR723B54YSuPrmgIayM2jfta49ph+A2Y+7xzsmykkO3i0TCl1S585EArZ2lEv4q4ennpaJztKUenraQbUn7X5adx1dknJvQFtheUAFJ0WIb3reC9T1sc9xnA9JHV/O31nY71zuKOl7CmYS9TavuGF4FA0OCzFj+3XjAYX9DkuDIP3bu4aWr2pVwQEwmupmYfnxw8glsX+CJkiUfXGHvyCY79dmxTli5EXEKolIJLHl6FS9Px56Mta4hYbQSsUkOJQrxTcdhv8osvDo8L946tl9eRfTqxZBrwUlPVtd0KHhslgBQdlusn1PD3ut0J9y9c38hvp5/Jd+a/mXIsI9Rq4Nm3G1n+rnNgQCTnDa7ky2f1Z0ivro6+EttW/+dXP2DfYT97Dh7hdy+/z/3Pv4su4Egw8UIbGz03M0krB0NKDIOoIqX5ItLcV7/7IHcsqW/TeLc/u4lRA48mCmercXaERNSOUrw1FiWAFB2WmqqucbbwSNyaRs+uJUmPicQXlGkJH4CXtzbx8tam8GcNeCgid2fmog1R5YNWv3+0TUIgYhyvS0NKuH58DXU79vG7Vdt488N9eF06hpSc1b97Tvok5YIjQYNNuw4w7XdrCRqmY3meTLn416/wwLQRYc1zQGUZy24Ym1YABOS/5UOh6Kgh5UoAKTo0ti18xlNvs2H3oah9tlZhH3P1n15nx74jeZmHCdy4wMrdeebNxrRr19lRa7E13g4HLI3m1W3x/X2KhWlK7lxan5ZJM10CphWBeOhIMK7ZXqr23x1Ja+iobR9UKR5Fh6emqiuLbxzHw1+tTVg2v6aqK6tmTWLRd8/m66P641BZJif891/e5Jf/3JKfwYuMW9dyKnxsNGF1fM2kjTh0nJYP0HHbPigNSNFpSCck1464+vzA45gZcuwLkieyZsK6D/blbKx8EFt61K0L/vu8kxCfbsEbqqqtaQK3rsWFsBsZ9iNKl1a/GVfu1Bcw+drja5k2sh/jTzkhziRnRwXGRv4dy1pDRwwpVwJI0alINyQ38o/943ffQt/UmhOfhi7IyTj5InZqX/t8P26+8BReWr6bhePOoLpHKf/a9DFzltbjdQl8QYlXFwhNMPvSofxs8aac35/TcBLY+kkLP//HFn7+jy3hOdx3xelICPt9DNPErQurykTIdAewYef+OIEVGdiR6N82mQQ25DIIoiOFlIMSQApFQuw/9n3vazz4lVpufqquzYurS9cw8hgOnWvmr93B/LU7mHFakIdfWEOPLh4+aYku6SKF4LkbxtKjzMNL/9nD8neTN7LLBz5DgiG5bdFGQOILyrDfx+uCedPPoE9FKf/Y9DG3LXoJj67jNwyuHjMQgD+s2Y5H12kNBBHC0vB8AQOEwKMLKydpjLVcZhLY0FGCIPKFEkAKRRocLbZ5kF37DuMLGgzvU8FvX97GizEN3WZcMJjRg45j0+6DLKnbxVs7D+DRQNMtu/1vlr/Hlk+c85PaMwFJnPAB8AdNzn9wVRFmFI8pZcjvc9Q86NF16nYe4Nr5b4aDOnxBy6z6WKgGYOQ2kATssHUpaQ0lyO787DDrtzelHdjQkYIg8oUSQApFmljFNo+P2vbEwEoa9hxidcOn9CwviapSMHJgJd8aMzDOBJOoVpei7QQMiSDaN+U3DOataMiqDl4kEvjq79fFBagkCofuqKHTuaRgUXBCiBIhxOtCiA1CiHohxJyY/bcKIaQQov1VzFMoklBT1ZVvjRnE5BF9EvbLiWy6NnJgJbX9uhV6mp2CErfGDyYOpsStUebR8eiCsTU92yx8bIKmjOo4C4kDGzpq6HQuKWQYtg+YKKUcAdQCFwkhzgYQQvQDLgBSZwMqFB2A//nm58mgFJ0iAU7R8leO6s/sS4cSMCVuXeOlLbn1SZW4NTy6c2fbSNpT6HRTs48NO/enDF0vNAUzwUmrg1Rz6KM79GO/SjwIzAQWF2o+CkUxqSz38sC0Wm56qo4sGrkqQsSGjF8/voZ9LX7ufm4z/qBJJh1wdAGzLhrCAy+8i2lKkvXG+8eN56ZVjaEYodOxJt/2HAgh0ml/m7OLCaEDbwI1wDwp5SwhxBRgkpTyh0KID4CRUsq4eidCiOuA6wCqqqrOWrBgQUHm3NzcTHl5eUGu1V7p7M8gn/dvmJJPDvloavaFF1MNOL5bCV6X5S+ILcBZDKpKYc8xkL+pCRHulprJUxNAv+O6UFHqxjAlfsNESmgNGPiDBp+1BDihRPLJEUF1j1IqSt0px7TH8eia1WqiABxoDdC4rzWcz9W7ooSPDhyJ+h3ShGBIr64Zz2nChAlvSilH5nK+BRVA4YsK0R34O/BD4PfAhVLKA8kEUCQjR46U69evz/s8AVauXMn48eMLcq32Smd/BoW4/0S5IkvqdoWLb/oNk4BhxmlMLg1Gn1TJK+81kS9mnBbkgXc6VsySVxcYUnLtuEFcM3ZQ1HOP1RpmXzqU4w418PnRY9PSYoqhdTQ1+xhz7/KotuYel4ZbE1FVybt6XfzlmlEpSxnFIoTIuQAqym+UlHK/EGIlcDkwENggrL4h1cBbQojPSyk/LsbcFIpikG5DtTUNe5nx9IZwyRuXBr+aZhU5bdhziLqd+9m65yCPv/JBge/g2MMOJvjjmg+44ozqqITT2PDpu5/bzLwJJWkJn2KFXztG3emCQLD9BkIUTAAJIY4HAiHhUwqcD9wrpTwh4pgPSEMDUig6E5HC6Wg+0gFAMKxPt6h6dnbrggGV5XmpStARORKIzmP61ugBjuHT6Tb0K1b4tVPUnWFK7rhsWFwh1/YSBl5IDag38OeQH0gDFkoplxXw+gpFh8DKRzoh6THTzx7ARcN7Ub/7IFf94fUCzaxj8Ke1H8ZF1wVMy5eTDsUKv3bqlzR78lCG96nIqIVFISlkFNxG4IwUx5xYmNkoFB2fynIvFaVu3JoIt9FWpIf9tLwuDSGs1uD6/vfSOjfbxnm5INJku25bE3cu3oSuaUgkc6eOyNjvk286lldRoVBEUd2j1DlZRpEWvqDJTy4ZwpTavqxcmZ4AguJXrv7Xpo/CZYZsbeyWhXXtrgyQSoVTKDowleVe7pwyrNjTyCuXndYrr+Pf//zWrBI4YytgpCIXyaKL63Zxzj0vRdW4swmaVqv09oTSgBSKDs70UQNoORLssI3wlr2T34BZlwYrtnxCjxgzZi7bLOQibLup2cfMRRtStGhvX6ZYpQEpFJ2A6847iV98aThuXeBN4EzvXqJz+en51SbyQTpLaolbY8qI7O7tsN/kzqX1bPn4EEvqdgGWwBhz73K+/sQ6xty7PLw9GyLDtjPp+BrLk+t2JBU+AhjWpyLreeYDJYAUik7C9FEDeO3Hk1j4vdH84ovDKXFreHVrYfr6qP7U3XkRv77yLD6451IuGpY8yi5bzupfnAXwlvMH8/zmT1IfmIBmn4EpJbct2kDDnkM5ERg2uWgd3tTsY96KhqTHtEdXoDLBKRSdCDunaES/7owaeBx1O/dT2697OH/I5rff+ByPv/w+9/17C7nqn1fm0fnh+afwrT++XtD6d2UenePKPHG5OV29Lm6cVMOmXQc4rW8FA3uW8fSbjbz0nz0J68D5gpJf/GMzImY51wT8+dUPmDKiT9yzTEUuwrYt7Sf5F1XmdbW7VhBKACkUnZDFdbuYuWgjuiYwTMncqfE+h+vOO4krzqoOtyWfFCjjpS3Z54gbUgKSLh6dZp+R8ngbjy7wtyGj1pCS2n7dHRf5/zqzmmvHnRTeVtu/Byu3fhp3bCQr3o1/Bof9Jg8vb+Dh5Q1cNbo/d11+Wtrza2vYtqX9pI7Qa08VEGyUAFIoOhlNzT5ujSjnAzDj6Q2OIbqRbcn/51ujwo73J9d9yML1jWlfU2Dl0gzrU0EwQ/UnU+GjCeun1O0KL+Y1VV3jkzQvHRo2c9n3HSkMNCE47E9fUNrMX7uDq84+MSNNqC1h2437WvHoekRHV4tLh/fipXc/aZcVEGyUAFIoOhn1uw9ECR+wOonW7z6QssJCpAnvunMHcf1f3+TdPanbi18zZkBYw7rl/MHc+693QxpR9nh0uHh4bxZv+Chqu1sXPPeD+HYJkYv8pl0H4srT2POLLHf0nT+9kbQtQyLqdu4PC6B0o+US1QNMhZMJz+sS3PXF4dwFRctFSgcVhKBQdDoSuaMzc1PXVHXl3zeP5ycXD8GVpLS/W8Dtlw0H4GfPvsMv/7mlzcIHQCKoOaErZR49artH12nxG445OJXlXqp7lHLXsvqkQQR2uaMbJw3Oam61/brT1Ozj4Zfe45x7rGi5c+5ZziMvvZfzpnBOje/mTh0R9bLQHoUPKA1Ioeh0DOvTDZdGVHCBS7O2Z0Okr2jvoSP879oPeGfXQSSSb4zqz81fOBWAhj2HmP9a7poeBwzJoyveI1Zw+oJGnFCKxClcOVGx0CtH9efBF7aSiRJ01ej+1H90MConxw4QeOCFrTy64j3mTh2R0/YMxa68kC1KACkUnYzKci+/mlbLbYs2oAsNQ5rhN+a2jGmfP2moc77NXUvqsx4/ES5N43vnncS8lQ1IU4ZaLAgufWQ1P7vMKsQZuSAnClc+kkRoaRokiUkIowt4/BtnUdu/B2PuXZ4wJ8cXlFm1Z0hlysvWhFdMlABSKDohxXhj3vTRgZyP2eI3OK7cw7IbxnLRr18BCLdNuP3vmyh1gSEFd1w2jOlnDwg57LX4kGUpmfzo6rgKBI37Wil1uzjki3bwjxlUySUjenP3ss1hwed2aVz/t7e5fnwNegprZqbtGdpzW+22oHxACkUnpdD+gXNP6pmXce9YXM/6Dz5zjK5rDVpRdLc/u4kn133o6LAHCJg4+oKcjvfogoevPIPpowaw7IaxSKuZptWALmDy4ItbafEnV5l8hpnUTBhJrioltEeUAFIoFAXhZ5cPz8u4QVPyk2c3pTxuztLNAGGHfRcHARBbgSDSwa8LQYlb444pw2jc10pTs48WvxFX2ihZlLmtGImQxpVOCZ9cVEporygTnEKhKAiV5V5mXDCYB17YmvOx00ktcuuCxn2tUWHW185fH+WrcUrWtI9/fe1qZg+q4e5lm6MaviVLWo3FvpLPkGCk5wsqVoO7QqA0IIVCUTCuHNU/ach2PjFMGV607TDruVNHRIUvJ0rWrCz34tE17n5uc5Qp7O5lm5l96dDwGJ5Uzp8Y0tFknMKs22NSaTYoDUihUBSMynIvM79wSkFbQ+gC3C7nRTuTYAy/YcbVk3NrGsP7Wi2v7bp6j7+yLe0qEYd8QQ60+mlq9iW9drZBI7lsGZEPlABSKBQF5brzTuJvr3/I9qbC+DB0TbDshrEJS+OkG77s0TVHU5hdVUEXgtaAkXGh1av+8EZYq0kW2ZbuPJuafdTvPsCr7zfxxzXb8eh6u42cUwJIoVAUlKZmHzs+K5wD3euyKiO0haZmH37D8vnE+oDuXmaZ5dqCHdnW1pbZi+t2xdX5s2vE5WL8XKMEkEKhKCiN+1rRBLShwHVG+A2jTQ57OwfnxlMDPLzK8vkM72sluDbua0UXufFpZZobFIvVEXVjXJ2/XI2fD1QQgkKhKCjVPUqRBWyPZkpY07CXpmYfG3buT5g/47Q/MgfHkNIKPHhuc9inUt2jlICRm4ZJbY1sa9zXip4kwKM9Rs4pDUihUBSUynIv1547kMde3laQ6wUMyYynN6AJEvpDElUasHNwYgMPbE2istzLHZcN4/Y08pCSkYvItuoepRgJHFBel2iXkXNKA1IoFAXnmnMH5W3sEnf8shYwJL6gdKwkkKzSQDo5ONPPHsAvvjQ8ZfmdRMy/+nOsmTWxzQECleVe5k49HXfERHQBMy4YzKs/mtTuAhBAaUAKhaIIVJZ7efirtdy4oC6n437/vEGMPqlnKME0sWksUotJpuWM6Nc93KDOroTgpElMHzWAi4b1on73QQ62BpjxdF3CYqQAOuByCeZOHZGyB1MmRCbZgmBYn27tTuuJRAkghUJRFOzF8p5//Ien30pdkiYSHYiNa/O6NK45d1BYE7C7n/oNE8M0o9pPRGoxqbScyEoIa6aMTbigW8mtxwNgSqvKQdCIvi5AiQ5PfW9M3nJz7CTbYwElgBQKRdGoLPcyd1otP7rkVM76+YtpnaMJ+OO3P8/OfYejQqIjNZPYxM01DXuj2nFHHhvZhjtR++rKci+lbj1tgRF5/UDQ4H/WbOfdPYf4ypnVfHfCyRk+pY6LEkAKhaLopGuSc2uCB6aNCGsaFw3rlTDTPzJxM1UlgXy0p4i8/siBlW0eryOiBJBCoWgX2ELg2j+/wVs743sHzbhgMFeO6h+nmaQrLFIdeyw2dDvWUQJIoVC0GyrLvfzf9WPD5WQOtgbpVupiWJ8KJRw6IEoAKRSKdsex5EhXZI/KA1IoFApFUVACSKFQKBRFQQkghUKhUBQFJYAUCoVCURSUAFIoFApFURBSFqgpRw4RQnwKfFigy/UE9hboWu2Vzv4MOvv9g3oGoJ7BKVJK57ayWXJMhmFLKY8v1LWEEOullCMLdb32SGd/Bp39/kE9A1DPQAixPtdjKhOcQqFQKIqCEkAKhUKhKApKAKXm8WJPoB3Q2Z9BZ79/UM8A1DPI+f0fk0EICoVCoTj2URqQQqFQKIqCEkARCCG+LISoF0KYQoiREdsvEEK8KYR4J/T/iQ7nLhFCbCrsjHNLpvcvhOgihHhOCLEldN49xZt9bsjmd0AIcVZoe4MQ4mEhhCjO7NtOkvuvFEKsEEI0CyEejTnna6H73yiE+JcQomfhZ547snwGHiHE40KIraG/hysKP/Pckc0ziDgm7bVQCaBoNgH/BayK2b4XuExKeRrwTeB/I3cKIf4LaC7IDPNLNvd/v5RyCHAGMEYIcXFBZpo/snkGjwHXASeHfi4qwDzzRaL7PwLMBm6N3CiEcAG/BiZIKU8HNgI3FGCe+SSjZxDiduATKeVgYCjwcl5nmH+yeQYZr4XHZB5QvpBS/gcg9gVWSvl2xMd6oEQI4ZVS+oQQ5cAtWAvQwkLNNR9kcf+HgRWhY/xCiLeA6gJNNy9k+gyA44BuUsq1ofPmA18E/lmI+eaaJPffAqwWQtTEnCJCP2VCiCagG9BQgKnmjSyeAcDVwJDQcSbHeMJqNs8gm7VQaUCZcwXwtpTSF/p8N/AAcLh4UyoosfcPgBCiO3AZ8FIxJlVgIp9BX6AxYl9jaFunQEoZAL4PvAPsxnr7/5+iTqrAhH73Ae4WQrwlhHhaCFFVzDkViYzXwk6nAQkhXgR6Oey6XUq5OMW5w4B7gQtDn2uBGinlzUKIE3M81byQy/uP2O4C/gY8LKXclqu55oscPwMnf0+7Di1ty/07jOXGEkBnANuAR4AfAz9v6zzzSS6fAdY6Wg2skVLeIoS4Bbgf+EYbp5lXcvx7UEsWa2GnE0BSyvOzOU8IUQ38HbhKSvl+aPNo4CwhxAdYz/IEIcRKKeX4XMw1H+T4/m0eB96TUj7UxukVhBw/g0aizY7VWJpAuyXb+09AbWjM9wGEEAuBH+Vw/LyQ42fQhPXW//fQ56eB7+Rw/LyQ42eQ1VqoTHBpEFKxnwN+LKVcY2+XUj4mpewjpTwRGAtsbc/CJ1sS3X9o38+BCuCmws+scCT5HfgIOCSEODsU/XYVkOkb9LHMLmCoEMKuz3gB8J8izqfgSCuZcikwPrRpErC5aBMqAlmvhVJK9RP6Ab6E9UbrA/YA/w5t/ynQAtRF/JwQc+6JwKZi30Mh7x/rbV9iLTj29muKfR+F/h0ARmJFDb0PPEoowftY/El0/6F9HwCfYUU5NQJDQ9u/F/od2Ii1EFcW+z6K8AwGYEWMbcTyg/Yv9n0U+hlE7E97LVSVEBQKhUJRFJQJTqFQKBRFQQkghUKhUBQFJYAUCoVCURSUAFIoFApFUVACSKFQKBRFQQkgRadCCPEnIcSyAl/zW0KIvBWrDVUm/la+xlco8oUSQApF/nkKGGR/EELcmW65eoWiI9PpSvEoFIVGStkKtBZ7HgpFe0NpQIpOixDCK4R4SAixRwhxRAjxmhBibMT+8UIIKYSYJIRYJ4Q4LIRYL4Q4M2acq4UQO0L7lwoh/lsIISP2h01wIVPZHcCw0NjSNp+F/j01ZuwPhBC3RnyuEUKsDM33XSHEZIf76iuEWCCE2Bf6eU4IcXJunppCkTuUAFJ0Zu4DvoLVy+UMrJYC/xJC9I457v9hFdg8E6vw5JOhum8IIUYDTwDzsApzLgHmJLnmU1gl698Feod+nkpnskIIDavgpYZV/PFq4E7AG3FMF6weTUeA80LHfQS8GNqnULQblAlO0SkRQpRhtRG4Rkr5XGjb94CJwPVYtd9sZkspV4SOuQtYzdE+QDcCz0sp7w0du1UI8TngWqfrSilbQ9pQUEr5cYbTPh+r385AKeWO0HxuAl6JOOarWC0ivi1DdbaEEN8FPgEmc4w3TVR0LJQGpOisnAS4gcjK1gawFmuRj2RjxL/tVgsnhP4/BHg95vh1uZtmFKcCu2zhE3EtM+LzWcBArArdzSFhdwDogXXPCkW7QWlAis6K3UjOqRpv7LaAwz775U0kGCMbZMS8bNwR/3ZqfheLhlWp+6sO+z7LbloKRX5QGpCis9IA+LF6lwAghNCxfCaZ9HL5D/D5mG2xn2PxA7rD9k+xfEL2fKoiP4fm1VcI0S/mWpF/x28BNcBeKWVDzI8SQIp2hRJAik6JlLIFeAy4RwhxiRDi1NDnKuA3GQz1MHChEOI2IcTJQojvYPVSScYHwAAhxJlCiJ5CCDuIYDlwvRBipBDiDOBPWMEENi8CW4D5QojaUADEg0Aw4pgnsfq3LBZCnCeEGCiEGCeEeEBFwinaG0oAKTozs7Cc8n/EMludDlwkrS6naSGlXIsVcHAjlq/oi8C9RAuOWJ4B/oHVuOxT4Guh7TOAbcBKYBFWdN0nEdcysYSbhuX7mQ/8HKtpmH3MYWBcaJynsQTWn7F8QPvSvS+FohCohnQKRY4RQjwInC+lPK3Yc1Eo2jMqCEGhaCNCiNuAF7BaFJ+P1aL6J0WdlEJxDKA0IIWijQghngLGAxXAduB3wK+l+uNSKJKiBJBCoVAoioIKQlAoFApFUVACSKFQKBRFQQkghUKhUBQFJYAUCoVCURSUAFIoFApFUVACSKFQKBRF4f8Dva0EJpIS7CIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", grid=True)\n", "save_fig(\"bad_visualization_plot\") # extra code\n", @@ -532,7 +1085,20 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", grid=True, alpha=0.2)\n", "save_fig(\"better_visualization_plot\") # extra code\n", @@ -543,7 +1109,20 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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Uu2rTiSdYyctT+O47nV12UdllXhe3yFB4FA3WsQkKCyWFhTG6Tp6ZJOaTafgY42MtDSOusrfbEcPQ2TPOPp/Hn3wWAE3TKCyYwFFHHMa1V12Oy5Wc2dBwss+BhzNn9kzuvv2fLZ8VFkygZM0SMjOHPxPTSMQMnTO8jElhEUDTFNKy0vh8jYVDTizjiXsLEt8knp5RcIYkx59Qj802OK+5AoGUiewno2jRv+GqCg49MgNi9cTHJxtdt/LLQthzXycl65di6c9dKSXJ76v3HSEEZ55h5cwzBtf5Zs89NPbcY8zeGu3o73bWSN8GG+ntG29Ef/qZpn/cQvid90CC8Lhxnv1b3Beej5KW2un4wZyX++6zJ48/fB/RWIzP//cVZ//uIvx+P/Pv+lfSddPPdvXUvr6iqiq5uTkDOPvYwtyGHl7G5DZ0M0IIsrM97HK0yv4nBVFtBnanztln1fCXKyuZf08JDz7QPid0f8TG5jIFU4spWbNhwO0ebg7a388v35Vx7LGw4w46imIBBFIKmpoUGhr66RlnGkp3SfN8iUQk9z2gs/1OUbaYG+Wa63Rqa2W7YzqWGWz6e4VG+pUd6e0bT4TeeJvq/Q4l/OY7ENNB15H1DfjvvJeqnfdEr6zqVGYw56XNaiM3N4fCggmcfMKxnHzCsbz6+tuEw2H+eNmfySueiTMtn132PIAvvvy6pVzz9vEbb73LtjvtiSstnx132YcfflzQcsy/n3gab1b7NJo9bTsLoKamlpNPP4uJU7fAlT6BLbfbhccef6rlmDPOPp9PP/8f8x94BNWZgerMYN36De22oZv57IsvmbfH/jjT8skrnsnFf/oLkUirSdU+Bx7O+Rdeyl+uvoHswmnkFs3gsiuvxjCG15bZZPQzLgRzh8PCKRf42evoEvaY2sQus7vXRPVnkWre3G6srcObZADukcKc2VGeeypuM3n2eXU891wqCNhm6yAZGZ23ybt6Qza1OX1DEI8PecDBOj/8KAkkzApvWWPw2H8MfvxWIzNTdCpjYrI56c/9bdTVU/+bs+LZBToSDmOUV9Bw7h9I/+8zg9HEPuFw2InGolz+l2t54aVXefi+u5g8qYjb77qPQ444nuW/fEteXm7L8X/689Xcfss/mJCfx/V//ye/OvokVi35AWezwXSShEIhtp27FX+6+A94vR4++OhTzrvgEiYWFrDv3ntyxy3/YOXK1cyYPo0br7sKgKysTDZuaq/YKCkp5dAjT+DUk47n0QfvYfWadZz9u4tQFIVbb7qh5binn3uRP/zuHL746G0W/LKIU39zNttuszUnHX9M0m0fSSa15jb08DKmNYvDSaDJTywaw5ue2ucyFRUqzzznZvXqkSWzPzC/lGef3sBjj2zivXfWdakg7OqhYQo0feflVyU//tQqKELclKuqCm6+xQzIbTLy6M/9HXji6Z7tZqNRwh9/il7aewatweDb737gmedfYq89duP+hx7jH3+7mkMPPoBZM2dw393/Iic7i/kPPNKuzF+uuJQD99+HLebM4tEH7iYUDvH0cy/1uw0TJuRz6R8vYO7WWzJ5UjFn//Z0jjriMJ59/r8ApKR4sVqtOJ0OcnNzyM3NQVU77+7c9+Cj5OXmcO+dtzBr5gwOO+RA/n7DX7n3/ocJtFlYZs+cwXVXX8n0aVM5/pgj2WvP3fjo48/61XZzjR+/jCwpZYhJS3Py07oAsycapLoHT042DIOKDSUUz5oK9O0NvKlJsPV2hQQDChJY8P0GJk8eeFDpwUAIOPig4Q8EPhoYLO3pc88b+P2dP49E4PkXJbfcPAgn2cyMJC1EMpga8sEj8uHHXWsV2yCsVqI//ISanzckbXj3/Q/xZk0kFosRjUY5/LCD+f15Z/HSy6+x67ydWo5TVZWdd9qeJcuWtys/b6cdWv52u91sOWc2Szsckwy6rnPzrXfw/EuvUFJaRjgcIRKJsOceu/ZYruP9tHT5CnbeaXsUpfVZttsuOxOJRFi1ei1bbTkHgC23mNOuXH5eLpVV1f1u/0jB1CwOL+NKWHQ6rSxdrxAMG6S6+1amvl5hzVorUyZHSEnp2s6jYkMpOYX5iMRN25cHzeo1FgIBBb9fwe3S+e4HO5MnmwLaSGewhIguFAUtKGNE3z9aBa7R2u4RSV/tlodw0u+x2zzuv+d2LBYL+Xm5WCwWfv5lUaJ5nduXTKxcRVGQHVSn0WjPIdD+dcc93HbXfG6/5e9sOWc2breLv1zzN6p6EeA6mf00O1N2dWybzy0WrdN3Y8VmcVwJMJuZMfJY6juFhWm88EWMxkDvN8uXXzkpmjKTfQ+YTPHUmfzwo73L4wzDQChKUovM7FkRJhVHcbkMnC7J3nuOnKTtUsKHH9l4/Q07sZGh7BzxfPJpgBNPLuOxf/ctDNMpJyl0FbnDZoNTTzbFFZOxge3Qg6AX2z4ZiWDZcfsha4PD4WTqlMkUTSzEkgjrMHXKJKxWazuHFl3X+fqb75k9c0a78l9/+33L336/n0VLljJzxnQAsjIzCQQCNDY2thzTLIh2xxdffsNhhxzIaSefwNytt2TK5EmsXLm63TEWqwVd79kcZfbMGXz9zfftBL8vvvwaq9XKlMnFPZY1MUmWMSwsdr0J5nbbWFVm8NkvvQfAPvvcCfh8Ko2N8Z/zzp8waK2zWuG7rzfy+SebWLl0PdnZ/bdTG9B2n+xcx+VXejnq2HROPT2No49NH0jtSbVhtFJTo3PY4aW88JKPP/yxik8+7T0Q9mGHCvbZS7QTGJ0OKJoIl1488vOymmw+Rvrt0rZ9jhOPa9lx6RKrFfshB6JmZQ55u9ricrk496wz+PNfr+etd95n6bLl/O4Pl1JRWcV5Z5/Z7ti/3/wv3v/wYxYvWcZvz/0DVquVk0+IO4fstMN2uFwu/nz1DaxavYaXXnmN+x58tMdzT582hY8+/owvvvyaZctXcMEf/8Ta9evbHVM8cSLfff8T69ZvoLq6pktN4Hlnn0lpWTnnX3gZS5ct58233+PPf72B88/9v34734wmzNzQw8sYFha7187Y7RZ2mtX7tGjytR+exsauH+KZ+TlUl1UQDoaSaqHVCltvFek673IStO3pho0Wjj11IjvsNYXrbsruXTMoOtfx5NNO/H4Fn0/hrXfsDPmORR8UaVJK/P6RuXXi8xkt6SSFgKrq3gV/RRG89ILKww+q7LevYNddBP/4u8L332ikpIwdzaLTohIzJOHYyLx2o5GRPjvatk/xeEh74UmE0wlah01DhwN18iRS5t85rO1r5qa/XcNxxxzJb8+9gG133ouFixbz1qvPt/OEBvj79Vdz2ZVXs/0ue7Nq1Rpee/HploDe6elpPPHo/Xzw0adsvcPuPPTo41x39ZU9nvcvl1/CDttvy6FHHs9eB/wKl8vFyScc2+6YSy46H6vVwhbb7kLOxOls2LipUz0TJuTz5ivPseDnX9h25734v/P+wInHH93iQW1iMpiIjvYWo4FJs+bKax99r9/lDUOyavEabvhNz4aL985P54q/5BGJCKxWyV23l3DGb+q7PLamvIpoJILd6SAlI22zJGNvalKYuf10qqo1dF3gdBqceWotd/4zOU/D405I46137Oi6YMb0GD//WDlELe475/6ugoceaeT7bwrZZm7X5gBdsWbRcopmTkHt+KAaZK65toZ776tn990cPPdMHlbryHikSyl59l9PkpXpYfddZm6WNlT6wnhsGg6LqTEdqQQiOv6oTpar67Bia/VJzJw+ud/1x1atxnf73YRefBkZCqHk5eG64DxcZ5wWFyRHIJ989gX7HnQEFRtWjLusKctWrGGSuhaA19/8AYfDyn77bAnAridcwY+LV2/2BW6GEPKBIah3b/hBSjl0dhGjlHFrHxqNQXWjQaa3e+Xq+b+rZfr0CD8tsLPD9kH23qsL99UEGblZSENSX11LXUU16c1p/4aRb390EAgo6LqAaJBATZD75lv4+zUCl6vvLwVP/KeO+x5wEQgIzjun6z7HYpJQCNzu4VkzsrJUPB6Bwz4yleHXXZvBddeOrweKyeZjpHpsd9cubeoUUu+9A+69Y3gbZGJiMiiMzCfvECME2L0pvPJF7zmP99/Px58ure5RUGypVxGomkosFuvkITccuF0Guk7cQyUWd5gxYjqvvNZ3TRyA3Q5/vNDPX670kZ7euR8ffKiTnh0kIyfIsceH0PU2xwxGt7uo44brMqmvnsrMmYOb2q/vjD4NfLeMoa6MVzaHoNiXaTOgdpnzcmTQw3UYSZfItFkcXsalZlEIQW6ul2hdHb6G/rv7KoqC09PepdWd4iXg8xNo8uHyegba1KTYYdsgu80L8PlXDgJhAVJisUimTR1cl+ZTfh1uiRH4ymsGjzyqc/ZZiak0GE+xkagyGZmN6sT7HwhefU2w666SE4/vZmkfHV0xGWEM+bQZYfNyrz12Qw90Ttk35unhOoykS2Tmhh5exvVYG7pOJNQ/QUpKqCmrZPo27QOeKqoCMm4XOdwoCrz+/DpefDWFZUs16ut1jjgswI479O75nQx1dc0JDuPj8Nh/FM4+a1BPMagYhmQ8WMv970s46liFYFDwnyckkYjBr08dSboAk8FgpG5BNzOc7RvpYzEQxnLfTEYf41pYtNntpOc4WLpUY81aCwfsH8TSRz20lJKa8s6OH9FIFCEEmmXzDK2qwglH9y3WX3+ZPDWFlcvrE/8p5OZYgZEZkNHpdbN28YpOQv1IQ0pY8LMdp8NgxoxIv+r48ktBczzgQEDw3nuCX586iI3sJzZNIawb2LXkYpF2pLuH53h7qG6uvvYUBLotw9m+kXzdBzovN+d1Hg2YGVyGl3Fps9iWXxZa2HFeHiedmslppycX60tRVPRYrCUGlpSSQJMPRVVxuEamh99g8O0XMaZPTwPc5OV6ufWfOg2NCuFw98ubYcALLzn5121evvl2+OwOcwrzR8Xid/oZBey592S222kad9zZP0eZPfeUiZcdidMpOfxXI6PfKXYLjaEYA1W2dze7RrLAMFbQhE4oPLg7FGOd0TovQ+EomjDz05u0Z1xrFgEWLbaAAL9f4dvvbD0eW1en8+J/A+y8k40t5liYOGMSG1asRbNYcHnd6LpOQ1Ut6TmZ1FZ0Tt0khCA1K32zhNUZTLxeg6ULw0SjYMgIs/aYzvpVVhBwzjk1zP9b+1A9UsLJp2by1jsOolGBpkoeuK+Gk0/qPXh1f+nvW/3GjYJPP7ew/bYxZs4cntiAPp/Ccy+kEovFW3zTLdlcdGHytlI77gDvva3z9jsKO+0oOexQySiQk01GAWlUsanEQsGEfOw2y6hfw0w6I6UkFI6yqaSUdKo2d3N6xbRZHF7G5VhLKdF1Ha9dcMSeQR56OMKyZRbuuK22x3K/OrKSnxaEURTBulUFZGTYKJhaTDgQ9zwOBAR//vt0li6zc91fyzlgv6ZO5y1du5EJkycOWd/6i5QSX30j9dXxMVBUlZzC/JbtdCnhy/VOIrpg92I/mgoWC+x3fDHrV1rjLuYSHnggg7NOrWObma0Bylev1njjLQfBYFyRHUHwpyvShlRY7M+jrKREsPV2XvSYwJDwyYdNbLft0L9hOxwGHo9OXZ2KqsKk4v5tQwPsMg92mWcGwB5NjIZtdLcSBKOUko1RYnJwLYBHQ/9HG/0dU03opFOFWwmO+OtibkMPL+NUWITy9WWcd7oTRUg+/qCiT+VqanRCIbDbJMFgXGVjsVqwWONTdv5DXt5420s4rHDabydSX72xnQ2kNAz8jU346htxp3oH1IeyMpWfFljYassoBQXtBZpkb3IpJdVllWgWjYKpxUDc+aeqtAJvWgoOt5tTninkjWUeBLBNfpAPz16LqsC3Xznbn03CD0sd7YTFcETQMeNXT1vWPbY1yb4lw+f/iwcz9/kFiiJ59z1LcsJiPxunqvDhe2u5/MpcvF6dO/6VXBD1zc1If6gMFkPVz9Eydm4liJsNm7sZfcaclwNjPIydSd8Zl8JiHImS5FbKi89nc+u/GjjkYAcFBZ2Hru2Wn5Sd6xaKQkpGGrUV1QMSFhcusrDbnrkoCug6fPheBTts36qNSvYm37hyLVkTctvZWaqaRkZuFrXl1ZQ02Xl1iZdQLC7x/VTq4NuNTuYVBdhldz/vv+0BRYAALUMye3L7+JUzZ0SZMiXG8uUa4bCC02lwztntta59ZSgXsO231ZESNC1u+7frLkk67QygcVtvFeKdN9f1v4LNyHh5qIyXfo4Vxsv1Gi/97Ii5DT28mGOdBHNmW3nske4zs1zw+yZ+WmBl8RIL/7ixvkfP6r56FnbF/Ps9+P2iRSC9/U4vTz/R2UayN6SUNNU1YHM4sDsd7b7TdZ2ydSXYHDa8Hms7QdiQAoclvtX50iMb2OeMSfz4ix2jXmeSO4hDtheyVBU+/bCcG25MYeVKCwcdFOScs3xJt3eomTrV4ItPm3jnXY15O+vsvtvI9PAeEYwXtY3J6KKP89IM72NikhzjUlhcsriUS47sxlt5AHe20yl59umehTab04HNYaextp6UjLR+nScvV8dqlYTDApvNID8vOaFGSknQFyAUCKKoClkTcjoJroZuEI1EyJ9UiGYxuGb/Cq59PweA32xXy9z8+DazyyH55tk17Lx7Ft+t9rCyxsKO8wpYt2otEya0Spher+SWm+v71d/hZKstdbbacojtFPszx0baE2cktcXEpJk+zkszvM/ox7RZHF7GpbAYDsdI93Tj+TzEd3YsGqOxroG0rP7nEb704ka++dbG51/Y2GnHMFdf1fe4ilJKqkrKUVQVu8Pe43a4oigtDi6X71XNOTvVohuCDFerMHXlX+wsXKTy0w8W4oMnMAw47Td2Pno/2N8ujm36M8dG8BOnJzlWSokvouO2qigjuA99YaTJ6yY9M16u13jpZ0dMYXF4GZfC4uZEGgY2h71TmsBkcDolb77WOSB4T8RiMYJNfvxNPlIz07E57Elvg6c6OnvZrl6tsnKlgsQP2IiH7vSxeMm4D+E5buhpFvkjOrWBKLke26gPtzK6Wz/+GC/Xa7z002TzMu6ExdLSBg7dQW3nnVveoHHD69nUBVQu2LeGeVOGLqSLzWEnMy+b2spqMnOzsdgGN0C1lJJYNEblxtJ2nyuqit3pID0nE6utVava5FN48tVU9tvVx7QOIVuEEEjDQCQGS0qJNNoLjM8+1chrr2v8+kwXfn98C15RJNOnGhj6yAnsOpLaMpwMZZjFvmg0DMBr17BpY+flYbxqckYL4/X6jMd+jzsBZjMy7sa6oSHIFrsoLZ7Qoahg5xunUFZvIWYIXl/g5YsrV7N1YaiXmvqPzWEnFolSX12LzeHAm54yKPUGfQHCwRChQIDcooJ23wkRFxg7cvUdOcx/MoOi/AgrPlrR8rlm0UjPyWTTqvV40uLt03WdoL+zIL3dFnDYQfm88kYqmiZxOw1uvm4NpetGRsYHh9tF6bpNrR9Iia+haUAe6YGAwg8L3MzdyofHPYLjGsqhS9813h5MzYzXfo8Wxuv1Ga/9Nhkexo2waBiS6mofO0zRSfO0Ck3LymzUB1RiRvxWi8QE7yz0DKmw2IyiKBi6zqZV6/CkpeLyuoBEXul+vCbWVdVgsVrImTihz1t+O24V4G49g53mthcChRDttspL1mxg4vTJZOR27Q3+9NOwdm2AhkbBzBkGdnt+co0fDhJjqus6axevpGBKUb+r2n2vVBb8bKGoSGfRgp6DuW9OBuJ1b2JiYjJSEYBlKCQYMwhGl4wLYdEwJOvW1aAHGth6rh27tfXhmZsSI6q3/m/TDArS+6ER60646+LzUCCIxWrFm5GKZrHgzUilqbaByk3lNNU1MGPbLZIWFMPBEIoaj+OYjHBw0uENHHtwQ5dhfjSLBW96KgBl6za1CI/ddXXSJMnQbnwOkP7KTM0dbtPxdetUAgHBpo1jZ3vVxMTEZLQgBGimsDhsjIsnnRBgt1uYUaAyOa/97MpNiTH/1BJsmoGqSI7ctpGTdqzvx0n6/rm/0YfNYcditSKEQFEUUjLTyCsuYMLkiVRuLEOPJTdjg74AmqZhtfec37oreooH2RXNXVqxwsJW2xQya4uJLPh5cG0vRxSiw2/glf82cOZvgrzxWt890U1MTExMTEYj40KzKITA7bbFre2BFSusfPiRmy23DLHbrgFO37WeU+fVE9MFNsvm04wJIXCleDAMg5ryKrIm5HZ7XDMdtXzN9mldahf7aQFdX11LalZ6p88v/VMmi5dYAcF552fz1RebOhfuL0m0dTgMuzueY7ttYzz0QHJZaMajAfpIw7wGJn0hmXlizqnNgxBgGdw05SY9MC6ExWaagpLvfrSy735T0fV4vuL7793EKSc3oCqgKkMnKK5Zb+GF11LZa1cfU/MhGo5gGAZKh6TJQghcXg/RcIRNK9d1rkgIMvOz0TQNi83askipmkpdVQ311XUoisLkLaZ3XsT6kdkgGonSVNtA3qTCTgJoTk4Mq1UipSQnp++a0D4trkmsvsOxUA/GOcwHyubHvAYmfSGZeWLOKZPxwLgSFr9bHuON55wEgwpGwqHlgYcyOOXk1q1Ew4CmgILXZTBYfgFSwi6HTKW2XsVmzWbB+40Y/lV4M1I7pdmDuOCXnptFejfOJNWlFRiGgSctBYfLiUDgSUvBneqlvqqWio2lyTs2JCS45hJSSiKhMPXVteRMzG8Jzt2W2/9VTVqaQSQiuPqqvjt5JDWs5mu7iUmXDIb2a7xp0DZnH8bK+I0Uhsxm0aRLxoXNIoDbbWPnnYtRU3S0RF5ju91g6tQwlZVxXfbGSguTTphB9hGz2fX8yQTDg3NrGwbUNyroukBKCMbc2J32HssIIbr9yZqQS2Z+DnUV1URC4ZYVSAhBalY6RTOmULJ6fXKN7NBVPRajYkMpmXnZ3dpBut2Sf95Uwx23VZOe3nv4GMOAZ55L4bbbM1m+vGsbx/88ITj8SIWPPm7uVFK9GDAjaTEE+PGnKJOmVnH4UXXEYt23bqS122ToGQzt13jToG3OPpjjZzKaGTdyuaII7HYLs3eqAV8j7/2UgjWs858n0/jPk2l4vDq7nxygrMaCbggWrbHz3Ecp/Obg+gGfW1Xh6fs28vc7szn60Aa2mBlm40qoKimnYGpxv0KbqKpKSmY6tRXVSMPA7nK22BXWlFcl7SDTFmkYVJdWkpadgTqIr26nnV7I6296iEQE196QzWcfr2Hu1q0hilavht/9XiEUEnz4saShRh/2N8eRthg+8liQDRsNyisirFypM2tW1wMy0tptMoLpRsUViOpU+sJDVX2/sWsqXvu4eVSNSKKG0TI3YsbIeDUdstA5Jl0y7oZaSnhnUQqxmEJknQApQIGmJo23/utBmxpf6qIxgUXt300hJZ22sI8+rJGjD2sEIBIKo1k0UgeQHxrAneLB4XIgJYT8AUrXbEicX1IwdVK7Yx97IZU/3pjPjElh3vn3WtJSutYEhgJB6ipryMzPxmIdPA/nQEDwwksp6IkwRdGo5OFH0rnnrtZMM1Zr80NGYrGA0oveu7ZW4fw/ZLFho8YN19ayz95Dn4u6q2s7lPzfmQ7eeSfMlltamDbNtOY2GQS6mb8OTSHDOfB7vrwpTIbLgqW3G7gPhGMGTZEY3iQfVaNpy3c0tFVTWueGNlKSvAvAXBKHjXEnLAoBqW6d6urEhG+ebAKoBukBkES9ghVrkw9D03yO7pBS0lTXgMPlwuFy9qv+tjRr/typ3h4zklx0Qz6+gMqiFXaeeS2V353W2cbQ3+jD39hE1oTcLm0UB4LFIlFV2SIsWq2StLT2KfgKC+GlFwzefEtw5hlGt8KiYcBDD1u5/MYJNOGEqOTwY2yUrF1HSjdC8GAx3PGtt5lrYfWKrm1XRwMCaArHCMeMIX0gSiDFruEw3SOTRkqJRKIqAnUwBAEBqhicuvorb44QcaZPjIa2ChicuWEyahlXwqLfH6Eww+DobTfx0LI8JAlhsOUeEOhrACmQQrJkl57tCrsj6AsQCgQQIh4/8fsfnBxxVBENjSp/+dNKzjtLJSUzbTC61GemFEVYttqGImD65K63mqKRCIqiJC0ovvyqlwceSefmv5Wz9VZdZ76xWOC+e0o4/w8TUFXJhPwoF19U1em4Aw+QHHhAzxrda6+38/dbUpBeF9gF2CVhrNTVKUMuLPZIH1UE3R7WQ/nRoH3oCrdVJRjVcVs17JahM5GuD0ZHzPbYcDPQuWFIqAvGmODt38uxiclmQTDOJJjNy7ga6vr6AHOzDC55SEOqAXDaoK1sIyTogAShwt6zfP06T1N9I4ah43S72LRqPaecthcVlfHI1zfcNJWzztYRQu+llq758jsnK1ZbOeqQRlK8fReM3n98LU+/lsqMyWH229Xf6ftoJEKg0UfmhJwuy9f7FG56LotQROHy46vIy2i1iTz/onwqKi04HQb/fW5Dt234zen1HHpIE9XVGtOmhfttj/j4Ux4kmdAINAFZYLFJioqGJvR+KCRYsNDOnJlhPJ4exryPT+xuD+uh/GgUFKE13qcQtORjH6ITDV3dI5zB6LnETAtpYmLSPeNGWIxEYrgtYbJSEttU4QgUEhcW64kH7C4SsE6iSInDbnDY/skFXW4ma0IO65asIjMvB09aCkJptQMSiHjYnn6oA97+0M3x/1cESG69N4uFn63s8zMyI03ngtNr2n3WksVOShqq63C4XVhtXWsXjry2mG+WOdCl4K1vPax4bEXLd5dcVMX8+zM57+zew+dkZelkZfVPUG4mJcXKxhKREBAkRCRbT6/v81jEg5+78TU04U7xtH7RxTWREubtN4XVa6ykp+ks/X4FDsf41GCZmJiYjBhMzeKwMm6GevWSMBt/inDIxRZ23snCZ5+nQlkMsjQ4TMAOgAVYJUgrj/LfSzcwcWI/ckQTF0byJxeyafU6imZM4eEHNvGrI4sJBhX+fGVlUgGs2/K/b10EggJQWLZKIRwW2O39F1ya5aJIOIKvvpHi2dO6PXbBajuRWHwbcU25lWis1RPtkgtruOTCmm7LDjZ331HLPgelIg0JUmL31XPTdXV9Lq8oCinpqdRX1bYXFrsQNn0+hUVL7BiGQDcEG0ssTJ8aGYRemAw2MUMSiW1GM4RBxqIKU9tnYtIT40aC2fyMi6Guq45x+x+bkIbG0w8pILLAroANaJDxrUxFxNVIU6AuR+U3XxSwdJsV/U4nZHPYcXnc1FfVsPtugrqqJRhGfEvz2+8dbLdNEDXJuk88sp57HskgFhMcfmBjl4LiZ985OeniiVTXaey+nZ8X715Pag/b1VJKNixfzZQtZ/Z47pP2rufpj1IB2H0L/+CELOhBu9rQoOB0Gl3mrd5jtyA/f7eKBx7ykpke4sgjgmy15dBsQXs8BmecWsujT6Sz754+pk7uXVBMVmk8Wu0Rh40+DJBDU/BHdJoiQzMPhpumcIx8rx2ras6MoWBQ7rmB2iibmIwixoWwWFkWRkpJNBrXyuFWABHfei4AlgJpwCwBOhgxQaWhsabOyozM/muR0rIz2bB8NWnZmQgRj7e41wGTWbzUzmkn1/HAPaVdlqupUfn4Mxf77+Nr57Cxxaww639cRmW1xtRJndtV16Dwq3OK8QXiUuj/fnRy1l8KeOHu7u0IKzaUkltU0KsGY/4FpRyxSyPhqODQHfu3Pd+JLk5pGHDyqTm8/Kobu03y+qul7LF7Z6eZObPC3HVbZweZoeDBu0p54M7Svm9zJ1m/+SDphT4MkMOijilP6IhumJHWh5BBueeGaD0w6SNm6JxhZcxncJFS4g9XcvJJCuAGkQqRQOsBfgGpYBc6hCS0UUzkuQdBSyEEUrau+pVVGlJCaWkXKrME+x86idP/r5BjTizq9F2K12Da5EiXgsuqDbZ2oSYiUYWvf+4+PI8EYtEo9VXtt5B9PoUzz5rAscdPpLRUa+4GB23v44h5TWgdZs1Dj6Rx8K+K+fgTV7fn6iuffe7grXdcxGICn1/h7POyB1xnn+nh4WzuBpoMO+acMzExGSGMac1iMBgl3FDDZcfaOeaVPCAM0oBwHVgcIJSWEbj7jFKu/SiHUsMCEqY7wjgtA7N/UjWVzLxsqkrKyS7IA+DDt9fy/odujj+modtyhtH+d18pyo8QDse1oyigaZI5U7sOZQNtbBZD4XZ7JXfclcEzz6ai6wJVkzz39MYuCzY0CJYstXLhxXmEwyr/+9JJY82S5BrdgY5Br+VwalfG6MM5qyCbcEMjPn8It6t/4aBMNgOmZtHEpHtMB5dhZcxqFqWUVFc1YqlzcP21Bfz4k7NdPEUAFAkeCWlw8xvZ1FRqyDKBLBes2GDj2W9TB9QGIQSKqqLrrd6/U6dEOO/sWjIyuvcIfv/NtTxy/yb++1xy+Z2XrLAjw0BUQlhSmBvh0X9s6vJYKSW+hkZsDjvFs6Yi2gRcTUkxUNW4sJmW2rmdhgFHHZtOVl4e++yfQSTsQwi957AyfWTPPYLsv18Aq0Xichncf+/wbDUPCn18uHd7WA/l+ys3CCHY5dDdqK31sWFjdT9rMRnJmDKlybikWVgc7B+TLhmzQ9PQECSwTuXvN04hGFQAA6wpIELg8IBFQUkxcGcZRFIU3A6dUH1r2JhITFDR2LfhaQoruKwGgxXgPitL58Tjutc8dsf8JzKIROLyv9Vi8LsTa8nvxvM6FAjSUF1H3qRClA5pEn53bg2aJmlqVPj9+a1b1FLCklU2LrvEzbvv2gBBXA6OUVxcx9tvDNwjWlHgxefKWbrCytHnFHHchcW8eP8G9prXOTbkiMOMs2iyGTDnhomJyVAzJoXFWMwg0lTH+iWFCUERQEHgQma5ARBCkmoz+OXxFZQ3WqgJqRx5TzHBhLBlUWG/2T0H5Q7HBAc9XcyXG11kOmN8dvoapqRvvrAqkwvD8cDiUhDTBZMndt2WWDRKfWUN6blZnQRFiDvinHdOc8zE+P60lHDiRYW89amXwNL6DiUE6yoV9vt4Eh9lrmVqasfzxutYUWfl5ZUppNljnD67HpvWvU7kg/95WF9iJRxRuOHObPaat7aPo2BiYmJiMi4wHVyGjTG3DS2lpLa6kS0LdXbZMYzTEd8atVgMpk6NkOKJp2jZcesAT96xkXBIYZvJIfab7effZ25k68Ig2xcH+O/569m6sHt7P4AXlqbwQ5mDmBRUBjT+/HHX2U+Gio6i1p67+dBsEgRIC+yyfWdtXFN9I6t+WUZO0YQ+5qaO6y0WLLXz1iceAhUCmoOMT1DhCg/8xQOzLZT6LBz/xkS+WOfk07WuNvaGgsXVNnZ4aipXf5nDJZ/ms9+Lk+gpO9uuO/hRVbDbDH61f2Mf2jmyiMQEB95SzPQ/TWdVhbX3AiYmHRkqlaG5b21iYpIkY06zGI3qBBrq2P8QB/ttU8uqVVZeeiWFObND/OehTVTUaOx73GS+/drJr34uwuKEv/6ugivOqebY7Rs5dvu+Cybt1nLZ97V9sOJudaxj562CpGfr+AOS6ZMiZKZ1tjdsrKkjKz8n6WC/QkCwUoeADi4XhGNwpQdcIh6jcoqGrBIsrLSz932TsVgNbjigkkt2j9vJPbwoDV80HrIoFhMsqHKwrNbG7Iyu81Rvu0WIFZ8up6FRZebU9sdICfMfSufzL138329q2W+v5LaopZToMR21i2CRg3VtVlZY+WyZCwPBGws8XHTgwLbovxYKS4XCGUbXZgVmLLexhSoE1f5Iv4JySylxWFTSHN1EXDAnislYwHRwGVbG3FAvWVLOtSfbEUIgBPzr5nL+dXN5y/fn/yWfquq47lpvFOgWg+vvzabGp/HsO6nstGWAx2/ciLMPKd2Om93A47+k8tE6N/meKP/YJ36ebh/ciS/6s1avW2dBCJg4Mcrf/p7G8uVWbv9XFVlZrU4laSkGy99awfK1NraeEaKLHWbyJ09kxU+LEYpCek5mn89fWx5D1lYCKhhpkGKHxSGYYwOP2pJ6z6gCygXhLJWXF3lbhEW3xcCiSKJGvPeGBKfWs0NMXnaMvOzOwtGzL6Vw5bW5+AMqb77r5ZevVjCpuO/ZdgzDoHJTGZO3mNHpu5Zr081F7KtQNisvzK93q2N1pY0Td0re/rQj96pWvhAqpxgx2ukpBzCnTEYuWa7+a6NDMYOmcPy+aQhF0XtS4UOPGv7NjSYEqhCEYwa2jjG7TExMho0xJSxu2lTP0TsLnLbuH51ZGQnhQ4i4N3SJJJYtuP/5dAJhlbe+8HDTo1lcf35lr+ezqpJ3T1lHOCawqrIl5Et/HBh6Yv796Vx2eTz0ziV/rORft3uIRgWTJkW54br2+Zi9boMdtgwCXQs2QggmzpjMplXruxQWuxOG/vl8SuLbLIg0QFUQHhHxFIlXZUOGBlUCFgG7A25JYWarAPeHbWp4YkkatVUqkVLBXjN8TPT0L53i6rVWQuH4g0NRJRtLLEkJi9Acoid5j5K+XkJFgQfO6Droen+4OxaiDkEnEcKUEsckA0nz11wyqhv4wjoZLkuv08RrH5mPAk1V0BRBKKabwqJJe0zN4rAyZu4+vz9MtjNIcbbKgy9mcN9z6YTCnZfIv11eEf9DJvaNYxK9FiKV8WMjUUF5dXIz0KbJIQ3afOddmYRCCqGQwvMvpOF26yiKZI/dgz2aH3VqUuJgm6NzrL1m+8LuuvHJlGxIcxFPexMXRolI8Eu4uwH+FIUPgb2AXMANX9JqE5nl1Hl0+43EPhCIhfD5Ky5Ovbaw5Xtdh68XOfhigZNwRPRoV3XaCfWkp+k47AZzZobZaYdg9wcPEoOhfBlIHanAJNPYbMCMpxGsDkTIclmxayq2Xn6s6ph5FAwKycyT8TSnRhzqEPyYdMmYkMsNwyDkD7B1UYzf3ziV97/yAPDm5x7euKd9rMLUFIMJaRFKSrW4sKMACNw2g6hDYtEkF/964CFgBpN99vZRVh6/VLoRIRCI4LDD9GmR5BRLXRxcEdU4dHUxPwftTLVFeGvKWibZ2mvppIRomgrnpMIt0XjQ77aUGtC8pWyhZUwtHbydb3sqi3BCIxiJwSufeamo1Uh16+zzu0ksWm1HCMjNiPHVI6tI6yanddHEKOsWLaO8QmNiYbTL7fbBZqDvAk0+hVvmZ/LGB16mTQpz9cWVzJnRtb2mydAxXhSxMUOiKWJMZB7SFEHUkBhSogxTh5I5yxgYYhOTXhkTr5ORiI4WqWfebCtf/OQiGFYIhhW+XNB1+rmHbi9FcwCTFChWIQSuSCMfP7Sa9e8uZ+akfjzEh/D18p67SnnogRIefrCE8vIwgYCCbsDX3yZn1ySlpLaimvL1JWRNiHtun7cxn4VBGwaCVWErp64r7FTuqVWp8f4VAr/WWr2hW3Ak8m0T1y42gQhI/r1r+4DgmiJpO1ASUITkwZfT+XmlA19QpSmgsr7cwvUP9+xZbrdLiouGR1BsbvLatRYOO6qIS6/IjWfX6WsQbgn7HjeJW+/P4ufFDv77Vgq7/GoKq9aaXtImQ4MvomPXVCxjQGPotmmEYwZR3dThmbTBDMo9rIz6lURKid8XpDgnrj8+6eB6XA4dl0PnxIPruyxz4AE+fvl4FZaSEKwREFMoKUnljlucuJ3JZSGprlY55deF/OqoIpavGMSHf5t1UVXhhOMaOP7YBv7wex+qKklPM9hvn74JtdKQNNbWU11WidVuJbsgj5SMNABWhm3EEtPAQLA20rkPKxqs8fZ8BnwvYE4WFGQCTuKJtS1QaIEQsAZ4VHLipgZ2yw60q+ea/6vE7TDi18eu85tD6shK09lYYSEYbp2KkajC2tLkx/LjT1zsvNsUjj+pkNraLvYT+p0GJf7rkivzeOd9Dw88ks6HH7v7rFL4+gcny1bZWrSqhiEIhRTuejijnw0yMekZr03DbTP31ExMTAaHUS9H67qkbGM1Fx0Y1yLeeXkZR+7TiJSwz47dh1SZMSOCHlRBtj7x123oJtRED5x17gTeeseDrguWLbexcumK5DvRFd0IIjfe0MQVf/LhdErUPjwLDF2nYmMZDpcTd4qnU2zFE1Lrubkim4BUcAqdo1I6e+4eXtjIjY9nw4pm9xcBaXZIs4EuwSJgk4DGxNcqHHpV5xBE20wP8cuTK/nkRxcTsqLsm4gDuff2Pu77bwaBUFyYctp1Dt01udiKoZDg8KOLCQQUFvxsx26XPP5Yh1SHA9wv2mbrIO9/6AEEk4r7Hny9olqjo4Inpgs2liY/30YbwahOIGrgsfV+rMnAkVJiAKrCsG3ZDgcpdo36UJRsl3VAzj8mYwjTwWVYGfVDvXBhCdtNapWahOhZSGzLvvvW8v4Huc0l2XvPrmPY9URllUYsFpcEauuG503e4+mbiizoD9BQXUdmfg6aRetykf1zbhWpms4HjR52dgW4NKdzLmZfmYryi8SIdZB4wgIcxLWJARkffAkYcMaZBcz5NMxWW7QPbF6UG+X0Q+rbfXbwLj5u/n0Z1z6Ug64Lzj+umv87sq5PfWxpSlgQTZhaRqMKFZWDP7WvuqKKfff2k58Xpbio797Xe+7sIxpLjH1Eh4iO1QX77Orj6OMmUlpm4YrLqjjyiNEVfLwvYYSihsRrU7GPIU/WkRzTUgI1/ggFKZ2d2EYzDotKpa9vL2gj+foMJeOu36awOKyM+hXcMCTH7tE/tcXFF4WwWlu1ZY8/mZV0HbfdUkZ6egy73WD+3QMLlVJRITj5NCcffTzwO8AwDBpr6nGnerFYLe0ExWXlNpaUxcdMEfD7rFpembKeK3Kr0LpYbWI6qB3lU0NCNbBIQhN0XKZiFvjw065tRrvid8fWUvnuUmo+WML151QmbZifkmJw+aVVaKokNUXnH38r771QkggBu+wcSEpQBEhLNXjyno1okQg0RiCkE6mJce2fs3njTS/ffefktNMLWbR4dKnf+nqJ4jFPx85jbCT3RDfiTiBjabybURR6jRkJI/v6DCXjtd8mw8OoFxYHgs0msVhaFx+rJXmjtp12DFJVuhR//WJOOG5gwZffftfCc8/buPmW3rUC4bDkrbcDBAJd21j6G5pAgMvrbvf51a/nsP1NU9nx5qlc9t/cLst2ZI+tAsyaHkbRmh1UJAQAnwQ9HowbmfgRElSBzBe8+FVKm5R/Q89111TSWLuYqrIlbLtNz6kah5OmgEL6hBhStL1WgvoGDV2PL/GqJlm8pP11X7PewrqNI3+rery4HYyGfpY0hsj39u+lY6T3b4LXTklj350PR3p/Bovx0s8uMUPnDBtjW4nbi15+j939HHNUA089k4bTafDow5s2qy7/hOMi+JoEBx3Yu+bqHzfXc8ONDfzhAg+339rqKBEJR9CjMfxNPjJysjppGG79IJNwYjv5zo8z+edR5b1q8awWyVf3rubFT7188pWLfz+ejrQJ8AB1gCHi4RczJHgBN6AIFqxwUFqpMSGn8/Z+NBLF0HWsdltLG6WUREJhwsEQDdXJbUO3RUpJLBbDYula0JJIpDTYuGJtn+usrjZ45NnJrF4N++wDF18Eqtr7RFm8zsbeF08mGhPosxXwG7AoEh8vdGw2hXBYIGVca9nMrfdlcu2tOUjgpj+Xc8GZNSNWdTBCmzXojPR+xnQDVRl4MO+RSvy1tO+i0Ujvz2AxXvppsnkZ9cJiXp6XT35u4oDtLJ23Xnq5i4SAxx4p4b57S7Fa5fCEYekBhwN+f37f3pz32N3OpEl+9tvXgZQyLmDV1IEERVXIKczvcisqzxtjfZ0FJGR7Yn3e7rVbJafu38CJezfwn7fT4xpDBxADohKCEupjkJcQ0KKg2MDr1pFS0lBdRzjUQdvXlWAuwea0UzCtmKYmhXMunMDX37vYZUc/D9y5CZer94dFNByhbN0mCqYV961zvRAIwK4HRKishmgUvvgSliyBxx7pveyx1xZR06gCIn63uRWYqMG6KHNm1/Dr0wzKyjR+e2YdhYWtLwn/uj+TYMLh55b7MrngtyMr9uf4M5Aa2UgpqfBHyHXbxuQWdFuklN33sY/zcjinr3mrDBGmzeKwMuqHOi8vhVVNVqo/quSUfR39qsNuHz5F/osvubjjrlTuuK2a7bfrf1DmffZ2sGpZQTx0UGMTgSY/KRlpWG02lB5iq731+7Vc8Fw+hhTcdXz3NpbSkAQDcU2XzW5H1VQMA+55JIO0kE6drsQdXtJJOLUIKGlArFWxFnnIydG545I11JesoR5IyUxrCdcDYLFaUVSFcLC9AGlz2FseBOddXMCrb3kJh+MOK1YrPHZfBw/nLhCKQNU0YtEYFuvAt3E//lRS36C2ONAEAvDUM3DfvRK7vefHwOpSK+0eFaogc5LkrxeWc+7ZfrQ2d6BhwJIVNtJTdebOCfHpV/E9kW23HPoMNUljPv1GFA2hGB6rijYAzeJoINtlS2Sm6WarvY/dH85RGttXZDNiCovDyqgfaiEEVquFuurRYblx1dUZrFxl4a67U3j8373nn+6N6tIKVE0juyCv5bMuFXYJ48Hp2WHevSC+/drV27mUktryKqKRCGpiG7exth5pSB57fiJ/n59NMKSBU0Kzc5AQqBaD7Q5UuOb/lrL1lkE0DRRFISN3Uo/ttzu7F/C//s7ZEpswHFb46ltnn97SLVYrnjQv9VU1ZE3o3S6zvl7hr9fmsGatlROOa+DXp9a3fBcIC75dYUdKX6dynewxu2hcdmqMstpWgdWqGRxzUBO//117j33DgENOKeZ/37kwJNxzYwl7zvOjKJLzzxhhWsUOjBfNyUjtZ0Q3iBkSr73riAdjBSEEmiqIhWXP2sUEI/V6DTbjpZ8mm5dRLywCKIrAUCxUNxhkpnTWqtXVKXzymZtd5/nJzu6Yq67vfPqZi1NOKyQQULjxb2Wcd07ydnW33lLNPfekcukl9UmVW7nSx9XXLeaeO+eSkRF/qw4FgoT8QQqmFrc7tu3CEfQF0GMxYtEoTfWtoVlUTSM9J7NFWDN0g0CTj4AvgMvrxpuR1qKVi0VjSMNg4aq8uKAICBVkmzPphkJYOjjoUC9xw8WBs/s8H+UVqYRCCna7we67+Pu8KGoWjXAwhK9Nny12GzZ7e42ElLD3/pNZttxGJKLw2eduohFBNA+e/TyN2qDC2hKVoFyFqsXQY3FzgYMPgpISC5MmxVrjXXbRuCf+vJHDryoGGc8fnuHVueGMik7H/bzEzpffOwkE4/P3uttyWPft8j72dvMyXh5UQ9XPgT7sY4nMJqM1v3My/bcoAqdFpTEcI8Xe867BeJ6XgyFAjnghNBHT12R4GBPCotWq0WBJ5dtltRyyU+ftiV33nMKmEgtej8H61cv6FMy6I1LCEUcX0dQUL3zZ5fkcsJ+fKVO6if3VzZ122CEBDjsk0PmLXsjKsrL9dml4PBaklPgamgj6/ORPLgQRF/aEEg+ZIaUk5A9QW1mDzW5DUVU0q4XCaa1avlg0Rl1lNTXl8biKihDYnA686SmdtH2aJT5NTju+kTfeT0VKiElQrJJwJP6AstsM9twx3q+aoMoRLxaxsMrO8TMbeODgEvqzOzb/tlIsFvjiayd77OLnjpvK+lzW6fUghEIo0LqF62/y4U1PbReYvLxcY8WKuKAIEAgoPPKfNH7IcBIzBEKTSAT2vSexm1hDU7XO3nvB+g0ZbDHXzQH7B3nt5c6xKaWUSEOy55ZN/Hjfcj79xYPTbnD4Lk24HZ092NNSdAwjPkhCSLLS+xbz88GHdf54iYGmwX8eVTjyCHP1HG0M5IFsSIkvEsNrH71LeVJ5mBNhgfoSQmc8MxhC3ogWFE2GndG7wiTB2nVWIhGFcDjueep09rzQyER86bbEYuD3t765q6qkukZlypT4/6WlsP9BVlauEpxwnM5/Hov1S0DqjtRUK5f8cToQ93iu3FhKWnYmAV+AWCSKv9GHzWHHarNiSINYNEbuxHwURUV00RDNopGRl400mgUXgar1LGgcsl8TH760hh8XOpg+I8TBv58EkfhYbjkzxN8vjsc2vOrTHL4vcxA1FJ5bmsKhU5s4cnryAaedTslDd5ckXQ7iC53T48LpaY312FBTh7/Bh81ub7HrTEnR0dvIbpommVgYpcIZpaJeY05xkLVVNnYoqOS1a40WD+i529mIRuGXhZ3TEgZ9ASKhML6GeCYhB3DUdk40TUNENHB4OpUpLoxy5w2lXH1LDjlZMZ6ev7HXPtbUSC662CCcMH095dcGjbVKn7y0TcYGUkJYN7D3cu+OJSyKIKob6IYckPe3ySjHtFkcVkbnvkUHIhEdLdrAttO7njnPPrmBXeb5eej+Tb0KivfMz8DpmUNO/ix++LE17p3FAmf+phaXS8ft1pk2LcK227Rqra6+VmPlKoGuC157XeXd93of2kjfM8a1w2qzkp6TSW1FNdFIBM1qoWBqEZ5UDwiBpmlk5eegalqXgmIziqKgalrip28Pmx23DXLmSXU8+UYaQgEyBeQL9trPhyPhKLRpo4Xo5wK+Br0cKocps01vpGSk4WtoRI+1au2cTsk9d5ZisRi4XDq2/Bjl//Tz4Z2r+Pym1Xz5jzVsfGgpyhw49f1CIom4iM88WcXFFzXyykvt7U4Nw6CuMn5d8idPpGBqEQVTi+LaWiEIh8JsWrUOf2MTsWgMPdZqFvHbk+so+WkZP763immTe58cHZ3LY1HQ+29lMeLp7s4drzomKSVV/giZzkHMST8KcFhUdEMS0buOMTtSGK/z0mRsMibkciEAoRCJdn17HnF4E0cc3tRrPeGw4NI/5RGNCqprFP5wUT7/+2xNy/f3zy/lpBMb8PkU9t/PR9swfu2cHUQXzg8dWLLUypZzJ3P1VVVc89fkHRhSszKQMr793Cz82F1O7G22WIfC5kRK+NWZRXzxnYtoWICQ2CdLdpkV4LTTM3juBSe6boA9BHYboS8VLv1PHlu/GWKnHUagVy/wf2fWccxRDfxUbeWEYjfLLApfo3Hi5Lg09uWqKO/VFCJqBZdUV7N9TpBZs2LccnN9u3r0WIzaimq8Gam4vJ52BvjNwdGllKRmpVNXWUNDdR1CUbA5bLi8HmyO5FK0TZggOOUkwTPPSaSES/+oYLWOXU1Ldz0buz3umub72h/VURUxplIpJstItqsb8zaDI4ExIcGMDsbEKmOxqLgysnnleytL1usY/UwboigSTZMtf3s97d9chYCZM8L87ysn11yfTVlZ60y97poYxcUSRUgOOtDgoAN7fut1uwwmT4owcWJyqeNa2yJIz8nE6XahKArrl62Ox1lse0y/au6Z6lqVz75xEQor8TNIOHROIxsXSp57wR4XFDEgFIjHmBECf0jl+r9nD0FrBo+0NIO9p4X4rSXIPkQ4iFbN3op6L7Mtdfx2ZhVbpbW+dHz6jYu/3JrDgiV2pJSUrN6AJy0Fd4q3W09NIUTCSzyL/MkTyS7Iw2q3U19dS9Dnb/Fa7ysP3q/ywzcaixZoXHftyNDgmgwtzTOrLhgl3dFFfNlxQKrDQn0omvT9MpoYf1c1SZodXMwMLsPCmJHLrVYVS3YGb/zSyMaqxq6DdPeCxQL/fWE9F/4xj6wsnQfvb28vFwoJdtp1CuUVGlIKnnwqjRVLluN0SgoKYMWSCIYRz2Ha2x7ExIkxVi5b0+Mx4bDkuBPrWbFC56knUthu287ef06PCyklhm4QDfdzXzsJnB2cM2xWyfazgqxdq3XYAhUQCYLdjqopVNRqXHdzNhecXUN6Wi97pUP0Su1v8hEJdR/bUgA34e/0+SNL8ljVZOetye9RV6GgKAqbaiew/6Ep6MEot96SweLPFpHidvYYCqgrVE3FneLB5XVTXVZJ0B8kPSezz+WFEMyYkdQpTZXFGCAQ1XFoatI51AfCkE+bJE5gVRWielyjbs7lQaaHMR27orlJb4wJzWIzQgjy8lNY7cvk5hcivPK/EMFIctP7gP19LF20ks8+XtMuowbA8hU2ams1YjEFXRc0NKr8vNBOg691GFuywAzCAvbJpxE++STCylU6N/6jsxDTzHBqFlxOyT03lGKzGjjsBrOnhTn/9BpOPCFAPJ1L83hLQIdQPXaXZNFyO/+4I4vdDp6M0Zup0SB2JxIKs3bJShpr66ncUEpmfk6Ld3dfeeeEdaw6dwV5xQWk52ThTvFy/u9UdF8QYjFiDQGuvcFDZn5Ol+WlhI++crF0Vfc5e4UQZOZl01hTN/RCv/lwHfX4IzpOi4oyjPd+X840IGHCnJcjgx6uw4i6RM0OLoP9Y9IlY0pYbMbttpMxIY9FFR6e/1wnEJKDsl3hcukEgq23S0AR7H/FZHIOnc3v/5U/4Po7MndrDbtDYLXCUUd2L2h0x1C9BZ55Qh1P37WBv11czlv/XovLKdl+uwhuV1uBUQcaESKEP6AQjSlEowqr1tp49s2UXm062xIICd7+zp1UmWY2rVqHw+3E0A2KZ08jLTsDkWReR6/NIMcVtwu1WC043E7WrHG0k4uXrkjtVmh//q0UjjirmB2PnEpFdferkRCCgmmTqK2sJtDkG9NbbCb9JxwzUARYRqDX+3C2KMWu0RDqnxmPiclAEEKoQoifhBBvJP5PF0K8L4RYmfid1ubYK4UQq4QQy4UQB7b5fDshxMLEd3eJxANECGETQjyX+PwbIURxmzKnJ86xUghx+jB2eWwKi0II7HYLRUXpxJw5zH9HsrFq4J5ztQ0aznQjviIKEJMgGFGIxgSPvZHGurKBp5ZrS06OyoY1WWxal8VppySfynCoFu4rb8zh178r5Oqbc9h67+lUVccNPR64LwjUApVADaAjwxJkswApMYBzrp3AOddM6PP5Xv/Gy6//Wcja8v6Nr8vjxu5ytMRoGwy2matjscSFObtdMm/n7rfWBa1ypRA9C4CaRSMzP4eAL0BjbT0BX/caZZPxhyElwaiORVGwjNIg3IOF16bREO5bPFKTMcjm1SxeCCxt8/8VwIdSymnAh4n/EULMBk4E5gAHAfOFEM2WkfcBZwPTEj8HJT7/LVAnpZwK3A7cnKgrHbgG2AnYEbimrVA61IxhpWvc8MJq1ciakMuL39aS4/Sx80wLRTkKqtK6fbuq1srqOiv7TfLR0/o7c1oYm1MSTHhdCwMQEinj9TjtyQmkoZDglfe87L+7j4xu7PjsdtFr/uEB6Z8S9inJmP7c83AmwVBioKTO6+95OfPkOk48Ica228K98xXefFtl7VoLUAaBcrAWgFCQaRkEQhr/fjmN+64piQdI7+Xkx+zWwJyiEJPz+q5FkFKClEgSmW4CQSKhMN701D7X0RNPPu7nN2c6WfCzxt57Rbnl5u49vY87pIG87Cg5mTGyM3qPbaOqKpl52TRU1xFo9BHyB0jLyuh84CAKvyajA92Q+KM6E7zJec6PVaSESl/3dsgmcRwWFbd1DHpvbAYJRghRABwK3AhcnPj4CGCvxN//AT4BLk98/qyUMgysFUKsAnYUQqwDvFLKrxJ1Pg4cCbydKHNtoq4XgXsSWscDgfellLWJMu8TFzCfGZqetmfYhzohVX8PlEgpD0tIy88BxcA64HgpZfJ59DqfqeUvRRFk5KQTiqXw8o+NhAJhjtnZYNZEjU2NGts+NBWA325Ty+0HlHdbo9dj8L+3V3P1P3J49xsPUTuEUfA4de66uJTs3hw3OnDv4xn86e95nHREPU/e2XsQ5u4YkLggkq8jLVUnWK60lMvObH27nz4NbrvVYP79TsAAonFhMLwmniMwagFrOm6n0Wf7Tk2FLYp7fyCE/AE+/tjOM89ncuvflxMJ+dE0jfTcLCLBMI219TjdLjTrwDXAGRmS11/tm9ZPCNh9h+Sz9qRkpiGlxN/oo2TNhnbfhUNh3ClesvJzWgKMm4xtpJSEYsa4DpXTkYmpPe+4bKwPUphqZ4RZ2w07wahOha9/ttC6aQ7TkTuAPwFtsyvkSCnLAKSUZUKI5vAfE4Cv2xy3KfFZNPF3x8+by2xM1BUTQjQAGW0/76LMkLM5NIvN6tvmBMLN6tubhBBXJP6/fLBPqihxLWNOXjpSSt5Z1EBZbRPpuXYMKQjFBKtqe7cLnDEtwg3XVvDWGR5CIRUk5GbE+PXB9Um3aZ9dfMydHeT4w5Iv25Hm4NtSyiHXNr346HqOOr2I2jqNU46t59D928ewVFXIybFQVpZDfEs6oXGVBmg20A3mpAcJBnvPptMX4gJVE0FfkAU/p/HhJylIxUnB1KyWYxxuJ011DQR8/kHTLgL4g4IVm2zMnRoaEs9UIQTuFA/ulPZZX5rzgpev34SiquQWDduaYbIZqQlEKE5z9n7gOEAIgdbLPScEqKYGHo9Nw2Pr3+NeHaljN3S5oTOFEN+3+f9BKeWDAEKIw4BKKeUPQoi9+lBXMqm7W6yV+lFmyBnWV9Q26tuH23x8BHG1LYnfRw5DO+JOCqU6c3ND/GOfck7eop57Dy7tU/kJWVGsFokQErvVYN4W7bVGfb1622wR4oe3VnF4B2GrP3jTU4mEIwR9yWuwkmWnbYOULlxGaNMi5v+ztEshqagwlfi7yCzASnyqpcHGOlhbxnefW7j/wS62VpNESkldZTWRUITMvGyu/EuYkg1rycl39V64DTf9M5NtdpjKosU9vzB0vLYHXTqJeedO5b5X0pNs+cCwOx2kZqVjdznx1SefSnE4GK36iJHa7kA07gFt0ndcVhV/tP2Oz0i9vr0xWts9CqmWUm7f5ufBNt/tChye2EZ+FthHCPEkUCGEyANI/G5O7bUJKGxTvgAoTXxe0MXn7coIITQghbgzQHd1DQvDvZ9xB3H1bVvjvnbqW2DYojdHYpIGv8F521Xz+JGbmJjSN5s4l0PyvwfWcNbhtVz56yruu6x9PMbN8R7W+uY8MpYUp0smhMhUYHtgCm219oqiYtEG3tbSNRuw2e2k52R2m9pQj8VYt2wVQhHtckW35ZZbs1m40M5zz6f0eL6OZ7BZJYaM/94cWAZhS32oGKH6iF4Zqe2uDkTJdI2v1H4DJcNppSbQfl0fqde3N0Zru4eMzeDgIqW8UkpZIKUsJu648pGU8lTgNaDZO/l04NXE368BJyY8nCcRd2T5NiHrNAkhdk7YI/66Q5nmuo5NnEMC7wIHCCHSEo4tByQ+GxaGbRu6H+rbjuXPJu45REZOQS9H947ForAh4OKON2FuYYTDdtRQkwhFMbMozH1/GjahftRxz52l7H/wJEpLLUAUKVUsmmDaNB1dT2OXeY2cfVZtv+sP+gMEGn0oqoozkUqvO6SUSN0gMz+n2+2oB+7bxMuvpHDu2cm16c2b13HxTbm8/oaH7SYHmDtreI3tXV6P+RQZBzRrFc1LbWKSoFlYHBncBDwvhPgtsAE4DkBKuVgI8TywhHhcufOllM2q7vOAfwMO4o4tbyc+fwR4IuEMU0tcKEVKWSuEuAH4LnHc9c3OLsPBcA51s/r2EMAOeNuqbxNGoW3Vt+1IqIIfBJg0a+6A1ThWq8bUaXEl5peLSslX15KbNvhLcSwSxe4eHhsjTdOIRWMDtluMRqGkRJCdLXH2s+kvvaxTW7sJcCClF0hFUSVXX1XCcceu63fbmh0+gj4/Tq+btJzMPve1p+OOPaaRY4/pfTvXMOCsyyfw1EupGGGBkJJYNF7vmy97Wfntcop7SeHYF8/zjsd0W0Y0X/coWiJZ+caNKrff6cbhMLj0Yh/9NFUaFBQBjZEYoVjrVqBhxG3JRqop1EgkFDXI89jGve2diclIQUr5CXGvZ6SUNcC+3Rx3I3HP6Y6ffw9s0cXnIRLCZhffPQo82t82D4Rhe4xIKa8ErgRIaBYvlVKeKoS4hbjK9Sbaq2+HjTlz8vhok5XZeoCZE1Wm5g+eXZC/0UfFhlIqN5YNWp09UbpmI9PmelC1/vVh2TKFfQ5w0NQkkBKeejzEEYcnF8vs8ScU/nqNhXhgbgAHCIVwBM48qxBV3cjRRyVvZyelpKasEkVVetQSdixTV1lDatbg2BS+/YmHF95IIRpQ4sYUumiR4oyY5Ja7s7j3llaNs5TgDyi4Xa2WF3153Hc8prsyQggmTCmipqwKb0YqQnWw865ZVFUrKAq8+56dzz7wdXue/mZL62s5l0XF1cHOriYQxWFRTPu7JPBHdPxRHZumjAuBcajnZX/oyfsgmTrG/tUbRswlZNgYCUrcLtW3w4kQgtwJGSyrtBKKNVKYBXZr32/paBSeeiYVIeCUk+rR2oyq0+1kwpSJQ9DqrvFmpLJhxRomzZ7Wr/InnGKnslK0xI485dd2Sjf48Hp7KdiGR//T9g5OAdFqGhsIKtw9PyMpYVFKuOKOLB5+KZ3czKk8f+tG0nP6HgaitqKaGdt2eoHrF5FIm3nhI76BkEAAkWj7eXPyBYW88GYKJx5ez5N3bmKwEUJgsVnJyM+mrryakkpBk0+g6wJdhwU/Wzrk7O5Qvr/nTaJ9/fnOpD1um4ZVNyhpDJHttmEd4+GShnpebq66zRlvMlrZLMJiX9W3w4miCHJzvSxZE2FOWZiZhSpKNw4THfnDRfk8+VQaCPjhBwd33dGqRVRUFbuz9+wrg/XGKaUkEuq/3dy6dUqLoAjxMDjl5QKvt287/9/+4OCXxR6ge2FQS3LWvfqxl/nPZRIIadT7LBz+h0msfmt5y/f+sOC2dzIJBgVXHlGFx9G3tvY05u984ubzb12cfGQ9c6a3judh+zay6/YB3vvYHVecxgRoIBSJy2lw0bnV7ep5+R0vUgr++3YKtBUWk7ngfThW0zSyCnKJGTU4bFFCISuKAnNmR+OBzweCqQ4ZPnoYa4sicFk1msIxHJqKczQHWTbnlMlAGVk2i2Oesf162g8mTkzjjQVWrnsy0GVuXt2AaIdELd986yQQVAgEFL7+pn9GfoO1bgb9AZzu5MLGtGWnHVvT2IHEaoGJE/sofEk4+JhiGgIZxPcHBIhaFKV1wBwOg8sv7dIsFYBXKzxM/2w6nvfmcMj3RWwIWli1QSUaax4hwaZKC5d9mstV/8tmcZmVyb+ewbVX5XDz37LJ3m023y508Mq7Xp5+NYVQuAfNVjeff7vAwXHnFnHT/Cx2O3oK/kDrkRYLvP3EOvyrFnPkEY24VB2rYXDcYQ38/PlK5sxsL6hfe3EF2RlRrru4ok8n//QzFzO3mE7exJlcdU12PB92EpMjtzCdTz/cxOknl/HHi5r44N3q3gv1RhLnHxm++IPHsPenh7EWQpDmsGBTlXY2oKOSYRIUBWBVBZHYwNO9jiSGe14aUhKI6AQiOoYZpHtcYsrlHdA0lbyCLH6u9KEb8ewhzSyrt7Hra5MJxBSe22cDhxfH4yNe89cKTjolvtV89VXdC0LN6DooyiAZ+LcRJuqraolFoxRMLep3HU8/EeKEk+x8/a1KwQTJc88EsXeXWayDIBONChob1XjH7EUoBHnjhQ1YrBH+en0OZZUaF/2+jFnFSyhd07nzPwVTOWnDLMIxDVR4v9rDzp8X8dTk77FoecR0idUqieULbvsxE1XALZ9kEVssIKENjYQEe502GTUiEcB9j2fwyF8XYxgGitK3d6O1G60IRQIKobCgoUnF5Wxvt2m3S55/ZgOffe4iJUVn221CXdb1uzNr2WLPMHtO6T3bS2mpxq+OKsLvUwCDO+7KxJOqUxq0MnNSmHNPrO11zgghmDQJ/vqnNUycPgmAwMDDePaZPtljikSm8GEIID9QRnbrTHqjWcCuC0bJ8fSedGG0MNzzUgJRw2j5e0RgahaHFXOou2HG7AL++dxGTj/AzoTMuMT4zOoUGiIqEsEtC7NahMUjDm+iumIJQoCjly3QW+/I5C/X5OJyGrz5yjrm7TTAINptVo2Az09KZhqij0JRV3VkZko+fL/7PMfdlQOwWiVn/aaWJ59NBeDowyMceIBOZU2IBTUOQjGFv9xfyK/2Wkzh1HwAlqy0c/fjWaTnxnggLZNwU6t0bqQIKpx2Dn97HldcUEWwVuHdKjc/psS1t3qYeMp22b4h4aiAoAISvlngJLtoBpUbS0nNyuiTScDh+zdy3xMZfLvAwbmn1pCf07WDj6rC3nv1LAQe9mAxP2xwsGNRgI8vWNvtcQsX2fjySyeqYgAVQIRgQOGfT+TRFNWw2QzysmMcuW/32/tvvudh8TIbZ540skM6pTkslDWFsWtqrxk4TExMNj+qEKTYLS1/jwhMYXFYMYe6G6xWDcOeygNvNXDy3jamFygcMMHHv37JQiI5YXJDu+P7krausVHhqmtziMUEDY0qv/tDPj99s6rb45951sa/7nAyfZrO/LubSE0dMe903XLvv0o549Q6YjFIT4lxwMHFrF1nxYgCWnwbPzU7C03TqG9U2POk6TT6FTiBhGdbYiFaDKwGLIJArsbVn+Vw/Nx6iraP8uPqxMm+B+rpbP8kwGoxMAyYmB8lJVXD7cqhrqoGPabj9Lh61Gg57JJPnl8zKOMRTmyfh2KdBfgGn8Jxf5nIz1/baVqqIgSEjQikaNAQAQzCEQMj0b1oD07py1daOeHMicR0WLZc4fqLh8f7vj8oIu5pb5I8Usr4dB8pD2wTE5NxgSksdoOiCCZOTMMwUvnPx+VcdpRk19wAK09Yjj+qMDUl+aTsqippVvoJIXE4urej+WWhytnneQkEBIsXa+gxeO6ZrrVKg2ErPlj25h9/4uKM3xZQXqFhGDqGoQGCzKwYux3RyFG7LiA1LYPLLndzz3wHkWg1zPJAuqO1BR8kfqKAKuNZxI8UPL8glcsKK3FoHoIxBaollIvWyPuSuHdyquTqkyvxBxQu+E0NQoBmtZCZn0NteRXhYIi07IxheeC+efY63lnm4eBZnfeCH3o1nc9/dhFZp0DC1FFJtSKLsmBTDaLWx4FbleKYkMbMKSGO2b97raLdLkGARQPFqCd/UmG3x5qMXmKGpCkcI28MbamamPSbUezjNdowhcUeEEKgqoKJRRk88WE5fzjCRp4zuZiDbXG5JP95eCMXXZpPerrOYw92H0plzRoVVY2LcJGIYMkyjeeeT+HZ51P4+w0VzGqTKaRZ5MnIzaJyUxm15VX9buNAiEYFRxx1MIFg87QSceFNlVT7VRYs1/jTcdXsvsc0vv5Oa9Uu5eitrlY68QRGzXK0LuIhajZIKBbc924mD562iavezWH9Jmv8uADx2PgAdlBz4crz24/B0lU2qmtVdt1eEGhqomJjKVn5OahJumZLCf+6N5PDD2pk+tRIr0J2plvn1O3rW/5fVmmjPqSwU2GQ/Kwomgp6voFsEtisklm7h/hpkwNFjzJ7js69twXJze0+TmIzRYVRvnhrNStWWZlTuABFmb1ZHE77es5Ml4VKX5hstw2tj1EHNgcjyWlXSoluSBQhTM1iH5FSYhj0ObLFaGEkzUuT8YEpLPYBt9vGD8sGx5vuuKMbOe7ozhqijjf/XntG8bglUhoYhuCiCwKc8X9TCIfjW3ivvLShUx02h51IKEzxrKkoA46Xkjw+n0Ik2ua8VqBZAWITVDc4+Mf9+/LN9yBlG82s36DF7TdGZwtqA4gAleBLUTjvmgnxeIYicWzb42sge1p7gf6FN7yceWkhiiI5cK8mnrt3A1ablerSSlIy0/pkx9jSFANef9vLxIIo06dGWq5ZbUXc6zg9J7Pbsk/9mMI5LxegCMnxWzbw0LElRGOCtaVWzj6ihuw0HVWNx2psl2u6j0+GuVuG2HqLICt/jpcdtIdJEk+mvp7TrqlYVZ2yxhCFqX0f/+Fm2B/IvYx1uS9M0Qgerz4zTNKOBKoCESamdOelNzoxBUVMm8VhxhzqoSLJxbDjoampkl9+quWDj6wUF+nssH2Mjz5u5L+veDnhuIYu62gmEorg6CHFoGFIttr2A2ZMc/PSC/P63sg2lJRolJRq7LB9qMVD1+ORnHRiHU8+lYa0Ai5aBDnFbmBIwaplDgyjwxb+0jAoiajfNiATaKsYFBKyJXwpYGvwBdV4vfkyvhWtQYthXx6cvlt9u+ofeS6dQCiuunzlnRSEEFjtNjLysqgtr6aqpJzsgjxsjt4fKKoKn74Zt2c0dIOGmjp89Y2kZWcggY0r1uJO85KSkdbJ+/qR79IJRuOfPfdLKg8fV8Lph9TTkXaCIiQ1jyKhMFbbIG9RDtGTKc1hIRgd5SFgBps+jPWY0CoOcxfGxJiZtMcUFocVM85iHxGIPoUMaDlmENamtDTJcceE2WH7uKbsqSc2EmxazEkndi8spuVk0lTXQF1lTY91RyIGkUj/vAyWLrUya8vJ7HvARM6/IKfdd489XMJtt5ag2I14YmBFgAK/P62Gr55ZxbydA1itTprjMAoB6VkSpU06PM4HJsi4vaKmQ4oP3o+CX8JE4oMcA0UHbUtgNjBdoGwluejyKm44pH1Mw1/t24jLoeNy6MzbrtX7XLNYyCrIpWBqMQ3VdTTU1PV5DAzDoHTtBoI+PwXTinGleHCneCiYVoymaVRtKqeqpCLukJDYb//V7EZcVh2XVWfPyb1vLSdLQ028D0Uzp/S5TH/9TIbCP6XtWA24rkGpZeThtWk0hvpvCjNaGEnzsm3dA61/rM5Lk7GPKZf3kVlz8nnwnSqOmaeQldpexm6rRNzc76/p2ZlEIxE2LF+DO8WDxWbtdIyiCFYsObDf5/jmOwdSQiCg8M677QOACwF/+H0dhia48qY8ANxug7mzQsyZGua2W8ooK9P45NM0srKC/PXytcyeV8Mhy3anISQhJOJy5OkCcgxYF4P5TlBUsADbS5QmA2OlwDAEhkFc85gOwiHIthl0jBx0/m9qmT4lQkW1xjEHN3RoryAWg2denkymt5LjT45isVp6HQMhBJ60FPwNTZ20Fp60FOxOB7FolE2r1uF0u0jNyuDCXauZ6q2nLqTxqxm1+JsG99FRW1FNWlYGAV/7cD4hX/ehkEZSWrVQzKA2GGWCd+Bbhpv7PhwKhBB4bBqV/ghe+9heugdrXpY2hskfJGcgM93fCMR0cBk2xvaKM4g4HFaaYhm8830Fp+xrQ2kjIIy0BUBNpBisrawmpzB/0Os//LAm/nlrOmvXWrj2mtYMIW2F5ovOrWXH7UL8vMTGH66bwDlXTGD6pAjztgvw2svriekCi2ZQvr4ET6qXTyes5vDPiikTGlGHiIfOiQr42RrXTtqAA8GZZZBSYFC2sr1AZ9cMNKvk8B279hjedXs/D72Uzl1PZ3DWMXWkp7Ruf/73FSdXXpVBLJbFzjt+S+HkNCw2a49bV9IwCPoCpGSkdfm9xWbFYrNSOG0S/kYfVSXlxKIxZhg+0idmoQehj9Es+4wnLYVYLEbM117zFAp0HTB8pCClpDEcQzckMd3UvYxURqNTRcwwRrQD1WjDvDvHL6awmAQul43yci8/rPCzw4zetU+bC0VV8aSlEvT3njWkP6SnGyz5pXOA6Y5L8i47BNh5uwAvvp1KaaWFaZPCfPaDk8MvKCYQUvjjaZX83z5LySsuYEvCrDh4Ode/k83PjQ58WyssetJGTaUFtgX2BuaCbgiOm1bPw19ltNghOqySW88p5ZAdm3jo0XR++NnJ9ZdXsP3cVnHssAuK+WahE8OAR19OZ8krK1pyJm+zdQSPRzJ1SpSJU7OoKS/H7fXgTvV22f+gz09dVS3ZBXlolt5vIZfXjc1pp3ztJiZvOQMt2eTYAyTQNDTzYKBsaghh0xTqQzGsqoLHptAUNm0YRyqjUeSyayqhmIHDYqqgBoMRNQdMm8VhxRzqJFAUgS4F0VjP71ej8Q18qFAU+PDZVsHyrNMLaArEF+57nsnkpP0mt3x3+pWFvPGJB4Azj6njb7dVcOCpxegzBOECgSgH8Z7kU8XNhcdX8cQ7aXicBnddXMo+2/l5/tUU7nggk0BQZcEiO6ULlwFxR+vPf3BhJDK9bKqwUFGjkZ8d18BNmxajoqQ5jJFKTmE+q35ZyhTvzHZOKlJKmuoaiIQj5E7MT8rjXNM0CqYVJz1+vRGJCKwdHWJGCN3dB82BpXUpURWBw6Jg19QRk3PWvH/HDtluKxsbQu08yEfr9R2t7R4yTGFxWDGHeggY7zd0MCL47nsHTz/jRVEFf7q4muKJUaB9PmwpJe4UD/Ho2/DBV278wbgA9vZnHu64soxf3lvJT4sdPP5WKq9/lkIIlYXCzldPrOZv57TPwy1Ee2Hjyi9zeGRJOnZVMnG3CKVfWdClID1FJzu9ayeBnxbaqa5V2WOnqVRuLCM1Kx2bw05jbT0hfxApJTkT8ze7d6Wuw7EXTuT1T7zMnhLm8ydXk+IZnPBOg0XbEfJHdPSEMBjVDWKGxGlRyXBaWkw6AhEdl3Xza4DG+/071hmt13e0tttkbGAKi0mSkeHi29VBZhQaZHhNZ/KO3PheFtdcm438UbTETnz8KRcN5atQVXj4uk386vfF+IMKpx+wnCmFOs3L4MmH1vPof9OQCE4/Mu6ZPKkwyqTCKA63wYffelAUybytAlgtkoce8fLjjza2mOPn7XcVVqzQUUMVeKxu0ncR3PVNJqEGBbzgmG1w9OQGSn60kGbVeenNFE44or2zy0dfuDj81GIURfLHc1xc9UdBXWUNQV8pqVnpCEUgdbnZBUWA7xY5+PAbN1IK1myy8tzbKZx9fN+9uQcb3ZBd2jOFYwYNoSjhmEGmy4oQ4LFpWNXO9051IDI2YgiamJgMPQLTwWUYGcPC4kCU9t2Xtdst1KsuvlrWyCHbixGRGaC71gZ9AWrKKjt/IQTpOZlxoSdReDC2OFZXW7nx9WZBUbTUGGy0UFsryMqS7LZNgNovlqDrsGbhYmB2y8lvv7KMYw9swGqR7LhVe/ePg3fz8cNzKymttLDbNn7++4qLiy/NJBAQxPMBlhEPtlgDVLD0g5nwhYgHBndA8BDBBquVBV/ZCQRVPvjUQzQmOPWY+pZzLFxixzAgGFL4boETi9WCy+tCj8XwpHpRVRVfQ+e0fYPBJ9+5OOLCIjwug08fXcOUwp7TSeZmxjCM+PgqQlKYFx2SdvWVjQ1BnF3Yhdk0BU0RpHpsODRlRAjaJiYmJibJMYaFxYE8lHoum5vr5YPv6zhoO21AgSor6jRe+9KDbgh+Na+RCZn9i5/WXWs1i4bd1Tk498aVa1szjYie60iG+qCCqsv4XnM7NZNot/0sBDRUVRKLxtq3QcBubeIgNhMKCRQFphdFmF4UF6JKSzRisebCzRHQ/EB5vJBtbvy7sARDwLfwi8tGILHNHQgqvPSGt52wOHlCmIlZERQ7XHfpWjauXMf60mw++Gwu224bZp9dh85R5KZHs/AFVAIhhSffTOWac7sQ8ttQPCHKi3es5+EX0zlg1yYO3n3w4zZ2xJCSmBG/sHXBKEaba5zlsuK0qJ2EQX9ER1ckdrVnQTFmxO0XTUwGk4qmMDnuzuHDTJJDIonoRuLvEYJpszismEOdJGtLNer9ggWN2Tzxk8Kvt62n7Y7a66s9XPxpHv6owkkz6rl5j3K0LiTKNaUWdjx/KqFIXAN35UO5fHHXauYUhzsf3ANdBTE2DIOGmlqsdhsur7vT9x0ziwwWW+eHmDk5zI+pDqht1lUaOB1BMjPbtzM9N4vqskqqNpV3Kam6Uzw4PW6++NrJgcdOwmqRfPXeamZOi4/P6b9u5J75KaxabSEehEYSTxKdCcTAXwOuDNATwmJAYK+WRCwGkaiCw26w7ZYhpJTUVlSzZo2FE0+O51M+9cRNFOdWEGYqhx4/A79fweEw+NffGjjphP6PT8drVVtR3aLhPWKvBj7/0YUA9tq+b0LpQbv7OGiIhcTmNtcFo3GRPNGFLJe102XrKAzqhiQU03Fa1F418JW+MDnuQc48M0ZovgaN4RgxQ+Kxmst2X5BSEtYNbF2YPJgkh27IlmDwujFixEWTYcRcdZLgh2VWHng5hUgUaEjl83fgggn5fHPnKjQbNDWqnPTWRIKx+OL04MIMLKrkpt0rOtV16QN5NPgVDF2BEAR1ycnXFPLjo6voi5NtLBojGo5QV1WDHm2vkVRUhawJuX0K6zKYaCp8fuEarvJmc/tfUqERIMzyJRs7HSuEoHjW1LiwVqdy4qnTKC2z8tD81cyeuolwMIzT4+bVt7yEQvF82B9+6m4RFr1eyYvPlzFvt1yCwWbN4lRakhKVh0GrBrcD0lxYawz+9PsqPvnUzYLFDvbZtZEj9iujclMlvvoGDMsMdClQBLjdVjLzc3j3fQeKACkFgYDKJ597OPuc/j14wsFQPKOL0eqEEg6FiYTCZORlc94Jdey9YwCXw6Awd/NuKbelLhglFDNId1pQhcDSxwevlHFB0ZAkFbbE3KZupVnYicQk/mgMr82CwyKwqsqI9YwdSWJElT9Ctst8ARkMNEUh02VN/D2CZp4pwQwb5lAnwcKNFiJuYImAhElZUFGY+8t0rBbJETQQ1ltvpEBM4aWVKV0Ki5uqLBiGEt85DQEIFv1sx7rlFuRnxnjvsbXMmtK9lrGhpg5/QxP5kwvRLCMn5qNdk9x6dgV/PaGKklILU6dEug3t0pyL+en7Mvn2OzfRqMIfL5vEq0+vJGdiPJj4GafU8cKrKTgdBkce0sD1f7Pz1DNW9tkrxt13Bnj3rUqef8HJO+9ZWbVKoTWDpQNULzh0CidGuOrsKv7v2Dou+W0N3/xoY/9jJvPiq6kccVAd82+pYM9Dp6NNkOhhQe6MuNCy4/ZBrDaJW+oYOhyy7yag6yDcPdFU10DQHyB/cmEnrW6gyU9VSTn5kwqZOSk5rXK/SULSiBmSNIcFu5a8JXmVP0JxWvc5yk26plWbGwMkNk0hz9M+q83meFz3ZdoMqF2DJAFLKQnGDFRFYDPtZJOnh+swkl4GzG3o4cXUz/eRhbVWvrQ7YQ7QNs5iJK71ihmCOlXDprS/ndJsXQcZ3nuuH4fNgHbygQBVUFqp8X9/mdBtW3Rdx9B10rIzehQUP/rYxX0PpHf6PKcwn8qNpd2WGxCJRSYlxWD2rHCfYgBOnRrBYgGHw2DmjPaOLbNnhFn383LO/k0ts+dN4/rbi1i12soTT1l5+FEru+4S5s7b67jx+o6ClgChgNXGpiorl9yWx/J18Tfjux5IxR/UCIVVXnozg/c+d+MLKASlSsSq8MDzGQCkp+ss/G4F991Vwmfvr2CXHauSGgrDMPA1NOFv8uFJTely+9/ucmCz26gqKcfQBy8gdSAgCIe7WfGH+NkZiRlU+SODkrZvPNIYjlHSGMZpVUhzWHCNkG3nIRe5BklQbIroRHSDNIfFtIPtDz0MmTma45eRsQqNcGIG3LPES0SK+IgVAhsSQtBUKGqMMKcoxN1TyzhgySRKfRqGFKhCcsfeZV3Wef1vKli0zsY7FR5odtRouRMFlTXdX5pIML59mTUht8d2L1xkZ9Gizg/sio2lTJs7u7duDxtHHtHIC8+up7RU45gjK2ioai9Urdtg4YrrcolGFUCCLYWgJrjsZo3lmxq49Zoyjjk6wsyZPpYt8wICrO54RHBLfBvZH1S49JpU9ptbQnH2epyODMIRhYy0GLOmhoklNMIWzWD2lNb0eNnZOief0EBNjcGZv9+R1SVZnHRUPX++qAohoLxC4zfnTmDejgH+enmrBrmmrJJwIMSSlRovfLAtl51fz3R3Zw9nRVFwp3oJNPmo2FjWbpu6P0gJd743lTv+Pg2nQ+en195H6v1P9yeIb0X7IjpZrt4dBaSU1AajpDksfd6yNmmPIcFr07rV5o7ULejNQcexMCQ0BKMUjoEQTOZ17gUzdM6wYgqLfaAxqiDb3LZib4OU2ga0VBdNORqbmixEVylM2DLKj6eu5PkVqfgjCgcWNzEtresQKDarJHdWDLVCoi+J2y3iBSzARsmph3YfM+/e13O47cWt2W+HII9dtqlbG8cLL6jpf6cHiVgkir+bdHOeVE9LFpSDDvQhpWT1wjVMmjO93XGRiCAabbNs2m2gKgRCgrseyWDNBguv/nsDixY08vn/Qlx5XQE/LlKJuIiPJ3GB8Z0X4K1nJ/DzFz8wdXYpq9fZOOvUWooKo/z7po3c9GA2UyaGmX9NZ63r2ZcW894XHiJRhZvuyiIrtYETDq/kyafz+OgzN+9/7OW0I7/Haom/RGTkZZOWncm19xfy2HOZqBaN+2/uWptrdzqwOx3osRh9TWKytsmKJgzer/ayXUaA1SEb17+Zx5o1NozVoOsKTQHBpyWzOWbbkr5V2gUZLitSwob6YJ+ExcZwDLtFwaoO/mOu24ww3Xw+GtENiSHjW8/dMVb6OhiM5LEY6LwcyX0zGX+YwmIf8FoMROLWd9r8XHX6X0n31HDzGzdQXTsRgOowLAwrbOXQOWNO34IjL6uwoduVeO7jZtaAPSo5+6Q6oga8t8nDjJQwU1PiQueiUhtXPFaENAQvfW7lhL0aOHTn5GP/6TGdoTblCYUE336jY1f9zN4ibrvm8yv89twC1qxRufVvyznkyIyWdkgJhm6gtpF+N5VofPWtE7vTIORXQOqgiDapYARvf+Thg89c7LeHny3nxLjvto18udTDZbflt+SPdtoNrvp7AKOplBlb5bDFDvXt2nrsQY0ce1Bj63kbNN5d7sZliXHErAZ+/MVOJBqvKxBU+Wahh/dmpvFzgZucuTFO36eeybOKOo3BpefVogiFP55V3et4qd3kjJYS/vWfTJavt3HzReU8vi6VK37KJbqbAKtEWRrGeNECqgp+EReQ5wGK4Nv1Ho7fsf+v34oQSGSfnlxR3SCiS1Lt2pDYiXVX42h+qDanPlSEIGZI6oJRPDa1XzaiJiOL0TwvRwWmzeKwYg51H9AUOH92I/cs8bLzzK9JddVh0WLsNuNDyr89DUUItNQgv/M0UYzg3zEHNil6XS32mOrn500OggkhhJjEHpA8d/8G8nJi7P7qZL6uciKBc6bVcPLMeg57ZhKJFMeEooLScPKXUEpJxVDZLCaoqrbwq+Pn0tioEdOn8c+b6jj/PB/Pv+rkiy/dBEMK1940je22W9Spbc2EQoJtdptGKCywahCz+InV1YFIB5sjbpMo4zrflWtt7LRNgBlzcggEBJdd4uOuy0t48L8ZuOwG15xXwfYzqqmvakRRnayvslDVoLFVUahFG9jM4gobu86fQkyP131LWip7zSvl+dcLCYU1HA6Dryans7bWSsShYP2jwdtODzuVBjgsr6mdED5zapgHb+2/Zg/ghyUOrr0vh2hMkJES46M8N9HcRMBxCbJRBZ8aj0nenPLQHo8/ucE3PM5PUkp8ER2r2neP6bY4LSqBiI7FLsaVQ0IwalAfiuKyqkR02S79oYmJSS+YEsywYQ51H9kqPcLVs0opzfWjWOJ2ZbvN/JjtU6dRFcrj/YJqwgpskpJFwmC7PhhTXHtoJcvKbby12IsEztqrhnvuL0MIuO2nTL6qdCITAa4fXpzO/b9kgA5sJ6AESIe1MjlhoGJjKblFE/Cmpw7pQ/nW+WlUVtmIxeLnuOSydH57ho8Z02MgwOUy2H5HhQmTJ/KP/2by8UI395+zCdHwc0sdTT6FJp9CNKpg0SQrf9rAEUfZ+GVhYzx+omYBCXa3xsH7NLGhVKOpSSEahR9+tHDNX2s546h6pJTEIlHqKhvwpHq5/71s/vREHpoqKciI8tU/VuN1xq+pHotx1dsF+MKtpgerGrz89dwGirau5r1qD7tv5edWIyuepUZCJKywIGTnlG8KOWNyHVtlhJiXGmC2e3C8mwtzo1gtEkNC0Ywo3vV63GwhE1gD8iMNXCJu+xqS4BRxwVET6MNk4B8zJP6ITkFK/5xaUh0WAlGd6kCU9HHimKAbksZwjBR7/B722JRxKSiOJTOCkcJgjKl5XUzaYgqLSZDpElRY0/iR7cijlBKKODxL5QDZxAeaRJHxG6xQ9u0Ws1kkL5+7gUBEoIr4/wARXXDdt9nIWMKhJgKxmoRzhwp4gFngUHUmOjtnPOnuJg/4/EhD4vJ6hlx709igtAiKEN9KjUQEe+we4aP3q9lUonL4YSF8QYW/Pp0LAu54xcVVh7V6b2dl6lx7ZQUP/SeD835bw8RCnUceirD7XimEghEggqJIvvi8mqqIxv63TEJuHcZdH+Xqa6rZuL6GG9+awsISD0fOWMa5hzlxeDxc+ngekZgCUVhXKXj8kzR+f0gNoUCQn2qCLPOr7WxUJXDXxgw+TXNDKnwTcoITsJOIJRkfcb+ucu/qDJwVBhLBf7ddz/6Z3QfNfviTNK56KZdpuWFevXA96S69ywuXkxFjzVvLOGxFEfemZ/BrUcc3bzkJ/KhgqYdokQBvPHOOWiHRQhIh4v49R+7UwJuVaRhDuOz7IjEqfREmpQ3MqcChKVgUkdiK1Xq029scDPbDU4h4zDpFJBeLcqwxVDNzvAg7XfVzMPo94sfOdHAZVkxhMQnsdgvpqzNYNGU6G6xTyJcaexlOXCjcG7Pzg9DZXapkJxmRaGWjjbM/nUCRJ8Jje2+iLqxiJLRW+IAWk0SBMCQqBoYQ7D+hihOnliClt53w191N7m9owuFyDkuw7t+d18TzLzqJRAQ2m+TgA4N4vZJ1lRZmbaGz4w7xwNMu1eD4XRv4YqmLvYqW40lLIRQI8uAjWVx3QyHhiODIw2s567RNhAKScMjWLmOOqkBOeiMnPDidpqAKRU7UKTrvLpKsqJnGiz/lE4qq/FKyEztuv57dvP742CaQxL3d/Y1N/Cdg44+u7TC20aBMQkwgkPjDCp8uckMKYBFQSlxYPEBijRgttowgkarAb8RXsGtXZrcIi5FwGEM3iIYj1FfV4o+o/P6J2UR1lTq/wl+fsnDF3qt6HNO/eqrwRzW2m1SLsXsR6+pdnLr1Ovb9ch9iMt6GGZMbuWz6Mn6uTOXjvCx+t24C3C2BW9lbWcmbM3/u8Rwdabajy+uQXSWiG0R1g8ZwDJdVI9878ODHQggsqiDVYaExFEWX6ojKJz3YrVCEwGFR8Uf0cS0sDhUjY9YMPeOlnyabF1NYTBJrWOMPSzKZM0cjBQUlcavOlSpzZf8W/LM/ncD3VU4W1dp5bFk6Z8+uRW22PQsDC4lvP28NmiL5x17lnL9jLRbFYNXPJXhTO2sKH30tlSvn5zFvSz/P/30jVovE6XXjq2vEFfOgqp3z+A4m220b4Zsvy3nrLQd5+TonHu9nZZmVmRfMYGZ6iD3y/YiQZKc5QR6/YCOqKln1Sy2NNToffprFn/86kWAij/PLr6Zj1QL847plTJoAe+7u4uNPUzCkYNY2Pl7+2IpGBEUYGFJBUSCvIIOXFmcSisbr0A3BL+vt7DnLzzXHVfCP/2ajqZIUp87Ju9XywsIQF0+fQ6zWAekK7CVhoYFcosQF9vUivvXtAiYCEoSU7JIb4IjJjXxT6+KNag8+pXkOSGyKJBQI0lBd17KiW202CqYVE4wIVEUQ1eMCb16Om4JpxT2OaUHLX14unw7x9IbZHFXZyNvrPBhScMJ2QX63bkdCXpAOAbkCKoBGwcfl04gc9ksnG83ukFJSG4i0aPmklASjxv+zd97hcVRn2/+dadt3terVcu82xaZjeui9hRJCICGVhDS+NN70NwkJ6ckbQgIEEkIg9N4xvRvcuy3b6nV7m3K+P2ZlWVi2ZVwxuq9Ll6TZmTPnnJ05c89T7oeMaW+0ilUXSeTOvJY0RRD16cRzFnnL2WUJM3sDdFWQs1xtSmMvs6Tuy9idVsePioVzt2MkwWW3YmSqtxOGoRHPKARMBUV3l4CkpWA6glLjg4kqjwqaLOx1UATUBU0MVfLTQzu4dm41hS7FdXVKoA2UUXDkqAyGuvUl6Cu/riObV3j+7SDPvhXglMNTBEJBDI+Hzg1tRCvL8AV2bXWNqVNMpk4ZKF1XGrQZX5Fj1aselllecCR/vRH+9H9lPHzXi1SPqiNYEubVt+o2EkWAXE7l+RdrqGpws5UfejDLsmUmx31pFAtyZXzzr5Jffr2N5V0Wra06pZZNolXlokNjrOowyJkKmio5YYZr5fvu+V2ccVCCjrjGAQ19/PFdH79cfTSmZcNaxSVYo4EuCa/hZl/3a2GmcDU2DwDpFcxdFOJNGWDlKcs5pzfOFYsa0BSJlPCjupWsX76GaFU5ZVUVKP0mUQl+D9zz5XV8/95qptXl+MapPVsnREN83a0izS3qciad/Q7ntc5kshLi5b4A0msjNc3dX5dQKSAOJCCWNqgsGV4sZdq0N546azrE8yZ+XSXs1dCVXZuIIoQg4tXIWw69WZOIV0PbRTXN9ySM4jVRsEfI4u7E7iRvI0RxF2GELO5WjEz1dqKiIsiry9LMHG1TV6bw9SW13LiuDIHkmPI0D8xeh0cdbLl57p0AtzwcZdrYPN+8pIv3e4H/cdwGbl1WSl3Q5OzRLiGqSpiuCHgp7k0hAL/knMYYB9UNVDkpr6uiu6WDyoaaQW2Or8+zYr0H2xaMqx/QetQNnZrR9XS3dhLr7CFcHsUfDOwWy01ZyObJ65qYevpErP5BaTBvno/v/GASv7mhCyEEVVUmhuFQKAw8PMvKBoi4EBBTdTqjfvAIMn645tYaGvoKkIJmDK77czWfPK2P277QzAuLA6xaZzDn62NxpODIaWm+c2EXx89I0byyhbXWYeQtBR5XXFK4FDgd2CBgqPhTU0ClhAVACHJScMbDjbzb4WNU2ORnx7SxP02UKyZGYz3h0sjg44tNnjIzxSkzt+56fv8xm+JGdQntIgsCknVvU2c3U169iobq62h5p55MKozoBLnavR4rvHHmNnvxtHs4fWKCLSUtSymxpSSetRAC8pb7IvP+knMb9x+6ezsMIQReXUVRBPGcRciz60nq1rCrxhnQVZIFG58u92hiz75mAdvXxrMlfFTGOYI9ixGy+AEwfnw5Nz7WzIEfq+CWDVFM6RKfl3oCXL+qgu9P6ty47/yVXs66djSZvILP49DRo/G7rw2u6hLQJVfPGBDQTucEV/62AeYIuA/owy3MuB6y+wkcB5a3eRhdUcDwGKTjg5MoHAeanjbIqwKv42CmBi8lQgjKayqxLItETx9mvrBR29Dj82J4dzz+bEtorDW57Mw+/v7fUre+dsqdu7vuHUVvLMKD97fwpS/0cvMtpfT0atg2aKrkj78fkPr5yT0V/PCeKjd+MGnDwgL2igxNig21AYgGyOYVHnoxzKknJLn5oVLyJtiOy44eeyvE8/OD/PjjK7ns6BBr8LnxiA64y66EVRIMMbASq7ihAADTcRmr6SYcOSl4t8uHRNCc0Hl0vsqZx3rwBaK7lNhkxUBCTNyWvNSXZkxFDnOdh8yGEKOOXcE3M1lWf7KUwnvPc8BRIfLVh5KxbW5+ZzmfPWiwHqirk+hmhWdMh4hXo2A7hD3aVknMrn5QGapCiVenL2vi01UCxp6J79tV4/TqKj1ZE0dK1D342N/XCMe+Np4t4aMyziExEuo7LAghFMArpdw8I3aYGCGLHwCappLOwaKEh5w9YJ7JOgrvxAdnhL69zIcoxh9m8wrPvhPcrD3bgYeWhnl0eYj6sMk4I4+mSngZaGagersQPHh/CXPWG7y31kdl2OLhyx9m6gHjB7UXi6kk4wpUCXIBhVOuGs0b962mpsrauI9QBELVeWr5BCZWdDK2wiWcmVQPVsF1HUsgVBImUhbdsQnbBELACTNT/PsPJWQyA3d6Pq/y1DNBLrs8ypevTjF/3kr+e2+EbEbh5JOSTJjgWkfnrfXyk/uqAAEJC+YmwLbc3jpAc8pNAw576WiyuejnDWQLg01oUgoyecH37hzP/lOSvNEbACEITLTJrlZwdCCmQFTCiRJeKB44yYEGBUKb5x7260PaEnrMIP5gYKfN2ZZwqTWev2nLMCW88tYc7nzlk4T3T9K1vhLigtxbFdxf6+Gikg48ffNBPwo8GqYp6Csm5ThS0p0uIHFjBbOmjV9XKffrCCHoShfoSOWpCno2E3EX7NxYxa1BVQRlfp1k3qIjZeHXVYLGro273RJ2piVHSldyyK+rHwm5oBHsOoxYGEewKYQQpwAXA0cDde4mkQPmAU8At0ophy24PEIWPyAiJX5WvxfDE6kkY7ukx6/YHF46uLTd4TMyG2VY/F6HM45IDPpcSjjvjlE8tyZIuqBiqA6qAMUjwWRzqPD6Mj9IQfMqjR8qx/DPaa34ih7C786t4g9vl1NzoknbAh0SgpaEzvEXjmHJCysHNXXT46V84281hP21dNy5FADHcZCOS3xymSypeAJ/KIhu7Dxx53VNBoXC5suaaab593/8PPOch7YN7Xzmys0r4axo82D3k+e1eagPwLrY4J3WZ2C0htObp7BBhQqVoRLU87bCbc/VcPbsOA+3hpk+NsephyVJ9SmstQ0Oa0zz7dU1mEfZkFfBVCAvXQLvAD5AkyglEqdTQBaw4ZCSzWsxP7kwyOdurWN6fY57rl6P1xhmXb+tYH9Zzh/MI7hyQwUr366GDdC1wcf4U7Jksw6B6iDPqwaH2x4mbKGNjlQeKdlIBqM+fRAJLPPrSAk9mcKgUoQZ02b0DkrlbC+EEIQ8GgHDPX88ZxH2artdm3BnnK1fxNx2XNfzvpzEM4Ldg4/c1TMSszgkhBBnA7/EFdl7DPgZroZHFjewbTpwAvA/Qoh/AP8jpezaVrsjU/0BMW5cOdHuBHjbuStdiwTOrE7yjbGDy7pNGZ3nuT+t4c6nIkwZk+fTpw8mQC+sDWwkigCFoqVSrXKKDQBLijuX41bm6JQYho3Vp/DE81H++0SGT54dA+D+FWGylkCbqcDbFEmSYOUaD0ecPZp4E5x1Roqf/KibSfV5bEcwffQAuVEUZSOxiqdKeHZuOQdOW8XkmdVDlqNrb9e48z8lXHpJH5WVw0vwOfjgDB6PxLLe/4mC12sxfpxFT0zlpC+Nob1H455frePQGW6c5qzRWbd/NuAzINX/Pr3R/Or+6kpDeRg7VUxOqRuiI47gjTUlLLlmDXWPT+bNuJ+FKR8/n9HG3ZkSHuiL4PU4mHEF1GKMpQcY58AiBWz3vDMDCVJJnbY+L5oquXz/2Ganuvr2Wjb0GvSmVR6ZH+L8gxKb7fNBsFSoPF3puFZQIQh4HT6fXoFnQil9VoD5KQ9jfe73G3HaCZsLcBxJdVWM9mSevOVQF/Zu0aqlCAECKt8nnbO27wN7M3YIQriapCGPRta06U4XKPMbHzqrnCOhN2NSGTS2SzbHjScdvM20HeK5zW6mPQbTduhOF/aQ1VcihMCR8iMpcD6CEQDfAb4OPCaldIb4/G4AIUQdcA3wSeDX22p0hCx+QAgh8AV8zEm2cOupvTgODLnmSzhoSpaDpmSH+BBeW+8fKPe36WE+gdbtYF0uXAtWH7AIyMNR03v47jnrOfua/REC9ps8QPbOnZLgFw+Wk7xbhYxwpV4Ax5C8/oQXJCxd5mHG9DwXfTxJ8r7FGNrmVi4pYfYh40kkFCZNKOXN1zdsOqSNb7HXfb+KW28rZdUagz//YXgW7TlHZjj8sAyvvBogkynWbvZZXPvNLB87Ic4B+xe4/bEoS5s85PIKP/17JY/8fh25vOCCa0fBBKAdCGuQt3EDV95HFj2q644Gt9qJw5DWxTGhLBLoKWhIBAVH8kI6QLetYiFI+RSYD0SBhuJBWcU9jwX0Qomi8uKX1rKs08O4sgIlvs3vz9ljsnQkNKQUTKndOZVdABqkw4RAlukXNvGLoy3++3icaFUDDgrX/yeKaQlyk0q5AIgrVSS06ZiWTWfHMo4b27PN9vdm+HQVQ1XozZoEDfVDpVXYlsxRF/GibYPk2o4kmR8gghKXjG0KXVWoChq7opsfSpi2qw2qFi3RH7YXiREMEyOWxSEhpTxkmPu1AP9vuO2OTPUOwOPR6EuGeW9lhlkTt+Cm3cY61Rgt4NcdUoXBD7rqkMWNX2zmggWN5FFQStyYvMhym198/GUOOXwca59bhqJAeXTAotfYVYBbhGv1KuASmgZA26QjQvDsm35mzckzvqawWSwauGQxmVLJ5QXJtA9VG+jfprt/6vI+lq/wcNmlm7uMtwQh4OEHmvjHbVHuuLOEYNDi0gvWcOaZefwhNzP78JkZVEXiNRzOOMq1wj35RpC1bQb0CDgClwSmFSjxQKJQTFCR7qADEXcQAtcqOMQYAx6LTxzVhiLgNzNa+daSGjxjHJrLdJxu3AQWC5htQwUomkWkspdCp5e0jLr9iAleSQS4el4ttx665RrQt392A08tCjGussDknUgWI8ALlvsi8sjaPDW1pSiKwLKgYAmkhETO/e5UaaGSQ+Dg1WwsZ9OXhMEvDNo2so6rgh660oXNLI67G6oiKPXpxHMmUoJ/DyW/bC9UIehI5qmLeLEdiVP08ZuOHGQl7Lei9kPghgqMYMswNEFYaFiOpDtTQBHiI1NC8iOFEbK4XRBC+AAppdw8TmoYGJnqHYCqKnj8fhaszzGu1qEkuP06aedOTfDtJ6rJphRsIUAHv+7w4xPa8XokmirJ26Cqki8c38MNX2hl7WI32aOyzN74iP9vZ5ib20pZc5MBTpEceQBFwhQBbUCVgB4JYcE/lpVzxzXlNAQLdLQ5pHIK06pSvHNHG5rmGuWeeXIN//6Xwqc+2VtsbHMceUSGl+au2eL42toU/ueHAV55ReeA/S1++uMUY8c66Dpc9Zk+rvqMSzJtW+OCC8t54qkyTjs1zX/u6GD1Q8tJphXG1m8SvClxraz34rqiw8A0P0qPwFmZAkOBggXtXVBWAqVe1Erpzm3CgQUFV7FnlkZZQwHbJ4hnBV8a10u+UnBdvIq3bB/jK1N4unIsWlfuqmELcGyVfMaLtzJHvrOApXkgD6at8O91UW4+pIWV6wxemBfg4GkZ9p80QAp1DU7dP7lL44ra+xyMgIEQAo8O3z6lj9VdOnNGdcNr4JdxgvYGOtr7OG9akvgWlox4zqLEp221r46EVMFGyxS2spebyRzYSYkoUm5uAQdXBhMhsKXc4j57GwKGRmc6T2/GTS7q77YrdD7YSjgSy7j90FUFXQWvpmysQqQICHv1bVpzYfuSRUYSS0awN0MI8SXgG0Bj8f/1wA1Syj9vTzsjZHEHEQp5WbFCozdpUbJ5ovM2EUuqVMUs2lt1cCT140x+dV47F86IIyVcUB3nzrYSpgVzfG98F0IB3aNj5gvoHgMBvJv0cuWyBjKOgiIdNlu+WkGEYUyjyZrVXijyybwpWNVjQECAKlgUNzjnq4KH/+S6kw85OMv4UV0oqoKUxnY/tPJ5OOTwKB2dbp3oVatVnnrGYPmSHspKJa2tGgsWejj4oCzLVxg883wZ+YLCE0/5efEljWOPtajYxGp68qEpxtYVWNNiIH1QHrH4v//XTL5nFa2par7yhxk4tjv8su52jEmgGybxvELcUWG5CTnX2ihqoTtkcPUjk/nW05K3v7mKEs12M9clxIw04/dbwti6GtbkJtAfFykU93jpKO40e4AcaELS0a1x8GXjSecUpIQfX93O9z41EMO6qx8ox8zx8MgzzZR6yxFCMK0cppWDzKfJA0mlnKQ2iXfbVnHelPyQFmWAsFdjOJxrU4vXllCwHZoTOSoCBl7tg1v9LNuhL2dhOUOF4LiKAkK4dar3FkjJRikiYFCt65BHoyHiJgipCvuk4PjegP4SklGf7pLGTIGQV0MVAn1LQqNs3706QhT3ID4cjoQ9BiHEp3DjEf8MvFTcfBRwgxAiKaW8fbhtjZDFnQAhXKuHlHK7CFVTh87+X55AUij0P7nDOYcLZ8Q3tnvzjBZunrGpe1PBX1rPvY+azDnCR12VzZqsgVKU53EuEWgLwDZd0qP7JYUNIDOwVvO6LukCeBISe6LEOl/AWuARQBE88XKEV1+LcfhhGZpbNC65/GAiwT7+869uAsHtu1weecxDIimwLHdsjiPI5SR33+3l2GNsDjmiEUUBj0fyyIPr6ecBUgq8aieFXADD4xkIQzQkr928msdeDeFIOPXwJF7DZvWCGL/+vyNxUEAFQ3f4/i/hSxes4lOfruG/94QAifACqkQdrSBLFTLFWNGcJfn50xX8/rw27hUZljoKNSUbUBWHqvJW1jeNwVJ0NI+Fpppk2wJM9i5hcXImWODXJD+a0cH6Dh1Huv0HyfPvBAeRxe3BphayrV1T/fulgHOiKmecqBB+YiV1dQNyR46TZXsc38ZWHqLbC4+mkDXtYZHPLUFKSW/WJOTR8Gp7vws2WbApWO7F7N2EIG7qPt4pllZ23Pr1UbGgqYpbXrM8YNCXNZGAX1c3fj+7w3r7YZ6/fnw47PYj2ASfB74vpfzlJtseEEJ0AF8ARsji7kRVVZhbnu7g+5eoeIbxLOtfNB5/K4RpiqL4s+tynt6w5XCCzl6VVesNLvveRLp7VbgB3r5zNSfWpajSXYuKMhbE1ZL0YgXVLxGvCbeusQRpSugUUANmFkIRm7hQoRLXDGJLnPU57rw7wuGHZfj7raW89kYAj8fHvXev5bIrSrZrUe3rE7zfEFQoCPpigoceCZLLuRbHUMhmbZOHh+5v4977ApxzdpqJEyzSiRR6hYHYZIn1eiTnHjuQSdzf/pQxOd5e6iNvKuiaZExdgVufjPLkhjD5kMCfcfj+tzeQjuVYYgW5L9G48eq3HEFnHFYKhWy4kwZl4DvIxELYvQZ4VKykRrzbDziUensgJVD8kn8fsJ4zapM4DpxxVJKHXggzui7P/107bAmrQbAKJr2dPeSzWaIVZVsni0j6OnswCybnV5ZyaiTMi7KSQr6aQKDozrSSvNQ7m9sfOB0RUwgmAnTOr+WGz75HNDiUPtPehbRpoykCj6bsVS5Z25Hki5bDZN6iPwQ0ZKhEvK4bX9uJxPv92BnWr4+aBU0IQanfwJGSRM4ilrOIeDX8uyE5ap+Yvz3dgU0xErM4HEwFPj3E9keB721PQyNTvRPQ3p7gwLGwtdKuK7MG3abGoaHMRvffgeOzbrxVRqJ44bzDE/z1s0MnSbzwdoDTrx6NEJJMVkEi8Bo2T77s5UuXxFlw0EqWZTz09amcqzRiTVSwslB1mEmuqSj7gthYhcSRAutt4SaJdAuwHHi1HUyHv9wU4PJPejj5xCQ3/LaCaNThiCME3a0dVNRVD3teTj25wFe/Nnh5MQw484w8HR1gGBLLEti2YOb0PJMmFTju2P6s8UriPX20r2uhZnT9Vs8jhOCGL7eRyqq8u9zLp07roz2h8NUba8ioKsoMyTGVrVz+8fWUlIeZv8rLvX9mY4a0hsNx01s5wSnFcKBWtKEIiW2qLJw7CxlQoZqBbGpH8ErnURCEgONwdGmam98oIZVX+P41bfzf1+eTSaTAgpbV8JdXpvPYgkq+e24n5x++bcmcZCyBqirUjx9NX2fPVuPwhBDUjx9NPpvj20LgMQzqj7X5w6O9TJ1ajZRw/2KFh9ovhi4B66BXBLj7JR8dfV4e+clLW2x7Z2BHYgillNiOJGc6hDy7X09xKCTzFtlizWxFiI3xbxUBY6/o37CwL5i4dhCKEJT4dCJSEs9bpPIWfkMloO8ZofcRfACMkMXhIAB0DrG9i41aKcPDyFTvIHI5k/KQw+Q6L3/8dxkBv8Nlp8fwegYekq8k/Jy0aAwCyVdre/jJ6A4ADpmc5aEfNPHMe0FOnpVkzvQta9dd98cqMrl+tiLx6A6qCjNHrScVVwiVhNk/lCOuK2iKRElInEXQq6qUTLeILdXcb7teQC0Qk5T5Lcx5OgXNhtV9YLpWEmmlmXNUBV1trcQ7F6MoIJ0QrU1xcpksXv/wxJhrax3u+GecK68KUygIFEXyu1+nmD7NZvq0DP/9TwsvvuTjzDNSTJo0OFEil8nS3dqB7tm6JIgQgpqxDcQ71/H3b6Ux8wUc2+GzfxxLJu9aC4QimXZQL5V1FXTEND5/Uy08C0yT4IWZozP8ZFY1SUdAoRKhS6rUDtamxmAcm8TJKRRWhCCguBnSa8EZp4ImMS3BtBvGE0tpWBK+91gV911c4LipYQDeXevjd0/Uky2ofOL3DZx50BIMfcsEyrZtLMvC4/O6VpCq8mHN9Za+kyfne3noqXL3hWAVLlHwgY3CS6sqSDkqQWV4+pjDRc6ysYpigJYjsRyJ+gEfwK3JPPVhL8peksmasxz8+oBMz4cyw/ZD2OXtxXD5sBCCiEfDMVwLdiJvoSkC/24kjSPcfQS7EAJYI/rLyA3evl0YIYs7ACkl8XiGaRU2J39uOj1xFVWBu54o4Zm/rd2435tJP7aEglR5OhbkJ3Rs/OzY/dIcu196qOYHoSRsowiJIwV+r8Onz+njmk90M7o2wuqFywiEgiiqQsTr8OZnV/H5v9TxPEFMU2HsATlqZmd4bWmAWI2K4wVRCmNlhuYNEXAUCHihZyCyrVBw+M/dET5zZR8FU/CvF8s5dIKOp68V27Twh4PbXEzjSYUb7qrHO9ngj19v4byTk3g2Sao++aQ0J5+Upi+ucNk362nt0rn+m+3MnpGlr7OHYEmYym1YMoUQqKqK4zj0tndheD14fF4uO9Xm8fkOBQsMTXLkxA6giguuH8WiZh+MFu67VS/MWxBAszS8P0tiKAUSdgQpBQlKEBooAQfPxCT5FyLQ7sYj0iDAA7mV0JYwkE5xLiR8+u4pHDkqwzUndFMZsehPjvEZNkgLxxGu+Pn7IKWkkM1RyOaoqK0acrzJtMKL7wQ46fAkQ2ikA2ClUngev5tCwzXc/Xg5eBToZSDgyAZ0sCYJfhCbwa9L39vqHG8P0gWbvGVvTB7waAolH1DqpTtjUurX9xqi2A+lGP82gr0X2+VeLwq9hz0aGdN90enNmpR4dRSx6+MZR66kHcBIgsu2cMXOamiELO4AslmTfKyHhFZOKqOQL9YgfmlegERKIRx0LXUXVcT4W3uUjoLGTxo7ttbkFvGn77Ry0ufHsLbF4KQjUtzwDVfiRkoYNWkcnS1tlJSX4vX7GBM1ufWzzRy/YixdcZWPHx3j+/9XTdDvcPJ+CZ5cGcZrOry4JIKjwIzxWZbO92MZEgppQEPTfIwb6yba/OvFEq76Sx3TR5Xz3g02vZ3d5LI5dEMnXFqyxT7f90yEd5f5yOYUbritikvOSg6531d+Ust/n4xgmgonfXo03W+4pQeDkRBiGFmiHp8XfyiIlJLSKjcT+IxDkzzykybeXO7j2BkxMnmTzy+o5bUqv1uaLwb0e4SlwHrSIHpdDH84g5TgFBSk7SBUxQ0bMKQrP2QCXsCS4BGQFxvLI4L7eVtC5+6OEh6dH6L9t0t56DtNPDM/yEWH99C1oQXd0NE9OpGyKIrqrnbpRJJCLk8hX6BmTAPvR7/14bo/VfGnO8v56/eb+cy5Q2tbaj0tRN66n+Wzz8EJjHU37odba1wDRkkwBPKTCivy/m3O7/bAdBxURQwrU3pbyBRsyvx7f0LLnsbOsEyNWLdc+HUVqUkKtkJ3poChKkQ82l73wjKCEQwHUsrbdlZbI2RxB+DxaDieCCkzh2kNLCZBv0NgkyoeNYbFklkrh2pi2GisNVn20IrNtgshMDwGZdWV9HV249g2usegMmKx9B/u/n9/MIqiQCqj8NcrWlnT2c3JnxvjZg8bkDZV1B6BVQij60G+8uVujp7TybHHuBbPI6ekmT4qz+XH9BDv7SOTTJNJJEEI4j2xLfa52t8Lshqfx+GA8W1sWNk05H5N66sxi5nJyZRC0/J1OIUsmWSKhgljMLybazzOXRjgyXeDXHViL2OrTULRMMgBK4DjOMyoWsdYX4oW0+DM7hNISw1nGjAZeBx4VYLlWv08B2Xxh9MoxZrNQpFUr+4iND7OyuwErIUeRMFBimI5xBIJpoAqCUvZaLXTFAcphGtJtgVZU+GdZh+/frGCv75ZxiPXGMyq6COfy9PW1IJtW0hHUsgXWNI8kf+9cSKP/qOJirLBruH+q+uCE+MsW+vhmNlbtkbXHDCVr654lO/+t9qtPuPB1Yqc6GbICwm+gwtYChy15knifpVw2LfDFpSC7WDaDlHvvkvwFAHOB1A+2JXYGb3YO0ayd0AIgUcTVAU95C2brhFh770TIzGL24QQYipgSymXF///GHA5sBj4pZRy2DFII1O9A1BVhcbGUnq6U1x18Truf6KOoM/hlh83o6owL+dllelhf0+Wicb7xIt34qv86oROT9rHATUa8c4u2hevwPB6qB83Gn8owKdO60NRYExtgdoKi2jIxu9xyOUFHkMya0qO1pfc2EBFwI++30lvQeWhpSH2r8kxsbbA/N+sJJ1IkehNUz++cav96UyqXHN3HSV+m9fuXk1Pr8acWWkUZejjfvv9GCdfGSWZVrn+2nZGTxoFQE9bJz3tXfhDASJlA1IwsZTCaT8eTd4SPPRmmMV/WoluDI5tTPbFsS2L+vGN3LWunBwqDmJggTkBV1l6AeAFcRQMrjENia4SDpz+FqkFYda9NYFgbZyCZWBO0QkKQcYRWElRPMQ9ThqCcZE8q1o94MDf50b54SNVWI4gllH5/O21zP9RBsPrIRgJYeYLZFJpImVRFreH6erRyBe2fGEceUCGJ29s2ur8g/vAW9tluPpLAki645xVl+HfF29glWngbV5Bx+IVPP2cyUGzxtE4qmKb7W4NjpQ4zq7NAN7TcKvFWMRt6wO710fw4YFHU6kMDAh791vNhyPsPYJdjBGyOBzcDPweWC6EqAceBOYCX8ItafGd4TY0MtU7CCEE5RUhfP4835q4iIvmqERDCr/oLeenfVVoSGwE/6jcwHmhTTJhP+Bak7EFX1lZy7N9QUZ78zQLgzVNBjSDD4e1Vyxl3PQAUkImlca2LAyvhytO791oCfF5Ja/+YzV/uquM2gqTUtXilTo/IcPh19e3sSZhcPiN41CEK3b83GfWMrs+izfgI51IEevqpaQ8ukUX8XUP1XDf/Ai6Iplem+fqY3q2OuDZ03N0vbEUxwHXK+vuW15bhXQkid4YPe1dRMpLefCRKC3tOkKCrkq8xWSR1aKdecpqDnMmU5Kv4KXWCI3eOBVCDKp0uBG2hFkKzAIk5Fp85Np9eKqzCCROQSW1rATtBIdDDnqVsindaIEC7750GFpW48EDlvKzvM6iEi/dq6oxYzogsB1YlfOAAmZe4X/uq0Y1+gmoZNNqdEIIDK9no+X07JOSnH3S8mFfC9vCxw+Jc+9bEZwsYEIlFq/8YA26BuMx6cqrjD/jSBa+upC3560hHs8wZXIduj6yLGwJQggiXo2s5dCZyu/xcocj2PXoF/Yu8elYtkNvpkDEq6OKffvFaAT7BKYA84p/XwC8IaU8VQhxLHArI2Rx9yMQ8JBTq/jnM8184owgP+qtosDAQnJVVz3nhZbs0DmklFz+XjmPJiPkUVmv6tAKLHQlcbJCYdbfxvHWeS9uPGb1hnbei2YpLSvlRN8YvML9ysc3FPjdN9uwbfCNmo5tC3Td4cBZWb7wUB2pgkI/afvdK6X888IWVFUlEA7SsnoduUyG8tpqeju6ACitqkDTNVfKJWri0VyCVB3eio7fJtZVIfqJ4mAIRRAqLWHlqgI33mLwi9/WI6XgqGNTnHRZio/PiQFwl/YyBWGxQfTyx79/k76sgi3hhU+s5ZKaGNeuqhlo1AFSxRNngR4HCrDuXxMITYmh6A6ZtX5GT16NisUh6uvoYZMX1p5A3vITCWb5rKFS8DoYkQyR43pJPlRJvl98HFBKgA4IeBxuuLiV/3dPDVG/ze8vbcF23KodsZzCE+tCjA4XOLQmy87E+pzOOyVeXvyf1dz9TAkNwQJXntlHPw8s5PI4jkN5bSUnXXoKC19dQE9bN2++vYqSkiBTJtXtFXFavRlzUKWZqE/fskTNbgq8E0Lg1RQyBUGmYOPT9y79xxFsGx/kUtEUgaaoeDSF3qy7rg1H2HskHnQXYcSyOByoQL9b83jgseLfq4Ghsyi3gJGp3okwDI18qJwH5udQSxgkd59y3BJwO/JMaVu7gbmZKeT7U8A04ZLF/qgDKWiNe9HD5QQMBxvJb0a3EFNsoIv5+QTfsfdD2ySN1jQFlWUm8aRKMCD5/q1VPLYwBHW4l5kmuWtZlNZ/GDx+WROBcJBwaQm6z9Vd7Jd2aVnVxKjJ4xBCcN0pnUyozBPxOZw6beikFmBYK6jjwHmfa+SpF0MU+oCcwHEEbRt0rjmzZ+N+1bKEFnpRkpX05VSSpjtHty2McuqBCZwAYOF+J2uB14AI7h3QI6BcUGG04+vOYloGs/Z7kwOPfINGNlAr2tAy8M/Vn3f7VJJlkxBVwkf04l9qsGFZFFki4UQT4xYVJS+YXJnjiLEZfva1dv736UqOuWec+9V1OeR73Ioz+hTJzac2c+mU+LYnZJhYkPRye1uUcyclWJTx8HKPnzk9GQ4KZZFSkkmmUTVto+TOfnMOoJDLs+CV+Sybt4yOzhgHzxpPMOgd9jkVBEK4cjk7w01XG/YMqvzSlsxT4tV3jsL0DkIRglK/TjJvYRckwZ1U/3oEuwc78k0JISjzGziOq9EYy7mZ074tCHuPXBUj2INYBHxBCPEILlnstyTWAdtVXmyELO5EKIogEg3RF9eI+AsUNANbKHiFw3G+1GCiWHzdtEyTzub2YT1oUvEktR6T3ozmHiyBIO5XXsyn0VTJj5Y3csHoOBMre0goFlZRYqnJk6NjVTtVNVWougZC8KWvVNG3XuILWdz0mza+e1s1VptA8YFa52BKgSMFb7f6uHNhhE8dEMPj89C+rpXJs2ds7HekopTulg4qG2pQFbjkoJ1DfJ57NcBzrwTJ5RU3USMvqaww+cOv3eoo/aLPl1vH0UOSnkwZ/1OUsfEJi0rb5NJvNrikegquDKkt3SSVNcCbAqSAoORjtz/J+Yf8m5ziR8NEZSBJqcrfhlAcpBQoQQubgYeAo0smfP419NhoVmfGwV90cp0K2II3V/jZ7+sTsU+SyD7hvi1oErtKhWoJywTmWsHNC0p3Klk8vSLJqeXLOf/GUbywMojtCM79SyPrf7GUzuY2vD4f5TWVg44xvB5mH38w0coorz/+Ki+9spRZB46lojw8rOvT0BQMTSFdsIjshCSX99fu3QsMnYOgCEHEq5PKW/RkTMr8+ghh/AhBUdya01JqxHIWqYKFX1d3q0bjRx1yRDpnW/gW8ADwTeA2KeXC4vYzgTe3p6GRgItdgGjEx7WJODNyOaoKOc5Wu/mbbzHJWGLgJ+7+TvTGMfMFymsrt/kzZtoE/jmlmVLNJqTaGDkHY4qDEpWARNEkogb+tKKcU54dQ1sshIriEhwJlXjRFIXVi9y4OAFksy7ptC245IujWP2mgZGS3Hb+Bg6qz9JPiSRuWbxCLk82lWH01PGDxlxSXkqsu3e75ulfiyJMuWkCzzW5QvJSwr2Wn0ct19pl2vCXF0uLLnFcS2cpxD6p8Nf2MpKJLG1Nza6VDIVKIkwps7j//CZOreiCJ+D7P6ymb6kGdQKeAO7HzRC2iyRR4locs4I7F1zKe5lZJAjTSxn2JrdHBj+lh7cRmNlLKlVC88Lx9G6owLGhnB6sLp3ux2vgbg/YCvj6HxYCywTZVXTraxQJI6AKNzNbSo6s3rbW5vZCEVCwBkoumjYsfHstl/3sEA757CG8OG9o2Zyx08dzyidPR/X5eOXV5axZ24GzqTzQVqApAke6yS47GzVhLy2JLZfD3FMIejQiXo3uTGFjTegRfHQghKDEqxH16tiOJJG3yBTsHapeNIJtQwqwtZ3/sy9BSvkiUAGUSymv3OSjv+LWhh429rGp2XtQpgm+WkgRi2VROxdhHSyIl3XQVHYHApUxXZ/CZ1UjBJTXVm6WzZvKK5x622gWtXv51amtfHp2DICZRp51hy1jddagzmMRdxReHBvAJx1eb/Lz+2VuRquq2PzV204zpUgklcBXzVFUNXjx+nx0bmijalQtN/2lnZNPSnPzg6W8PM+AgiDQZzOjIcevp7Zx4u1jsBzBhNIC547voLezm/LaqiHlbMprK+lp66TsfRar92PxKg+f/HY9Syd6yYcFf59fynGj08y1vVyVK0MCz3va+dwvG3i7xQ81wtU4tIGZggIq9y8Jopq13HK+XqyjnKO0qhxHQjyl8NIjJWSzKhvtf28Djbiu51LhEs8oYODeBX6QjSq/mv89fnTQdwgbcSw0VAqYaLzDAShZh3RrFGRR5qerFCvhYdKolTz/r5OxzaLFtwTYH3gLyONafSWgw+YRTJLTZsb50VGdWw1ukkBTp851/63ih+d1MqG6MPSO78MfLmrlgr820psW/Oa0hdz/5nReejdMwVK48of1rHqfHNP6Hh1VkdRVl3HM+cfTub6dxW8soqs7SbQkwITx1UMKivcjaGi0J/OYtsQzZGbRB4cqwN5LH8C6qhD1GSRyJj7pxrF9mCqAjMTV7RiEEGiqIKwqpAs2puOQy9qU+HS30OqIpXEEewBCiFGb/B3CvdW7pZRN29vWCFncxYhEvPSak5jXlSDa+C8cNQMS+ipeptb+/BaPu3dxmHdbvWRMla89UruRLAL4VcmMoFttpRSbMR73s0ZM/rayDFVIGmeuoC0Uw/XICvqk4H41wedtL+HSCKl4gkwqTSbo58JPxLn+9ioQoBoO4xoLTB6fR9eh/kWTiVPz3P3tJuLdMTxe75BEEQQ/vH06by1W+fv3Wpg2YejF0bbh4JPHk0sJeE2gfszhuivc0pU1igW4F+XrGzy87ffDp4VLttYDaeC/bjs5W+O/K2v5Ur6L1ZluDsppNKX8fOzeA4m9o7kVSzZmzwCVuEIBGeBIoP8WOqHY7mjAJ3CkwurEeGaVvYWOiSVV3igcwkLPDBLtZRuJYn/D2XyAhfP2RzoDCUEbz1kDNOES0v4Y0M7B8xLyOtz16eZtxrIK4IWlAf7zapQjJ2WYUD08K+6Y8gLPfu5NLNOktLqCdMJA0ySOdKittAbt+8pKPyf+cgxCwMvfW83+jRAqCTFq8mheffRlFixqIhZPs9+MRrzeLZdh9GoKOcvGUMVH6iGpFd2S8ZyFabv1rHfH+Ed0FvcuBAwVKRXytkNXqoChKUS8e0dt830KYt+zBO4CNDEoe8KFEOI14JNSyjXDbWhkqncxhBCUVYTZkDAodI6hvKEFVREEZP1Wj5tUnkci8GoOE8qHZ0U6pDzLO6etZH6fl1fHrGflJuUgC0LyCCbVpo+z9Sxl1ZX8SOZ5QrfxA3+6cS33/7OC4w9NccqxKfRiyNkXL+lm3Kgc7U3riVaWEQiHhjz3glVebn64nHxB8NOb89z5i55NPh2wW6xY7SGXFu7/NsjXBU/fE+C0345m5swc793WwtKQ5PK1UTgKN1BClXj2zyIUB6vDwEq7REVTJZ9fJ6mbGaI96eGHf5hFqqDw+cP/TEPFOn58x4/Jd/tcMuiX0OTAxxUYVXQ/b8q38oAP8o6XuzovZXF2Jp9s+DuLu6ZzT/tFTJqxGMsaOg4vlirFsd9nbVNwLYyTgJm4d1q/dTFfzHSSkv+3fyc+bXjWsk/OiTG5Ns/ssVvOnJZSYlsDOqs97Z34ggHKK0oBuPSUGLYDTS0GX/p4z6Bjl7W6LwECWNlhsH+j6/LVDZ0jz5jD4oooi15bQCqV49CDJ+D3e4YkQyU+nQ2xLAFDG1q2aB+GEK7ESrpg0ZUujEjrfEThZsyreEMqOdOmO13YmBQ1QhpHsBtx0BDbyoFrgD8Dpwy3oRGyuJsQDnvJtH2RjuwkZC7P+JpZULrl/Q8dleWJT61lUYeXj8+MDbnPUK6jieECE8MFmoTGSgmm1EibQQwtR8wOc2W+jCqli0P9kicNDVNA1nFoqu7jDz9wLU1SSno7epBS8vETuzDzBRxHxR8KbrG/4+oKVEYtWrs1Tjq4i8HhsAO9rK818Xkl2WI45LEHJ/nOd2rI5xU6OjVu/2OUt74fxywV0CEJ1vQRrt2krN21YPXo9N1bidOlIW0FS8B72QCpnMrZyn3875XfwjAKTJ64lPOOecgt0bcC17pYK9wYxQyD37faJaLEQfpUYmoZr2SP4nzrTt5qPRzb0XBQKAn30tNXudmsy3JQdAfH3DTaWsJ44SbUyOJPHkRBIvvcz32a5JyJQ2eLF0zhyhp5BzqpKHDohK1L7MR73Ao7+WwO6Ujqxo0aZAkWAi4/PTbksZ84PMaqTgOPJjlnVmLQZ6qmMeOI/SipiPLW06/z1LMLOHj2eOpqh76I6yJeejImAV3Fb3z0otD9ukq6YJMp2Hvf+Ed8zrsVXt2V27EcSW/GRCsKe49Ug9kxSAHWLtG53HfijqWU7wy1XQixlu1McBkhi7sRAp1C7GTyeYs7VnZx+bEOFZEtX+xHjs5w5OjMVtrbMkoTY+jzbeDtrkPQvXmiZb2ggi8c4+mcwkueRfipxpJhpBBUr97AWlXH0g2e0SuIhis5QUngE5JIeZS0vpiFVgfJzCHM8EnC2uAbKuh3WHXfclJpm0Kyi3Q8gO71YHgGuytDQYeFc1dw852lTJqY47hD0kx4YBLgJrjYtkACnso8EaeHQF0CRR1seTNqClRc1ULP32u5WO8kaAf5+d0z4Q6BeqINAoSQdLaWu0Sxn7imbXhewpnCVZ7a1GArJbJLIKY4aMKizrOBJZ3TebP1EKbNeg8JjKlfRk+iYkCqCMCA4OgY+Z4AmSVhhOogbQWtPI9p+IpflEDDwV4qEBnQFIlmwF0XrWNKZX6z7+7J14Kc981GLBtu+Fo7V7/PAjgUJGCbFr3tXfiCAaIVpViWjcc3fOkbQ5f8/IIt1y6XjsQX8nLYqUcgJbz11GssX9nKhHE11NWWDtJlVIri1T3pwt5HlnYDhBCUBwySeYtkfi+T1tlLuvFRwoCwt0bBlnSk8sXQk73/y9hb44RHsEOox63rNWyMkMU9AI9HQ3iCvLw4zlmHip0qfiyR9BFnfb6EN3qOQOqCaLgbRSne8LbDXK2VcSLGRBEnRYigNFlb7TBaTuYQfSaZYlyeYcGK0rX4tVe4pLmBpxedAkKiSrh9ejMX1Q6WelFViIRVZKiKNYtWUMjlmXLQzM36OKbR5KffHiAl1/+8nZ9dX87oSzPs9404R1oWn/fn0caYiC1waaFLImd3IVsbOGtNC19+2g/r4L63z6dx7VqctQo33f45wIZxuFbFHhsmKW7sohc3DhJASvyjkmT+EaTmuvVoJuQ7dP4e/yJ1Y5ooreglYZXTpUUYN2Uh69vGYOa86IZNKNJHpj1CvsJH/WWrkUkFT1mW3HofLe+OBV2AkExO5FiT85KxFRxbYAibzvjQbu2v/6aGbN4d+Ld+X711sli0EgmgramZ2rGj8Pi8xIfITN+iQWmTNraGVDxBoidG/fhGDK+H4y86idcee4XX3ljBlMl1TJ/asPcQor0AihCEPRqpgk1f1iTqG5HW+ahDUxQ0BbpSBRpKvB8CqgjqXnrNSiGwtV1BYYYX9vVhgBDiD0NsLsN1P/9te9oaIYt7CJWVITrSBn9+qJUvn725hEnOFrwR8xPVbWaGhy8X8pz6KouU5fSFxiITXwAJjq1uFAQXSPIphzJvFyDwkiMvfMyvhqdiE8iaysZki4ICV6ZCXGU4PL3oZNxsGYENXLmonkNKMozxb16hRQhB/fhGrIJJy+r11I0bNejz10WWTmFR2lTOve9GCY9zOGt5G4/4DL5MkCMwmSWTvCY8bInCCAVCtQlmhr/Ggle/CK+62+XRCr955lvwF1yr4hkF+Ixw60AnNbQ1BSxpuNI2Y4A+iTBs5BMKWpeNf36GaafF6Sh4mBFq4phCgYs7fYSjHr4oE6zRM5Q1vgdAWgaJ95XSl/YhHZWO9gaqR29A5A2y/6mBmHCjQ3oEi9M+1E3CPQUQ9Q1dw72u3GTVeg+2A2Ul1pD7zF0U4F8vljClPseXT+4iHesjVBLG8A4dR9h/zu37YHOESsIbrZWhaJijzj6GeXPfYfni1cTjGQ48YAx+n+v21hWBT1dJ5CzC3o/mUiOE63IsWA5d6QJRn76ZfuQIProYeXnYMdhDlf0awaaY8b7/JdADfA+4aXsa+miu4HsJ/H6DdxY5vLnM5KBJA5mTSUvh4JfG0ZbXsRzBl8d08/MpQ7sHOzMqF9zXyKoeg4kb8ixZX0Xd9A2cfu19fKr0Kf7RfSJ93WWUlXcR8KYYJ1YxpXQZJjpemaOadpqpx1Z02gpyM+VNw2nmhUQF5f5OZpQvZG1sLO3pWsqDfSxIeYYkiwAenxfd0EknUqRiCYIlYQDeEzn+V+vGdKC918/ClyYAED6mE1E0cT2DQQ3ONsvdGBQw/DlmHPMZgvrxpAi7IuVv4o7jSOBCHbzFhBpNIlfDxPplNNWOgbygxOmj+81yso+HoArWvTSe5Reu4N2gzTc0g/leD6c1NVMbjjBNs1i7yfwESCOsclpx78BCzsv6ZRM4PpjkY6UZbsKHnQdiIBFoBQfF41p4T5qS5Mzpg+MC+/HPnzbz5V/WkEir/ObrbZt9/vYqH6f/bDTZgoLPsFm0yuIPVyQJRSNbna9+7MyQNW/Ax2GnHkFpVSlvPfMGmVfyzD5wHNGoq52pKAJ7mBqNuwN7KlzP0BTK/AaxnIlPV/HtRmmdEWw/tuc6GQkBHcHeCinlsTurrRGyuIcxbeYoXl6TxrSSHDHdje/7T0uE5pxBpphh+9s1FXx3QhchbfPA2x+8WMWrLT6cRQrtbRoEgnS/WMHC9ftxxk9exFDzFFp9HOibxwTfCkQxQ9qWKuPtlVxU+C8JEeY+7Vvsl17GvOBstziMhAY28ADHIT2SE474GO1GJdJRWCPHksHPcrsMOACAvC047r4xLO3z8sBpTRxVl0FRVYIlYZJ9cbxBP5qmkSoGD9tCIvwm/cus3a6h1puoqqRWOOSEYFvLsI1KmAQOkrN/eDd3fOMK5JsqYraFPEuFf5jwtIBTNVe+xhbYAQ8r05N44uUT0RWb49c9i1ypQAhEg8M/L3crw9yhmMQF5JGsKg8xOp3lLN3HM0qBPG4xmcMcjS/6U0wHUkgkAr9wmN2a5Y8/LMMph+pDLUQ59CZVzpia4KYrW8hbgoqgzR/+U8Y9z0W49fvNjKsfcH1UlVncff2GLY77paUB7OKlkC2ozF1RRSga3+L+AIu7PUhgenn+Az/YVE1DIrEti2TG4PaHo1SVW1x4YpxJs6ZQUhHlvRfn8dZ7TViFAoceNAE96PuAZ9s12JMPdbUorZPIWdjOXhbHOIJB2J5v5aPwDTpSkjXtjX/vDZAIbEYsi7sLI2RxD0IIgc+nI6Wfhc05xtc5lIWHv/S80BTg1jdLcUpxXa6HFiVhDIETUXnwiWNRpuTxTE2Q8ve7ut32e7rLeDZ+AseGXkANmpSYr3FPfR2fYhEvxs9HFwZzlQsxKLjJHYV19HjKcBQHr5PBVA3a1I5iAgks7/PwbrePvK1w69IoR9W5iTn+UIBkLE4mmSYcjXC49PGxZAm3rPCx4sEpG8eSuTmK58QkFxwU46feFBfYfbRqNVsdf5Akk1lGRvFT8+kWSl/tpidXgZgi3Izjl214EYgB9QIe1KAc5OGC04OPYj2pIte4Oo7GJId/XbuB86alADjb0XhZsYkgOLqiipZ3lzD9gOncaIV4WZhUolC3Mszpv2pgcjBH5DKHtEdwEasoW1gAyhDN0LCmwNyb19DcZzCmvMDX/lXDrS+UctzUFC89ESCRVvjxvyr5nys6GV+19VgZ6Ugkkpn1faiiAlDw6g5HTtlyEhTAhqTOwf8ejwSWXL6C0ZGhrcHbQiAcdPU5k2mO//wklq71oqmS9a06117RTXVjDSdfdhrt69p49ZGXePHlpYydVEfDqIoPdL59EUpRWieVt+jOmFQEtqxXOYIR7C2QQL5YnWgv4Yoj2AKEEH8HfiKlXLeN/QRwCaBIKf+5rXZHyOJeAL/fwPZUcusLPSR6E1x0IjR4y2nN6VhScM3Y7iGtiuf9ZxSmI8CPG3/X/21WFf+2Bc5SD3aFzbtVBxJQ0kz0rGTuwyew5N0ZICSxS0qprWimgMFr6SM4yfckny//LV+1LkEUzsfJLaGAykrvOGwUJIINTiNRJc5UZ4AETCvNcVpjkvk9Xr6y35YTMhQEn9fC/OCuKeTzA2+FMqNgPxziD9MWsLLLx9LmaYSPcDO4hzK+eGWWr8vfIHADnV8Th1H353X0PFCJoyhg9Cf0AHcV4/4MDc4AVIGJAUcLmAxjZuZYdupKtE1eUpcLgywekkCLsCkJB8mkUkwKBZkk3Yk++i+1LGzyoakO1761gas/tpTy2krkWI3mlmW89E4J4YMtHnrD5ORpMVZ1lHPz86XkTIW5SwJcfn4ff3+4lAfWhLnvRxHuv7qJE6amMfMFsunNCWBXSweGx2BGhZebv+jl5ucqmD4qx08v2XIGM4Bfc/BoEinBr++YLERFbRXdbZ0sWuXFshXywEvzAlx7xUBN+urGGk674kxeeugFVizZgJXNE5w2CsMYWW76ETBUUgWbrGnj00esIyPYu6EWX3KAvUbyRyKwRiyLQ6EZWCCEeAN4CLd+WRuQw61bNhU3SOvjuKLdnxtOoyOr914CVVWorS9H93h5bkGBG0cvJV8apspnMzOyubyK40A8r7pk6C1cwqhLtyCwMth9KzMKFjpN5hjUNbDkvRk4loY/kCSVCuLYAr+W4VP+W/lP9iLG+tfxTvt7zKo5m4W6yZ+MKjwiR4gk89mPUWoLElih9NDmJKmRIVQF/nvq+s36CRApi9Lb0U2iJ4bhNSivreK3Fy/gyZ7FOI7CG+sOIzQ2xum1KfK2zWfmTSL5VoDUryOU/6wNfXwB4ZGujrUDinD4jPU3TheP0iTG8N3cT8n4AnQsrxs4aUjApzT4l+X6jI/1uB7zcf0TLiAsKTu4jYbp3VyvO3zNFvgQrELwa1UhJwRJ4Eu64NnGOtYvX0PjZLcmdmdzG7WhCF7dzWh8eV6IBYsP4/qvdDBlTJ4vfBV++t1qUk0KD7TU81TJPHr6eopxmWDagpvfjpKvFuQdBQpw7X+qeeTy5yjk8hhez2YC6GXVFYTLSlAUhY/Xp/n4nKHrSUspB9VyLvPZNF+1FAkE9B0zCyiqSmV9DecfvYYHXxkLAr58yeYvBx6/l6PPPY75L73L8reXkkrlOOTgCXg9Q2eAf9QghKAyaJDIWVgjLukRjOADwR6hMJtBSvlDIcSfgatwieDv37dLEngGuEJK+dRw2x2Z6V2CDxbyLISgsjJEMpnn6fkmmpLh+GkmMrx52TBFgVMnJHlyQRDTVCABGKB4JGGjhzQhkAJ/JMWhM14kpCXIOV4622td8egsZAjy0l0n8NKE47nwotuo9rRxtPYCEdHLq6Ne4QVWckj+aA7P3cpd3vPJSD9jZQse1c3OtqXkdaePswltNRdFFv0WVaNqsC2bzpZWIjPv5nQ1xQZZjyMkNiprEPxOelnUHYDXFWRcoeuSBvTZOfwXJ/DOynBlKMHxK1YxfcIVtHA5X1BNEl6NprXjyKwOuySwH8fo7s+W5luVSEWhy2tzt5TcpxSoJsdVVgnqJrdGrPg7n8vTvq4ZgMr6Gm75Vh//eg6efDnEo8+XYFqCpWu8LL9/BT94upK0ooAiUAX879xJvLAiCH7JOaM38GZzGS0Jv5uIIwAHFi3yUt1Y72atCwUxjDf4eE8fjj3YWug4DvGePsKlJRu3+XeQJL4ft/48wcsvP8P0A+qpLB06q1s3dA48djbRiiht69p45rmFTJ/aQEmJn5JIYKf2Z3diZyU09GtRpgs2sZw1UhJuJ+GjmnDyUR33CDaHlLIL+BnwMyFEFLfArQ/oBlZLuf3BBCNkcZdgx27ZUMhDKFQNwLz2NO+t7WHqKIU50zT0Teqn3X3her4TquTPj1SgCImelOTjCp//+u/pTNSQyEQITkmQUzwoAgyRRExthWekK3+fKcY4LoGnF5zMov1mcpF+x0biZzgd/FMu51NqKTfG/069eQC3lU1gsRTkhMoiOY37zbHcGY9wV3n7FgljojdGsCSMbhjoBvhUL1k1jSIky8QUHFQEYCFZRZZINEZfonRjhRXzbS9x00v2AYcvfnsJ2ZxNBRolUqJgomkWXk+GlFOyXfMspUIh4SZg2ELgoNMhHe5Vk4yXBqtwDbdfLpIxj89L3bjGjcfrwFWnxlmw0I/jgJSCdFbhvwsj/PWNMqQCwic5aWKCx+ZHyBYUhCV5p6uKvv5qL11ASEJWQIcAoaKo/f2TWOZg6RzHcejcMJAhHS6N0NYR4J77K7jqylaCAQdFVVFVhUK+gHQchLLzpVpUVdBYldgiUeyHoiiMmzmBsTPGs375Ol5//BUMVeHAA8ZQVRn5UFrTdmaPhRAEPRo5y6Y9mUdTxEiJwB3Eh++K2jn4qI17JMFleJBS9gF929xxGxghi3s5Skr8yIifRV1Zul7t48xDVLweuEfp4g1vkllntbPqyFpWtnk56Y9jCJf2EQ4kqCrrRAh4Sx7ERgOVEOiVJmrAws7rbLq8ZCJ+JFCixXGKl4UUgs8u+CvJg0OsN3SwQ1xsz+AelvAbJtIrotQEWhjj/zeLcgcwQxs9rDGljDIEFulUkLzmcQWyizCBo0enecAXhfQmy19EUnha8IV8A7/5wlIAdATHJAL8/p1RFAofcNHor58tJUJIpFBYieAl0+Y9IYhKyXjcCoFbwv/7VBf3zw/TndcYPzFPPCXIF9zEGSHgpeYgx09J8ujbYaQD67uM4nmlWw6wyR241uFw338tjj16QFDbzBcGRZQLVaF+E8KKgN/8uYqf/qyK/Q6As85wRfljXXk61rdiWzbVo2p3OmGMdfcR2cRyuS0IIRg1qZFwaZjXHnuFl15ZyszpjUycUPOhIYy70nJjORJNEQghyJg2/j0Qx7ivWab2tfFsCR+VcY5gz2KELO7lEEIgBESjfmIZjT893MbhF+S4X+0mLyStIk9fxRoqKzo45aizqDviBXxGFkVIpBQESZKUIRAKQjqcHHuKrjOreOnO4yAvUSeaiAYTT0OaI41XSBLGTwYk+FJZyjI9vBQ7ijKjm5B3NY44loOdMXRTjqI7XMuvGMV6FurzuSH1G271xwe50rLpDImeGL7ggNvxB1YJtcun8rNf/pDqA9uY9aXXUXUb21bpTZXxemUN9Z8r0Pxnw2WP+4M+T6IbUFs5OJP37lcmkEx6XEvpdlrWFcUiGunBI3PkpYEmXEpoIVglEtylLadceviKNRVDCFRNxTItHn89ykvvBhhTV+AzZ/Xyw3uqiKFhCoU31gRYe7uBGpE4KDgSetIab671I202ydYRUAt0S1ggXDZqQEWVhj84kLnuq65wydRWnghf+0o306bmOe2UgepNwZIIjZPHYVs2bU3NlNVUomoamr7tW76Qy28MHdB0DXWIKgndrR1MPGDasOa5H0IIopWlHH3ucbz19BssXLyBWDzDjBmjhtUvYHA9792MXfFAdqQkmbcQQlARMJBAIr9npHX2NcKxr41nS/iojPP9GLEs7l6MkMWdiV38iuf3G/TpYd5oj2PVu0/NPA5rRBxLtHPiZX8lVSgnq/qZwAr6KGMGC1nBBBIyQouo57roD5ElCr5L4lhdOsZsN/7QynrQkgWcKpWkCGHYBU5pe5wLgw+w4N2Z2HmVwya+xpixq1GJM8vZwDJnCivFeBrYwAo5HoJP8DG7nityQT7hK+U9YfJGCM4dU082kSIQDqKqKi+rKmv/dB3S0Wh7u4FXfuajcno7uaCP9etHIz+m0DVHsOjcFZQ6NpU+m9ZOjcWrvBw9K07zyoE5acsWLaSif+4dkMOzogngyLEvsLwwiT5ZTrW3DUPCdKlwn7qKPlEgjcU7Sg9HqpWUVVXwo7/4+N19DWRyKn6vw33Ph1mY8ZEtuOe0bEFnTEcLy35VIWwp6MxqUBCu3iMSDOHGmT4GBCWY8N1vtnP0MRIhgm5bFjR36tRVmGzNMFhS4nDh+XGkdDOeu1raN5I9JFQ21NDT1gUCohVl6B5jEAnp3zebzpDsi28kZLlMlkAkRHlN5aDzfYBwl0EIhAMcfe6xLHxlPvNfepfuWJopM0YTDm1bkzGyD1WCcaSkL2vi01R8uivSLYBIsURgb9akdKRE4PZhmGvw7rTGjVj+dh1GyOLuw76z8u4N2A0rQm1dCR0rHdTqXjwaWFhU4MawOdgc2fImr42dSS8VCCExsJjOUhwpeF06rBFjSBLGSSnoBxQQ/feaV/L44jP4le9aXowczpedP+EvK7CgfTp2u4qTU3il5Uhi8m0OHfc6FUoPYfkWD6fO4JaWK/EFMpxc8gRXBW7ia+J3RAtvcVNgAl1IKqN+DumNk01l6FMixN8MYlkDcVl9K8vpW1UO0yS4oZrkTcHf15Xy60ntANRVWdRVpbDf5w/++vgufrWyEoFkenmad7qDWFsPoyvCIRSO8Y4xi1a7jnGywOm2Ro0UXO7oPKpGaJaufM0oGdj4wP79fePJ5NxJy+QUXl8UwDfKYWM9RUAV0uWrxX4IJDIJZHEtpQp4JjqYcwWOJUAD1etw3bd7N54nXxAcdOV4Vm4wmLN/mid/17TVJCLLNOnt6CafzVFR506iZuhoRatg1ahaLNOkp62TYEkYTdfx+Lzkc3ls06SnvQtfwE+kLIrh9aAoCsm+OLlMFse2UYpltcxCgZ62LkZNHDucSd4ihBDMOHw/GiePpmVNMyvfWQqOw6EHTyAS2bz85b6GguUQy5lDlv/rLxHYmshRsCUebYRqDBvDnKrdOaMj394I9gWMkMUPGYQQBKwAxz/XwOHHCkLkeFzGyRoGB66Zz5xl71BfexVzvY9iM+CyVYTDgbzLVJaypHk69yoXUMgaCK1QXM0E60Oj+Vno/+ElT3W+C6kpKKqNmfVAsZpM76oqjHEmBeHBkHnWm410RSuw0ViTGU+nU4UldO5QVS51OnlORDnIvpdo4ziOePFg5j9bRrA8zpG/eRZFt1n85/3pea8KwrjlzUdtHCg33xnlV99v36pV7ftTujirNknKUjg0muY7c6v4bUcFjr6Vg6RE5AQcD635OhCw/p0onz4gzrKMl1Z/gfP8jeznlBKROpUMWLxsZ/DSL5D0tamuVI8EhGRSQ57lBQ+KImksK5DzCNqadFAlmpRMKU9zTsMGQhfC95omU/ALpCL41m+r+eXXXXK8fL2HNa0GBUth7rwg8ZRCSchNtHlvtZezftzIwROz3PWddVhmgb6OHiLlUbz+LVvnNF2nalQdPe1d2FYa27JI9MYoqSilfvzozSxYoWiEZCxBNp3FHwqQz+aI9/RRWlWO4d3xJAyhCCLlJUTKSwiXRnj10ZeZ+9JiDthvDA31ZXudRW1nWIiklKQLNgXboTxgbDX7uSbkoS9rkbcdQiPSOtuNj4pF76MyzvdjRGdx+BBClOMKx70npdxci28YGKlo/yFEIOChL11KaplBA2V8doXNl5+4nTnL3wVfHaOVcexvH4JWFI+2pUIvpSSIMEmuYKK+ktNGPUK+PUihx4cZ85BZF8ZQTNSCQ1KE+ar3NyxRpuIJ5Aadu62zjhn5RehOnjxeOs3KjVpXOXzcFb+IRUsOYGliMo54jN+Y51DGr8nyVVa+5YEUTDxpKZ6SPHrAYspVC2E0cJB0E11qiyeywX5a8OSzwW3Ox36RHAeHYjzwcIE/f60M5WHceExzKHepBFMgxwpiS8pIvxUkdV8piVUeZr0ygY+/O4r9X57A411hJsjwIKII8Inj1+P3FrOjdYfqCgvFAXqBOAQyDhuSOvmCgseWXDunm2c/vZY5F6aZMCGHkpYsXBLihn9PokeWcfzHUiAEjhQ8/EJ443kmNuRprC7g0R2OmJnGYwyM5df3lNPcpXPfq2HWNefobe+mvLZyq0RxU5RVV1BeW4nH56FmdD2V9VtOMqlqqCEZi5OKJUgnUhhez3YTRceBZS0e4pktLzf14xs47YozCZVFeeud1Sxe0oxpDstEvNuwow9kR0oSeQsHiPr0jURxS059IQRRn4YCxIslAvdF7KpRfVQI1FDj3Blzum9ebR8tCCFCQoi7gU7gVaCuuP1GIcQPt6etEbL4IUShYBFUczR12HTGHOSEryIm/4DsxK/z59k/4K/phdS0jGGOeQpT7QOY6BxOu5zKOjmO9fIMLq56iGvKf4vuyaP0KVyq/Zura37PscbTzHvyMPI9Pt7VDuBddQZ1U9ahlZigOgjNpubQDUTsJGWyF22IHOFC1gN5lSVL9yNl53BkHrBZ1TWefNwLqwSFLgPHFEgbzF4D2ovL0oG4ejQ54CbILFZ58NHwZueQEhzb2fiTz+XpaetiZVsVtqNgvZiEq1dz1Po29o9kKfdYeFUHYUp4Xrjk1AMYArnGCwmBnRXE21UStkrGUbh+zdAl6n7wyeX8/IttnHlUnDHjC7R5NQhLNFXi0xwOm5rhu+d3oiqSsNfmtGlx3nzJZuaaNmgyKWx0Yavc8lgZ3/1sF36vg6E7fP2yro3n8Xok792+ktt+uoF30z6Cl0xDP3c6DV+ehGNLcEAxoWVtG1WjaodMQhkSxalWFIXSqgpCpSVbtVipmkZVQy3rV6whFUsQrSgb3nn6TyfhlJ+P5qDvjqfxS5NZsM67xX0D4QDHXXgCY6aPY+nyFt58exXm8GIK9no4UtKTMdEVhbBnsG7q1khNv7SOR1PozZr7JGH8qJC63YmdMad7+/fiJrhoO/1nH8P1uATxQNxAqH48ApyzPQ3tczPzUYDHo9Fn+Vi10mRpG5w6M0ek0MjyukYWhGMIChygOYxpLqGhchy6oXOMDRKJTRsdukmt1s5zE45kbv4YpgSWokjJKGsdT7WezppnJjLzwrd52HM6HqXAtHPfxUwbqB4LRyjMT03n2MDz3CfPZZpnMUvyU3EsBcdRYJ2KMj1LcE2OQ7W3SWl+NKtAW64GRyiQhmXfmoH9HRUtYLPyr1NcIe1VEsqBV3Av47XuUpXJbB7PZXgNWtduKG6RpGIJKuqq+cTZKf54h037qg5wbF75aYxli3poLCrNzDpmPO8t8sFJuGTRlm7SSXFZtAvug1gpcZgX9jJ+9SS+GWzmYtUV4s5lsigKXH1hL589t4/AZdNwpAAPNE7K89R3mxhXV6CtU+OG71fQ1aPx+WQ5LywtI5NXUBRQVInjFimkImpRW2/y1D/XMDpqUlM+mHzrGnztjlqSabdSjwO0Nuu0VBucd1Av0+s7OfiQOrYLYqv/bhGartMwYfT2nQto6tJ5ZVmArKkAkluej/K7T7VtcX+Pz8vBJx5GSUWUzg0dA0LeET+hYSTA7K1oSeSoCXnRPmCpNJ+uYqgKPZkCIY82UiJwBCMYwXBwJnCOlPI9IcSmb5pLge0KPB8hix9CCCEoiQaIlgbweDReaooxxm8ya4bO48TRUJjgLcNX6tDT1kFpdSW64WZVKoSRxcyLUXozc7SXiRMBRRD2JrAtHSVmIZDowkTHxETHCLp6f/sV3uXiyJ0IqfIFM0BvcDWptUGaWsYjCwaiwkHxSi6dfD8VdCOEQ1bz88P67yMdBRSw4gZLv72/y1QiuJesFDAf+OPAOL1eh2lTBrvBFVUZlFzhOA6rFyyjrKYSsNjwwjIuuEjhyacEZWVQUeHQb0D/3c9bOeXCMeReF8jR/S1I19rmCIgLmCAhIsgIhbWmyjf7GjFCBc7zutnE/ZY5XZXURk1aWnVYD63o/OWOUn75zVbuekAhHlNwbMEz88oxi0GXTkHiURwsIQiXOUw5OMe0H01EUySlAZuXr11NXXQwYexMaIP9QRLsLPzp8+/gDfgxvJEPeBVtP/qTXLYHVRELr+GQswQ+QzJrbHabx6iaypSDpjF59lRWzV/JW8+8QcCnM3vWOEqjwc0soXtzzFa/6zns0QYVF/ogUBVBecAgXiwRGPKMLN97M/bm63JfwUg29DYRBTavxwohNqZgDg8jbugPKXw+Ha/XJYDllSWsydSwcoHOH8xD+J15MFE8ePw+Khtq6e3oorW7jX86b/BX7V3y9pUgNRwpKKeLgtDpzUT503PXoGom3so0CRliEs0cwnuUiW5CJBjPSg433iblHIW+5ErmyfGkRICJB6zkuJOfpNJsQz6mU/hzkNrmFdhFkrMmN45MNoz3mCSMl24yi4Jr3auU7mUbkfDC+wYp4YpPDE94/qHOENHnp9L4ymSu+5vB3Kdz/PuWZXS2tNDX5d4rcw7L8MCjTSiNuILfCVffUHQ7sABIAUFwNtWJROV2q55IWQmRsihCCAr5PELACz9cg7dFIvNg5hX+encpf7ld5ahD0qgq+H02Uxpz+DyOmwWdgEJMwZOBQxozPL4sRM5USOVVWmM6X/z35lZCo8ZxX+k2kWc8Z/Z6PD4voZLNXfTvx3ttXs77zyj+8W7JsOZxSwhHI66sznbC75G89tPVfPusLm76bDOfmBMbdiyUEILx+03ghItOQng8PP/CYtY2dW6+33b3avfAdiSxrIkxhOv5g0IRAp+uULAdrPeVedxbsDsd5XuzU36Hk6F2Si/2XfTrLO7sn30Mb+FaF/vRf1l9DjeGcdgYeTXdB1Ao2LS29nFwg4K2Cf8XgFAUqhpq+RuvsMboxRGSW4SPb5h/I6HdwINiP/LSICHDOBWCqY3vccp+D1ORk5yzIodwBLdOjVPweIng5STrEp5UF0NdgZa4AqUCKSXz/nQoPYurimdW+J+/Xs/Ea5fyH+MTPJg4H8vRUCYX8H0iTjYahm4BKjDKRjTayDuMQZeu32/z+St7qaxwX36khCcXBNnQrfPCswFeeTfA6Ucl+M03WwD4/LI6ErZKwlb49soqbildQWRiNbYDnes2UMjlMTwe1mbj2NooSKiwWsAbIFMKSpmJc6bGUGuFY7nLvtfvI6HESMWSBEsEJYZJITfgxs7mVB6dX8fVVzSz4rkVzG/yUAgIHn8+xD13ltAjNSSQyQmeei6E5/iBx4HlCFZ2Gixp9vDV22voSWlcfWI3h8zKMjcUcIltBkRUcuL4tUTKRm3e0SHw8f+OYlWvh8dXhjhhbIr6yNZq0QwNIQTldVW0rF5PKLr9lswJNQV+elHHdh/Xf+6K+kqOOe94Xn/8Vea910Q8nmHatAaM4Qp57wGYtkNf1qTEq2NoO/ed3KupKELQV6wnbah71zv/iCzNzsG+PLYR7DZ8F3hSCDENl+99vfj3wcBR29PQ3rvajmAA2/BnKIpgdI2HhoqhLQ1CCHr0LM4mpe1aYxbTSn7LVPVdXlU6kQGbrx5xAxV0u68ePsGC/QTOOo3v/t87LPvsHxlvNPIr/UkKwkKEBf99rIGyWRIZg54lVYM66dgKl9x1L+ZpHtAEKODkdcTEHP5sksyzIcrzFvFnFNQujdwG91jDcFAEXPmJPq7/cfvG9n5wTyW/e7ycfFxgNQmwBf94MMp+k7IcPRYqDYuugoYmJGUyybJENZ/8+0w6EhrjKw/k/itX0KObfHnsJERjHvmGBn81ijGL4LTqcDOuuMCsomg2gCnR3pEwzv0S/MEALWvWk01nUFWFiY1JlnaGIO+W95sbi7C+t4Pfv1nGjW+W4VElBVtQOsdCeUTimG67HkMOKjjj1RwOHZPhqB+PJZZWkQi+clsdP/lkO+90+aDEDbH81Lj1TJvWMMwLBxojBdqSGoqAkMfZKO+z1z2KttGlUDTMCRefxDvPvsXStxaTSGaZdeBYgoEtJ8zsKaQKFjnToSJg7DK5G0NVKPfr9GZNDFXZLS7pXX7V7IWX5UcSW/ke9iZrp4TdLp0jhPACL+L6xTTgHinlD4QQpcBduOmTTcCFxZrMCCG+A3wa1+37FSnlk8Xts4B/AD7c8gzXSCmlEMID3A7MwnUhf1xK2VQ85nLgumJ3fiqlvG1r/ZVSviqEOBz4JrAaOB6YBxwmpVy4PWMfIYsfBmxjAdV1FVsPMX9tH7VlCoa++QFH2mN5Ql2KAoSklzpKaF6xjmlKkKZJywmynnKlGyH6TydxkJiNCtd/5pOc/fw6lJNGYxXDHJatn8SGnlpWPz4aNuBmX8Rxy5VngJjAbPLA0dLVIFRBIDiz1+GEaJpDv97BqLIC4eenU2aaHPiPNIWC4MD9snz+yl5UVXLZVQ18/NwYZ56W5Na5paRnqzAJ6JXwE8gmBUuXpvnEyWN4UKzjutVVhCjwGec9Pnb7ScSy7uW9qsvDObdM4qxru7GlAEuBxwwovG+STOD/gPNxc8ds4CU3gaV/VoIlYTw+L5V11cQsH/aJBnQXj+8BPSC5a0GEv71VSs5SyBUNed26hn9/B7EELEtw2/UbyIQVvnxXLZmCwsemprh4VowHXo4gi19CpqAwf7mXJVeu4MUmD55kM2ceFEIIjXmLvLz5np+rLu5la6GE91+8jsdWhphdmyXi7X+Z2P4nshAC27Lobe8iUlGK+gHiF7d+guH14cBjZxOtjLL4jUW8+sZKDpzZiNdn7BWkcdPSfaX+XVt5ReLOR6lPJ12wiWVNwh4N5QMm0AwHw2l5h/jeCFHcO7CV72HkKyIPHCelTAkhdOBlIcTjwLnAs1LKXwghvg18G/iWEGIqcBEwDVcY7hkhxEQppQ38Bfgs8DouWTwZeByXWPZJKccLIS7CzWj+eJGQ/gCYjXurvSOEeKiflG4JRVJ4+Y4OfIQs7jTs2dfi0lI/76zKML2xwLhabbMezXHGUS0jZCkwWVaiR1RKIiW8pT5JpViFV6R4/3NGAQxhUhVq4yLtIsp+NoovXVmHteI5WpY1YnnVgdjDtIRYkWn6iwc3gfpkAf2aHHZORyY8fGdMF9M9riaolPA/YzqY6M9zyV2D4+Gu+0kV/7k3wrMvBDnztKVMbcjROlnDNZEJmAByvsDrLcHrN2nE5PZpG1i9YBlO9QxMe2AwUgpWdRpMVwoQE8geL/Ru5dW5V8BtEiyBV3f40pcGxwdHK8ro7ezmS68ewtqYwcaJK5eMCRV4Zk2QtDmYTOVthehUk8eva6KmwqSi1EZKWLdQ51+PlWD4HcpPtEihQLGMtpCSmlKTUiXJsZH1RMeXbUwyueIbDSxa7mXqhBxHHZLZ4nURMCQXTEts8fPhQtU0xk6fRDqRorulg/K6KhRF+UCEaEfuFEVVGDtjPGNnjGfd0rW8+Pir6Kpg9gFjqa7eugzQroQjJb0ZE5+u4Nd3vYD2xhBWIQgYKjnLoTdrFvUb2WPzMEIm9l3saJnPnQ+x26VupDsJqeK/evFHAmcBxxS33wbMBb5V3P6fohD2WiHEKuBgIUQTEJZSvgYghLgdOBuXLJ4F/LDY1j3An4R7Q58EPC2l7C0e8zQuwbxzS/0tEsytjad3WANnhCzuROzZZXKoh0P/libRxGPqUhYLL5Ig37FKaMAtqZbINVM/bx0dcyrR2NyNLYG88DL1mMUsvDXASad8C7/Icq58kM9W3cxxFz+HVaa571ubntgApMB+3IP+tSyqv4DMWtz7dITpp3cW+ww/HNdJ2hS83u6jxm/RGHarzlx8fownnw1y2cdjANx59QZq7piMNVq4Fr8m90T3PVHC/37D1SfsWN9KVWMdwmsh5eD5qApbHJIrwFwf7Acci+swGAf8hGL/JYwBThCINFza28NlB8U5YUZ6UFuR8ijt77awsMOH6QzEi3l1yReP6eHeBUPH9Ulg5qSB7O7/PBHhl7dWkM6oNK0zaMnpqB6JXSS6UsCyHg+ZZArDMyCG/coiP0ccn+aQ2WkO3m/b2cU7A/3XVzASwuPz0t7UjKKqhEtLijuAPxgYFknZ0Tul/xyjp44lWlnKiw/M5fU3VzJ1aj3jx1aj7uYYvrzlEM+5dZy1PRA/KITAp6voqqAnUyDs1fBq+1yg/gj2IEzHoT1VKP69d5DG/gSX3Q0hhAq8A4wH/iylfEMIUSWlbAOQUrYJISqLu9fhWg770VzcZhb/fv/2/mM2FNuyhBBx3PpmG7cPccyW0M3WoweGPYH7MFncEfvFhy94RkqJIja/JlpFK49pT2BhMUEoLJQzeVBp5mp7IgBHXHUfSnsn9zxzBrpqoWxyXTkSYiLqim974Pqm/0fE7NtIKg/oeJdLlvybe444j2ytF7lMc6fNwRXWBlBBmgqKx4GIw00+nctw1XIyluCIP49hQbsf2gATgtLm6NFJTjwmzS23NRPxOkgJpUGbmU/lmJf0QTuQcb8fc7rNv3N+Tip0oSgKvoAPTYd/X7meS24d5UoAqZJ/XLGBgx8ch2PjJoscBszBvQPuwFWdqgSOBAToIUnJFMkJkwYTxX5U1FUzI9rL+ngVhWIpREXAgTU5IobD6xv8pAsD96FXc/jE/rFBbSxc4SWdVaAHzJTCO3Ef+mlQ6Bc0UASPrglzwj8P4rHPNgMWby7zcfK3xmB6QK2S/Ot3JVgoTBY5Lp0S4xundbOreYJu6NSNa8QsFEj0uGOSQLy7DyklJeWl+EMBEOKD30XDvAUj5SWccNGJvPn0G8xf4Ca/zDpwLOrWakTuREgp6c4UqAoYu40obmlqNEWhPGDQHM/REPHuMevih2/1HMG2oCsKNSFP8e99/tstF0K8vcn/N0kpb+r/p+hC3l8IUQLcL4SYvpW2hpqsLd0i/Q/fD3LMlnDs+/7XgQOALzAQ+zgs7DayuJXA0P2BG3GLvVnAF6WUb+6EM+6hY/cMurvTHDwmz+gqnQTQJhQmSIde0QdI+p8bPkxKMTYe51/dgTBNQouSlHgTpEYHkAIUW6JbDg29zaxtaKTQo3NAxTtosQHro2EXqMx2oOoW9Uc3sSE9DpIAAloAXSIuNBGGe4zQJc5RCU5WdXxpL4ueaYAmBdoG5jvVo/LovBIevb8E6oF6V2ondHKe3B8t9GASsmD/y0CvKtB0ss4n0zVERSlLA4vRdB2AM2Ymaf/FEtriOvVRk18trCCZUvHXJfFYWbKeELmcHzqA43BDid/EvfUkFByFF5J+fHMnUejQGR8o8PSxaxkVcC2fkbIo35nyBi25E5nX5kMAPz2unYPqssyuzTJ3TYB/vhvFUCWWIzioPsMPjx+cEXzaUUn+cGc52WwxySYpkJve+x6JJRXmtwf53lNV/PyUdi68p4HM0QK8AjMvIesm1iw2fPz4YQ9vrPJz39fX79C1NFzohlHUt3RJUzadoXNDKz3tnZj5EjRDJxgJfbDGi5fEK2/4WbXW4KJz4ng8Q6+LvqCfI06fQ0l5CYvfWEgsnuHg2eMoiQQ+2LmHCcuRJHIWUZ+OuhsfoFs7kwAqgwa9xRhGfU9YOnf7GUfwUcUusix2Sylnb2snKWVMCDEX1xXcIYSoKVoVa3DL64Fr/ds0I7EeaC1urx9i+6bHNAshNFw14t7i9mPed8zcbfTxhSE2PyOEWAN8Bvj31kc5gN1pWdxSYOiPgR9JKR8XQpwK/JLBEzKCbUBKiXQcfAa0qAon635M4FBpc5M1lrfVt0nJNA4R9nMaOM92r12JZNHXLmHcX//LhDebmPT8alK1frpnRvGkClS/3ImmOWRDBp95/g6E6VYfUZAgIK8Z/LfqAsy3NGLRMtdShwBTQoVEOyKLdnqBwtwATrOOXpVDP7WL9s4q0skSN+R3knCTShRc9/BPxUDiyWogBlRA0vJCwkIkQHaoiBIbeZpE2gpI6JNeHo+WctkmOqMBj2R8pdvY860BgmNjVJzUhvBISgo9tN45mnzSDyXACtz3rXWAV4IBKxSNQp8OUrA6ZfDVeTXcN8clYoqiMLouxKMNr6OGK/Ebkv6iGkLAjWe38q2juni3zce40gL71bim1oIl0FWXvB9xQIbH/ryWP/+jjCXzvPz42+3kqxSu/k8tfQUVwg5kFHDgH/Oj3C/DxGtVN/Na4Joy+8MVJeQchScWhGjt06iNbr9Ezo5ACDdTfPSUCQAk+uIUcnl6sjlKK8sQH8DSt2Cxl5POGwMCXn3Dz19/27rFfTVdY785B1BaVUaiN87rby1hv+mjKC8Lo2kfLLZyS5BSYktJX9YV2/bsZGmcHYEQYqO0TjxnEfZq6IrYY1bGEYxgX4IQogIwi0TRB5yAm4DyEG4SyS+Kvx8sHvIQ8G8hxG9wE1wmAG9KKW0hRFIIcSjwBvBJBkpS9Lf1Gm665XPFLOkngZ8JIaLF/U4EvvMBh/Iee6t0zlYCQyWuTDO4DHrLT4QRDIlcziTg9DJnhpd/Kyp5IC8Ec1EBH580LyNPHi9eNnUMNos+/nvReLSLv8QXfnQLWt5GmWJhXJJFSuidE6biJzE8bxVQNcACxwFbFTx05Glckr+L3EIfBAS5cXLAIG5I/KfFkYdLrHUGTosOtsDs8ND2wmicawxoEfBb4EAJnxFuJMY8BpslHFxi1AYEJCxTkKOAnEA2q3j1HKZtIBEIIfGrFluya4yJJllRl0PxFjupSXxWmvxyPxwOrJSwNgtBFfwGKJBXNIqhnUgECVPd6AsQQuALBmhe3USp7aBUlvP+8I8xpSZjSl1L5IpugzP/PZrVfQY+zeEvp7dw6X5xjpqV4ahZgxNU6qcn+FiykcL/BNxXLBs4E+JjVGgSA9nX4FpD+6vg5EA1IG8OPQe70z0YjkaQUpJJpuhu6yRaWbbR6jtcxBMKQkC+IOjqHt5S1TBxFNKRRCujvP3Mm6TjKzlo1jga6odf03pb85QxHTKmTZlfR9lLSZihKpT6dXozJl5NIfgRqvZiOZJMYbuKU+x22B8gWWTEvT8YeyhmsQa4rRi3qAB3SykfEUK8BtwthPg0sB64AEBKuVgIcTewBNdz+qWiGxtcV/A/cKVzHi/+gCvi9s9iMkwvbjY1UspeIcRPcIW2AX68PQkq/RBCBIGvMjj+cZvYrSvIFgJDv4orGnkD7uQfvoVjP4ubZk5ZVf1Qu3wkIaXEthwMFV5YaLE2ZiOP8+BXJWNtG82WKKqCjy3X1Y3iZt6btSrxTwRdXUQgP1EneZYf38sZsgEIGqDkIKV6+c63/pfAs0lyT/shDTwh3ByuvEQJ2TSesIaZ+ns81HYeZv+6KMGzIUd2g+HGND4gYTwoQQs1amM2egZHYAgGVsdSB/GFnPu5DfIuL9o8h+jsHiypM8Xo4JStzNNnpnbzXKeOkxcoHonMC/LP+jZaLnkJ17pIF+zvhxNKYS0w3e14UHP42X7tmy3WwXCIQCREx4ZWKuurhyREBUtw/G1jaUtqSARpU+VzD9czrrTAoQ0DCSpSwrX/V83Nj5ZglyqQE2AJ9320EZeL1uNKFBUrwtAEKBJ6BUalw7iqPI3l5pBzsLsfNEIIAuEQ8Z4YmWSaUDSyXRauIw/NcP0P21i01Mv3r928cssWz6sIasfWM+ecAK898hJvvr2KeDzD5Em1aMMI6NxSDzdK4wDlu1gaZ2dAEYIyv06qYNOXNYl4tb2W3O5MFGyHVMEVLN9bURU0tvt+3Pe/ue2DROx2nUUp5QJcH9T7t/fgahgOdcz/Av87xPa3KT5h3rc9R5FsDvHZLcAtw+2vECLJ5k9VP+5T+9LhtgO7mSxuITD0s8DXpJT3CiEuxGXVJwxx7E3ATQBjpuy/d6Rj7SVYuayF2VO8LOmJMjrs4+p3bJYlY1R1OjxUY1MecjhqxuYPt3oZ5WBnDE1KG+uOq8P/chosCZ7ifh6BWaOh52FlL+w31mXzq4zxrL1+PIU+l4CWBPs4cuYLpEuCzPUci1qT5wD7LQ546n5qFjzAv3zX0+OdRMX4drrGlLvWxNXAWcWs35wgOr2DHlmD/RkNbi+6oktwL+2ghNNNxKY87MIcvTdVMVt9kz+P/l/2c+Zj+Mcjg1eAZ//N5uiwKCgP2fSsrMYrMqQeDpN9IeiWGdxgQ1Ky0TI4PwPHloIKig8urellZdLL6a+PZnZJlttnb6DcM2C58AX8eBq9dG5oIxgJEXxfGb41fQaJvILcZLnP24Jn1gQ3ksVkLMH9L4b460NRMnkNkZXFMn8SKoRLastwSaIH9/ZfUWzMEXhSNiefmOKmq1rYTbkd24VYVy/BkvB2ESwh4Iuf3saL81bMLdGKKCd98jTeeOI1lixYSSKZ4YD9xuDzGUMfsBXYjiSeM/FoKn5957q1dyWEEASL0jouYdTR9v0EBXRVEDD2XrI4ghHsJnyZwWTRAbqAN7alz/h+7JG76X2BoZcD1xQ/+i/w9z3Rpw8r1q7toeCovLncYcwYiaIIKhyNikA5jIGudIG2Lovmub2cdahK0LdpOUDBEdYk5rTdzAuzyqhaWoIQA7FuIucg78+zKO5ebbEYhCMKPUdHMFs8gKC6tJWnbjgKnzeL0CSvxY7gC12/purA68muX0dJTnK1+gh9sR8x3zmYF2PHIu90oEdAzO1LYFQcbzTLA3NO5tOlt9CZHwUzgE4BSyQcXkA58n1uJQNOmvEY9476OF6yqIpE5poR+deQke9A4JzN5qrk0VKabC+JeaUDJKPPhi6TAdUgD3gsmCdpOK7A4pNXMvv5CaxKGTgInusKcP4bjcw9as2gthVFIVpZxoa2TqqDfoLawK0V8tiDdB8BdEUS9rgnjff00bG+lba+2dhFKR4pBSoS2wBWSDfcOSlcp4SDa4aMFtt0JNec3MPPv95Bd0JlVZvB+Jr3K47vWZTVVKLsCha7Dd6jqiqHnHQY0coo8196jxdeXsJhh0wkEvYP+xRSSjpSecr9xk4v3bc70C+tk8hbWLaDpuy7sjqOdEl9uX/7XwhG8OHD7tZZ/LBBSvmPndXWblv5hBAVRYsimwSGLsONUTy6uNtxwMrd1ad9AWPGlHHwwY0ceGA90ejmD8BAwCAc8dHrlPLYm4VBwqqPKhu4TnsFK/Mes1bPZ8EnJrOhrwG7Q6A0WQT/L03J23kapwIRyAd1llwymcW/nUTjhDWA5DOn3Ug02EfSG2KeNototIe3U7Mpa11H1CM5dCbsv58gumAp5UoXaj8ZLZNQZ6GNzVA2upOxYg1R+pgwZiW11zShR9PQ6MDZDsYxWXhfjI9QJZ6jMgSUDGrxxUkgETKHiP8CnM31B395dRIey7gZ20HhJpAMIooAAZhWhkjDvReuRyJYnXaJIoApFV7vHdqlH/caXDKpho95HHoLA3NdF7Y4Z0oCv+6eSFMcSrw2l86MAWAVTDw+L+cem8PQJV7DIeC1mVCVR7Ukokcy8bUc0Vcs1/ILrtmtTsIMSShu84Nvum7ai34zilnXjt+sb3vKFJ/LZMmmhpYf2ikYRuyXqqlMnj2VOWcdjSUVnn1+IevWd7uJYds4XkpJIm/h09UPJVH8sOKDXq9SgmXLXZIF3h9gv6NtjGAEuxJCiNLh/mxPu7uTlm8pMDQG/L6YIp6jGJc4guFhWCLIQhAKeWnrjfDKkjSHTlZpc+I8pK1Eagq/Lfk0/9PzR05ds4D143+FMfvTVIZBUwAVyoJgTYJ7fnsi6qwypKJw5Xdu5Ptf/BVef4akGuQNDsVGQyg2bX4/lYFHufx0UD0gNDhm0YOsOmwBqzMTWJx3wzSkT3BC5RMczmucxJNIBKeufYL9Slex8Jifcp9poGZ1PmdYXJOpJuXWOOsfFM9qx7pu2c2gQmEeeI8YtPX4o/L86EdZfvA/Er4s3HSr1Qwmi4oATac8YDNzVA5NhYDqkLAGrDF1vqEzjfNCYCOwFejo6MRXGsUXcAn87edu4I9vlDG3KciocIHvHd1Fmd+1lgZLwmSSaRorc7x380oefS3MqOoCN9xczvIWD3pQ8pnjYnzj0m6ueaWaPy0sBwSiAJ84pY+Dv5nljuUlnDMxwY8v6mBd9+Zxk3vK8agbBoFwCKtgIqXc+e7bYbYnhKBuXD0nfeIUsqksrz/+CkuXNTNpYi2No8qHtHr2u569mopPHyGKuxN7o6N8Z/RpbxzXhxV7SpT7Q4BtCXGDeyluEnu1bezObOgtBYa+jKtyN4JdCFVVKK0o4a1mjebuPmp6X4AzA+AI4qssnp75/zjRmkNgeZqAV6ApA9eapkC1DtlL5+K753iYWUkomKT+oA3cvuAKjj7xefqvTYlC+ag8sz8BWgYUB/BJws1ZIpk+bqy4ij/lvkzMLqFBXcdnUreCIXFQaFlVz3dX/hp7zKWcUi75f1oeQm5pmEO0Fm7IRrgjFcbUQUiHM7wP85vSL1Ju9nBe90MEBlkTh16Wv3dtnL/fVM2GyQYsE258piPdjGMFjLFwwBEZbvlCC7oGOUcQrrRJtA0Ib984s5lfvFlBIh3l3Mo0tcW2GxDcY6qoQEN9Ld1tHeTSWUoqSlEVwVcP6+GrhxVLB0rXamXmC8S6eqmor8bwehhdY/K5s3roSWqsmO+BFJT4bC48M8bytMElk+Pc3FJG1oaQ3+aujhLu6YygKPD1Z2p49MImLp4c32nXzdYyMPutclsjgKqmUt1YR6yrl471LRheL9HKsj0W8xcsCREsCXHsBSfwxpOv8dY7q4nF0+w/c/TGPkkpsR1JLGcR2t3SOB+VlNePyjhHMILdj/cLce8UjDj8P2IoLw+Synl4770gtf++jeyMasJ3L2b8Y/fyrxPPJdXWyRVzAjip1MZECQkIA8y1aTIHPAS6ihgV5OIvdPFHeTs/f/k6Tj3yESSSOYUXaFTXoV0nyK8B36vSjT+UULU+hjNZo0LrwFqhM3npakreXU9pzCak5zgwsgRnKjhJC3J53vvJX+h6/T3CE0dz4E+u4W/lJn/yd3NDIoql9GKXrKFTqeT/s3fe4XEU5x//zO5eP12RTr1YttxtcAWbjum9hRZCQvmlkZCQSkISIJ1UCCkESGghQBJ6Nx1s4957lWVZltWlu9P1253fH6tqS5aEDS7c53n06G7vdnZm9nb2u+/M+75NlmyeC1zI5xv+19FKA2x9P38IAc/+bwczXxmJsQ6YaANrCiapEBAkS2BRkWBGbTnvl24hGrETtKhQLEAHh6bzldkl1IU10obg71o+My1xgqrCBVlhfpDbyDZ1Mw+o75EelqYgVcAJu2eQl1uA2mMdIwIiwXba20LkFuejahq6Ab96Lo8/vRYgkRIk4gJFgWOOjnHOmuFsjNrZdsJG/jJtF+/Uu3nuQ29X9pjO8JJfeLmUbTdtQoj+78cPr/Lzzg43j56/sys2ZH/0dz+PhMLEo3FikSi+gB9nlnufaxK9AT+upJtELE7z7gZ8uTloloM3/Lh9WZx0yamsmruCzcs30haMMnnScGwOGxKIpnSyHRaUT9oZ5NMioD7hdh5p2vRIa89HIWNZ7Jt+AnHvNxmx+CnEZrcgzrkSoz1KzpoNOH/2JK8uVlB27AZD553WYi7xtCMTHQOSDZY3QEpTkCgoyTRsC+L40Sv838XncP/mNylpX0Hz1nJuXfgXUrqFa078F3++8avY29MItcOpuSWGHle4+/SfYFdjjPnMUq7+2aucFXmHL778CGXzapBbIKH/lxViEVWv7kaPJ2havIa6dxdx4fJnsbmc/NjXymZRz1PCShqJITRatGx0Q0FRrEjfHSBs/bZ/2tQ4161u4ZFUthn+PW6BVIe62iWhWtA+y8IZDcV8MRgjZihmAzRINQt2tlowOqxQIUPjzV1uCAhWtTrYHAwxfcz7SGHOj9db6llesIqpVZK8siJUVUVKSUt9E0JAfllRl0Xriw8U88wCH9Fkh+gaByJmsNFp4zxvCJ9FJ2DRuaGijanuOC/O7/C67pEkqi6i0RRTyXXq/d5MHl/rY85ON/ecXkuea2jx6KSUNNc1IoToCsSdjCcJt+xCtWgEivLNzxC97mZCCCw2KxabFVVTady1m7ySItR9hbL5qHfEQe5ntVk55owZ+HP9LHpjAXPnb2TCUeUEAlmHRWicDIPnSDuTR1p7PiqfdOicwxkhRAHQy/NLSjnodF8ZsfgpxWrVCFzzxa73ASlp+eZdJN99Geet59F6yu8I39RK8ZdBLYXN34NcIWhZkwangiVHI7ErSeDZBbit9bR+ZQTPPvQFEKbQeXrB1Ywu2sCP/H9EdlzPuqbw0ONfJD9RzQ8qb2LhE1fy9q7zsLUk0EbpiHJQ1oNyP0z4ShXbnjX3M5Ip4s2t1L23mNILTgWgXAZw48IwougyzYiGnVTGTiPXezlZjuPQSbFDqaQ6ZuWXa09mSSiLMluKn1XU85n8EBedE+KRcLYZx3676BZcUpirOF4WhK5388BuC3oYyJdoApwvGbQNV7tXeuhAUsD7EK9XeFyO4inLH/n6l+9heHklhjBosDaiqCrtbSFcHjetDc04s9w4s1xdgmR7g4X/zfcRT/WwzqmQdivUBTUmN8b506l1XR8VuNMYsmPd5SbMVcBjQckCj7WXx85evHj5Dppj6pCFYiqZorWhGbfXjcPt6iWm9HSaVCJFbWU1dqcDi82KJ9vXp+ByuF3UVddiGAZqj8E+qgvOX1rOrriFl6dVMcb9ET26h3gnrTh6FL68bBa8Oo+VS7cw+ehyPMPzPtqxM2TIkOEQQQjhBf4MXMkeQrGDj3/NohAiH2iUUu77zpThsEAIQc6V18GV11FQcR2hPCvqH/JYnZ1DQc0mLnvCQKR1GmN+tuZWIA1Jsj7F0tO3MLb1LbYsmkTPu3Qs6eKPL/yQ717yF5qL/OhCRZkd5of1t3PNjttJheGEnbtw10UxcgQbCkeT1KyMtFTi/E4U+15pfQVBi0FChHGgUiQdfCN1GtWiBZ90kOW5gOZoI2kcpGnjBe05HtpxDm9XnYUUEuGQ7LRHuW5dMYYEJS07go/3sw64CYxKME6K4EgkUOa7eXFKNafXV5jicCSmQFMwnWTquuuZTlm5/x+38Jtf3oKCwCs9BErz2RxdirFTIUctwuVx9zrcG6uy+vXViCRUnl7g5fpT27q25bvSXDYmyH9f96FLc4rcEjK4+dQmbJokEgqTTqZx+bJQVbWXaPPYjK6wPYNBSkkqmaSlrglfbjYoDn72Cytr1iqcf26aG65Po2oaqqZRMrKcWHuEZCJJfXUtuSUFqOrgxqO/LM9hzssuCMCTRT5+Nmrwgbj3ByEEgcIAp1x2GovfXMiaDTUEQ1Emji9FVRXUg5BfOUOGDPvGnIbO2LsG4A+YiXQvAZ4DbgSKMcMVfncoBQ2ppztyOv8KM02NAxgNVAohfgvskFLeN5TyMnxcDHX+rvf3Vc3Ku3IWWkmak+LzyC41EBroNoXtgQqUDuuhrVQw5u4SLIl5PJQ+bq8iQ2EPs+a/Q82oYix6kuFFW/jqjfcz48ZlFDQ0YNm6GlkGLx19DrXeAqQQLC6byjX6MwihM/FdD7v/2k7Vjjyq7r6Cd493INWNgMSDxqV6CSfqAdoaWgilI7S3hfAVVlKt3s3s5lt5e8eZSFUBq9nCdsOPLTfGd2bnEv5uEuEKIW9ygEUDo9PLGjNDigd4RSXyTi7KyUmMuMbZbwwj64wQsXynmUhmuwVqBYzp0YXNQAsk8m0kIm68LsmJqTPYpi5jte9thA9O3nYdyUQCq617qlwRErEPB7a+9MrD59fgjOs89EwOQsD3zm7k56c2oKfTREIRUokE7aEwriwXvtzBp7vbk3BrkLoduxg5aRyKonDBxQ7ee18lHhe8+ZZGc0uC73+32y3d4XZhdzlxuF007qrDF8jG7uw/g1AnCzY4zYw1dZIrCw6ck85g8WR7mHXF6Rhpg/mvzeOlV5dSVhpg0lHDsNmGlqowQ4YMGQ4BzgU+K6WcK4TQgWVSyv8KIXYDXwGeGWxBQ31kvhO4ELgWM2ttJ4uB64dYVoaPjf1LJLW+/v+I4SSiufDLtq7taaH1EjSKRcE6xc/0Syo5+uoVWCxxM9CZlKBL3EqQ7Lt2M+zLWym8aSeeG4L8M+96PjftMb549t9ojfhIWm3U+IpIqxZ0RUMXKlvzh/PGqNPIOV6l5T/nsfqF73DZy3O56/9+jJZsRxcGrSLJv5TtPBJai9VmJcvvxelxY9gewiKizGmZhVRU0/DemTZQCBJpO7vzrITbFWQ98JsYxNLgk+CUZiaXdZj5qJcLqBMYc62wTCG9QSO8y0s6akH3W+ARCa8Cf5dm0CcDMwWfAQTh6YVf4iett3FsdBxJw4/EwIEHf16AlvomarZWkUqaIuu8KWFzWrkP3Dada05q22u7RYUHrtxN9Il1hP+1ijtm1ZBOJqjfuRtPtpeiimFUt41h0oUzyTl6DPc/opFMJAeMLZhKJqlav4WdW7azc8t2DMOguGIYiqKQSsEbb5pCESAaFTz8aB+heoTAarPidLsItwYxjG5Lpp7WURRlL0vqT89o4LiyCHdfsJsJWQkOBqqqYrFZOP78E5l4/CRqaluZ++FGItGDU58MB4YjLb7hkdaej0Kng8uB/jvC8AE7Ol4HMfOAASygn9TK/TFUG+5ngRullB8IIXrOY63FtDJmOAKIWXQ0kggkS61TabFmkxQ2hqWrUGUaHRUhIJlSmFNyNlOb15IdaOG4xz9g91tFNC/KxdEaY9wv1iI0gSE0pISqZAVh4cYqUjQrAS679ileWnIFYg/xkpVsxx8J8qK8hP/mXUm8wM6y3xxDeLuX9EqFv959E4u+N5OqY0awKBDn9JRCeWfua6OYbLmFhMUCFtlHHD4FGQAmq7BSN0XeL2PmY9M1LihS4STMlO5HA1mY8XJsQEDATgkLgXwDMVlHGlbTKjkSM1V8HtAiceWk2ZJXRPjvDoI6/PfyGfxoZCFW7NQmHaQ9boZ5kjTU7MbtyaIkx8NXzmjmn+9mE0l0wRUS6QABAABJREFUD1g2i0FFQZLLjg31akU0HCESCne9l4ZE13WEEBQOK0Z0eCZf8dVh7G4wxdx37hrD0cOep2JUt+eyJ9uHzWE3z3skSntbCD2t4/RkkVuc31V+5zS2poHdDtFo53ZJfl7/ty6r3UasPUpTbT2BonzSyRStjc3klxX39g4HJhfFmfe1yn5KOvBs2mnlwjvKqW/VuOPaBr57eVPXZxarhaNPnIw34GPxmwt5653VHDOtguKiIcWxHTqfFjfXT7idR1qXHmnt+agcgeLuQLMNGAFUAxuAq4UQi4HLMPOBDZqhisUiulXqnuVkFg8cISRL3yGNhUJRQ429FKPjgtymVYAukQicyTDznSezyjiaklADIy2V7PIX4zo3yshztwKmgdFKAsVIs377JNpCOYAgp6CO3MJ6ml05zIsdx7nr3uGN8aeRVlVGN2xltXci75WeTBIbmkijdkTNdg8PsjEykW9/88/MuepEbq38A2kM3lDr+IpuZi1RYt9B0Vwcnb+ZXQ3D+29khWKKxU4MUIWO7lUAAdPNbV1jUQDTft5mrg9kq+kZDhKKOjx/R9CxhFiQVlUiP3RDtSDtgHs2FPDtvwVp0BUm/mM0Elh6w1ZGFxfQXN/K4lUpfnXlbkYXJfn183nUtmi47AY3zmrlF1fVY9UkyUQCPZWmqbYBh9uJ25vVVf2UbuWcC8awfoOdp/9TzZlntAMQbu+R3lFAoGwkHn+MeCxOPBKjramFZMy0mtldDtzeLGxOR79hcISAxx+Nc+11djQNrBbJ3/+6t9VNSmkK2mCYnIJcdF1n+7rNWO02CoaVIKUkEYv32sdmt3WJ3E+Cr/65mMo6K1IK7vhXPlecHKQsr3s6XQhB+bjh+AI+5jz/HouXbmXc2BJGjshH25cX9/7waVEBn5Z2ZshwcHkU0+zxPvAb4BXgZkzzyC397tUHQxV464CTgao9tl8JLBtiWRkOAIMJjDwUdFcNKUsChIIVHdljVDeExnptDNtlBSmnhSg2iqjl7Mg75MRaWOidQUxRujyiJYKl4WnEY07aQgGkNLc31RbiyWrD5pQ8Fr+O6zY9TEG6kdaAj4XZM9jlLsJAQZE6I9nCGiZ1tFVgdyXY7huOmtI76gSblVBXnEGBC7v8CbdYJG+oBobRx009JaB+b2uYOjeBZYJGXBemRbG9x4cxTCO+TkfGlx79XQt8AJwI/NXA/3I9wlBIv+tHr7WCAol6hdVVdkqKU10JY5K6QFFV/vTv8fz+gVwumlXH0/9o4qtntpDWzXWKnac13BYiGm5nS1MWuQWjKSlI9jrnqxY5WL3GQSym8Lf7srvE4q9urecHdxUgBFxydohRFQpCmGsKCXQ3oT2qcPcjAT5/cRsj3H2mxenikovT7NjWTs0uhVEjDZx7ZJmUUtJS1whAbkkBQghUqeH2emhraqG5roFgYyvegA+lI09xW3MLbq+HwvKSrnYZEu6NZlGtp7jW3cxUxWmG5Ol9sEFncdmTZFogO6b+BZBK912OL9fPOV84n0WzF7B6zXaCwSjTpgz/+ARjhkPSwNojQtV+lXGotetwRSIyoXMGQEp5T4/X7wohxmKaQrZIKdcMpayhisWfAf8WQpRi2lyu6Dj4NcD5QywrwwFi1apdjB6dh9PZl2f80NC925DCHBaTWBDIrkEyjUI15QgBVpJ4ZRtugmzNGsGo4Fb+uPFHPFTyBbY4R2LT4yzTptFOFq3xHJACTUkyMm8jhd5dxGIOklYLL22/hBNOfZn6SSOoUkfgI0gEJzoaThHFRnf4FCEk8bid8sYq/vGvL3VtV/oYfs9EcHZ+I7Prc5E9BKNAkqXppFYmifVYsut0Glx1Shu7zwzy5rICjAYVIpihdGDfiWElprAMAdlgVVJo45LYHolQN3UYMqRixGDNEjunToyw8Lqt6Ibg6DzTsub3GhiGIC9PZXdVDY/85yjmL/by38d34nSmSSWSJOMJfv7WeB5bUgzAD85r4PYLG7uqMHlSnKlTYqxbb+MbNzd3bb/5+mYuPitENCYYPSLZI1ti7z77cLmLn/+9AN0Q/PybA3sh5+RATs7eHtVmeJ0mXN4snD3C6wghyCstxJebTailjYLy4l6hdfz5AWorq4lHYzhcTjaIJNfHbOj1dRw9aiV/lYLJZHOLMbb3AffjIekvX6vl7B8NJxhRufmiJiqK+g/VY7XbmHneCXhzfezaVsN7c9YxZdJwnA4rTmf/MT0zfDQORUF1IOp0KLYrw5GLEGKSlHJV5/uOuIqDjq3YkyGJRSnly0KIK4EfYdpX7gSWAxdKKd/+KBXIsP/k5rqJx1N7iMWP+AxrWEAqIAxC+CinkmrKSWClXbpRU2l0q4qq6/iNVsqjVdi1PNoppjRazy+2/qqrqN9lf4OfbvgpTATVmeC08jdwWiMUKPX4nG0ATP3GUuqqR3Gz8Wfiqos/801UdHQ0FKkTwUVaVxFCUl9fjO42GD9mPRst4wFQJEw0vH025cX8Rq5PWHmm1YdFmDbSgKbz2rjtbHxE5c6f+di6TSM/T+dL11UTcrt57EclUGHgvbWdwDM2KnfbkIZiCsc8oG4f/ZrCvKLsBkIBoUms0+Mk3nWhCYi1m/sdldt72va7X27ic5e2UZCbRtcLefDhADW1DrZWWsh1bac9GKagvIwHF5R0OcH8fnZuL7Fot0vmvNf3er/Son1bCgHOOqGdl/9exUnTIn1+HkwrVMasTHbH+9RnnakLWxua8Qb8fXo/CyGwOezkFhfs9ZnFaqFszAiaahtIROP8qCiN2xKnsLweTTXNxutkIxGjAhf9eyb3dXb6O2NTR8Vp+N8GdAMGYyS0WC0cfcJkjjp+EhuWrOO9d5fi8zk5ZmoFXq/ziA/inbGKZTiUHGsyoXMGxQohxDrgceApKeXOj1rQkHtaSvkG8MZHPWCGA4sQguJiX1+ffKTytJYJJIe9DkAEFzoaY9iIgmTsHZUcH1jCA9f8HzPXLubkrXPJOiVEfryJjTv8jAzp2IdjOoMk4dyWIP+ZUM+GrHxKtBoclhh5SgM+2lA6rJcBWwuxAifz/jyLk9rn8bnLn+S/E64kLu0UGbs4Y9MH/DDvl2yWoym3bubUgh1oSrdFS0XhLL2wz7YElY38fPhr/LhoGpsiI8m3pJnhjCEEjLkILr4oRiwSpbWhmbcWj+eXPy7DiCmwWtK+08XvHqjlpieLkbXC9P0PCPOK2dHHbdMAsiScLIhs8uAb3oIuVNIjrbAdLLslM6bF9qqjLkEVUJiXNvtf03jjlSrWrkowrLCN+uoQFUeNNdMCupM0hM3MIiX+gQVgJ6k0pHWBw9b/UK8ocN7J4T4/kxImLRlFY0rjh2UN3F7euNd3IsEw7cEwucUF+87Ksg+EEHhyfLTUNTIh7WC1PUo07MJujaMoElWq2PqZdqqNa9yxJZ+orvCTkQ2Md3cL8n1dCUIMTijuWc9xx0zAn5fNotkLeG/OOqZPHUFJ8cHLef1JcOS2LMNgOdR+AxkHlwEZC3wO+CLwayHEXEzh+IyUMrTPPfcgI8sz9EJJenFVzyQybB4Am8RYSthJbrIBd32UmXXLmPkjc3lqxGsneJYXiyEZU97Cy3+wckFaYlthIO0wcsaLfO60m3jFVwNH62iqjo8gSs/wO0Jid8d5Sv0c6hLBpY+/yNg7NpG8VMO3JYaakrwWuZRV3qP426gv95p2tEqFK/RSCtnbitUs1rNaewCDFIrzTU633opbFnV9LqUk2Bzil48WMW/dRKKtCrFYx7R0SqAtV3GlBGKBYmZ4mdkxD20F3HRMUXcUpgIVwA4BTogu8+A+LUh9dRlcrcBnJZe+0cYpx/e22t20rIiHq7JZcvpWjvZ1O3uMHZNm9ChBuEVBURRUTcWfl8NLX1nHD18sx27X+PM1tYM6n68uy+KqP5aR0gV3XFHPjy/fW+gNhAE0pTQMCTsTvZc6SMOgpb4JRVV6pS78qNjsNmwOG9+uM3g3r5x/WBox2hUCVoMfKiVofUT7khJOWTSC6pgVHZjdlEXVqRvxaB9fvgAhBIXlRZxy2WksfP1DFi3ZSjAYZdzYkkwQ70Ocw9VCerjWO8PBQ0q5GXMG+E4hxAxM4fhr4K9CiFeklFcOtqwBxWJHiJxBWZ+llBmZfwTgqpvM6dzBy8VnoMQN6uz5lLXVknJqWCOmBcxQBOH8LPLjpviQBuRHkqQ1EKM0rDVp7POC2Mat4EuXvMWfd9yCIQVC9PFTEhD6ppOvHv13kn+2cfUd/4VAEuEAGYPoznGs/L/bsNCKkAIdSbl0calewkTp67MNLcomjI78zEhJUFR2icXO3Mz3v1TGA68MIxpXsWgGFr9BqlVBVSXjR8dZ/i8HxhphTi+/oMOxAiISClRwYa5TVDEDeKcAIUEHI6lS969hUCpgGKgSApfqpHQzNmInMUNBl5Du0SV6WifcGiQRj5NOpigbPYKaLVWUjRnB9LEW3h67a6+2GgaEQgper7HXFPFNDxQR68g1/Yun87j53Ga8rqGJKFXA3Cnb+DDo4rqC1q7t6VSqz9SF+0tnuJ3LdI0rtNIBR6mIrlAdt5Km2zFmW9TKFE983zseAPx5fs685hyWvLWIDas30xaMMmXScFyuzDrGQ5XDVXAdzHrrUhJKpLteHwp0xlnMMDiklIuARUKIJ4D7gc8MZf/BWBavpFss5gM/B57HDOoIcBxmKpk7h3LgDIcuUVnMrrav8AXXrwg6nGjNOv5QGOtlBsbzAtEuiedayT69BVUaMB+sL8MJbZ0DWhqZDbTByMJn2GYvZZx1Pa3STxte/KKty7poIAgKLwYKI2du4L7VX+fylc/QmvaQ93YrJMH28nq+eN1IrjOgnRQ2VFwD/HRzjPHUKO93uOcIfMYowMxh3FBThyfbx7rqANG4Odik0gpjR8UJVauMLE/wtT82c+srhcgcYabys2gQNuAcxYwJoEpw9Bi+DQm6MKNaNQBnA0vM7+k3wYMvZ7PRa+f1G6q6dnlkeg33TdmFXeikUzqNtfVUVdv49d8m0Rq08q2vtnDZ8DZcHjdtTS34AnvH+GttVZhxwkh27LBy2qx2Xnmxip7Z9RzW7oFdSsHmnVaOGTt0ETUlK86UrO79kokkzbsb8OflDCo7y1Bwez20NbYQi8RwedwDilCXajDKmWBr1IouBVZFMsr5EfNKfwQ0i8aMc47Dl+tn5QfL+HDBRo49ZhRej+OInpbO8OlBYIab7Xyd4fBCCDEC0xH5c5hRgediTk0PmgHFopSyKx2MEOIl4DYp5T96fOXhjiCPlwCHULq//THaf7oN/prSzpjy+1C1BAElDm5IOTXSLg3HV5IIA9q3JfALiO8E2wuYoWV6dJuQsOi4aXzZ8U/qni3GbQsxrGkb0Sl2KrRKfAQRQtKKn62MBCGwORJ4EiFCbg8nHfs6rzx3MiMcSfRaCeEIVm8W2QzOYpMtxzA1/S2CYjvZxjhc5BNtjxBqbutaV3f1WW28PNdDPCmwWyW//34d5x4XZknIwQlbKjCOAyZJ+KpAVSV6UJgBuadgBo9KS3OOtlOPVWOG1qkAXhXmpfmORHlaEo+pLA7vIaqkJNbYQLuuk06lcfkLuOxLR9HUomIYCqvWuvD5dE6YHifU0kYqkcRi6z0N/NwLXnbvtpBOCz6c72T1GjtTJneLuie/Xc2FvzYDTxOVnHZLBe/eW8kxY7vXT7bHFNraFTY02mhPqFwyObRPJ+NQSxvR9ggFw4r3KYY+6lUUj8bQLBZCLW0kojGsdhtZ/r6dmMBcmfD+jEp+U5lLVFf43vBG3PsxBd1V7yE0QFEUxk4fhy/XR/WmHcyZv5FxowrxeJzk5/Vf9/2q3yHKoV6/DENHEQK3Vet6fSiQsSwOjBDi65gCcQZm8pRHgCeklHtPUQ3AUNcsngZ8p4/t7wF/GurBP1725wd9aFwMnzzmMF/oeRuLGkJRTBWU0lSCNo8pGm0xvE0x8kbBB3+D0HI4zwd6I1iy6ApiLQ14Pe8cdqXKMAyV1miAtu3ZHKt/iOuYNSxSj+0Iat3d10JKjj/+fa4750Fanbn8zLiA7weXUa7vBNvQwwJ55XC8cjhSSsLBEIlojEBxPlpH5pCLTg7z0t1VzF/l5MTJUf6k5HD1e6UMr49jrAOaBIwCisDIActwiYHgxnFN/EMJmNlflqYhW4P5ojsgwSbMcKfDgXPgitwgy3c4+dK4Jl6f7eDkE9qIBFtIxhP48wJoVgs2u42Va+zE4gqGYU4bR2MKs9/O4oxTzLzX0fYIHqull0AbPaq3Z3XxHp7P0yrinDminX+/5SeNII3kuTmeLrH41jI3l90xjLQOaavANszgt5fV8fVZ/Qf3b97dQOmo4QNazYZ6FXUF8g6FySnMQ7NoRMMRkvEErY3NuLLcWGzWPo8bsOr8YWzdEI84QL2H2IDOdYyF5UVUHDWSOc+/RzqR4KgJZQwryz1gaxkP9dHpUK9fhgyfIn4IPAV8ZahxFfdkqGKxCbgcMxJ4Ty4Hhr5y/ojiSHieNuuvit6CQ3Y6FQgwOm54hg4zT4GFr0HUBXIbxMtgbivE0zCzWOOPFbf2CootUVhaM5NLj3qGgKuJJhlACvNzIQ1yRBPVJ5ZSSjUuPUTt9Wcwu8jFqGtjXGwfWCxm+byEW4OE24LYHHY82T4Ammob0CwqOYV5ewmNWdMizOoIF/OthYXEDIW1853QLEyr4QpgJsgApOsFUoEnnC7zM6uA0Zp5VewE0h2FNmJaGDVgGJwvQlw3sYXLrihGVSTTp7p57WWjK81eZ78XF6ZI9wgM7XQYjKowp1MDRflsX78FlycLzdJ92Z50YpQnH6/m/Q9cfPbqIHl5PbLSdDB1dIzn5niJJhScdoOjK7otj1+9p5hoouP86pJUUNDUrnHnfXnc/a9cxg2P8/rfq8jx7V3uR6XP8DY9A3kXF3SdJ5fHXA8ZbgvR0tCEpmnkFOYB+x+I/uO8YnMKA5x73QUseP1Dli6vpC0YZfLRw/rNjJMhQ4ahkwnKPSBlUh6YRaZDFYt3AI8IIWbRvWZxJnAG8H8HokKHL4e7UOymPnwiPdujpVO4ZAQZVfE2x8CAVBTm3GVmGXlmIXzGgKc3QG3HzOyKZDZJdW+BpwqDqvBwZroXspaj2CWLSWAjl0YCohkBaDLFBHUDzIKRqXqGDd/JJrGGsfLofdbbm+Mj4bQjDUm0PULjrjoM3cAb8ONwOff6vmGYIWM6mTO9ksqYhamPj6IrzUoa04I4FmQW4JRYhqexLZYkpMDilaSahRmDcXfHPlmYiTGTEnbCl+4tZnxpG/GO9ZHzFmSzbGWEV19z85e/BUgkFG64roW7fl3Hb+7czW0/LySREFx8Xogvft608AkhKKkYxs4t2ykfN7KXULrwgjAXXtB32BuAmy9r5tVFWby3yo2hmFPuXfR4adUk5xwV5qqj25j2i1HEkwqrt9j561M53HnTwIG6+2NPUbbnlZJOpWiua8LtzerTUUYIgcfvJcvnIdYepWZLFU6PC2eWGzCngLuF9+AZbDzGj4IQAofbyQkXnsyaeavYvGIjwWCUY6dX4HINva4ZMmToTSbO4sAcKKEIQw/K/S8hxCbgm8BFmGPreuCEDk+bDB8HB+IuNoQyYulC3t32HDPLvo5Tq8ESj+PZkkDRMGMoGlDzLmxaBSndTFzyoQqNsltjWUNNKFa9Kw1fJ4ah4PW1UkU5GilGiS24jRC7RAlIsJAkT5jCxEDhfcsZBPR6PqPfzu7qvw26GxKxBFIaFI0YhrWPKezGoMr4W0Zz17V1fPEM08M3SzMY6UxCAVBDt3WwFHhcgATxBVhdVsNTJ/v55xI/2arOslwH+oyOaehUx34vSIgLmAuJtMbGlB+rVUdK0HULJ88a0VETAQL++UQ2jz6djd1mIHX46nXN/OFXdb2cVTrX7rXUN5FTkDvInoCV2+ws2ODCkIJ4UnDtXaXUTtmA123w92/v4rI7h2FIOHZMlP9+aydt4W4FrargcZsnUUpJsDVEu8xBl8qgB4/+zpmUkmQiSVtjM75A9oCCTwiBM8uFM2s4kVA77W2hrnLsTke/6xp1Ca1plRxN32stZlNM5XdLcgklVb4xpYkJOXvnud4frDYr004/Bl+en0Wvz+eDeRuYPnUEuQHPYef88rHPnRwJkzNHAvs4D4eGH3SGg8FHCcq9CHPBZIZPioOQZ6o1NonXN80jIJdyprwahbBpZeuYaq04EaZfC3MeM98v1iFbmA7BAvDkqdxe+TN+Muw3XdPYQjVwjWhDUwxGxKtYaTuaiMiiVfhpDnspzKrFQxghJUKAgk6eaOAd9XSWKcfwo7LZTE5+YVD1D7cGMXS9T6EI4HEaXDojyJThvQNlu1TJzdc08dfnA9AMlGFOMb9kfj5zRpSSs3WuqAjymz/lstuwmFlVLjFgo4D1AnKB9wXs6CxVEqvtyJldAEQFICEuIaGbsWkQpNMK7WlTHT78eDZV1VZe+u+OXvXz5+awe/tOEj4PNvvgnH1qGi2oas/YltAU0nA7ktz3Rg66w3QS+dZVTVgtkrxsnV/eUsfvn8yloiTJQ5XZ/ODmQk4sa6NqjY36oB233eC931cyfthHF1eRUDuRYJhAUR6qNrShyOVx4/KYlsV4JMbOrdtprmvsNUUPsDXt5qqWEwhJjXI1wjPZH+JVzGUWaQNOfOdMGuM2dASPr/Xxw+z1fHb6DuzWAxuj0ebQmHzKZLatqeTDBZs4emIZw8vzUZTDRx197DU9fLriyGYf5+FQOkUZB5dPliGN0EKIvWN39EBK2f+q+AwHgf1/VA8yCoW+w5DM/BKsmCuIVZpCpFWF40+ARfMg3pZi2+MLmfnVOWwtGMu4Fc9RtvxVTvilyvWhN1HQUcM6KU1QqQ3nL66vMZwd1BkFaGr3mjqJQBUG2+RI3k4vYqR9Ldly6oD11iwaSb3/dXY2i+TBm/oObH3vpDouLwvxfrWLdS/ZOGtyO7dYijGA0uokMz5XwYxjosSTCvGUgsOm41iaovUCG/LMjkJW0yEWO0Vah4qOSUztLMBBhwA3zP8lAmYIcEGsWuGd+W5WrbEz6aju/lA1FV9eNi31jRQOKxmwHwBOOiqKzSKJqQaaCqOKE5TnJ3l1WRbvrXGRTJti/oZ7S7lk5nq21mjc+Xg+kbhC8zYNvU0iA4J5K7zIoMAwBImU4Jv3FfH2b7YP+ScmpaS5rhFFUcgrLdz/QN5OO75ANhabda/wQv+3ppwWaUUiqDLc/M82jZ+X1wNw1Uul1EXtEAACkGhV+NlrE3h27kgW37cNm7W3HUVKePI9H+uqbZw4Icp5x/Q/9d8no2DY2BHs3l7LhqXrCYZiTDpqGEKIIYvGQ9UId6jWqz8O9foe6vXL8Onhozi47MsSnZH5hxT7P8ykhJdKeTkj5LNoond8PqnYsfm9gHnzlWnYvs2c9ovEoWztXEZ8axaf/QU88TuBkZJc+C2wl5r7JxQLVa5iUorKzen7mGs5nqWhacz0LcIi0hiY6ZyaCCCF4OHol8ne8gMuLndQ6By3z3pbrBYS0TjpVHova9NgOMkf5SR/FCaZ7z93eZD7/pPNbb8tIJVQWLPJjiiRCCSJpEJstQ3CAm2WweTyOE3FKlWrrWZndJ4HG2DHFIZKx59UINghau06FHXUdTzESwV33JPHiw/3zvuuaaZHdCqZxGLt23Ja36jxj6f85OemufHKVlY8sIXH3vTjtBn833mtqCpdwbo7SaQFsfYob8yxme7sqKTTQBAIgGER5mbMmI3NMZXnox7OdoRxKoOboEolU7Q1NOP0unG6D0wg71h7lLbGFopGlO39maEgO/pfl4KIYb6ui2i8tM1jLjGYgXmKJNAiWPe0nfdWujjn2PZeZX37wUIefiObSELhLy8Z/O7/dnPT+UN7Pnb7shg1ZQzDxg9n4Wsf8vJryygs8HP0UWU4BuHE1cmhKiAO1Xr1x8dZ3wMh9A63/vykyVgWB4cQIoAZ1G2llPIjTQcN9S46a4/3FsyoczcBP/koFchw6LNI3IWdJgrl+yhCdsTZkuA/i8/OvpV5v3uYpY88TTIYocHpRLO2k+rQlek0PHUnyI40JZvegPzxIGyCdb5RJBULCIFQdYbLKuY2nor0CkaJrcRwsJyppLCikeJ4/1ze0y5Du/kb3PDwbNR9/HydWW7CrSFi7RHcvo++PmxbnZXfvRDAn9D5/R25prMLkKgTPPWrDTy9oJgX3vGac7uVwHbBwne3kZ4J7rETSNckMVWi7L1+U8Gc++05k9wAPIm57rEMmAavVGVR26hRlJvu+prd5UBtVYmGI3hz9hYYUsJJl49gxy4LVg2qd1n4xfcauO2a3gELLjwmxLDcPKqbzNzRP7q0ikgozKzjPMjHzEHYbjXQsyHl6HDwaTMPYFMkmy6wcX1TCUdZ48wrrNxnP0opSSVTtNQ14svNPmCBvA3doK2pheKKsi6Hl578qryOC9aVowqwCMk3ipqBHjfhCfQeBc8G+RR7rW0EeOC17C4rbDSh8PtncocsFjux2qyccOHJrFu4hrXzV9MeiTPzmJE4nbbDbi1jhr7JnMWPF4nIeEMPgBAiC3gIM2KNxAwGVymEuB+ok1L+dLBlDdXB5YM+Nr8thKjEjAb+5FDKy3CwGNozryFsvCf+hTW2DnvTK0yt0CgddSrYS7ABp/zy69T+No0uTEET/sYC2h/cjqGbIXbSPWax594NmgMmf89OWlG77spSqNiMJGOz17GiajqVZRUomikwpQSLkWL3vBKOz1pASVGEVlFNQI5gX+SVFFC1YSvOLFefa+Lq6zUuvHQY9969m+NmRvss40v3FfPBepcZ7z7R3WeKAemWLOq3WjBahekBrYCSlOyq1ygpSPPXX9Tyte8VYDQnARWSApKK2SDMTYQ7FaSAkMBMOq3AOjtUCjgejr5gFFNGxdi5HbJkI2UlOj/5QRYlBWF0XUdVew+Y6TRUVluRUpBOw/xlrj7b5rRJlty9lUWb7ViTjYwpSeAL5BEQad68ezuPvu6jvDDJXYvzSLUL81yNB8VncMYpYd4rctMuVRYlHKSQWPbxmwq3hYiG2skrLewdPmaPn+Kgf5kdXxSKwJPtI9TS1qdYPNkbZfP0zWyNWTnKFcfbEaw735XmhomtPJD29z5iElxZBqdN6bYqdtbJapEkuzU7Ttv+rWtUNZWjjp+EL9fHkrcW8+Y7q5lxzCiKCv37VW6GDBkydPBboBiYCszrsf0V4FfATwdb0IEK+rUSOPkAlZXhY+ejPfMmHRNYx5eps14F9u71ckkSHWn1TLL+fBxTVt6Ku6ige2cFHN8ah5qrMu9uCO3Uu6YHO7ErMR7M+Qp3Bu6gaUM+yYiFdFKjrcHP2ocm8f7bZ/H7l35E49UXY5N9C6BerVQU8ocVU1u5s8/P/X6dC88PUTGif6v85OExrGqHVXAPUVNQkCIvJ40iDNMlvA1IQVZH7uUvXdNKqHIjwZYt1NVs5r1FVdgnSrAJiOtQnzbXMEKHaA4DCXAlYTIwFqiB1laNdz90sGVpiOXLnLzwooPTz82nsSFJMhZnz+gIFgt87pI2nA4Dh93g219s6rd9KilGOTdz9EjTeabTqnXchCi3fK6ZP6zIJZLoCJ4ugYiZorG9RqFYTQOS/Owa2vpZnWLoBi11jRhpnfyyor3jDIp9vu2fji8KIRBCII3+p8ELrGlO9Ea7hGInfzujlr/5alETBrQbkJAc9X6Uupc20HPlQmed/vLVWhxWA49Tx2XT+Us/a16HglAEZWPKmXXFGTi9WSxavIWNm3aRTh+4uJaHOhkP2wPPgejTQ/28dIbOOdB/RxgXAd+SUq6k9yndAOzb2rIH+y0WhRBu4FuYPqMZDjYH4Qp34CJXehkltzCetQQIUihHc8PcJxhz0WmgKrjccMu0DZx8o5NUDP41M0lqYbMZe0c3kFLiaI0z9sPtfHnx46xqnMal81+jau4Y6jYMIxlzYBgqQkp2xUrZqgzOucDhcmK12wg2t+71mdUquf3HjX0Gsu7kj9fXsfQPWzn91HbULKPjipEIu6S0NMUfbt1NwK/jcevYbQa/+14d3qxuUeKwS9wuSW6uzsmTo/z91l2c+Jl2Rk1Oo+YqqB6BWmaAq3PRHJBrNz2kFcCKGY8oEcc0RQpAIx6H1lg5O7dU9VnvR++uYcELW9n0/iYuOL3vvoq2R2jeXU9uSSEO997i+/OPlhKMdR4TM4ejH0CwpNrFhuLNtAxbwyJPK7n9DCWh1jYMw4x1+XFNr1qsFhRVJREbWs5rIWB0NMkf6up5taia6vJNrPxmJU5H3xfRF85oY9lftvCv7+1k3QNbmDUpciCqD0B2fjbnXX8hxaPLWL22mmUrKkn2NGMewXxc07WHutg5UPTVzoMQQCPDoYkfM67HnmSxV2C7fTNUb+gwvX+bAnBizp1lwukcChyUKzzFVPE+Og0IdEppxF12AeGaGJf8+3eIZJj/nnk6c541aKw2hUsqCu8cvwvfca0EvlHG6LM0JqzYimaYQqvY2M3v+AHf0//AMcoSGk/yknjHzVGBVShT43ygrmayUYEYoMFCCHIKc9m5eTvenKFP7wkBE0oTvPh4FZ/7SgEvvhsAp8BwwUlXVVC3bCNbZ29i3VY7BYE0ZXuk29uTL5zZxhfObOu1rblZkFeUB3iBKATT4O9Yi9giUVW46tIQT/6zs60SKaGkROJyjqBmaxWlo4bvVe+JY/q2mG6stPLVO/Npjwj+8IN6Ti3r+3vbGk0v4i4d6BYIh8ShSWYURhECvAi8CJIpwfINdmxWyeQx8e41f12G0+7z9PYcF5fcUM64UXHmvViJzbZ/t3Wr3UZ2QS4NO2vJKyncK392fzz+oY+vPVYEwMj8JCt+sXXAfcaUJBlT0nd0gP1Fs2jMPPcEfAE/6xauIRhcx3EzR5PlPjDrOz9tfFrEzqelnX2RcXAZkCWY1sU/dbzvHGy/AswfSkFDtbl+g95i0cBMbrZISrm36ebTxqc0zkFKbEISRIiOBxWRJOV4ldySn1G5bQcFYyu49oN3Ye5j3HXxI732Da5OoGg5jNqyuksodiKAXBq5z/gafxp/E+vLxqPYoyxzTGOi3ESEOG4+/huplJJwcz3DRnlgDR0+/4K2pDlQ/eOFbP7ynwBjy+M89vMaAvtIjbel0cpdb+WiG4IfnNHI+IIEOTmSU09J8f4HYSAHWjEdaVSJRdV58b81nD2rnRH5Vu6+x4bbbfDZ6zXGXjQe3RBccspuHrxzG76Ab1BtOfPGYexusiGl4KKvu9nxzkb8XoNtdVa+9VghlQ1WJg+LU+JNsmGn3YwL6QQlZjCpKMHXZjXz2fFtXWWGIwonXjeCqlorUsKsYyM8f88O+sts9+9n/cTignWb7GytsjKhH1E7FCxWC26vh9aGZnJLCgZlxZy9OotoxzlcU2MnlYaP4Dh/QLFYLUw8/mi8AS8LX5/Pu++vZdqUERQXmSGBMs4vB4ZPcqj+lN4WPnYycRYHxY+AN4QQna583+l4fSxDXDo4pGloKeWjUsrHevw9LqWcnRGKHRzhI0I6bWBTdZx2qBMb2K4sJEE7AjvduVsAqZAmi9utNs4/agJTrA7Oxcqi9AZO+GZerzItJ+VhO6kAW0vfU4gKcKZ8iwJrHToqSnsUz38XkkJFIAmJ3SQYYry7IZBMJKmv3oUn28s3b+hwgtElGJILTg8zf5WT2+8roKrWyjuL3XztrqJ+y2qOqBx3dwWPL/HzxFIfx99TQW3QVCdvv9HCN29ux+lsQFHCZDtCXHVhC0ve287Zs9pBws/uSBJuDbNuTZwHXikhmVLQdcHsBfk8+4aTdGrfVs1kIsnuqtouodhJbaOFujaNGT+uYPZKNxt32XlukYfGnRYzN/YmCcslWRGDZz+/gxsnteKwdD8z/uXJHLbssNEeVYnEVN5f4uKVOVm9jqv3iHn5na80MWFMgisuDDJu1IHLmOIN+PEG/OzYuG1Q37/+pFacVgOXTeeCSeFeQjEcUXjiFR9PvOKjPfLJ5nMWwlzHeN4NF3LyZ85gw9YGXn9zJTtrmvdan5rho/FJDtVH+G0hwyGMlHI+cDzmgqZtwOlALXCclHL5UMoa6jS0DhRKKRv22J4DNEgpMzL/iKP7uTgSSVCcFUEd/iFL1PeRGGxU3+aM1PewGTNJKAsx5Z3KI/JbPG+xkuqwhHhcW1h64UTs54zkVMe7rLm/FrsN8mbvxlL4LK0/APupZpKTPYlpDmLtDi5d+Tzb/C5Krv8Hpad9iXcDvwYjgYpOfqiRqTtbEMN+BI4T9r/VUhKPxgi3BMkpyMNiszLcmWb5f7ZwzxMBjh4V59vXNvP0216UjhiDqbTC9l39T4Eu2uFEl8LM+NLBvEoXV04JIgTc88cw9/yxH+Hb447TGlJ79ZNuCCLpbJp3b8YwDPLLirocPzrbkojGCLYECRTlcvFpId6a70ZKKCtMMXpYgvveyiGaUDCkWXBSV2gOCbALc5EJ4KiWDMvZW5DWt2gkUt0VkhKa27qHllQiidHDa/vo8XFWv7PlY7mLWu02XB43bY0t+HL3mUOAMye2s/bXm9ndpnHMiO5MPqF2hSmXjaKxxazvT/+ax/Jnt3Y5LnUxgMlofy1Kbm8Wbm8WJ106i4Wz57Nw8RaCoSgTx5dmLIwZDgyHudkzY1kcGCnlGuC6/S1nqJMu/f2sbNBPmo8Mhzndpzwry86O2iyy9OXomnm6dZkkJOrwp28nGF0AIoyanMBTAR/xHjc0jxJCkQZxi53YBVO5Nl2LxwH3/BTKgXWPQc5xAqujt490Ao1tjcP51+lf5O833YDz+29j90CJfx1aKkVSsZLWrNR7A2yW7Yyt+wYycBtkXQGYQikS6h1ceSCklIRbgyRicXKK8nqFppk0JsGjP9/V9f7s48Jke3QUAam04LYbGvsqEoAyf5KU3t06XQrKs4d+2ZQVJikvSFJZYyVlCKwWySVnJgjk5WHoBrWV1VisVvz5OVisVrMt0biZVk9V+e/d1TzzppdoXOHKs4NYLGaAbt3ofXlL6HXFx+J9W9iuOCvIQ89nd3xupmo8fUZ3n7s87r2Dhw/xBrVpuxXDEIyr2LclUgiBN8dPc12jedwB1i8OC6QYFugtgP/7upeGZo1oR3vrmuB/s73832f2mEAZoA0H6h7sDfiYdcUZLH93KRtXb6atLcKUycNxu/adSztDhgE5jIVihoERQowHdCnlpo73Z2IKx3XA76SUg3ZyGZRYFEJ8p+OlBL4qhOh591WBk4CNgz3okc9h/rjWD4oiMFDQwsPQrW0YpJFSEqqMEzdqcGaNAQQ6e7tZzeFkEsIMTv3XY47lK41leJ+eS8S1nnUGyEadLbdZufC4BAWng+qDtFRIv68w6c017FKdjPr6PyhNpMl9eyT2dAipCVypKFkvtFP5meHszCpiXMs2aPsj0n0RCDPitZ42vUqlYew1jScUpZeVxjAMmmrrsdnt5BYXMBBet8Ga/21h/monw4uSjCrrX/xNLEzwq/Pr+OHLZrm3ndHAscNi/X5/TwwDXlucxVe/XcTujSlI1VM0DN5+KshvfpvLv57wE8hJ88xTXo4a10rz7kbSqRRZfi+5Jd1t0TS4+rxgr7LPPDrML5/LI53s7gurRaJKgxgqLrvOTVf15VQHJ06J8uzdO/jDo7k4bAa/uLmessIUUkokcr+tYN/7XQH3/ycHBNxwaQt/+cnufX7fardhc9gJtwXJzs8d8vHSuui1MFtKc9vBxGqzMuOc4/Dl+lj27hLmL9zMMVNH4PMdmCw4GQ5/jsy7Tv9kgnIPioeAe4FNQogS4EXgfeDrgAe4bbAFicGsgRFCbO94OQyoobcWSAJVwB1SykWDPfD+MHzcZPnTh9/8JA6VYQ8MQ9LY2ISW/yonH9NOoGk8zkQu/twcFLVbeN2pajylaCSEQGBg70h9IoGktFD91BjsIs79rZeSF1tP40XjOX7DRsRIA8/KIOLtKLve0mmtAbvDgiVlINI6QoVoeAo4uq1cWUvC6FUaTZdkc+aOeUjhQub9HWyTAUinUmxftwVvIJtkordlyu6w488PoKoqyXiC1sZmvDl+bA57nzdhKbuze6zdakNRYHxHnMZ1rTaWNzkosqY4pSSC1s84Fk8LLML0ch4KV/2xlBcWekm3p2DeFkial+G0aVls2FxGNGYWmJOdZP2iOcQiUaQhKRlVvnd8wx7tmfOhi9KSJMt2O7jx/lKSKYHPpfPsd3ewY5uVxWsdjCxP8rlzW8n2DByIurZJoymoUuKuRUodf16ApKHy3HYPs4oiFLoGHxImnhB4jpmA3iHWLJqk4cP1eNz7rkdLvZmZ9KOIxaZWlaMuHkUwpIIAX5bOmpe2kLMPx6VPCiklDTvrWTh7PpG2MNOnjqCsNDAowVjfnsBr07BbjtwbrG5IakNxSn0ZD/IDxcuvLsPhsHLGaUcBcMJVP2T5um0HXZcWTC+W1y696YCX+0dx+zIp5fQDXvBBQAjRBhwrpdwshPg2cJGUcpYQYhbwiJSyfLBlDcqyKKUc3nHg94DLMg4thyv7/+ypKIL8/FyWLz+NTWFBQUUQxSpQNZWkFPy+JUCjrvHd7AZ2Ww3eVSSyw/mlM0ugjJqJkYUhSbiHcZb7HYz3G9A8STPNdCGIk8CvwpLnrDiyC9G37jBboAMRo1sspg0srWly32vFem6nk4wBovtmoagq+WVF2Ox2bM7eU3ex9ij1O3aRSqawOx3483Kw2m30xb/e9/HlvxeT70tz6dgQ/3zGXBN3240NvLfLxXuvuM3g3FlgP9ngg29sZ3p5t+VQSrh6binPVHs5JifG+2dVYlcH57DQFlF4cbGHtBRQ22bGp+xgxSo7PV2PW1ot2JxZBIryByz39l/kc+/9OQhg+bythB5dR3tcwW03EAJOHBtlXb2NH/y7gNueLOCln1Vx2uQIyUSSlrpG8koKMQyzLqlkimfehK/eNx0hJOcc4+eZX9UB8KeVAX6yOJ+TiyK8e9H2fdSoN5oqsVoksQ6xqKkSm3UQD7iKoHl3Iw6XC4vNOqT84AG/zqrnt/DkKz4APndh28crFIdwWQohyC8r4NTLTmPh6/NZsmwbbcEoE8aVoPX3dJIhwxFIZ1DuDPtEpXuJ4OnAax2vtwED3yB6MFRv6FkZoXg4c+AeBidPLqWVXJ7+IE4kGCadSvO71gC/bs3j78Fsrq8r48HUTha1ncpX4w8gOgUjBo6GGKqWxGmPcqnxPKqho1lS4HUiVBAqkAWKw870eQ8TuOJshM3SdWzb9dtRYjpqu46SkLQdncW6e0az1DaN/3guQ1f8YBnd9X1FUfBk+0yhmFgJyXVdnzncTgrKS7DarDg97r6FYoc2uf2pfFK6Ql2bxj/ezCaWUIglFH75tzzee95tpgP0mGnx4h+onHdPOXoPA1hN1MLLNR5AsCFoY36jc599LKWkpb6J5rpGYq0NWDszkLisvZIX5/jD2O1mJe12gzNPb+fD5XnMunQ4084YyQ9+nk9dQ9+D6qq1dmIxcxjYsdOCEJDlMHrlRv7zCwESKbOt9zwXINTSxrbVG5FS0rS7noaaOhpq6mhvC/H43PHEUyqxpMZLCwJEYoK5cScjchME7Drnl4X22eY90TR45t4d5AdS5GWn+M/d1f2KxZ5bfYFscgryaG1oonFXndmHkSjBZjNI+EDk5eh867pmvnVdM7nZH7NF8SNclt6AjzOvOYeRk8ewaXMtCxZtJhIZWlDyDBkOd3TUA/53hLEWuEkIcRKmWJzdsb0Y6D+1Vx8MKMuFEH8GbpNSRjpe94uU8ptDOXiGnhxeK04URaAoCjVRH/9amORyh6TBppGWkEahUdeAGDkyyOcsTwCSpRzDSXyApyzMj92/xvIfScjmIdfaBC6JQRQljtkNq0EWWSB7F+3fvRpl9hyMDZUgoah8FDlnrWTbD4fRfLofWaCyoPZEHt9yPY3xPL6RleSh6AdckGsB36juSicWIZrMUKEy9zGwju9oi4I/P0DjrjqyfJ69G9txWk4cF+XlJSqGFFTkJdjcZjOn1VsFhAWU0OsUhkIKjWGNAq857ZpnT+Oz6oRjBomnJXf+M4fqL6hc/wVTQEkpSSWSxCMxgi3mM5k/L4dlKwSXXqkQt2wi/7ThMMJJ/SYntEdAKPzqN5JJ4yv591M+SotTGBpceG05piYSrN9s45H/ZLPsra2UFvd25rjnN7vRdcGEcXFmndR3RpKjhsdZVWlHVeD48VEURcFqt5JXUoieTvcS2DPGR1mwzkkipVCYk+J/KS/faC1GQ7LzCxvJUoaeT/mcE9upfX/jkBxKhBD483Lw5+VgGAax9gjtbSHaGlsItwbJLyvCYrX0W9bhgKIqHHPGDPx5ftYuWMP8xVuZPmU4Pq8zs44xQ4YMAD8AXgC+BzzW4RkNZqDuxUMpaDA23KMAS4/XGT4WDr/B3em0cNTUCgCeX9HGKcN2sSbHTpOu8XBeDYhhoE4mrVZxpXiGK3kGBNSreai+NMHRfo57bwFvn3Eq608aA1aJRaYY27KJgrwmFk2Yiq6+iR59nwVLr+GcncM4wTMabfm7RIdV0Xx2NlJTeGLL53lk05dIGR2iJWFwacvlzF1zGjOnXQjDzja3y5TZzRKGmOkICTz2jZ3MXpFFaSDFsJwkd/87l5aIwj+eyjanh1OYV5Qwi08jOHXhcO46qp5Li0JYVcmK87fy5VsLeOttJ/PjTlYus1NSnOb00yK0NjSRjCexuxyUjCzvOvb3b4sTDEqgndbn1/DXh/P5zvpy2iMCEDz2WpQ511YyfWqMtqBC7rjxGD08m5NJhbag4M7f5fHwvbt6PZaMHJHktWer9tn22b/eziNv+Mn16Xz21DZ2bKynbEwFqqYiFJW/vJrNO2uymFYR5Uefb6Q4N01No8ZXL2rhNWHGW9S7bMsfkf24PBRFweXJwpnlJlCUj6GbTkxCEXgD2dj6sCYfiEe3T+LxT1EVRk0ew6jJY6hcu405by9idEU+fr+bgnzfx3z0I5ehnLvD6zH/yCETlHtgpJRzhBC5gGePWeEHgOhQyhpQLEopZ/X1OkOGntaLoiIfa9bW8PQF2wh4O1c3CLDfh5r+KnGtFk3oJLCwlgkYmoI6PkVWJMRbp80irtjRSFMg6liXM54dOWHSQkPBQHMmOY55bCrZyjM7dH783IP4rBGkIYimnTy66YvdQhEABcOAm/13s2ztVchOsWg/EZn9JxBWsA7tuUcAmgoXTO+Og/jzm+qJxASPvptNuhgzHoAGqBJOBTkBtkTtfH5pKevP2EyuSHL1hYI5c+sBO1BMPK6ybLmF8RX1ePwu/Hmms8K779n57/+cXHhBDKczgRBmij+hgLsz3p9QEEISiQnqGjUKctM8+7LHtCjKJKRikEiCsKC7vLz2tgfY1evGVtuk8c5yN363zrkzwn063XhdBt+6zPSETiVTaJrWde7v+E8e974aIJpQeXu1m0277Pz7W91p4r8kWylRU1RYkng7rIoH6+baWWdVUwkU55OKJ2lraCbL7zFzY4vu5JEHon6fVBs721Vx1Ej8eX7mPP8+m7bsZuL4UoaX56Gqn2xQ8SOBoZy7jFDMcCjTER6ndY9tVUMtZ0ijiBDiDiHEXguthBAOIcQdQz14hiMHIQRlFUU8OU9lc026O0SN0Ni9/fssS06jWWazgOO5y/ghKcOCVpTg/EtfIiQ8pLEQx85OSnG3RfDXBrHF4tDhfWwROvlKAy8FjmfynXPYpg5HCsG24EgU0bfNam3yKLDtEZjZfjzYeju6SUMSbGrFm7PvIM594XJInrq9GoduYD3DgPMlpZ9LopwgIb/DKUNIamIWrrtBMGduCnO9cQiowjBU7vxZMeXjT+ePf65ACEFVlcpFl+byz4ezuPpzAW79noujjxIUFcGjD1m54twIF84KI4TZx1t32Bh37mgqd1rIy9XBIiHbAl4NHCkwQhAJEg71Xuu3cYeNCdeN5uZ7ivjcL0q58LbOqeveSCnR02nqduyipb6R/LIiNM18znxijp9owlSYsaTC84t7TON3nLvznO2MsXSHFDoUbq6qqmJ3OcgrLSTaHqWlvqm7XodxkpTs/BzOuvZc8oYVsXzldlasqsIwZL9NGkpTD+Nu6eJgtiHTfweWztA5B/rvSEII8dK+/oZS1lBdie4E7mdv86Wz47OfD7G8DEcQFouKJzfAM4uaOHF0ghMmWFCJk914J6e/MB/vlxsRjjQJixNDqIwT63ETQRGdQ5AAHSYtX0deuAkhJXNPm0HUaz6fGFIhrakknFZu+8wv+fUrP8J9RhjZj/xwW9qRx/x0wHpXbdhC8chyrDbrPq1eu1o1Hp3rp9CX5roTW+k02Fx4XJjtT2xk004bJbkpygtSfGl5Mf+r8SKBPFuaKb4Y732w51AbAySplDlA/f6PuXz2qjZa27qdm1UVhLCwfEnvUCD//uNOph8V5ba7C2iPqlgsBpP+OooRIxKQJSCVhN07TRdsBOhp4kHBU/9RuPAiuOHnxbw0z0PaEKAKcMC7lS5u+yCfSVPjTHfECLTH+OBDK+UFdeTlxMgtykfVVFSte9goyk6xs9nSlT4w4O4RFudQUIUDIITAn5tD1YYt5BR0hNkRsGS5g7fedXPicRFOPmFIszUHHafbyYkXnsSaBavZuGQ9wWCEY6aP7DM90qfNgnYw23A4918qrdPYaK6tTqcPfgipTjLe0AOyZ3BcCzAJKAWeG0pBHyWDS18PF1OAliGWleEIRFUVPP4sFlRZqWsN85mZSSqytjA8VcXauybiKW3BclMcBHgIkRA2rCR7Tf/5IiEsaR0JGCtshE70kNY1/vTu96hbXQFI3p92CiOeq2HB9OPJd9VREy7D6JFt0qbE+FzZQgxXMUL2Exg6WgdtWxDtcSzWUV3H74t4UnDMT0fSHFaxarB+l40/fLau6/Ncn06ur1tUPDhlFxcVhmhNqVxSGMKhSkaMgJZeV4na64gCg/aI4JjpCc47N8bzLzg54fgEZ5zet5frpLFxNMW0U+pCkMpTWLu8Q1TGewb7lkASEvX89vcab27O44W5XgyEeXgDcEPqS4I/BHJRdoKiStR3DNR7QVXGsOqdLcxusnPj4hIuKArz6MwaAB76+i5OvX0E0YRAVeCp7+zkcEMoAk+On7amFnyBbNass3Ha+SOIJwR2m+SVp6s45cS+nX8Gw51z8ljZYOfFy6u7tvWM1/lxYLFZmXrqdPy5fua/+iHz5m+kdFQxntKcj++gGY5YwuEYH8xbb75uz3jdHy5IKW/oa7sQ4o9AP7ll+2awGVzCmHccCVQKIXoKRhVzAdb9QzlwhiMXr9eBx2MnmHDxj3caOXfE7fx71k845bX/EN3tZnJ6GVvUCvKDDezyF1GhVKKSRkg4d/mbuJKm0JFAXaqQa2c/CW2YwqYYqBVEFvq5/rMPQq7OZ7Jf5JGFnycSd6OiY0iFmYEV3CLT1FZWk+X3IoSgwbGY3a4PEAhKa4dT/sEDSKFSrqeIW7YjR1+Lw913OJuaVgvtMYW0oZBOwhtrs/gDdX1+F0whcGFh72vx34/CaWdKGhpNx5Qv3piFx9PIX/4WQFEkx05rYeSwRhTFw3+eGDiqwayZEf71+5288l4W3qN0/uoIkBXSafMaEN8zzZ1p8du1y05stcPMT91TrEwCigVopnY0EKRPFPCOwLlWZ+EyJ//0ZNOa1Hi8ysf9x+zCrkrGFieofmAju1o0CnxpHLbez5LxuKC+UaO0OEU/ccEPOoqikOXz0NbYQiorycKlfkBiGArxBMxb4NwvsWhIeuUDhwMvFPsTn+XjR+DL9fPhK3PZtGo7Nl1nZEUBinI427kG5nByOjkc6urzuTjlxHEA3P3U8we5NiYZB5f94gFgHvDTwe4wWMvizZi/54eBHwM9c4UlgSop5YLBHjTDkY8QArvdQkLk8UzlNTi5kNsnb+LDVjvu1Tv5TP5znP/2G/zhslvY6h2Bhs7o1CZGJKrovK/GhINfBX4MG+heXSswkxQ1KCzecgJXnfsozeRx6aynaWwNYI+pnNUa4lxvGYX5w5ld42Lz9jRlRat53etga/omRimbOa/wdbwBK9n15tSKY9MD7HKdgGPMhD7bMywnSZ43TX1QIITkimPahtwn5cPSLHy3Hl3JpqjEgaYFgSA3XNdKS6tKW5vCqy8lycq10dSscenFUbzefa8SuvTMEJeeabbht0YdkTMVxraOpnEZEHRDpN30AkcH8mlptWGtSZtOOD1vUTPYezSwC/iiJPprhZNmRsgnzY6IhUtLgr2CiVstkuH5KfakqtrCjHNG0h5VmDk1yptPbx9y1ppPCrvTgWbRiITaOfVEN0IBp8NcwHnW6UPLLb4nvzil4UBUcZ/0Jz7NEELZnHrZaSx5ezGr1uwgGIoyZVL5ER3E+1AXXz05HOqqCIGtI9ZtJizTEcGYoe4w2Awuj0FX2r/5Usq97wwZMvSBzaaRl5eFYbhwSDjn1H+BfxOINHOvnsnnd/+LGk8JNiWBS4tg8aXNpVVpeC7nIjaI8b0fvQ26ot60xHJoFrnmmkUBgZwmDKnw89zT+YFwUjTPTtVWD0mrxDI2B0XXQVFYbkzldc7j2bIrmFG/CgCJQkFh1t4N6Di2RYMlP93K00u8FHrTXDB5SBZ8wm1BIsEwheVFe6XeKypKc+nlw9hVayEWyyedDgIGX/qKlXffDHHSSYNbI2RRwOcy2PK7zTz2jpfvf9dPsr0zgH825uUuqV8JUy6PsrLKyaiCTTz8pRspKt/NY+I6fmbc2d3ZOhAUcK7ktzsD3Du9js0XbB50mx9/2k9rUEXXBUtWOlizwc7kiYfuFJbNYScejTFiWIxlc7by3lwXxx0T5agJiX3v2JdpaCBz0SdsTnL7sjj50lNZ8+Eq1i5YTSgUZdrUEfi8rk+uEhkyHEAylsWB6SM2tgAKgXMxjX+DZkhrFqWUH/SoRAFg3ePz6r12ypABugSSnr0BFFP8JK1Z7C6cgE/p+NlISGoaLhsYNoUr2tfyvfbdNDgKIdpxZ00DrSCEzthha/dybjHX4emkoyrrNvvAEFiPaUex6V0L/CUqIbz8O+taZrAKiYK0+WkJW8h26Sg9zV89ive7DL586tASGBmGQVtTC/9+Kovf/KGI4cMlzz8TIy+v2zL3+BM+dlRbOzKphKAjIqFhwFnneWhpaMUxhFS3WXaDm89v5ezRYX79Wy8vv5JNa2vnpS6QSBolaOem+ODCU1nTPIFTH3mfUNLDZPcKVsqpcBmwDLgHaBL8dUuAJ7/m4/TCCA8W78KjDhw1cdzoODabQTRq9mdxwaH9jJnl99La2Ew6lWJUhcqoiuTAO0Hfom8gIXgQjDOqqjLppCnklxXQvLuJxcs2YbOoTJsyArfbPnABGTIcYmTE4oDsGSPOABqBbzNEsTjU0DkeIcRjQogYsAvYvsdfhgz7Jh6ga55ZSOK1l2DoVpCgCIktnUQCQbuXtsoL2fanURTlVEGLATUSqk2haLMnmHrOIjRSdPpcGRLi2IgZdi6rfQGlwwRpyU/s5QkqUXjLdy7SWQj5x8JZj6FaLLQ2Hjg/LV3XaaqtJxqz8YOf5FDfoLB0mcKdP+u9njCZED1C1vQWYcmUoLLyoy32GzUqzcP/aCYvLw4k6PJNk4KaKpXcF3aiKwqXvvgi1eFhtCX8bGgdD+uAK4FvYmYQDQJvCVr+bOGlsIeLdwwb1PE/c0GI+35Ty1e+0Mw7z24nN6DT0Kwyb5mTUHv/bdpr4n2w8TrkPt8evhzAhgghKCwvYsLMo5h8+gzCsRRvvrOaml17Ok1myJDhcKcjRXPPv9OllFdLKR+UUqYHLqGboXpD/xFzKfwlmG7XN2K6HNwCfHeIZWX4FGLZ8CXSI54FSxh151mk2sbT0DqZnOF/w5a9mBUTJ2KkNYKNJ7Nav5xtF52F++gwE05aRvtWL5HtblyynYtPeR6HI46BIEQWKWkBqTI3fRK/2vIzrt31FEscx7M+NgHaBfh0ej8bGVhsceQlbwCmoSfLlqK1oZn2YBiXx71fa3OS8QRNu+vJKcgjnrR3rSkTApQ9HoavvCLIr+7KM/dLavRa5SGhqGhouU+SScF3f13A/OUu4nURtlarIMIgFcAPFhVaoKGwlC3BUaiie5o7YdhMvbqrY4Ni1oFmYBUkGhTmBVz8aX4O1RELtREL105s44KRe0/LCwGfv7KNz1/ZBsDKDXZO+cIIFAVsVsnyZ7dQlLf3eLVXrw/2NIh9vt2LvmaCNYuFVDKF1W4b1Pn/RGaTP4YDCCEoHVWGx+9h7ovvs3jpNkKhGKNHFR7RaxlTunFYPUQIwJIJqt4nnXEWMwyMEMIOjMQcsrZJKYe8HmioYvFc4LNSyrlCCB1YJqX8rxBiN/AV4JmhViDDpwuR9GHZ+H+9thlpL03bvoMw/obDs45YeBwt1TejOBO4W5NM1hOsk5A9qpHjR83DbYSxK+ZvXUHiIwQC0imV1GwvE10bcMkYi3JnMElZzfZNZWSVNHfY7BTAQMHgXPEKb4nLOVOan2gWC4GifFrrm4hHouQUmgJuKKJRSkm4LUSsPULhsBKEomBzwAN/j/OT221UVBj87I7e05sFhWlWLd/C0894iUQN7rvfoLbWAuQCKiNGB7jskt3ce08Yt7t7v7aQwvk3lrN0jZPpR0d59aEqfB6D3z4Q4JGns4m1CYjbOuIouiG6Czw6VDjMdISbBN9s+XOHGDHMvtElLI2D6GPeuw7YCMYU+P47hRgaIASvbPXwn0uq+xSMPbn38RzaowogsFoM/vuaj29fP4DXdw819otf5/Hnv+fw38erOe3Uj+6d3MmeZzUabkfVVKKhdlwed5/7DFRGN4eej2tfNfIGfJzzhQtYNHs+a9duI9ixltFqOXzj16UMSXN0kEsIMgyIIQ8neZ2hJ0IIC/BrTCdlK+YQkBBC/AX48VD8T4Y6IviAHR2vg0AOsBVYAPxziGVlyNCFNOw0bOttnC4osNEQjDJ3WT7NOR78nhYKi+vxuEIk0jYWbjyR9VUTsSpJZo6fx3D/Ntqf9XKB423ePudUpjpWs2nY3Wwv+ybzQvBTrySGE4cS5Wz5Jj8L/ppX3Nmgntp1TCEE/vwAsUiUmi1VOD1uHC4nDrdzQNFoGAbBplaEgNziAkQPR5bPfy7N5z/Xt9VfAIWFab75DXMq8Ie3wtnnlfHeewqGFIRCVh79Vw6vvKaxY1sr9o7lZT+7N5/l6xykdcHytQ7uvNvPXd+tZv3mfHP9Y4SOUI4CFM0UgMfazSEjKKAJ1nx7EpwlQdchHIc1u6HZAcK2dxBnBTNIVqPoEIrm5lha4cl1vgHFYmlBCrtNEk8ILJqkIHcQ41SPLn/5tSza2lTmzXcdELG4J9FwBEVVCRTkHgCPz0NLKEL/NdIsGjPOOR5fXjZrP1zFO++t5fgZo/F6+w4jdaijKoIsa9+3Nk0VKIeRN68hJWn94Iq1Q7W7TAeXw/eh5hPit8Bnga9ihsoBOAm4C3NE/95gCxpqT28DRgDVmAFNrhZCLMZcDj+0lf8ZMuyDVkPhsYiblePzTHGjCupjDt6ovIhjC+ewfP5MEkmHuf4xKXl1zqX41WaSKZVk2sGMtz7kJ79Zye02OxUkqciGK2glHvoMKin80oz+dGHiHXCe2uvYQgicbhfO0cOJhMJEw+0Em1ux2m1k5we6vtMTwzBo2Lkbl8dNlt/bZ5tmr3Dz8DvZTBke4/uXNJrZWfr4nhAQDFowZM94QQrNzTD7DSuXXJxESklDs0oyZZaQTAl21wmi4XZOmNTM/54IQFyAs+MICQEiD9Ut0S1AUJrF7hTwkMBMbN0pwFRQfSAd5rGNjipM6fi4VkJaQqsBVoE1WzDSP4DHMPDlq1t4fV4WlTutXH1eG1edGxxwn57874lq3n7PzWcvbzM3fAzGO4vFcujeHQ8QfU+/a0yYMRFPtocFr87j/bnrmTp5OCXF2YddqBQFsGpHxtStIgRW7eD2vzgEH3w6yTi4DMg1wI1Sytd6bNsmhGjENPANWiwO9Yp6FDi64/VvMKeek8DvO95nyLDftBuCn4b8rLTZzFh/aveCP11qLFh6KomUw7ypxzBFEYJWPceMwSgFRkzl/hWlPNNjgaATPznCi0+aFjCJHau673BTLk8W2QX5/Pw/07jtn+Op3lzVsa4x1JX/Oh6JUbdjFzmFef0KxRWVdq74wzCeXejlV8/mcftT+fscgn98WwNCmOGxzb92FAXqa5oIt4Vo3t3AFScvwWXX8bjTuJ0Gt32jnUBRPmu35EE0bQrpCNAOnX5AekzBapFQBFgE3bH2ey5h0UFfA3qVGT5HYib0HI6pKZ9Kw68b4W/NcG8TySdC5G7c91rpYLvC8f9Xwfo6Owmrwpsrs4gnBboOP/hNAYUzx1Jx6hief9PTbxnlw1J88fpWXO7OvOP7POSQ8ecHCLeFSCWO7CnMfXVb6agyzr/hIrJyfCxeupX1G2oOqfRuGTJkGBJeTCPfnmzDnCkeNEMSi1LKe6SUf+54/S4wFrgKmAycPJSyMmToj9lxJ2GhmFaxvu5sMdPa5debyPXUYm+NwBpMR5YC8ysyrtDyup8HlN7Gc+n6C6jjkcIHlgvB+tkB61PXrPHgC7k8/Go+qn8UVpuVZDxJbWU1O7dUEW4Lkl9aZFql+mHFdgedbq2xpMKc9X3Et+sx23TRhWF+e1c1FksQaECINDk5gis+m0U6mcTlcXPG6S7WvbmRp+7dyYa3NjNlgin4gq1KRyDuPRxjFLC7DC6aGKKwMgWnSMjrFIp7PqELzFUmHRW7EtAkbJKwsNl0PafjEBsT3PmTbAAen+PjqO+N4oq7y2jt4fE8e0EWwYhKPKkQSyg0tmq8v9zNz/+Sx31PZNPQZKGqxsrnv1PKguXd059SSgxdP6B/u6tq+twuAMPQMXSj60HgiKCfpvTXQpfXzawrzqB8QgXrN+5i0ZKtGcGY4ZCjM87igf47wliFGddiT24BVg6loP2a8O+Iq1gthJgEfGZ/ysqQoZMPk3YMi+g2eu0lGCUjj9mAuzAEigQpqHx0LKGtfrB1fyvdpNG4575KCdL95JDqU5Sb5u8/2IWUUJKXBjxIKXG4nDTu6kj5J/qqZzenTIigCFAVic0iufqEPqZg99j/u98OM3ZMgieetBMIGNz2gyjZ2QIIkEjA0pV2RgxPcc4p3RlGli238+ozHrqfA7sF47W3tHLcqXFuPK0V3y/HQ1KANIAGzPzy0JkWUDgK0Fw2tOx2uEUSS7o5PdzCO4s8Hfv0HFQlNmua9TU2bvpnMbGkwtY6Kzc/XMwT39xJOAzxiIE0uuWJIcHt0Pnfq16ise6y4gnB6x+4OW6qmWc7lUgy/4NaDDyMrti/TCpdx9Z1arfX9PlZvD1Kw646SkeVH5BjHRL0l91lH7vYnXZmnH0cvoCP1fNW8tY7qzn2mJHkZPcRuD5DhgyHKrcCrwkhzsT0LZHAcZhzS+cOpaDM6tAMBx1Na2Xc2FtwuzcQ0f1Mqf0NC1aeSKzSbSYeqaCXNnEXBXEXhlBtnUJIUnpJJet+O42e6ZqFJjkqmTog05VfvrT3klwhBA63k7IxI4i1R6ivriWvpBCtHy/SioIkC3+zjZeWeBhXEueiYwaXAeb885Kcf17vadF0Go47sZRtlRakhPfe3sW0qeaawS/fVEIk0tlZEkXRKSgI8td7W7n4ou6p5ks/E+R/b/sAhbKAn6o1FswE3DbAwD2uFe9xzTS/lUXsmx7wwTvlDgjF6fKc7tGxt9/ZypoddvQo0ArJGoWF7Q5+n9S47ScKQiSwOnZiH1OMYtM47/gwJ02OkuPXe0VotVkl2d5uK9b2HRYuuO48JApPPVzNRed19tvH421cvbmS/NLCPtfpSQlPvO1j3lonF58Q4txjD4x4PVRRNZXxMybiy/Pz4UtzWLJ8OxPGFlFclHPE55bOcOiTCZ0zMFLKOUKI0cDXMWeCBfA0cJ+UsnYoZWXEYoY9+CRCfvQ+xsjRP8Tl3oAiDNxqM7/L/y4zW5ZgmxRCtikkZzvhNAWsUGSt5vwpz7NUHtOrRMVqmMV26irFwDUxyhfr6jDyA3ul2DuQONwubA4H9TW1ZPm8uL19W1/GlSQYV9K438errLSwZauFaNQMgnjuBdm0t8c44fg0bW092ykYN05n9fLde5WxucmG7Lj6axJuEB6QfjpdqMMbVMKVEqxW0CMwyQlWFfwGtEWhLUWnghcOhW2tFr715Rz0HQlIC7Ba2dVi4YdvOEDGkBLikTijIzt49knJuPIEQsA9P9nN6dcOR9cFiiIpyE1z4xXdwrypxRTEEthZ0zOY+cfzG3V7PbS3hfqMs/jP1/x85+9FROMKT7zt58VfVnHalAPvlX2oUVhexGVfv9LM+vLGAlrbong9DoaV5R7sqmXIkGEAOkThj/e3nIxYzLAHn4TFoMcxDAO7ax2qMK2EQoDTEiVwaT3tlixkCtSKFLEPveQWNvLLWT9A0XTWGxOI6Q6ECnpCoWlRvunc0mFZVDW477RaxltcfO95B2/tKqDcE+eHx9Vw/GjtgHt4KqpCfkkhbU2ttKVSeLJ9H5tALS1N43YZGAYkEoLm5jQ4XcxZojN9QpCGhgDpNGga3HZrQ9d+4bBCXZ3GsGEpmms1ZJsAK+hdXeEw/4SEgOgYHSQ42iEiYVEUEgZkeSEQh6Y2AGQM/vRTrxl+h459Egl0tTOsVzebNxk8NMfGXUUhACaNSbDkuXW8MdeLy2Fw6Vmt2K0GyY6EM6XZu7jvjzZagg6+dP2By67TH9n5AaLhdup27CK3uKCXpfj1RVlE4+Y5jSYEc1a7PhViUQiBqqnkleZz8mWnsfD1D9m8pZKW1ggTx5dgOYxjMmY4vMmEzhkYIYQT068kjz38VKSUzw22nEH1tBDipQG+0r8LY4YM+6D43X9QdVw5Y9iMho4hISg9tFvMoMjCAkpAR2gG0wOLsCgpNKFznfoYs+PnsLVxJHXrimmoL+qK/OK06tx4civXVKQ45eGJLK11Ek8rbGjJ4v2abGZfspjjJwyQoaUfA+u+7K6KquLPyyHUEqSptp7cogLEIKfrpJTU1OjYbIK8vH1PrTgckmWLd/L8C26+e6uFlMcHdhtpYFdbM6+8WMWKFXaOPTbG8ceZa/9mv+HmiquHIYTEapFEYwokQCiSXGuKBqzdDTPjlpue5m5goheWRkHXABVaJaawbOvYQcV0l+7tUGOQBCPaY4sA4eAfD/u4afpm3G7z+14LXHmaOSOSDENLjxl6h9vJdddGgZ7lDIyU8Hylh7qIxnXjWnFZBu+w4nC7EIpC3Y4aSkaWd20/d0aYt5ZlEU0oOGySUyYdBKH4EX6XBxJPtoczrzmHpW8vZuPS9YTDMaZNGYHLZRt45wwZDiCdDi4Z+kcIcQbwFN3eij2R7O3Z2C+DleUDJQ5tJpMbOsNHwFG7gYcjV/CFrH9Tzg5aZDZfrbkfcnvc+hSwG62c6WjHqkgMIIt2rrA/TTpb44Php7GybjJhdz7V1uF879wm7rikgTX1NpbvNoUimINLQlf4y7Iiplc0YnPY+6/YR3AKANMK483xkYjZ2b2jhkBhHlb7vm+khiG5+poWXn09hmHAj36Yxe0/7jsETydFRTpf/1qQF192885GCygKSElusYVTTo5wysm9hcw1ny/rmLaGSA9pIQ1BWzMI0Y40NMBm+rqEOnZMAG4Beu81iqYw9JhfdNlNU24o2fvzaBJUlzmNjQByQTqILm7nM5+fwPIlLagqPPeqh9/dl4vPo3PPz3czbtTAMRsH4onNPm56rxhDwhvVWbx4wY69vrOnwOp8L4TA5rBjdzkJNrfizfED8MXzWnHZDeaucXHx8SFmTT4IYvEj/i4PaBWEYNppx+DPz2b5e0t5f+46Zh47imz//qXIzJAhwwHnXuBV4EdDXaO4J4MSi1LKG/bnIBn25NBLBXYwkFKyfeIFnHTrffz1nm+h6Oa6w9JFVVSeOcLsJgUs63R+fP+xfKbCx4qHxxNTYyBAwSDH2szFZS8wpXQZKcXOmfHzGWspBaAhoqGkJLRgPj95QEchpGSzc8sSRh49dt/146OfJZvDTn5pEU27G3B53PvMNf3W2wneeCtOvMP/5K7fhrnxejfFxft+6JPA0/9p54Jrmpm/KQ+7zeDhPzXs9T3DgPb23msZu1uXJplsozuQihssPTJ3SCC1p1DsbKQT8jUod5sh+r0WiOpAGlK7AAN0FSihI5UMIJGGna3bDHbuVKhttHPdLaVEYwpCSE6+dARVizfg2s/kIVtarSR1SEuFzW3WPr+zZ4t6vlcUBUVR0FPd8SOFgGtOD3LN6UMLJn6gORRGD0VVqDhqJG6vm4Wvf8h7H6xj6uThDC/PywjGj4MDdNI7I0IdCacoY1kcFOXARfsrFGHoQbkzHBCOgCv1ACAlVGdPIO/ldfzyou/zhe/8k+9f8kse+MYNXPznl5n59lJ+9PLvaV1ZwLkjakiXtDL8lRY8GLhkjCzCqNKCWylEajY0BaSt20PVi077ZsWMDFMH7ASnpnO6fwMOVx+5j/dgf8+SqqnkFuWRjMUJNrf2Ch3Tk/ZI7+lbVRVE9tjWF8uXK9zwRTt+S4i3/rGB9nXrOWrM3lY5RYHPXBrE4TDLdNgNcgNpQILYI5i2Eu+MnmNiANnC/Ov9RXNio8wDVgEjBXiEuS1dQ3c0bx1zCrlzfzPGkJSQm2vw4RInyY6sf1IKUinB1u37sPgOkq8d3cLRgThFrhR/O3W/x8lDikNl9BBCUDCskLOvPY+8sgKWr9zOilVVJBKDTjebYbAcoJNe1WbhvsXZB6awDIcDHwL7zjwxSDKrQzMcNBRFkFecR/MlP8D/v9s4+cMqVAkWFzz0xI3YvmauWTQkGBeP5oPzJyEtiplLGYnXKCHPmECpcSouZQ0AY4zu6+Khd7MRHU7SSCAmOW9YiOuPiWKkh7DGqvOpvr95y321UVXJLsgl1NJGfU0t+SVFe61jPPtMO7m5Skf8Qpgxw8qoUfu+NDdtEsw6w0kkAiB4732Nt9+MMuPYvkXm44/t5G9/z2HDBhvnnxfmgvPDTJ42kg2bVfRUDxHbGVjc0tE+l0DEQQYEtLTQFfTfE4WcHHBKMAS4gDEqtMahbk9R3DNgphkEPD/fgcsFE8fGsVok6Q6BahhQVtw9nb290cIFd5fTFlV5/Cs7OW18/1O/PU9HvjPNkqv6SlwweJxZLoJNreyqrKZwWDGKmrFiAHv97h0uJ6ddcSYrPljGxiXraW+Pcez0kdhsloyV8RBifrWDpe3DCcb2PyLDoUImdM7eCCGm9nh7P/AHIUQRZuqKXk9yUsrlgy03IxYzHFQsFpX4ZddSt34Z4/RnsOeC3gaWqSBSZnpioyCHxRdORlUMBDoSaEFDp4HpxtdQsTDNmLpX2XbNQFFANzrfS+46qx5rVjb/eCGO4s3h7MntjCseYI2c2OM/sFrEucPSiAL8Kp3HOLlv8enJ9mF3Oamr3oU/L4Dd2W09c7sVVizJ5+VX49jtgosusA94k33pZQuJRHelojHBk09ZmHFs323RNLjlG72XHn/wbiWPPJrNu/MsvP6mhhQaVq8D1WUQU8ypZ7vdIC0FaZcDJuShxOMYmgaubDNMkcD0nk6kwaqBzwGqFfRkd5/JOOZQo2B6IaXYvTuHhgbBuae18+NbGrj7wVzcToOH7q7B7+sWvD99Pp9NdTakFHzlkWK2/H5zv31yoGWJ3enAUmylrmoXles2M/LocQf4CIcpfczfq5rK1FOn4c/zs/y9Zbz5zmqOO3Y0ubkfj+/joTAV/0lxoNq6sdGGu8hDqLHpAJR28DGnoTMSpg+WsvfP5sE+vjckB5fMNHSGg05rW4z4d76P5Z9vc/9rFl7ZARsj0FpggRPOgDOeRhWyK0lKx0QmEoMwUdaICC3sPfX13Qub8Lt0shw6LpvOZ09ow2GVjPn2eH709HRu/WsB026t4Gf/Euyu6jujR388pLYRFZJ2IXlEbRvUPlablUBRPuGWNqLhdvS03pVWLitL4ZqrnVx2iQNNG/jW4M6S9MwuaLFI/P7+PX7TacnN32xl8vR6HnnMnKr3+QzGjw+iJ2OcemqakeMtVJQkydV18pU0OY4YRak6RthasFkM8gvgyT+1kJNlgSAQkYhIEuZtgnkbYc56SCTBp6BpkhMvdXDdn7P5/p8EVmsEaMV8sHWQTsc5/qRs0mn44TeaqF+9gXtvryLYlCQW6653WXYSmybRVIMi/77zT38cqKpK0YhSkGDoAy8N+DSjqCoVR43i5EtnodpsfLhgE1u31WEYB77fPi1CEfavrSkdZm9xE0sJdPlp6rVPNcOBER3/9/U3YiiFZmT5x8Kn6bn3wDC8QCU6LBdlyX+p/tbvSK1McPE3f4UcXoIC+GQubTQghGnIcmLglqX82NJMCzoSye9T5ZT2yPdXkpNm4z2bmLPRRY5b54QxUb54fzH1KzVYI0CA7oTfGuM5f/RmCssHX98KaWGbTCIQVMi+HSj6wmK1ECjKo7m+ierN2xkzdeLgD9qDL1yb4m/3WdhZYz7v+bySm7/W/1qxfz4c4bF/RYjG4Bu3BDnxeBs7qp2cd2FHiCKRYNRIgx27cohGVRyOFKraRGW7ApuSuFy7WLQqyE/+VkxbSAEh0Kw6RY07qI4nOwKi67BiOza9nrxJPpYXjmHeKgWnVeemh1pY8SDMnWeYQbYlNDQIqqpURo7UKR/lpabeNAM7bWmqKyP4/XD7JY04bQbN7Ro/OP/gTZ95A352bdtB6ejhB60Ohwv5pflccOPFzHvpA1asqiIYinLUhDKs1szt5uOkr7uOpkBFdpJffFhKMg3jiw9GzT4eMg4ufSOl3Dv0wwEgc/V+LGSE4lBQFIVEWnCdptM8vhzfm/fxfqr3T/PM9DXMV1+mXbRRJoeRJwtJytE0azXEhUSVsExpp9ToPR3sdxtcPL07cN+7a92mUOw0dkRB1EAjI2ja3UB2XgBFHdjg/jU9m5HShpBwlnQNqb1CUQgU5tFSt7fn8mBxuWDJwiiz39TQdTjrjDSePWf8etw9wiFJWgdUFcOfw4sLvXz4ardpUkrJlq0Cm63zt5smlbIDAfOd3sIHiyI0t6TRDbN/dEMxrUY9DJrWZIxLLrfznGMCqWRHAOukyt8WBjjxxjBivIZ8qQl2J4jGFNK6wdvvCmqMPCgxRXe0vpFf3ZXkD79LYdUkt12497TZJ/04ZrFaiUdiGLp+RK1dbGlJ8u3vrcJuU/nj74/G7T4wtwSr3cqJF59CY00DW1dtZv6izcw4ZiQO++AfrDIMjb6uByHAqkp8PgfZuT7sdgs5JQW8vS3CGRVHfkD5DAeOjFjMcNDJy3Mzd1OU9PQ0qL20RxcO3Jyuf7Z7g5Qkti7DMdYNisAAxsuB461MGxGlGgtdQ6s0p2qq6wPkusDQ68nOC6BZLfssR0NwnuEedBs/DhwOuPTivqdmkylBS7tKrieNqsL117u4+5ViGiwlGJrkV88LYs1pUBo7hLNg/Dgduz3OihUOTj4pzlvzsujsp4Twcv0/vEwpiGK36OjjBWm3YGqBhba/JVEVSKXh6f9oePMcPP+IajpCA7QbpO1J3l+qwkgbfLMYbt+OTBvMPN7O+GMsYLOabtsAgRyaW1r7aFU3n3RcQW/ADwJ2bqmiaHgpFtuRIXp+csc6/vPfGhRFUFho56d3jD9gZVttVoorSigcXsS6BWt4+901jB1dRG7Ag883tAesj8KnZX5noHaWeVNM99SwPu7C4zHjh+7ave/x7XAhY1n85MiIxQwHHSHMUCpnzk5ScLaNM+XAlj3x/L3Y33uKe91ult36V4ZnD6dcDhxy5Tefq+e1Zz0kVmImIakwPa6/cXcx0ihmTEmMp38yjxEj/PsO2n0I89RcL1+8rwSALIfB7Nu38+sncmn3eiChkJKQigJ2FSbmocRSnDm6jXt/00Q43ITVoTOiLEneGVOIrQQmAiEF+aFkuXDBcQItXyCl4O3oMP7yTDXLXoRHHvVz/kXVQAzLxK2M/IlOzaN+4rPjQEdfaq3wnRzIUqE1Tbi9I/FzT4ceTeXyKz/JHhsYIQRurwerzUrT7gb8eTnYnQOHXzrUyc62oGkCIQR+/8cjgBVFYeLxR+PL9bFw9nw2bdnNtCnDKcj3faze0p8GoQgDtzNtQMLQUNQjq0cy09CfLEeIWPwkniEPlefUT6oeEqQ4wIfqv+45OS6K7Sk+oyuog0mRV7kSkYzhbZfM2rgFjtvTU7XvY43MT7L9tU387qkc/v6/AImkIJ3uFqcbqh1c9vOT+eAPc7A6bHhz/EO/oQ31FPX3/Y9wqjfXWvnS30uIp8w2xVMKp90+nFRYIZrYQ4TvBNqsGNLC5lrJ2KOLuj/zGjiKwzDFBhV2syKLDdghYb0gPU4FAWlDsG6nwUMPDyeR2EinOdGoDJHjrGPrnCmQUwSKCtEoRCLwlxaIdVhEhYOdLf7e9RLwn7fzOf+snYAgnFR4cGM2uoSvjGvBax3IYeLjuUY0i4ZmceNwu2jcVUc8EsWX21cWrf1nv1owhN/THT8ZT0G+A6tN4f9uKD+AleiNEIKSUWWc4c1iwesfMvfDjRw9sYwxo4sOqfA6+9PkA9FdA5YxhIN0hgzbGbSwPFTEyJEupJSEm1o5uSC+nzXN8GnjCPGG/iQGm0NlQPuk6nGghWJHmf0QCLiZv9FgsA6n8vLvIwuGw6jpMPWMwR9LQL4vzXFjY1i1vkZeweadNsKiDEUotNQ3oet6XyX1z1D7rb/v97N9R42Fvz2Ww/9e8bJn1VZsd6CpvSfy20Mq8WQfhbVgTkGnBdtXuujyNZdAWzWx9XWgxs1RQgCujjKaJNRJsmw6Dqvk5NI0ijDoFc1bgY3/mwT+IjN2o6aC22XOnccsQBhoA5Ggtsqxx9oDQXOb1tUBp706nNuX5nPnsnxOfnlEVxaK/vl4rxEhBNkFuYTbQqSSyYF3+CjH+Dh27mO71apw89cr+PIXh6PuaXk6wN0ohMCfn82sy89g2Lhy1q7fyaIlW4jFPp4+/CjsT5MPRHcNWMYQDiKApC743+YChg3LRghBJJLAmWhgcuHhLxYlZpzFA/2XoW+OEMtihsOH/h+NBV1xqQemfALyZy9+5FpsrrYRifX/rLR1l42KGT4iwTCNu+rILS5APQQcGzZXWjn2opGkUgJVlfzvZS/PPFDd9XlpToo9I5UYhpkdZS8cQBz2jjqkmx9IYE0TOLPM3NBbOgqWwLtRbvx9lFsvaybXlWb82FZWr8sjldoNQiAtDoK1JaYY7bQcKQo4rBDbTJeHkdEMIQ2ySzu0qsBhN/jyVS0AJHTBymYHRsdvZmObnXBKwTOgdbGTj8nKqGn4cnNoqWskr9S0yA7KQnaoTFAcRBxuByddfCpr5q9i1ZwVRKJJjpk6gqwsxyFlZTzcMSS8VZmFK5CL1apRXx+igu2cM7XtYFctwyeEECIb+BVwOpDHHgZCKeWgA6EeIZbFDIcP/d8MyoZl88dno59ILcoLkzjtfQsOTYXhhaa1w+XNIlCYR311LbH2/a9bOp2mvS1Ee1sIo5/0f/viof9m0x5RiCcUIlGVV9/NoqGpW8QeNybKVScEcdl0suw6DqvBjNFRhOjjWBVAPuDf8wMVsAIC4mn4oA7mpTpEpQQMCG3hwQf9PPmSD1WFO76/lG/fovK9b3vBk4uROxZSAnouKVAkjLQDU4BO5yAJRKA6CHEdpOSnX6/nktNDANhUyWhvAotioAmDMneSLMtQ4vZ9fOLD5XGDEOzYuBVjsNbnjBYCTGE98bijmXXFGcTTknc/WMfuurauuKMZ9p9/r/TRmDWOvDw38XgK0d7CccUhBrPK5/DADMp9oP+OMB4CzgUeBb4FfGOPv0FzxPVMhoPF/ptMpIRQ9MDcLAaqzaWnhPjm3UV7bVeEZNq4KKNKk7S2K9itEofVQl5JAdWbtzNiwuiOukqS8QRNuxvwBbJxuJwIRexlGem8+QkhSKfSNNXWYbWbzh75pXsffyDcTh2LJkmmuo9js3b3mRDw4E27uOakVmpbrUwZHqMlqHLeT8qJxPewjGpAASg5EqMO0xTR1WvloDVD2kzPZybYdmJmYKmHQD6xpIX7ns5m+rAoV/3fWWiaIJkOIMYKZFiCVUKxgCZMoVkgYBSwRAM5DFjXcTyHeeyEATaVWceGe1Xz/Qsq+f3qXHQJtx7dxKFifErGEyChaMQwVO0jDqX/z955h9dRXH34nd29vah3ybLcey9UG1MMpvdOgBBSCSWEhABJCAlJSCAQ8hEChBpCEnrvGAzuDfduy7Z6r7ff3fn+WFldtmRLsmzu+zz3sbx3d3Z2du/Mb8/MOecbbGlUFIXsYTk43A6Wvr+IxUu3MnZ0NiNHZKIoMTvGoTI928+7hTUMGppOZaWPE1PKSXDEAst/wzgFOE1KuexQC4qJxRi9xKGPeMnJLvz1TlZui5CdopCecPDTvgeqjcMm+fiv+cy7LY9QRBCJmhbFQekRnv9VITlXj6RkhwWiMDEjwJJXt7Q5vqGmjoDPT/qgTGorqqmpqMIT58Vit+J0u9rsV19diychjrKCYoaOH3VI09k/uraaF15LoKJKI6oLfnlzGXHelgFg7Torp8zNpKZGxWHXefgvQb7zbT/HjvazcKOLYLjtICyExBNn8ORrBVx2RS6EpBn1PMvgrqsaGT1KZ/JknWXLVYSs5p7HkyiuHQluL0JIUuJ1nn42kWBwX1ciIWBAfQgKDEhzwTAgBXPmeRdN6xOjmNbLJPNLWx1UrYZKnRlTXbz1hpWzzzStdSkOnT/NLN1vuxQ1aJz2nzwawyrvXLKbiWl9vyYrEgojkVgPJYzON1QotiYpPZm5V5/J0g8Ws2HTLmrr/EyckIvT0YP87TE6MDolzKqSCmpr4w53VfqEmDd0tygHGnujoJhYjDFgEEKQPTiN99ZWI4P1fPdMO5lJfdcZTBkZpPDtzXywxENRpYWxeUFOnOjn5PvyKNlmaZpGhbU1Dm79dQ63XraVwh27AXDHe0nNzkAIQVJGKlJKqssqaSitwz7E0WwZcbid1JRXEfQHMHTjkC0mifE6Gz7ZztrNdpITowwZ1LLgUEo4YXYWfr/ZZoGgyg9+lE40WsRbv9nDdx/O4pWvvFg1MKRACEl2coRX7tlL5d4Qt922ixeXZaNaFJ65u5DTZ7YE7R09KgIojJ8Z4LQfpBOJ6tgskr/8eBNvv+LEYfcSCKpmWuidNUAIKqqgLAH0eFAMyPOAV4EpEgrtWGpHEglrQCmECmnxcvFzwUUakVZp/15aGMcn692cN62B86fXd2iX/22KZ1etlYgh+OvKJJ45q+iQ2jlG/2KxWjju7BNISE1g3cI1+HwhZs4Yhtt14DzpMbrmrOF1PLSqhsSkQ49rGdFNh5mBREwsHpC7gfuEENdKKQ9JNMbEYowBhaoq5OUlUV5uY8X2OlLLdI4d03cBkC0anHuiOe1ZH1L4utTOshJHi1OGAfgF879289gfWgIWC9F2ylkIQWJaMn6ng8richLTktAsFixWKzaHHZfXjaEbNNTW40048Jt+Y0DhoxVuTp7cSILHoLpGpcGnMCgrgs0mmTEp0OGY/HwVv7+1GBVIqXLXPTa++50IL/y8kJtm7WFT/ThWlrh5fFsyd1xWzPIFYW6+VUWIEDNn7OCTtzufqlqxycHgjDCFH2yhqMJCgqOacGMt996XSUV9Le9/5GXMtCCfv+XDfJkVUJeO2c1IyDfgDrPNEiwa52yq59/vetGrQ23qDCqGEQbMwMGvLPXyvaey8IdUXl0Szxt37ObU8W2zT8zObcSipKEIyXnDO4rJzjjUGWCLzYpoEIRD4UOzLsYAzDzcY48ZT3xKAss/Xsonn65jxvRhZGd1HZ7oaJ7F741r++uyVMZNzqS4uO6QymkIK7yxI5WdvgTqQzGBdgRxDzAYKBdC7KGdO6OUckJ3C4qJxRgDDiEEaWkeihosfL62jBXbQ4wfrHL8WBWrdnDdp5TwxJZE6sMKPxlfidbOwPfJLjcXvzIIRUDIo7Ss3xNAgmTalMABrYJCCFxeN5pFo6KwlKSMVKx2GwlpyVQUlpCanUHhzj3dEos/eDiTV76MY84kH8OiPv7+dByaU+Wayxv550OdW82qqiVCyHaezwbBINTVQWIipHhDXD2tmowCyTMViTgtklffF/j95jGLFsM9v/Lwf393k5Js8OrLVUycEOXDJW7O/elg8jLDbH1lG8NywvjqJGHAH9Z4v9ZL7ViVpUEXii2AEfJhir19cXcE+IEtZmLo8b56/vRYKe+u91Bdb22KuqMB8ftakzffCnP+eZJFW1z4mwaoUFSwfIezg1icmh5kz4+2ENYF6e7Os9r0Nnang3pRS9AXaCMWj2YB09cIIcgeloM7zs3Ct79k+cod1NUHGDk8A03rKFKO5nbujWuLGqJX1vgGcBCOH8rQTOuAEYsS0e+hboQQOcALQDqmKeFJKeVfm7yO/4cpzHYDl0opa5qO+QVwA2aYiZullB81bZ+K6XjiAN4HbpFSSiGErekcU4Eq4DIp5e6mY67FFIAAv5NSPn+AKr966FdtEhOLvUlslOhVPB47U6YOAmB9RYCyxTUku3VOmWxtturpHy1A/+VDiDPnoP361i6nrJaUO/np0gwABrkjXD605U27JqBw8auDaIw0dTxxwDES8iXEQ/zQKM//qr1A6/pm2xx20gdnU15Q0pxnWrNY6EmvPTQrTFQX1O+R/H1BGjggGtV57gULD9ytkpTY0ft21EgDq7WaUCixqW4GUEtioiShncfz6UMa8d+x0bzcbws++EiiCDjhBMGj/+fG51NoaFC44OIkdm0rIz0piqpIhmUG+WKBFV0XTJ1gWmTnr3XjDyqEmgKBWyfGEV4OUErLi6wATcC/wwihwxzBSZcMYUxGLQvXFtCyqFE0t+tFl9t54kUb502v55/zEzEMUBU4faJ53uUrbHzyqZMLzm9k9OgIiY79eyS3v2N99VPtutyjKXlA354nPiWBedeezdIPF7Nx/Q7q6/1MmZSHzXbkpKk73MPB1yV2ElPMF1OPx8auBg9jwkFcrRziuoumKmjOmPUc87X2dinlaiGEB1glhPgEuA74TEr5RyHEncCdwM+FEGOAy4GxQCbwqRBihJRSBx4HvgssxRSLZwAfYArLGinlMCHE5cADwGVNgvTXwDTMx2uVEOLtfaK0M6SUv+mtC4+5nPUmMaHY6+yb7k1IcFKvpLKtLoXnP41S22hOlUZ/ej9yx26Mf7wIRV07QeS6w1gUs5McFR9q892WKnvHcBLpgnnXN/DlX3dSdd8WOjq77v9mCyFIyU7HHefFHeclJTudaA8CON97bTmF/93MioVmeBaEAFVFRiRuV+fTxB4P/OkPPhyOcoQoR1UrcDojPPH3IEJANBxBtWgdROsZp0s2rdNZ8LnOZZe2vdCKCrOLmDQiSN1nG9nyQSOnzE1i7rwkMvKGUFcvSI2P0joKkBJvIS6+CvAAheAqhwsk3AgcD5pWwKKvNrFl+XoWLrKCUCDPAJutbbsakpvuz8QeNvAW6YTyBUllUeJVg7IylVPmZnHvfYkcf2I24ba3tFOCQcHZt+Uy6aphbN/bOwNfQloydVXVRCMdglV2wtGUPKDvz6NqKjNPP5apJ0+ntKKBzxdspL6+f0Jr9Qb9PRxU+lWK6zWK6zU+2x3H69tTSc1MMnObxznYFUxhT52tG0HtTRpCCktW7SEUjmBRYdv6fKqqfDgcA0Owy8MQOkdKWSKlXN30dwOwGcgCzgP2WfmeB85v+vs84L9SypCUMh/YAcwQQmQAXinlEmmGzHih3TH7ynoVOEWYVpDTgU+klNVNAvETTIHZL8QsizE6py9eiw+xTIfDgrRr1Ncn8cHyci6fY0OZNQPjjY8gKQGSE7s8RZYrSsGVW4gaEG9rK7ZSnNEOC7etqsGJGT6OT+64NrC7KIqCw+0EzBA6jbUNBziiLXFOA6N9MG1FYt2PZeCmH0U49lid//5Pw26Ha66KMHy4QV1tiMWrdWbPyOrUG3vQIPOTnRXmZw6JlAZCwI037JvulTz9rJXde2zse8cMhzUmHz8Uf72fG+dV8+g7yShC8sgPihl8S4SLLomgqBA8IYHIYPOcmqcaTS0hEASIQP06kFHQLGDzQLiO5tFMU4jsrGfe1Zk0hMyMLoXlFs7/Xi6v/203hgGGIQgEFUIhgc22/1Hwi9UuFnztJhAS/OP1RB66df8e1t3BYrWgR3XkQcTMjHFgVIvG6Blj8SR6WfrBIuYv2MiUSXnkZCf1quPL4bYCtqa9mMuvsbChvGOe+ix9J1ZavP6XFTipCZi/s7i4BsbF18GeloD9Q9JH8fz6VH5/0l4OlCa6wqfy7tcRRFk99dYR/HhOAlPqSviwSBlQDkeH08FFCDEYM2jsMiBNSlkCpqAUQqQ27ZaFaTncR2HTtkjT3+237zumoKmsqBCiDjNsRPP2To7pqo5WTCeXK4BB7FsI3oSUstsNGBOLMTqnL/qDXihTCIHHY6O8Op7P1zVy/MO/wXLTdYhBmQj7/kNtuLsI5jwsMcwVY2v536Y4/BEVq2qQ6ozyvanVB1XHiiqVH9yVRX6hlV/8sJyLz6pvThHXWN99wehwSM6cU8d7n7UE2b/6ououZ7MNA0pLFcaOMfjzA6YVM+DzU7SznFv/MZV3lmTwo4sr+cttXYuklBSD9V+X8+77djLSdc44fZ/JTrBjZ8chNRw2P2cd18ATC5KQEs6Y0UhOsmDPLsmevbAx1MD33klAEZJkfyV7Wke1kRJww64IJHnAV4uZ81FCNArRUhp2aGCzQlI2UlXZmm9j+PAIv7q7mhf/4+G2m2vxeg8s1qaPCRDv0TEMlfNP6p4TTHfIGppLwbZd5I0dMaAG0qMBASAEOcMHkZiWhK++keUfLqG+IcDI4ZlYLL0jFgbKXfNHBJ/vTWBzjbt5m8Pjxp0YB/VlYEShpgAK1+J3e0BRMEJ+0lxR8mx1KEEbbrcdjAYznec+wo2IorWMzTuZpzdkcv7QMlJdXS/bqPUZ1FWUk+mysVkOA6rJjY9g3VWL5Kh/MUoWQqxs9f8npZRPtt5BCOEGXgNulVLW7+d339kX+8vefrDHdMVvgcuAPwAPA3dgrqu8HPjlAY5tQ7+JRSGEHfgSsDWd91Up5a+bvvsxcBPmeoD3pJQ/O/QzHu6U8DH6CkVRSEyOY325RmFlNVefPPSQB+mnzi5iVq6PRXudZHsj3DS9ivguMrwciKtvyWHBUheRqMJ1t+cwduQORg8LoagKnnhvc9zF7tT5zecLeOzpOL5abGPu7HpuuLbz+IGVlQqz5iSzZ6+GqkhefbmKmZPLCIfDZA0ZRGqKDUOC133ga0pNNfj2dR2n+668PMwjf9VpWb1iAGGEAIdVIiWoiuSTtS4agyrXzqlh0kSDSTQwPGMXpQ0a1cNDfG+xIBrd18cpQAroEfMjdTr2f1EIRSBaC45ERuSYAvbnP6vl5z+rbd7LMKDKr5Lo1FE7WWCTHK+z9+0t5trH/WiM5l9/N7sBi9VCNBKNdRt9jMvrwuV1MevCOSz7aAkrVu1k+tShqKqCcpSkJQlGFGrDNpKyMnG6mtZmSwOK1sO2+aBHkN4M5MjjKIykMW+ED3w1jE0NISUs2ONmTXAIGZnxbfoXWV9O+daNxG/7DEvaeD7clsi3JnfuIR2J6pTt2E6mUYscfiHqHoV9yvOYHD96pH8cyA5EH8ZZrJRSTuvqSyGEBVMo/ltK+XrT5jIhREaTVTEDM74hmNa/nFaHZwPFTduzO9ne+phCIYSGuYq+umn7Se2O+eIA13Ip8H0p5YdCiAeBt6SUO4UQm4HTgCcOcHwz/blmMQScLKWcCEwCzhBCHCOEmIM5Rz9BSjkWeLB3TnconcfR0fEc7SQmuli9Q+/2Gpz9IQR8a0ItT5xdzC9nVRxSpoMtO21EouZPy6JJdu4x18cpikJSRiqGYVBTXoXRPolzJygK/PjGOl5+tpzvXBfs0qr4q3s97MrXCAYFPr/ChZeYU/LJ6akIReH/7ihmx2tb+fV3yjsvAJBIjP28qE6dovDXvxQBDZiuzVU89CcDq9VMM7j6we088K1SbnkmiztfTOeiP+U2HzsjJ8C5Yxq49moruYPSMQNyu4DRNLlCQ11kP+/JAtLiEV64/uqO67mX7nWQ+tvR5P5hFMm/GcMXOzuPK9e09HO/iA5/HJjBY4axZ+uO7h8Q46DxJsZx0oWn4EpP5YOP1/DVos00NB78cpGBRKJT5+LhpaQ0bqGmqgEZCcLW+bDlY/CmEz3u+9RknERD2IErUsNIRyljU82XJyFgVm4jZ6ZspbaomHDY/F1FIjq1DQZzxrnY452Fo3QlWY0r8Pk7X+hr6AbFJTUwaCpbKpz8aFpZ83ejU8Ik27uxQPgopWnt4NPAZinlX1p99TZwbdPf1wJvtdp+uRDCJoTIw8xhtbxpyrqhSQMJ4FvtjtlX1sXA/KZ1jR8Bc4UQCUKIBGBu07b9kQZsavq7kZZwEx82Hd9t+k0sSpN9QSEtTR8J/AD4o5Qy1LRf16NZjBjtGDw4mWc/DvHF2u47j/Q137uqGpdDx+XUcToMTpjWEuZFURTikxOx2m2U7S1Gj+rdEo0HYus2hUirFICBgMLDj3kRzRYXyUMPBIhPjpCdG+HjT9qeM4rkOksJl1iKqKfr6ambfqShhxqpKq1i/eJN3HpLy3cjs8LUNKqEoxCKKGwvsSKl5JXXDP70oM7evRIhBL+8x4nTOROYjikYmxRitAEzpWAnCAGagqpKqhvbqr1QVHDmM3nUBDRCukJ9SOW853NpCPXfu7CqaejRbuaHjrFf3nyrnj8/WEl9fdftabFZmH7aTCbNmUZldSOLl26jqrpna4IHKjZNYhMRdN0wrYqRABg6jDmdoLThilRz45QKfjCjukMIMEXAiKQQQywl1NcFiESi1BcWcEb6LsalBtBVG2LYLKrKq3hzeYCSBrXNy7aU8OZG80XLUMwh2mXV27ykDhQjrkSgG2qvfw7A8cA1wMlCiDVNnzOBPwKnCSG2Y1rs/gggpdwIvIwp2D4EftTkCQ2m9vknptPLTkxPaDDFaJIQYgfwE0zPaqSU1ZjTyiuaPvc1bdsfezG9sGk6z+lNfx8L9OgNq1/XLAohVGAVZgKwx6SUy4QQI4AThRD3Yyah/amUckV/1ivGkUtikouGBo1dJaWcNLHvz9edmca7bqpg5mQ/hSUWzj6lgfi4jmLQHefB4XJQuqcQzWohISUJ6wHWXO4Pw6gB7JjvfwbQwCOPwm9+bX7/5D8Nnn1e4vdDYyNcfKnO9i2CtDTzaqJIqtExkPiQeLs4zz48Hjp1KLnmhCr+95mDsqCLx24s5qG/GNx3v0EoBH9+yGDHFo1rrqoF4D//jUcaPtatr6Wi0othRJHSA8IJsrrpOswWzxvuwJkXwuvWufnSqjbnLKrTiLZrYiEgv9rKhIy+T/tnnk/gcDnxN/rapHvsL46WGfDFS/xcc10RkYjk67VBXvpXdpf7CiEYNnEE8SkJLP1gEZ8v2MikiXnYEvf/9B4pbSUNSXlNFKdIwNPDY+cM8SF2b6eiSOOGsbVYVfO3Oi4tRLmSS1JcJmrVVv7zxShOmprKlMwQBXUWSho0KFgEVheFdVbOGV1MnO3QX2b7BAnRaP86uEgpF9L143NKF8fcD9zfyfaVwLhOtgeBS7oo6xngme7WF3ijqV5Lgb8C/xFC3IjpGPPnHpTTv2KxSVFPEkLEA28IIcY11SEBOAbT1PCyEGJIk9m1GSHEdzFjEpGU1nUHEuObhRACp9NKQ8jL399p5MwZGklegcexf6vSXgQFQuEY2bNVL68t9fLiVwnkpYb59cVlxHcRxuaU432dbm+NqmlkDc0lHApRU1ZFJBwmPTfLjMnYA6QhSYyvx5zOdQNhoJZgMI59Vruly0yhuA9Ngx07ZbNYtKPwVCSDMJKMg+wWamslx84MUVW1k1/8XOHsaSoP/lzia2qKaAS2bpPMmC645qraZtEIdqLRMCedEseSpU6QCuAENQiKgdNt54sPC8jO2t7pedM80Q5e4xFdkOXtTjib3kFRFOJTk6itqMbudBxyWseeciSIn+4QiZjPq5QQDh14fYkQgpSsVGZfeDJLP1zC12vzyR6UQvqEwV06vxwJbXXaMB85FVuIGoLqhlJKgXBYJ1RdzOlDDpy1TVPg1CEdLa0Xjq5nWbHOAvs00kMryAlt5usVlTQmhylr1Kj0abilQCRkoKQOw67u7JWg3jEOD1LKX7T6+1UhRCFwHLBNSvluT8o6LN7QUspaIcQXmDGCCoHXm8ThciGEASQDFe2OeRJ4EiBv9KSj3h0rRvfRNIX45ASkTOA/S2oQMsJZk6KMz+v88d6BYJ7FiQDOMyL8We/eFPb/FsfxnX9k4w8rWDWDzze6WP3HHRyqLrDabKTmZCClpLygBFecB0/8gWx7JlJKKkvLue3HFt770E8ksk8R2jnhOBs0hdY44XjBa6+3CMaoDiOGtx0F0g+xO9i0WVJXZ3pHv/yKwa/uUbnwAsHq1ZKoDjY7jB7V9chTUOikJeMLoDuwOaIsX1BMdlYXi+oluKyS5y4p4PpXcrCoknBU8PcLikjaj7dnX+BwOfHXN1JfXUt8cmK/nvtoYfYsF489ms7mLWF++pOu0/y1x5sYx6mXz2X1/JVsXrGRsD/E1MlDTM/gI5RRKWa/tK0+Silgr9rO5RMiHaaee4IQMDPTx7QMH4Jctm23EPCHATtuJwwFdmnHY6BxavIuRqcM3PWJUgr0aCygS0+QUi6lbSifbtOf3tApQKRJKDqAUzEjkzcCJwNfNE1JW4HK/qpXjKMDM3g3ZOckEgxGWLChhKEZKk57R3GyVSgIwC8EK4SGaYk7MM99kYA/3BRjMKqwvcRGcY1GdlLPvAM7mwYTQlAjAjizE4lW+cjftB1VVUnNyUAIgWbRUNtFBo+EI1QUlZKQmsQJs51sWGPwvR8Ktmy1MnO6ylNPtEzB3nC9wo4dkmeelXi98M8nVVJSetdkMH2aYPYswYqVkt//zmynm29SGTpEsHQZFBZauO2nghtv0Jk5o+37XmGhRnW12q5lDNzWGkaP3M+A1bT7xRPqOTFvK9urrAxJDJPp7X+PTSEEccmJlBeW4PS4D2u+6O5MtR7MdGz7Y/piSvdb1yQceKdOUBSFKSdPIz41gdXzV/Dlos3MnDaMxET3URHSaEaWD1Uc+jMlmpIpgWD0yI5h+qZw5AQ+j9ERIcSFwDtSykjT313Sypv7gPSnLM8Anm9at6gAL0sp320KGvmMEGID5qh9bfsp6BiHgQEYlLu72GwaDZYEvlxfwxnTO64DPFnqzJA6W1G4T+/+m3N2UgSLahDRTSEkoctp6P3RWRPsETX8XVuKahHcmXISSZqG3eWkpryqKUC2aF7XKKXE3+CjsbaetJwMlCb33mHDFD77GMx4ry1TsLoO02ZmoutQXFDSSTaa7nDgm6dZBO++1bFwr8fKnx/SiERqAXj+BQuffKQye1ZLifHxBtFox/Jv/0mYSAR0Q2BvWiNZWanywJ9TuOzSOqZNbVmjneaJkuY5sEjsm8fQLNUM0h1F9oLT0qHQnes7mDbo8JJzEGX0hJ7eK0VRGDp+GN4EL0uagnhPnZxH3uDU/QrGgbaOsXV9EhPdeD0O3lhSz4/P7t1g5EcypmVxYOSpHmC8ipm7upz954aW0P1VWP3pDb1OSjlZSjlBSjlOSnlf0/awlPLqpm1TpJTz+6tOMfbDAA3K3a3TCLHfkzmAF6NBVkT8zJLdn6r8/RWlDE6J4LQa2C0GT9xYhPsgYzG2p5EwAtCRhIWONzEeq81KWk4G6YOyUDUNf0MjhmHQUFNH0OcnOTMNVdMOOHjoOuTv1ti9RyN60Aa3rs8RCkl+9ONGJkyu5ee/8KHrLe96mzZbOO2M1CahqAAqhqFz+ZV6mxLj4w1+fkc1TqeBqkqsVoNTT/Ez4ViVhBPHEnfcWP74dDIAzz6XwF8eSebHt2RyMPTNY9hSakZuNsX5BcTeeQ+dgxK0QpCak8apl59Oem4Gq9fk8/WafEKhrtewDjT51bo+yUke4uKcZOmx0EwxDoyUUtkXVabp764+PVLasQn/3mSgvZ5+g3G5rOyptlBea5Aa3zvvRClenY1/2caeCgtJnihxzt4TA2NkKldFJ+PEQjKtvWnNhyo5I5X8jdtorG8kHAyRN2Z4pyLxo4/d5Odb+f73WiIqWK2wa1sRUoK9D5Zw3Xufn+f/FSIQgN27ddLTFW67xQHA3x7zEImGabMWEUFFhUEwqGC3CxYvVbn+BhfpaRGee7qU/Hwrg/MiXHi+j2FnjSQQNO/fvY+nc9MV1Vx6SR1Lljr53ndbrrGvpl0PBovNSiTU2dKG/qhBf13lwL8Wl9fFyZed1ryOsdEXYvrUodjtln6xzvVmCwkhkFKybUcJo0Yc3EvSUYckZlnsR2JisTeJCcUBg9NpZWeJRk1DuNfEIoCqwJC03veyFQjGy/ROv9lHzog8DEMSDoaoLC7D4Xbh9LjaeN4mJOgEAh3rl5jYcwtodwe7VaujBJpmg/1++PrrFvOl0yERwtohcLqitATH/sEPnezYoZCfbzBlcpSHH2pZM+VytITPURWJpkpycyO8/ureNuXtq2dZucYDf00mKVHnjh9Xtsmj3f5a+krudP0K0R8dRH91QofvWnpy3xRFYfKcqSSkJfL15yv5ZP46jp05gpTk7jmQHQq92UKTJw6msqqB3XvKY2KxCSkF0UhMLLZHCPGt7u4rpXyhu/vGxGKMAc7BD+kpKR6+2lRFdrLEZgVNPbLV/L6QOlabFVVTKdyxm9xRQ7HaWtZlzpjee5ksuttaV11pY8nSKH4/OB1w2aW25tt2x+11vPKqk+ISL1LuC+UhgDjee1/n/POCJCVFgQZ0XfL4E+DzwROPmwL6pQf2ctkdg6hvVPm/u4qb1y12xXlX57J6rQOLReLzK/z+l2Vd7rvf6zvIx05KSXVZJUkZKT0/OEa36OltUVWVoeOH4Y5zs/i9hXy1aAsTxg1iSF7aEZMm0GazoMTWKsboHo+1+78VMwnKPouBgrmoPQTExGKMo4WD7yC9XjvRaAYPvV1OkiPAj87tIjvIQfJaoZfHdiTh1AzuG1vGlISuA0Dv2mthb7GVaeMDuA/CKaY9DpezjUg8nFx7jZ3kJIVlyyOcNNvKyXNa4kSmpxtsWFtM9uA0fD4rZigfDcOI56JL3TTWbqO4uMWSGInAf1+GuXPh4gth/PAQm97sPL5iZxQWWdB1gWHA7r2H4Dl6kI9dTVkltRVVDBo5JOaIMMBIG5TOmdefw8K3FrBm7W7q6v2MG5uDzdqzuKYxBgoCQ49JmPZIKZtjuAshzgLuBW4FljVtngn8BTMbTLfp38ixMWL0M5qmkDsklaglnsWbIviCEqMXHA9eLfBy7YocFlS6+aDUw0lfDGFLfefi7eX34phw5ggu+H4uY+aOoKKqd6ZOkrPSKC8oHRCOFGedaeW+e11thOI+6usFPl8U80XWwAx6UAn4uPNXqezIb7u/zwfr1x9cPf7+UBHxcTqDsiPc+/OurYpgBn5+8Llkxl04nCt+nkNdQ0t3aBhQUa2i9zBUoyElSempWKzdE6qFhYIXXtR4622NSP/FEP/Gomkax58zixFTR7Erv5zFS7cRDA6cVKExYvQyDwI3SykXSSmjTZ9FmOLxoZ4UFJPlRyU9nUM7nJ45fV9XRVFISIlnRaGF/31ZwW1n+PE6elREBx7enENA3ycuBEFd8O+tGrcNKuqw78/+MIxAUCEAhELwz5csfO/S/QuZA2F3OXB53BTt2HNI5XQHKSW1FdVtRKlhGETDEarLDhwSVZMCM+dza+WlA/V8tDYJmWiBihal5HRKMlMbqS7r+SB+wuRKti9uUZ/VXTSzP6Bwy29H8c7qFHSpsHOvlVAgxD/v3oQ/qHD2TVPYuttFVmqQj/6xioRuxm30NzTiTYhHSklNuZmWsLpO4+q7xrN+u4fpY+t4/ncb8Lh01q6zct5lGUhpxr4bNULw9isldFNnxjgIQoEghmGQkZeB3Wlny8rNfPTpOmZOH0Z6Wvzhrt5+ycpKZG9BJRWV9f2y5nLAI4GYg8uBGAx0lk7MDwzqSUExsXhU0lPhdziny/qnrkIIEpPcWG0WXl26mytnCbzOg79ut6W9x4ZBuasezWZBaVdHt7Nl2llRwesRhxyw2V/fSFVJOVJKdm/egWbp259yfHJih2nVrCHd62usNrDZooQ6hLQ0GDoxyN4zcgjdtxuHaiAMyZxZUa64DBSlb1STL6hw6ncmsrPIjmFVQJhB1jft9mC1WflgURK7Cp2EIwollTbeXpDJjReXdqtsq81KTUUVjbX1xKUkIoBfPTacNVu8RKIKy9bH88Bzw/jTT/L52T0p+Hwt1swtW62891Ecl10coLyolISUxG5bKGN0j7jkBNQmz6rsYblkDsnmyzc/Z+ny7Ywdk82QwWmo6sCccBs3Jodt24vJ310eE4sAUsTE4oFZBjwqhLhKSlkEIITIAh6mh5lcYmIxRj/TG1bMgy/D7bZhzxvGcwv2cNcVrgMf0AW/m1jF4gVeArpAKAY2axDLqMV8aknmQn10m32fe6iE068dTH1EZcLsIOdcHMHh8nIo/jauOHNZimEY5G/YxuDRww6+sG5yKGvwbr05ygMd0tZb2PBGPU995EOd5ySpqJHERMGUyRZEL2SqMGn7rBgGnHDzMLb77OAV5hJKCaoqufbcetzxXoYO0ZBNx6gKDB2i4t5P+kVdh8/mO0lK0pky2dPmOyEEe8tdRKJNmX8iCgVlbtzxXqpq2na/UV3Q6HfijrdQXV6F0+PG5jhy09UdCSSmJ3HW9eey+L2FfL1mN3V1fiZNGIymxURIjKOCG4A3gd1CiH3TXlnAVuD8nhQUE4sx+pnesGIeahmiQyiXnjI9McAjp33OM4V2VEuU0Xkb0OwBFko/5+uj2lgXPbk6ygNgOGGZcJK3fhRE4RR7I29O2YNT7Xll9gk3gQDRAyG3H50dCgke/Fsy6zbYmXOij+9eX33Iea/3Me8MnQf+rNESWEYAASorVOo+CfDD70dgdN9Hgi+t0theYANFmCu2HaCWG5x5SgM/uMycNj5mUoBH7ynixbcSOHtOPefMaeik3BYuvTyLT+c7MQzBow+Xcf11dW2+//HVVazd7CCqm+GCfnClGR/y3HMiPPm0k1DYAnoIXbGzcZuTHTtqiNkT+wchBFa7jePOPpGGmno2Lt3A/AUb8bjtTJ44GLs9dicGLBLoJOtTjBaklDuFEBOA04BRmB3iJuDTnmbKO0rE4sAPENt79GPQXSl6+VQDpQ1NZNNisYOtUaa3nhnjv0buJ4Bf2IDJq4cTcglToOxDg8+ibq5Yk8NbU/Z23iyH0FxdHtphY8ueF141iAUL3QSCCu9/7GHnLiv33VOCYYDLJQ6pPs8+p9JZZqlg1M7SZbopFrt/FQeg6+OS43XcDoNgSEAhEABHruSDdV7STxvDiZN9nDu+jpdeSmDaVD8/uKKaA+nw9z5wE4mYO734kreDWLzsrDoy0yKsXO/kuCk+Zk40wxuNm+ok8q8ssxdWBVGr5OnXDJ5+JYWzZqn899nag7j2/Vz+AFjK3KHILs/Rv32F1WYlKT2ZE8+bzYYl61izYDU+f4jpU4bi9Tq69TJ2eOdM+rasGEcuTaLw46bPQTMwF2f0mKMp2O2B6Megu71+qoHRhqoqiE9P57VFOo2B/YexqcXUFJ29gk2S6WitfkKaVBhnpLaJh/ZsSSIhSzuhCE1NIXi/wUNAdPGCdwjN1f1DzT3r6hQ+W+Bpzpbi96v83+MREpKjJKZG+fEtUeR+wk13xlNP20lIScDqjOeddzuz0Aiw2ClvSDjkq+jucVaL5MvHd5JSEYayKHig0VCI6oJIVPDVV05uvyOT5SucPPNcInfdk3bAs508x4fbreN0Glx0YedWyBOn+bnt+spmobhso4Pv/ywbw1DMlzI75py3VQU9wHuLhvDdO4cc1NV3efkDYClzhyK7PMfh6SuEEIw7ZgJzLjmVUFSy4KtNlJTWdCviwECYM+mrsgYs0T74HGUIIX4ohNgohPALIYY0bbtTCHFpT8o5SsRijI4c/nAqvU/vXJMQAm+ck+1VLv75fpDaRgPd6Fj2G0oZN1o2cr4lxOWaoL1vbob08P3oNDIND/HSzgwjk2v0CW32ebk2ji4XJwowrIJzfCrBw3y/rFbZtnmNAGF/GZEoRKPw/L8kXyzofh0fetjJ93+YQX19GrrupbqmC1Fu9SKbHFl6owU6K6P9tlWLbVQVCkABD22EfMSnNIfLCQYVvl5zYLf5N18r5LlnSnj/nQJ++P3abtXz0ZeTkc0vFeFWFRWgOSAS5j/vxBMMfiOG/AGFUATZw3I46aJTcCZ4WbRkK1u2Fg2IEFX7LJyHqy6HvwVaIYmJxQMghLgVuAd4krbvD0XATT0p6yiZho7RkaNxkOnda8rI8BKNunn842qcWpSTx8vms2QP+YBp6l+ZJFQacfMjnuZ1JZ7L22meoUYiP5PHd1q+gSSihFCEA6OrnO0S1r+XwoeXl3L+ocfq7lB2d5vM4ZDcfUcZf/prKgJJNBxGUWhO4ycElJV3/9Q/uzMLM3GAgqnIBFCGww6BIKBoqJ4UrE6FH3/HXMPXGzOk3dn22hteDKNJLBrtvvWAKAOHTQcE32+Vf7orrFa44LzGbtV7H4PSw1hyDCK7FHPdVbhpDaWBWS9FAxRq6lQy7N0bwXRd8v4HYT79LERGhsK3rnaQmTkAHTUG6Pxo+2olpidx2hWns/zjpWzYlE9trZ+JE3JxOg9PMHxFEcw6YTRfLdyC3WZh9KgsLH0cBaE9A/C2xdg/3wdulFK+J4T4Xavtq4GxPSkoJhYPyEBbiRKjt1BVBVVVyM5NJRrV+XCTGY6qoKCau3/8V2wihA2wEuI8XqGRGzveyU5uq0TyhbKL+epOpo/XmSQVNpZO4KtdJ6PLdj85v6BxrYvA5Qd/HVKC3i56tBCiTc5os177fwp/+fMKTp7tY+t2G+NG+7jkUklZuelBbLHAySf15Bm2tTqbghlnEc45B579Z5BwRGHBkkqGDQ4zekSHmDoH5FB+TUOHhNE002JKCWa0saamcngNHniyBHtEMnZMkGNm9l76RDDbUgi457pytu21scDjomaTai5ulU2VkBJUBUWB9NTuCcVwRDLvrBpWrozQ6AO7HX7/Rx/vvpXArBMHmJNGH3SFXyxwsm6djQvObyAnJ3pQPW5n++9zfolPSWDtV1/jC4SYMW0YHre93zP0CCGIj3MxeHAKW7eXkJmRQFKS55ubKWifZTHG/sgFNnSyPQL0KNpwTCwekIG2EiVGX6BpKunpZniUlBQXhqHTFI4NRUpshDjL6N6dfF/dylfKbiJCN5flYZCeWMRwNrOldFxTiFRhzj4ulzhzg8w6WKuiALvTTunuwuZNuq6jKArZwwa33/WAHH+Mn+OPMdPvrVym8djjBpGI5LvfUUlN7clzHMXsXgRmr25OtZ5/bhS7Hex2g3Pm7t/LuK+4564q/vdyHIVFGjQAu4Ek8Hh0Xn5wL3OP6ZmVsLs8/GISd/4tgwSvzqeP7+K1P+wlEoFhJ42gMN8CetNDIATYFH5yY8UBnWv28Z//BlmxMoKvKfxusCnz5NXX1rFnZ/JRLSg++NDFpVdkoevwuz8ksWvbTtzu3pswVRSFsTPHk5CayPKPl/Lp/HXMmDaM7KykXjtHd7FaNSZPHIyuG3y5aDPnnT0d9QjPeR+jT9kFTAH2tNt+JqZXdLeJrVmMEaMdiqqw1phORGoEsRESNiI4aRTtf28dCRLhSyXfFIpNVIaTebX0SraExkCchARM7bRVom42ePGcCrIO8oVCURRyhueRNTS3+ZOWk4nRyRrMnpKSIrj3Vyr3/1YjN7dn9bvv10WYgnGfUCwFrFx9g5ff/t4U5Ys2O3l7uYdguH8HO6/XYMXSfBISdFRVgg+clQZ/va24z4RiJAp3/i2DqC6oqFH5xd/SAdNi+5vHy7HcDhynQLoCeXDWjSX87vaCbpf/v5eDzUKxNTU1Brt29TBn4RHGwkUO/H5BKKQQDCrs3tP7uZ6FIsgams1JF53MCefPYe2mQjZuLiAYimAYvb1+pC3tf8nlFfWUl9cxbuwglPaOc98kJKZ9rLc/RxcPAv8nhLgK8839WCHEr4H7gQ6Rb/dHzLLY78SmpAc6hsXPOnUsRSIZFz7KSCMiIF8pZLieu99ji0Q9GgpRWgaQ7Y0jiUoNDMXMcmcFwpK80jBv/n4P4zKOvh7q7rsamHvaNn5+l538fMneQhWUQRg63Hs/zN/cwKqwy0xzlx1i8QM7my25/UFqqs6aldv53e9TqajUuPrKWi44v77Pzqcq4LQb1PtUrBZJenLL/NkJg/xYXBA5BTgFnJrkyom7MYzui564uM77FF1vCnvUD4TDBq+8VsaTTxVSWRVh3FgXt/w4l+OOje/T8150YQN/eywRRRgMGhRhxPC+y/WckJpIfEoCSenJLHlvIe+8t4oRw9IZN24Qam8FJW1H+7sXCITxB8KkfJOnoGN0Cynls0IIDfg95lqgf2E6t9wspfxfT8qKicV+ZyD/uPtTyA5c0azoVkBSRTJVJJvbpMBBSzYNiUED1QjATRL7ojU6sWC0swU4NZ+5Di0MzdOySbD7NJWxOT1fr9cdDF1Hj+qohzETxfTpBvM/8TNlRhp7izy0nlP96nMPcpr5/00FdvLLrQzLMAf5pasd/P2FJISQ3PnDSkYP75s2ys6O8o+/F/dJ2e1RFPjwsXx+8bd0ctIiPHhbSfN3w+LDvH7mHn7yVQZBXXD39HKOUyuBjG6X//3vOnn3vRB+f8s2TYNpUy2kp/f9M1BXF2H2ySvJzw/Q6DMtmVu3+nj/g0q+d2M2D/5pZJ+de8rkEJvX72L7DiszZwT6PLe2EAKnx8nx585i7Vdfs33tdmrr/MyYPgxHLIh3/yFpm24+RqdIKZ8CnhJCJAOKlLIHrootxMTiYWGgCqX+rNNAvH4AiTAsuIpn4M9YhVQjYAiEbmWSMQoE6ERYoL1AjTCFRpLM4cTo1ahopEsPXmxUSn/zJQ7zbGVh1WwMJKO9G8l27KXCm8qGinGHWNPOW1HVVOxOB5UlZQghSM5M6+Ds0p8kJwlTLDcFQUdKLC4DqQoiukAgeem9eOoUhTpF4fnnPBjrw4CLF1+I46Kzi3j86Vo2Kgop5RqpDoOkuO6MEgPrdzZzXID5T+R3+t1pgxpZf9X25v/v3dZ1OZ1d1exZVu79pZtf/aYRm1UQ1SVD8jRe/k/coVe8G9z4/U1s3eYjHG55UZIS/H6DJ54q5PjjE7jgvNQ+O39WVpSsrP71drA77cyYewwJqQms+GQZXyzYyLSpQ0nuC4vfwHqUBw4xB5duI6WsPJTjxUCIHdVT8kZPkvc+c0jByGMcNN3ptY78nk0iCSZvIhi/CyXsROyYiNsf5LyZKiXehWxUvyAkJBKBJgWT9VMYaRwHQLGo5+/aEqJIc+2ihLcaz+NMy/skWKqwqWHChoWQbuMuOQ9Pk6dwbxMJhynOLyA1Kx2H++DzYHcHn08gpSAQFVTUaQzPCrEvqsfqNVZmHJuNxAJCQ6Bz84OVvFeSQG2BSkO+SigbyBVQGYFPaqBRh/oQOJIg3mM+TolAOlgaJZeeUsezdxf26tT1QHpq927LJy0no8e5oWtqDFauipCaqjBhvNYv05QVFWEGD/2KYKjrtXtTJntYsfSYPq9LT2h/vw86X5CUVBZXsPDtL4kEAkwcn8ugnJQ+W08YDkfZtLmQsvI6Zk4fRnx83/6223P8ZXeyeuPOw/5TEaOmSZ5c2fsFzxarpJTTer/g/kMI8XZ39pNSntvdMmOWxSOBARW9pzuFHPZ+5JARCByVY3FUNoWiskKNz89nX1eQPbuSsDAwUAFBREjWsJ3ZtVcQkfCQs4q7bSezQimkQNSSJF3kOBdTp1RgEearsFWJYBFRFhirOVs/oU+uwWK1MmjEECpLygn6AySkJjc9B70ri359byp//HMqegoow8FhM0hJiLL40Z2kJuhMmRTmi0+L+c1vEwmFBPHnwaOZ6chMAVYJ5QJym15aX66E5qw6Toi4oaLpvxUC6iWRPIXXv4hjbF6Qn1/TzZflblzyYXlqe1mhJiQonHZq/8YBXLO2AZtd2a9YXL+hO45D/SvX25+p0zN357kRgpSsVE694nSWfbiY5St3UlvnZ+L43D4R61arxqSJg/n4s3UsXLKVs+dN6d0T7OeaB5RpKRY6Z3+cjekB/UVvFRjzhj4SiEXvGRB4vXYKfPEsW5aLYZhCEQAJAaWIBjXMMNca/ifWsZEKZhl5XBWdwBn1ZSSEVzQLxX0IIdmp9O2aOSEE8UkJVJdV0ljXQGN9A411jebfdQ1EI4fmXLN+g42HHkkhagjkEIEuBY1BlcJyC/c+35Iq74Tjg3zyYTGnPRHmw2EJSE2Yr6pjBJyM2ZQ6EGwlOIQDjFBLZhOJGRexxCAQUnj+3YQeNMQhXWbfMVDr1QPsduWAGUUsliP0JbMHVfLEe5h1/hxGTh3Njl1lLFi4mcbGYJ9VLSHehWEY1NX7D7xzT9jPNQ/AOxSjcx7EDHY7C9gJ/FJKeX37T08KjInFo5oB9R54xKOqCkkpcSQo86BiWqt1eKALmJOwgCRXNS6XjwWWj1kt1iD2fBtReAfeYBHIjpYXpzStQFLCTzemk/jhGAZ/OpLPK3tvaknVVBJSkggHgm0+VSXl+OoPLVRMZYWGpkloNx0c0RXKattOXPiiggd2pKK3EtmUABYAQdboAuKmtxr4ZAMY1aBXmg0EZsaVfAF1sH2njfmL+3cK7lB+UuXlkr88LPnXi7JXQhsNFGbO2P+6SEWBc85K6afaHF6sdisz5h7DjLnHUFnZwKIlW6msajjo9Hz7O2ralCHoUYOFi7ZQXNK9/NVHFbF0f10ipfwZkAPcBkwDtgshPhBCXCyEOKjYUjGxeFQTew/sGwRy13Ww9hcQSCOq21jlm0l1JJFV1VNZWH0CG8LDWKQsg+AmhPQTt7wcPdhWUakyylTDjLf3XGECT+xNpC6qUhC0ct6KXKrDvbMgT1FVEtNTOnycnkMXWscc4yc5OYpVMRA+CU0iyGkz+O5ZbVPl5futaEqrAW0jplB0wtDpW5l73TukT2wE9tVL0hKnsZUFNAr4wKiFRSv6WSwe5E8qGpXMPA7u/hX88Mfwi7t7t1qHE6tV4Z5fDMHl7Hw4sdsV7r5rSD/X6mDovezkwyaOYO7V8/CkJbNyzR7yd5cflJg70ON2ysnjsdo0lizbRlV138QIHbDExOJ+kVLqUsq3pZTnA3nA58DvgCIhhLun5cXWLMaIcbAEsojsvJ6aMS9iVXVWVU0naprJ+FfoOuISH0VIM+zLtd++A++0CGc/thFPZhAVg2NqlqMm7AVjJitrHPj1FnGoCsj3W0i0DuzYEA6HZMWSHfzrxQRCUWjwqlQ0aFx6Uh1zJrWNEp3tiBBpnYt5BXAKoMKkk1dgsUap3ZZM1wumJMim70Jg90jGj+q7ab7epKwMyisgHDY/H3wID/zhcNeq9/jJbbk0NEb580N7UBQz5qLDoWLRBK/8byJjx/R4bDoM9N56n33rGOdcfAoVReUsfvcrSstqSU72MnRIWq/EZBRC4PU4GDUiiyXLthEJR5FSxmIvxugMFxAPuIFGDuLNKCYWv5EMJL/PI5uIuwiEZF14LNFWPyeJ4PX6i3iIe1gRN5nGpDisp2oscKdiqYuQEF/HpMB64uO3ohPixCQfLxTFtxGMw1x9F1x4H411Dc15pW0OOy5P9wd1KeHpZ63Mn6+Rl+fjZz8NErefGcl4i8F1OTW8UNh0nT4gANhBN8zr9o6sp2xBAi3PqABhgX05tQ0Jqo6qKdx1Uznnze39QNqBgMDvV0hKMtulN34t6emQOwgKCs3oQZdcfMjVHDhIU7jc+6th/PhHg3jjrXJqqqOMGOHkrDOT0bQjZAKrjxwJU7JSOfP6c1n0zpesXbebujo/E8bnYrP2zvDrctnweh0sWrqVc8+ahrWXyh3wxBxc9osQwgFcCtyAORX9BnCtlPKzgynvG/JUxWhLTCj2FrbqUfiyF2EXQQQGstXivbJwBlXWeIrS0zn2sxpqvckoNgUprdSJBP6W+X1eilwFVHJqZpQ7RAUv7crFrrt4amIRcZa+TSMWl5RAKGhaPsOBILXlVT0Si7fd7uDpZ234/QKrVfLq61bWrKzHsZ/09I+OKybdFuXR/CRqUlTkLgGXwNKds5gX/yaD5uWz/bmREBaAFywaOO1Q5wfFAfhA14lTLCz50sm5X+Xy2EPFDMrpnSw4r73h5Vs35GBImHd6A6/8e2+vhOdRVcHSRZJXX4e0VDhz3qGXOWBo1Z0kJVn5zrezD19dDoU+dCS0WC0cf84sNi5Zz6blG6iv93PszBE4nYfuuZ6Y4CYjLYGt9f0TYD7GwEcI8SRwGbAdeBo4V0pZeyhlxsRijBiHgBqOI3nlrQzeuBvtLEGkeV2S5F7/76jyJDI1sopnk69D2ReyRggkCrqw8Jp6CcPlOj7Uomi5ChflGlykT2KKkdPndbfabVjt5mAV0FSC/kC3jw2H4fF/2Ijqoun/grIyhY8/sXDeuV0LN1XAL0eU88sR5SzMcDLn13kYtQqltixeW3IVaR8WY0kxiDRmmQcIwF8H1IKWCWHTlFBdGuGDd2pA6oz+2MriL6NMnNAys1IfVVjvs5NujTLU0T0LrZRw3XdzCIZMS9hn8928/5GHc85s6Ha77A+vV/Dt63qlqEMiNq/Qx3TRwBarhYmzJhOXEs+Kj5fyyfx1TJ86jMyMHnj1x2hLzLLYFd8B9mK6EM4D5nW2PCEWZzFGjH4kHDJI11TK43ZwTzCJzVJwur2OWyxeKgJ+4mQVk6JrWKDNRgpT0NgIYQiFTWI0O9UIUSGb80m/qq5htJGOg4NyWusXdL3zRS/hHhj4dtZZsSRB6G1gBNQPiad+UTxUAxhgNEDEb4bP0ZJAbyX6ZIh9ub6CAZ2TT7OybVOIpCT4455kfrcnDauQhKVgijvAG+P3kGTZ//pPKSESaduh+v1HyBRqD/gmCkUpIT/fQl5ehD5f0re/0DNCkDdmCPEpCXz5+ucsW7GdMaOzGZqXhnYIqTmHD0unrKKOxUu3ctKssQddzhGFpI3fW4w2vEAvh0OJicUYMQ4BKSU7d1Zy81kWPKrkUXdVi2Eh7mwyDB+l8kluDzzMetdofIoXRRgIJCFpJQcP1fiItnpFVlGoEwEcsn/FYqDRT1lB26ksT7wXh9vVYdG8wwGnnRrliwUawaBACANFMZh1Qvd77/veSiUUbRJjW5o+eZjvw1EFhBesLkABw4Bwbauj28aWMwxYslRBn+ni/j1pBAyFfXbS5Q0OLt04iM8mdZ5qbx+KAvfcWcYDD6aiqpKsrAhnzzvYNZEHtt9JJJWilBTZ/RzQh0JPLYoD0wJ5cLX6wwMp/PLX6Tz8UDE331TV/9Vot39CSgJnfOssln24uHkd49TJQ1DVg3s5cTptaJpCXV0vx1yMcUQipbyut8uMicUYMQ6Bmho/9fUBwNYsqFqPISLhMlL0s3lUfYdEWUsjHuJkLRmUgszgKn0mjyht1xtLJAmyb1IAdoXN6SBnRF6H7Q219UQjUTwJcQgh2ox5r/y3kdvvcPLe+5KSUj8NDZCVqxAXl8Oz/6zh3HM6n77dV0ZZfSdi2A3MlPAlZmAvTTWdWoLbMUPoWDHnnmy0bmnDAJsNfrs3Bb/RdsCNSIWl9U6KQhqpWpS7P0rjf1/EU1mh4bXrfOvEGu46v4I4p8E9d1Zw3tn1VFZpHDvTj92+/5fzrjXD/pXE0iIHBf4I2aM2kaAno/WDFbmnEmvgCUXoqlYH0m6Dc8M4HAY52b1kiuqFxrQ5bBx71gnEJcezafkGaus2cMyM4Xg9+1n0G6MFyb7JhRj9wNE3xxKjl+m92GNHI4mJLkaMSOWzNQZRvfPr1HQfN+3czMm+NVzOq8zlEwbL3czgXTZoD3C8rECTEqtUsUqVb0Vn4FOfYo/lbCrVPyP7of0URcHmsHf4JGekUl5YimGYU+StxzynE+6710d5hR/DMAWblAa1tQV89wfpXZ5LAEiYkttxjaRFNbju7BoWfLyTF58o4O1/7eGjVzajaQ1AEKjHdKHeF4PRLCw5WXLiCQZlkc7ffy1CUhHWOOmfQ3joPykUFlkJhhXK6y387aNkjv3VUPwh8+rGjwtx0mzfAYUisqMG+PALN8kTR5Mwbgz/fadr1/AMd5Qx8SrH6qf0i1A82jmQdrvyijoaazdywfm97z1/KFisFiaeOJnjzjqBRl+ILxduOugA2/teVo2eHHv0ds0xepmYWIxxAGK5Bg9EYqKLkD2dx9432Lg7SnV9Ky/maANi/eUsU0sJeEPoQuE9eSZjxSYyRSGKUoJVrOQ4FjFEBrk7chrDZTwNypsgIviUzzGoOWzXdiD+7ykXkWjHbsTvP4AFR8DDVxXjsunNgbptmkGCS+f+y8s44ZgAV1xWx1nzGjj1FIPFS13MOM2L22vBTECgs08wulySZYvC2O1wRmIDFtHRi1wAtrBk2SqnmQWmFaGowo5iG09+kthm/wPSbicp4bIfDaKmTqO+UeXqW3I46xe57CnrKAZz4yKMTQl15yw9Qtfhn8+o/PZ+lcLCXi8+Rh8xaORgzrr+XOLSktm4rZSt20vQ9Z5FQzhu5ggMKVm2fHv3DzqSu+ZYUO5+JSYWY8ToBaw2DW9qGu9v9PC/xYJnPgxQXmvw2YIviYT9vDNkHhLBl/JE5ogvsIoQapOosYgodvxIUcA2ZQdgwSpHIqQNTWaisP90agdFa8NcV9+3IhqOULRzT6vPXqSUPP5CSksqvmYMbNYDL9afOjjIqt/s4IbZ1Zw4spGfzqtg3e+2kx7ftsc2DLjkweGsNkYRnjwOR5wbtxu8Hp3ExCgL5odJTjb3vXNQBfGagbVZMEqcisFfhhUTjghk2zjhzehCcNc/0zr/8kA0Xf5bb3tobGzpUqUh+GiFh1N/2nF6v68sOr+4W+O22zV+e7/GjONshHpfj/YtPXwuu9x2hCGEwJsUx6mXn87x586mqNLHytW7iEZ1dKN7onFffMVwOKZ4YvQ+sTWLMWL0Epqmkp7uRdfd7N5dzW/+VcvMDAvSIYg2xV8sl2lkKcUd3tKiUsOi+KkT9QgE6dG/EBF7sMgcRPvEy73BgSwKrb53x3uoLqskPbclft6OdZsBCEVt4E6FxnIz2rSU4HAyeXL3Bqzh6WH+fu3+48M1BBSKKi1EDQGKFfvxeXx452YCAcHxx0ksrQx3GbYoa6dv5y8FSXxS7SFZRkmvibB3h5VTJ+w/HVooKKioUUlJ6OFCqKa2uvX2TKgTmNpeQrxAIsgvtRKJmiEj2x/T23w2X8HvNwuvr5eUlAgGDz6C1FQPnstuH3OEkZCWyNyr5rH846W8/d4q0lLjmDRxMK5eiMl4VBELyt2vxCyLMWL0MqqqMGRIEsNHZhBMOpOIEs/l299kTWgi2exhuxyG3u6np2AgIjqvF9dz8+4NLPGVYZVDEVh7rV4HsQwKgPRBWWQMzkbV1ObPPo6b0ACuZEgeBnE5kDQE9Aas1hK+Wtg79fY6DSYNDeC06bjsOhccX8/MGXDS7LZCcR9p1igPDC1j/vhdrF3i4L9rEvjDkhRmvzSUY0b46dQUFZVQaWC3dt1IlVUq/3g2kSefT2BvgUak3Ux7fJwOAQllQLmARInFYjBtRKCtUOwD9t3bb12j43SaU/N5gyU5OUeQUIzRjGbROGbecUycPYWyinoWL9lKXb2/y7WM0ajOuvV70HUDi6UPXi4HIrFp6H4lZlmMEaMPEEKQlOQCXLwrP2FC5SPMCa/hn9mXUulNZZy2ARthrIQJSjsFRhbzF57Bu2XnENUsPBFUeem0j7koIbdH55VSUlNWiQRcHjd2V4tnZevoN1LSK/Hm/vNMKVNPhN3lOogINJRCOMwHH9pYsEBl8UKd8eMO7RxCwOd/2sXLX8bhshtceHz3nBSWlzgJ6wJdmp+qgMqfzi/hO49m4w8r6PvWLuoSJSJ57rdFeFydT/mVlWtMmjWchkaFaBQiYXArAdasKCAvz1SNzz9XwOxzh9LQFNRbO1EyMTXAR9ft7lBe+/YvLRU88ZSFUAi+dXUUZw9f4/eVdcuPdSZNNCguEZxzltEr2Wf6k956Lo8GFEVh9PSxxCcnsPyjJXw6fz3Tpw5lUE5ym/0aG4OsXpNPaVktw4amM2lCz/qMGDG6Q0wsDhgGZlSzo5v+afOQSGKF9ltkIMrpjctZWJjMd/3PMHfC+yRqNdRHPfzI/xh32R8k7ZJCkBBttHDzwsmcN7ccrZs/02gkQkVRGZ6EOAKNPop3F5CWk4HFZsNqa2uh7I0BORIKIyONfPpyPjfcbOXLr/xI2QBkAgkYEr76SjB+3KFbt5w2yXVza3t0zCBvhEgrZ5aoIThxmJ8V9+/gd2+k8sl6N06r5PrZ1dw6rxLXfryfn30pgZo6hUikScUJg8ZghNvv8PD6q9UArNvqwNCAsEDTDE63NnD/5WXEuTtxuGnV/pWVgknTnNTUCHQdHnvcyusv2kg7yCQ+s2cdaOHfwOWIE4oH6kIOsYsRQpA5JIs5l57Kone+YsWqndTV+Rk1MguLRcUwJKVltVRVNzBtyhAG56aiKEdaIx4CMUtgvxETiwOGb9APvEf0paDr3zYXUiO1+Dim7K7mpzPWsce5gMoqD8nucmpFAnHTq1BUc5C3eMJEx1nYHSpjmC3rgGUHGv3UV9eSnJmGZtFwed0kZ6ZRXVZBQ009DreTuKTeSyuWkJJEdVklLq+bwaNy+eVtG/m9amXhojjCYdNRRFFgzJheOuFB3KpRSSFunljBX1alIATcf1wpaa4oaS54/gf7cRXu5JGLRsFo40Vt/r2noGW0CkdE83SwlIJcf4TxyQf2MHnjLQ2fTxCNmmbAxkadv/8ziRNOOjIF32GlO91Fb3YpB7PG8iCIS4rnjGvOYtlHS9i8dhv1DQGmTs5D1w1Wr8lnwrhB5A1O7RA8v7eJPZHfXGJiMUYPGWi98ZGDlPDK8y4+ejuZ+xnB2LmTWF+SgtUaZsbFXyGulMiIoPqNZIJbXAiPzsjNc3n75l3MG+FH6aItgv4ANRVVpOVkoGptf9JJ6alIQ1JfU0vBtpYMJhablbhkUzzaHXaE0rN5z9SctllHsjIEH38wnI2bBNffoFJZKfnpTwxOmn34hpeNRTb+9kYKkbCCQHJvQRoXjqxnUNKBw/q056pLannosRQafQqmc6qBXfNz7TUtYvCK82t58l+JrN3oIC01ws9vquhWPTVNEok4AG/TFh/vflhLVXWYzAO/J8RoTXe6iyO0S1FUhRlzZ5KQmsDar75m/oKNTBzfNOUs6HOh2HSagUPMwaVfiYnFGD2kv3vjo2d6fsHHdj59z4EeVdCBtVsykC5BIKLx1WunMujy7ZQ9nENwqxOZq4BHwgz4UZ1gomUPv46kMlk6CAdD1JRXEZ+cSH1NHeFgECGUDkJxH0IRxCUl4E2Mb94WCUeorTCnT+uraknNyejZYNPFbRk3FlYs1Vv22Q//2xXHz1elEzEEd00o50ejq7t//m7w7lov4ahoqopAN+DTzW6+fcIB4lZ2cm15uRFWfb6dp19MJByGZG8DE8eHOeP0ltHK6ZAsfW8ndfUKXo9Bd/X3RRdE+d4P3K1O6kJRatm719EnYjEcFtz56zQ2brHz6zvLOW6mmSIuEoHtu22kp0RJjD9CU2P097tsfyJB1TRGTRuDJ8HL0g8WsWjJ1v6uwsAhJhb7lZhYHDAcqT1YX9OXbdK/bb5+tZVwqFUcvmIB2YAUGKpG8eO5RLbYkVbF3N609qhwWx6Dxu3m964y/rJFYrPb0awWygqKMQyDrCGDULrhydBaDFptVlKzzSwre7ftwl/fiGa1YHPYu3cxh/jOsLrKzg2LsgnoZnvcuTKDIZ4w87K7CG9zELcq2RPFqhlEw2bbKAJS3N0YXbo4z5DBEe6/p2z/hwqIj+tZMGWvF6ZOCbNylb3Jahlh4rgw48e5elROd/nL/yXx5LNJBIIKS5c7Kdu5mUBIcMx5wygt1zAMwcuP72HenP2HGhqQDLR32T6aZMkams28a8/myze+oKKovJdO0KMqxPiGEQudM2CI/Qz7n/5t8+RUHVVtJSQCEnYDPqAKwusdyIAwX+HavMJL9IhGSJFkDM4hbVAmyRmp5I4aSt6Y4VjtNrQexmZpHYEjZ3gewUCQuqoaivMLKM4vwNB1DMNo8+lNllW0zX3t1wWLy/cjjg7iVl1zbC3TBgdwWXWcVoPTxjRy1oTO81V3xXtfeLjltxls3917IYygYxij118p5cILGpl7mp8vPivmf8+F0LS+eT7LKzRCQR2CdTRWSVxxY0gZOYpde6w0+lX8QYXv37V/k2ZtncKqNXYqq3rX3fpgwzsdNvppzWJnOD0uTjh3Vt+dYKAjgUgffGJ0SsyyGCNGP3H2JT5WLLIQaFSQBgQDKlRIhAtkFhAGdLCGA+QkFFARSqXeH4crqRFXfD0XR+OoLCrFm5SAy+vu8flbhyVpPeMshCApPcUUhboBSIp3F7YZuYWi4In3NueMPlRGxYVQREv5Ls1gVFzvphuxapLPfprPphIbqoBRGaH9ettKCf9aHc+ji5KpCyqcnNXIvx5IIBwRfLrEzcb3e5BG7QC0r0dGhs7/XmqxWu7d1rPyehJy5oqLqnn0EQPUeDO+JDoyoiJtNIsb3ei6sEXLnJx12WCEgEhU8NKTezl3Xs9EeFcccd7Q/UhdncIPbspi8xYbN/+okuuvqz3cVYrxDSImFmPE6CfsDp1b71jDxLRU/vyXZBZ+7sJmlXz37CpWxjlZku/Cm1jNbQ88gN0eRFENHl/5I6LjYK+Ry9yyS8m0lVBeeg0u7/d6fP4DDcSKoqA0LbTLHto2VpuhG9TX1FJXVYM73ovD5TykBfVzMnzcNqaSP65PRQJXDKnlyiG1B11eVygKjMvqngi9/d10/rkiEV/TtHVBuYWoLrBoErfTYOUOBxfflkPxegtJcTqvPrWH42cEer3OB0N3bkVtrUI0KlixUkGmxkNpq4P8Ojg1UCQIePDurrPqXHljDg2NLRbFq747iLo9Gztdo1lcrBIOC3JzozEheIj84KYs3njTSziscPNtWYwdG2LM8N4R6Uck5ntOjH4iNg0dI0Y/YrUanH1aA3/9YwnDhoaZPcvHH+8rIyMhCkiGT9yG0+vH4Qxis4U5MfcrStbl4decpEV3IGQ9Kc4nQT/EdUo9zMGrqArxyYmkZKbhr2+ktqK6y2wS3eWOiZV8f1YVx07z48iQ+IzOu6PiGo0P1rjJL+8kXUsvUdqg8Y9lSc1CESCiKVjnGMy7sIG3/7GbU24ZTMEKG3pQobxM45QLh1BRqR5cvuJ+nG6tr1c457xsMnKGkZM3lPsezgHRrq0NoAIICQSQnNj1KFxZ1dbGEAoLAoGOSvDnv0hk2Khcxk4cxOVXpnVvivkbmhu6O2zebCMcNu+bEJI1a3p3acQRSSyDS78RE4sxYvQDUkp27aqkpAYWbggzaWKQrRu38cG7u7HbJT89owKnVVJdktw8FRiOWqhsSEOvtCKlQMFcNyiEBkbtoVVIsP/1VF18JxTFjOVotVC4Yw8F23dTsH03UkoKtuezZ8uO5m0luwuIhMOtPi0LgnQJp2zK46nyRBY2uHiyPJGTN+Whtxv4l+1wMOr2EVz26CDG/3wEb6/yHNp1d8HXxXbsWkfVEXKrhAcLkhJ0Gktbr88TGFKwap3j4PIV96OV7YYb0/l0vpNwWCEcVqisUcGigmi3DlUCGihCUl3T9VrEU2c3YrOZx1osBhPGBnG52rbdzp0aj/09nlBIIRhU+PAjF59/4eisuLYczHP5DbFY3nxTJU6njsOh4/MZ/OCmWiZOtxKJfkMaIMZhJSYWYxyA3nht/4a8+u8HIQQjRqQyYnQ2m4s1PlkdIhhuaZeZQwK8ffNu6ooG89baiyhoGMTygmP5eOs8sEmG+7YhcSCFEywjQBt6GK8G3HEesoflNn9GTB5LcmYaqqY1b0vOTKeyuKzNp766FoDNfhubAzZC0uyCQlJhS8DGRn/b9ZC3/SsDX0jFF1IJhBWuffwg05ocgOy4CFG946CrKZKhiWE0FU6b2Qit1llqqiQ3u+sV8QPhqQ+H4Z33PM0WKQDpw5y3zraBSwFVAYsGSaZzlW6Ar7auyzL//WQBl19Qy/AhIc45vZ4PX8nvsI8/oKC00ptCAZ8vJmoOheuvq+WTj/IZNXIvsBmIsnuv4MX3p1NZ2YA/cBBrfgfCQ3qwxHJD9yuxNYsxDkBvdPCxQQJMwehyWQlpKXywuoSpwyR2a0vbzBnlY/2ftnP8I8fy0ImzwQrESZI95bD6OJj8MJIw2I8D0bdJf7du1Xj/AztDhkQ595xg83qzfZFAOluvKMzIwM3fWawWMga3iLtoJEJxfgFOjxspbJ2et/3YVVjTduq5Pth777eto5qMTw8xOi3I2mI7kX3T4TZQ0iVZYyI0RhXe+9tuzmvI5eP5HhQBv7+7lFEjuh6gB8pT32H6Nwq2mghjToiybZuNSFgQjghzR8PAEirE644CnU/7u90Gz/xf0X7POXZMmKlTQqz+2gYSMtKjnHJy363vPJoCj+3vWo6ZEeCiC3W+XrPPKixIykyjsmYNFRX1DMpJ7tla4qOl0WL0OTGx2JscTT1WjP1zCPfaZtPQtM7FXnp8lB2/3katX6HE0Fhc48KrGVwwrgKhHNt5gY01sOZDcHhh8hm0MekcBJs2axxzfAqRiOncccvNjfz2N+ZC+kN5vFVNIz4liarSckZnZTDMHmZLk3XRJgxyVT/JVfmUVbeom+OGJ/BKVVbTmSW5aX7KCrp2vjgUnp1bwU2fTGBJcQLCBeEZCmiS3xan8FhZPN/27mHY7RVMu7mYeZ4yllUnMuO/OVSFrSRaw1w9qJDzMktwqoceZijk7x1hZbXCvDMa+ehjV7N1UVEkg9LCrHg9n2gU/vN2PC+/E4ffF6Vibynz5vi44LzOxXx3URT4+IMi3n3fRSgkOOcsH05n35mxjqZu90DXcufPFNavN3jzbRg9Gl54MYFNS0awbNkGfL4QY0Zn90s9DzuxoNz9ijjUReqHg7zRk+S9z3x8uKsRI8ZBEQpFqSwu5wfzBHGutpaySnTu16qpEjrfj8ZxnDzAOq+QH/HAeeCrbXL9PRl51R8A0CMRNr7yEcGaeobPm0XCkO4NIr/7vYff/NbTnAs5NUWnpLD0gMcFGv1UlVV08KRuja++kfLCEjRNo97Q+IN/DJv0OMaodfxUW0NeViI2R8s11wZUTn50NNtL7KTGR/jils3kJIS7dR0Aj+1O5U+7MlGE5P4RhVyZVXXAY6r8KjfsHsKnjXHI5qFbYhGSiE9BrDOQNQKcgFuYi3kUcNh17BbJO6dtZUxcgCqfRpongtqFMXT35u0MHj28y3pY7dZm7/RDoaZG4dIrsvhyoRNdh8ysKF98vJchQ2JB5Y4Wgr4A81/+hPqqWk6dMx6PpxvrQw+S4y+7k9Ubdx52fS4ypkmuX9n7Bf9BrJJSTuv9go9sYpbFGDH6mdLSes6aZOB1dZzmu1PUs0bYQAju0ep4L2LD0W5p8deikWfUcjKklVvLqnAFGxFRczpUrv8U+AOGrvPiGTdS8vVmjKjO5796lOsWvEDauBEHrF9Ojo7DLvH5BUJIcnJ6Lz6Fy+smb0yLQHqRBsC0WhpGHrs2bGXo+FHNU2npTtj0mx34QgKnVSKEAtK+z9C4XzPMR2Vu7t2RjV83La23bB7MhGSDaQltrXYb62x8a0kOu31WRnhCvHhsARFNayUUAQSRBgEbQTqEOUOrCbMOFsAFAUMlEIbTXh4FBeaxcQ6dT2/JZ3R62+lqKSVCCOzOQ49ZeSASEgw++bCAtFNGUVmjUetVY0KxLzkMM0x2l4Mxx4xnyXsLWfDVJqZMHkJGeny/5Is+bOwLyh2jX4g5uMSI0Y9EIjouq47HKTqMJ2tDVpYobvzChQ835SSxp11vaCD5g1ZEgRJmteLjtcx4MEwxJ4UKKYMBKF2zhZKvNxPxBdBDYcK+AEsffr5bdbzmKj9XXB7A4zEYOzbKf148+JzNUsL9W1I4f8kgNtbvf2pTCEF6bjalezquh3PZZEucvvb/dsGKGmdzOkEwx5ZVtW0tLlUhldmfDmFtrZ3aiMrKagcnfjaES5NrcSqtppOlhCJpZt3ZI2CvMLPvfA7kYw5aFsAJgXyFQMT8lNVrXPzkoP1XtBeREj75VOWl/2rUtEuBffHp9QgbnH3iNzg2X39wmPRZ7qjBnHn9udi8bpYu38a27SXo+sEviRjwc4774iz29idGp8TE4jeSAd8NHLU0NoYYFOdnWGZHo/4/y+MJh22UfZBB4QuDadji5ZGSjl6pbexdNgfyxr8jh0yF8XOQ33kMiYHk4AcJRYEnHq+ltrKEtavKGTr04HvQzytd/HFbCu+UerlyRSeiqdWjaFraHKiaiq/+AIKmG4/wWG+wzfpBAYz1BNvss7DCiS5FsxXRQBDQFUZbQ3w7vQpFGGAYUC8gBNQ2TTtbABUYDCwHilqdxNJyhySC/Coreyst3PxMBiNuGcGUnw/j8Y8TCeu93/3edruNiy518IMf2pk4xdVGMD72s2Lq5m/kpd8WHLCcFSsVrvqWneLibiifo6U7OZyBH3rh3EII4pLiOPmS08gaPoh1G/aycvXOgxaMR7FNMsZBEJuG/kYS6wYGIh+XxZH/3yRk0Jw29e/w8Kwnk+PmVvKt0aZoVBDcGc3mWbWMTGnlLD2BZcOcaDf9HxOlkzqxi+XaI8iZUWb9cRBb/rabsr2gaCrH3n59v19TvEVHIrAKSaKlk9Xo7R5FzaKhWTRCgRAu735iKnbjET4/o54fDani4R3JKALuHVXGCcn+NvvYVNlhnDYkWBXJ9Dgfo1OK2PjuRGiUpmBsv7OGKSIjEsLCFJCtLlNVDIYmh5n0s+H4Q4JIk0D82b8zGJF8MgsnlOLshi9JICC48PpcNm618c+Hi5h7UiMNDQYvvlTPS/9pIByWnDzHyeNPDCbaKu7eBx9pXHl5S4Vcju6pkueet/Df/1k44/Qo11x1AC+Co6U7OZyBH3qxDZ0eJ8efPYv4lPVsWLyOuvoNTJ86lIT4/eReP1KJObj0GzGxGCNGPyKEQJeCqC7R1LYjxI4KGwRpk7stWu/k0TXJzWIRYLJ0MTk6hAAGt1j2UkEUCeSEda7Y9ReGfFFOYkUt/jkOjv2Zzibft8g8/WIS8vrOS9IwDKpKy0nKSG2zfUp8kNdn7mF9vZ3rc2u6OLotrjgP1aWVhIMhrPaD98oVAv4wrozfjy1r/n97Tkr1kW6PEvILwoaCTTEY4QniSt5AtRFCrcszM5vYBbiAylYHG4APSGz6fxSoBXKAIomIwuj0MJ5IlM1+W8saSCsELCpr65JJvDmJK2fW8seLS0n1dm3BfedjL4uWO/H5VW69O4M3n93IrJML8fsMfH5TAK7fECIazWFfty6B1JSDM1n97r4Qc+bonHdObDQ+ElE1lQnHTyI+OYEFr88nf3c5CZPyDne1YhzBxMTiUU0sls9AIy7OTklNEm8treWs6WqbOIuUQcf7JXEqnYuIT5V6iomgCwUQ7LAq5P1sF5mbysxb/z5wK4yd5Ia+EoqtHrGgL4DD5eywy9y0RuamNXaruM/UlSzzbCTXksrc8ikkp6f2aJG+gaSWCCoCr7Twp+Jk/l6WhArcmVXOd9PaCla7Klkydwd3r0tnU52NyQlB5kx9mU+1fMJIzkjexDp1uplyxiUgADgwp6J9mEJyEuDGvH8LgWxQZ0h+M66Mz3Z4+GKdC2kX5ovAvmMFgCCiC/69LJ5PN7tZ/asdJHs6v9fjRgWRUuBy6syc6uP0s4qorNTbxFAMhQB2AUNQNRX3lVZ+Mi6Ob+31c0tmDZYe9PYJCXDxhTGheMTQRVefNTSb7OGDqK+tpbExiNvd9w5V/UYsdE6/EluzeFQTE4oDDSEEiYkulm0X+INtrT7pehj8smWqU0pQ4e9zSjota7vQm3YVCCTXyBfIXFeGiICIgijFtH7FD+vDC+rd4lYpW0BAgb2CioZKIqHuhcnRkbyplPB9yzpus2zkJssG5pRHua8olcKwlT1hK7fvyeSlirgOxyZYDf5vajHzUhrIr7HyXpGbiIgihE6c2oAlJ2BmbhESpgPpmD2nA8gFCoFdAtYD1cAG0MsFv56fzue73UgPMAhTUDYLxRaiukJFvcafP0zu8vrGjAzx9fztvPbsXi49czs11TpSWoFMoEkAWD3gdKOdUo7ckUTFb+PZbLXxC1sCSf83ksc+S+yy/BhHOF38DlVNZdyx4ymvqKektAbDOPQYoAOGfd7Qvf2J0SkxsXgkEMu4943gg/P2QgqmYAxKcMD9FxYyLrXzLCEjDVfT1KZkkNzLGLGZ4DgrhgWkBjIZkGBErQSoxiDS9BwMwIehqUrjjaEgIUumMmrYaHZv2XHAQw0kD6k7eUMtpUHohIUkKiRrywYTNFoClPsNhWcrEpBIymikEl/zd49uSuJ3a9N4p8DLv+ZfQVlFDkiFgHQy/YJFpB9XyLEnf45FDUKaAanAdsysaxVAMaaI9AKjACnQm+JUIpqcYlS6HNTDusIzCzuKufIKlQuvH8To40bw0N+TOWGGj2XLAzQ0WoGJmGbMqZBzFmSdAvHTiRbNxPijA6NMQzYqYAX/RIM7X0vnkU+SDtieh4+B+1weseUDDreT9NwMvl67G5+vGykB91OnAXiHYvQTsWnoI4EBlXGvO1Pbsenv/VFSUse8yRJvu4DcE5KDbL9hKx/u8WCxGVwzvA67Yvo2K52051xp478yhVJ8hCIaqkVn978zSXy6DrVex54bRqm2smzo20TU11CwMC16E17ZvxkeuvU0NO0wTz+WU/RpWNBAgMVqJRwKY7VZuyxztahjk9JIWLQdytROpu93NGrcHlqFzV2JRJIsXdwQnc7KSgf+JucTDZ3kykyOS0jmr2oSidZafjXzKpJEFZ+4T+fuDx5E+ttdlIHpIX0+5vS03rSttSHnACNtQ7tUhlLCqZcMYesOK9Gowt5iC3UNKuMGV6Eozuag6RCBY2ywV8JKDYoFbFUgCHIwyFLz5P6tCnc9ns6NJ1bjsg/EYb9/+4z2z2Wnz2kPq9STnm/XLklhEcw6sW+v2x3nZuiE4VSVVrJ46TZOO2UCirKfcx7cV/3PvtA5MfqFmGXxsDAQO+ru0p3uYkB1KT2kb+9NIBAm3uJnzCDRwcEFYEhchB9OqObGkbXUKwFut6zmBssyHlG3oLerm4bg2aiXP0RTuVkcS4NxNg1eL9tvHYN+6gm46tPYcvkphNQAhogQxc9G9T/7r6CU8Nnn8K9/w7btvXLN7a+yEZ3gfkL7WNEQmDmmM/NyKN1dSPtMU63LfE8tJyTaliclWAOhlsTIEjCgoNTCY+9fzbrdI4gIg9pAGa9X/odjs9fgUCN4tHocSgM3xP2MExr+zHMVj/Jw9DZy2YsbP+lKKRYlAk1W22YUTGujn5YBTNC2h9X2/2zlJbedcq+tU9i20xSKAMGgwkfzPZx5pgurJwjxpqBmWro5FY6ABNESsPxNCRsEFDWJRyuECgRn/3DwfutxqBwpvVv757L/3snNFpp7Jsw5FbZt6/sWyxs7hKyhOTQ0BDhy7lCMgUTMsnhYGKhiqj8tggPV+ti3dQoGo2Q5w6QlHHih+UvqbqoJIwVsVupZIas4xmhZ1yYwBeM02fQz1q8zPwAzQM6AiPYoiJrmA6J0kXO4rg7ydxH6x9PYli1HGAYoCo1//AM7qwIoqsLwebOwed0Hfe1rhJ9/qOWUCHNh0Djp4EfRVDKxttuz5R5YbTbc8V5qyqtITOt8TV+56Di1tnnjOCoLU0Ft8mIGaAQZ0YgCn66dR8Bh450tFwOg8ARbp/+Or2wn8te4n5BmLQB/Eaq2C0NNanalHp+y3qyeG5gDrMG0Ho4F4oDW2QQF5tRzGmCVaIMllvUGgbqOubtdVp2fzatss83jNhDtXue9CTqTJthwnT6FoD0FahRzGnyflSUT8ABSQBnYan2E9rpaLJxCsHiFk43bbYwd3o0pyYNgIP6qBxZmC/3w+7BkCQzqh5jtQgimnTqDyqJyvlq8hdknjOn7k/Y1MQeXfiUmFvudgSqSoH/rNVDboO/QdYOov55JY7v3s4uItjEAoz21CJQUkrfeT90ZCqjmgrk8/bTmr2tpoM73NgmrHyfurnowQAgLNWOd0CCQm2t5+sLbCBkCzW7DHu/lO0v/i7tJtIV9flb8/T/4K2oYe8WZ0MXUloHks1AZ+f/9H99ZsoqKQSm8cMuVRAq28Lu0VB6q2IPD6oHB8zocKxSBy+umtqKaUDCErZNQOm6pUS1aVqYbhmDr5vHousUUUO18ZIRNxzGnllt2P4bL8DUb//5cfTcZx+7iSp7jLf8lTDO+RrQbjdzWRm6f8QceWPIrjCQFTm2KvahLRNhACqXJcNO0PVmCFRCCqAauyRKx2CAQEUhpmgBdNoPzJtVz3fE15NdZ+NXiND7e40FDEp0NfGYWh4CysRrT/zqUKpcDqoW5VtLSdI37mmCfnncKQgl2M9PMPiREpWDtFnuficV9LFwE//eYQjgC118rOefsmEWrNT+5VcCt/Xc+h8vBxBMns+LjJezeU8Hg3JT+O3lfEROL/UZMLPY73zyRFMNESpCGjtMmyC/VaQxIxg1WuwwNc6k+iD9qm4hKg3TpYLrRA2/WSATxw6tIqa9l5tsJ1PzgAjzjziFBDoGyfF5RP2R7hgMl3kCceD2jL9tGyZxUho7fiaEqJNbXEP0PcFcdskYS8QeJ+IM8POhkvNnpXPH2Y7zzvV9Ttn4bejDMqqde5pSn7oOJo9tWA4Nfazt4NTwSecVt6Fdr/PWun/D83O9heFWCgy3UfduOUQOuTsQigM1hR9d1AqEoqs2G1q655hrJ/EsUNU9FV1WmIjvVJZJJo5czdMw2ohYFTYk0OwgB6CggBH5cXON4ho2NU7BFIiiGgSFEs3XxklH/wxLV+bTgNNZUTUGPqiQmVzFq8kZ2b8gjf9UI82YrAmzQOk9ho1D47tVV/OPzJKiVZCVFefqcAk4d46PYpzH938OoC6sYsumYCZie1IWAG0KaYPUeB+gC6oFsoJTOvTgVoLaTlUYSEpL6dpT9+BPBRZco+APmdXzyqeSRvxjccH1MMB5OBo8dwo71O9i9p5yUFC+u7kSEjxGDmFiMEaPf0DSF+LQ0XltWjY5KVFpYvrWG4Vkq00dq2CygtBKOudLFXyNTaSBCAtZOnVy6pKEefI0IKYnbVI33gxrk2CFQsoN1i3/DzstPYoJYSyLVvFV8AZcmvYmyXmdW3Xz+PfNyLK4IBTdmMeO7I/GvqOHr8/agl5mWqPrCUp465nKEEEgiWBJUIrUhCj5byvSLz2hTjTfUfN4mj0anG6mYwuWW3z/ErqmjqZ/iZtMjw9FVlXotiTH6ZvLk6A6XUh5ROc96LOsa7MhqhTRbI09lFHGGEPhDgpyGdOLTKigRUYSIEolonQTgltx48qOsTZrIO1XnIRHUD43jpOqFGCiUrQnxVP3ppKurKJ05lUaRwFvuCzmv8Q1yy0spSkohZLGgykTqanP41vhn+O7kfxDGwlvRc5lfdSq7tw5h75bh/PC0Kp6pSiQYFahBUCMGYUPBIgzGJIR4lkTkbLOCdYqCP11BCPjzihQaI0qLUNynq+IxvayrgWCTxbIaU0QKTOtiZwigpGPcTixw8cOD+fH2Sv54bVnzN5EIvPZmHF8tdDFubJBrrqzF7T64UCt33t0iFAH8fsEv7la44fqYR8LhRFEUZs49hveeeZuiomqGD0vvURzTAcW+0Dkx+oWYWDwgvTFtPJCnnmP0J1arhpac0ixmDMPN2rIAby6p4I6LrWQktl3PZkUhiYN4+09IhBknIFctAUVBnnup+RRu+IIdY3OYymqyKETD4JMNZxLRzXWDMqRiEWEUAdmyiFI1newZksAH49g4ZVVz8UY4guPNuTSeMwUNP5M2LkR7peN6xpWinKAyAtnK0yNktRGxWig7M4l8Rx4LmE0EC4h6UuUmqquPxYi6udtbzmD9Kyb5z6cuAcTeKMetWMGz3MCylOn8c+Jv+On9I4gaAve3MwlOjOBWGpnq3IBhtLWonT/0ZexpQfbUDSZsWAHBpsA4fn7sveTc/xr+B9dgMz7g4j9+yBcP3seGG67iQ9dlTGUJKYFqkmoaCbqvI8n6XZzJ5yFFuOn+RDg9+jELllzMmZ4cFvxgMy6LgboVFlS7uC6zmq+LnSwoczE+IciPxldy2bZc9mWoNoDyiNkNf1HoIrKv3k0OOc0omJliSpsslvu6lH2frroY2e4/AsgUBCOCv72XzPfOqCYvLYJhwOnn5LFytQOfT8XpNHjwkRRWLd5OfHzPBWNdbcdtPl/HbX3FkdTj9nddvUlxTDttJis+XkJKivfoTAMYo9eJicUDMqDi1sQ4CmgdtkJVBfEJLoaP1HhjSSVXnWQQ5+qFIAVCIO97BIr3QnwCuL2mpkgZhLt2PWmUoTWpkQnJa9lSNYaIYaGkNpVoUEIIKtZL9LFRbPEh7MnmFO2++V1xXDrl556ILjQa8bBy3Bmcn5bfpgohotSKEDnGHnYYw4koVuzhIMesWsZnF8zCLoJ8Kk8lKixNdYZCfEQTFjC/5AxSKj9hhHU9dfaLkTUKkTfd/CrxfoY4dpNZXsyFNTfQEBwNqkSdFAUEunRxtjOTLe4QO+rM7s2qBjlvxuv4hJOs0E4q9SSQkMM2zkj8gDUPLEMLtaiqE375ezbccDUexlESN5ud8eWkGJMYo19j3jOZRJT65p+11xbmv2cFsMgWK90jo1sFUs+rbmkTQ5BqjRIKCSISNAHzEhoAyHZHWF9pZ7/9hSbMXjuDFq9riSkmjXaHtnYAcDY1cJps7vVVRdIQUIEIH3/qZtXXplAE8PsVSss0nng6kZ/f3tbxpjucPlfy/L8gGDQrZLFITjyhlWd6H3eJB1P84TIL9PfoIIQge1g2ZXsGs2bdbhx2K1Mm5WG1HmFyIBY6p185wp6OGN3nSHq37i5H4zWZuN02dEcGv/13PtfPtTN2cOc/zUhUsj4/ypThpsBatCFMsJOpmLQEhXGDNcjObbPdP/E4gvM/o8HwYFXCKELyk2kPYHUGqQykMO35P/LCHRGSxgpKVsLxr+4mOCuedzMuZfAZPkIfbAJA3DUTXezLQazQKNxEPG0zzXyp1AGSuPoGypbnousaI1PW0ZDh4c6b/kSms5BkytscowhQFJ3RmWuw5lezx54OAoxyFRTJM43fZrZ9AZvCY9lryTIP0gXGLg3boAgOTXIRNkZPLuX0rzIJ6g4um/wiBirZBZu5dOppzMybTESzkrNpFelLkxGyrSOR0A1sSCajMiPyc9q7JMfrv6BKuw0kSKK4jIuwyLz93d5mbIpk2aQdPFacRGFxFXdM1Mi2mYru/HH1fLDXw36iCpmOLKo0Pbx9whwsB2GuW6yn5edhYH6n05I1xt3aKikZNyjE2BzTxrluvZ1guziPwaDCsuUd0zd2h4f+bFBQoPDpZ2bzjR8v+fcLTRc2QH/CXVWrJ73OAL20Djg9Lo4/dxablm1gzZerqW8IMH3KEBIS9h/tYECtOI15Q/crMbF41HKkdFs94Wi8phYURZCRk8r8NZUkx5kDtz8keWNJy+uzYUBpjcEXG8xuu6DCYOiw1A5lbSwP8fHXDR22z5loY9Xc2SxhBLcafyNTKWYrI9mcN5SLHa/jKrVQ9pzAtwBsDsmIXD+/12+jMppI2sdbUAQ44kH/ag/qmdOaBKOBRzZi9yWZa+uacEmN3XIwyzbOQo+a4nZrdAK7Gkaj1elsVsdzXO4C7G4fq8NTCEsriUo1U2wr8Yp6/uW4nLsif0GxGsg0HQzBS/6r+G/hZdjjA/w3/QFu8NxBMOLG+4yDp+4pZ4YtTIKQnJDs5+ljb+K2FfczLmMdCEHD3WsIVUvSKlYDUDx0Eje+eifZly5m0qtPo4X8RB0Olv/8ZgAuWPk7xOZ/ISfdDOO/03xdFjmc1MhLRMQuVJmIRs9inyRoBnfnlLOtciNDHeOat9e4VESuRO5pipUYBQyJQ5MEwgJLtcQakUwe7GdFpYuQEBDC7MWrgBsww+gEmv6/CLOcXMkgGaYSDX9ABQ3iXTqf37/LdJIHJk4IYrcZNEZblkE47AbHHuPv0bU1H+uAd94yqK4GXYfkZDpZR3pkcIRW+4AoisLYY8YTn5LA0vcXsWjJViZPyiMuzonb1Xlor6O1LWIcmKNELPaHxWmgWLX6qx7SjNXWq6caKG3YX/TseoUQxMc7KSry8sRn5jZNU8jOiW+zX2orY2FyTsuxbc4s7ZDUMQ/yp5sbsG2bTfopRVwefpmo1JAoWImSvTOOK978HSe9D5WbYMPZ5/K7pONI21POCS/9m+oJI4lLdDEraQ3PP7Ge9OnJNF4wBSd+JpeswF72Q2jRPkwx4tlUO5pGxUWyrQynNUCBPYeIsBJp0iTLS47BNqgRvakrqjIS2RUayq32v7IlcS2la49nUvxXrEk9EesFjURX2rDbg7x6xrlMjt/MukffYM/ufyIz1hGvvMB2cRLhPS7K69aSZS9k8xl5vKecTURaaCySyCbdveScW/j0mt+ja1bWjbuUtZMuQ6gSX2Iy4XMSubIugHPvJ2bbFnyObCUWARS82OSkbt/bzkhITaKmooqEFDMFn1OR2DIgmIIZ3LspPeCF8XV8L7GaXcVWUjxRpg4OMPiPo8xHa9+YfiKm5TCh6TmIAKuAkZJhY8JsvWcbX651cu0DOaiq5MVfFGCztNiJTjulkWNm+lm6zEmjT8Xl0klPi/K9G1qm0A+GxHYO/B1+EV3+RL5pfUUf0I0mFEKQNTSbU688g92bdrFmw06CjX6mTRnCoJzk5n0GJDHLYr8i2mdGOBLIGz1J3vvMx4e7GjFiHJFIKfH7w2xNivB6qgufauE04eeavZWs367zw3NPRNNCgMTil0SMOBzOf4A21ixgzy78axezNWsPYiTs+nUxx15zEz4Bw1qFznkq6OGHvmTu99zFdc4X0FEpD6QSfdhBORlcf+qz1Ka4cWXUEcXSfJyVII86b6UqmIBv8svoBfVsn3MaW+edy4bzLgfD9CS/0PkKDyTeQURovMgVbGEMqtSpIBUFSTw1OEWQG8NPsMk6jsBD66i6byub77+FgrPnsWPrKEqLs8zA3R7AYXoKo0psFj+vJ35Mkvgv4ezxZNpHM1iOQPSigIlGIhRsyydv7AgAqiIq49YOpzyq0TzKWyV35Zbz26S20/U/fTedJ5Yl4Y80TR3bJIykaZrZXHOqrZN47AaLbtnJyLR2wSbbsajayaJKJ6nroqxfYWfMmBBXXFKL03nkjQ8xDp7GukYWvfMlkWCIaDDEyOEZDM5NQVFaligcf9mdrN6487ArSBE3TXL8yt4v+AOxSko5rfcLPrKJicUY/UzMu3ygYRiSoqJaXC4biYlO4uwbOTb7eyi6j/zi8yipP5NAJK3NMWcfY8NpE63KMNi1fmsbsTiuKptB9i/4Z/yNuIQ5nRmWGgVlgyj/LJPC+mzuOud+wokKkpbpT29DHdfJ50io2Uu63EO0IkL147upe7WUXcefwge/eYSLJ37CnfG/p4IkXuJqBNAoXFTLRELYWC5nkEEJY8RmXIaPE8u/JO3rMl7OPJd81zi++uQUc3181AIRCfvCvAzFzLgiJHceey/ZtkKsIoJuWBhrjOF4Y+6hNXarR7e9WAQoDWucuG0Iu0MWpEXgcBo8XFXC/Y+nkuyN8to9exmUGkFKeHZlAr/9IpW9DRbURCBL4pAStzA4XvpIy4rwpvRSY8AJIz5nRs4KztYnMMMY0qZKpUGNYfNHEpWCmQl+Fhy3C0PC29s8PHhfCuvX20lJjPLcg4WcMO3gpqWPfFr3OUdhH9auOo11jSz7aAnFOws5a94UnA5rs4VxwIhF7zTJzD4Qi5/GxGJnHCXT0DGOHGLe5QMNRRHk5CQ0/78uOJYPdywEIBLR0aXRoaf4+weVnDVFJ9GjkJagEGjw4XC3dYaojaqcZtmKpVUKFauI4kgL8K9LLkeNGIx0bKAkkkGlnooSNrBEw/y18FaUyTpGqoJUvNgA+9Q44i7NRFzyKT88fxqXrnejJ2i8GbkIqxZBCIinDiGgSiahEaWIbEYZWwgIBxP+s5HHp3+fgvGDkWEYfco6di4fgb/KYjqK7GM74AW7M8A71edybOZCRga2MWnNOkTFCmoSdpAw4wcHtQBv34v5/qyT6dYoW8Zu418N8ZRGLUwRAc57K5fwCIWCry3c9Vw6L/6sACHg29Nr+Ecwkb11VvQg8IygsUbSqCu8NjvOjM/Y5Hn/yYbTGZSwgzcc65lg5GJXWsS5bPoYEipDKjcsyeLDzW5KNyuwBwipNJaozL56CJ89v4uTZnYUjIYBS5c5CIcFxx4TwGbr2ggxwGRSNxFd/N0b5Q0A2lXHHefmxPNms+D1z/liwUZmzhiO0+PE2j4ifoxvDDGxeFTS0+74cHbfR1Jdv3lYLCoWS8dcxtasdN5ZV49LDeHWAvhqfdxw/iCiukRTzftzjuqnuD6DqMuCtWlxURgL+QwmYrURsUiyRBEOW5D4aC1bGsbhC3lQJhjoStuuSXVruE5LwXNWKv6Pylj3iIXkB0ai6Tq6xdxXQeKhgSqSyK3dwwv/+S5Dq3dRGp/KjT9+jJBmQxESqyNM5vA9DBuylRXvHkPhxjwwWj1TIQi5rKR7ismUJQQdDpZOnIJxzEt8teMfzPxVCZ7bbyNVWsgJBcASD0r7/NZteee9Yi6/cjkOh8rHH5zAlMkJXe6rCrjOWwvA0HdGEs40p5ZlPHgNc9FlUBecumowq+oc5kFfYjq16AKSgWFAuwhMy7Ycz+Zl43kEhYcml/Dpl27OmNjAd0+t4Z0Zu3kiP5F3C7xsMezgknCSAT+WUBSF21WogotuykUFcjPDvPr3veRmRdB1OOvcbBYvcaIISWZmlKWL9uD1du7WXVqi8uZbLjQLXHRBI4mJXbt/G4Zk7TpIToKcnN753R+pPUh/19tqszL2mHF89cYXrFqTzzHHj8YfaBs54LATC53Tb/RCQLcYA4+BHunrUM59JHbzRx+KIsjIiMOdnIzuycaWPZb7X9Z5/J0AlXXm4P9gYiXLfMfxcdlcIlIjLC1slSN4wfgWW2tH8WXxyWwun0BeaDce2Ugg5CRVLSekdhReETQMj534Gwex8ozruePEL7m36H5CatuA5YYU6FLh9UeuIH1DMXvJ4u0pZ2IIBUVIQoYFX8TOaLGZQdoelJlRsO6zrUkQEtQo0iFIcZVjEabIlVEDmeslHIBXPy7iosZ05oTjONavUrXkXKj8tE09JJIG6WNXwKAuovCzOzcQDBrU1ES4/w9bm3aSICO0zk0okRSJNSxRn+ML9d806PWmFVMRWOIlf7i+FIB/l8SzZI+TpLRSJs1eglerNgdONy25oltpMEXobN8+Ct3QCBsKP/4qk7dWe/nxs1lUNaicnOyjOqAS3BcUXBUwXsJXKmxT4UIJQlDboFJVo7Fms4Nrf5oNwLvvuVmy1IHPp9DQqLJ7j4XHn4jv9Ln5bL6DEWNy/7+98w6vo7j68Du7e7t01bvl3huugLHpvfcWINQQIJBQQiAJkHyEEBJCaKGE3nvvxaZjG9yNe5XVe9ftu/P9sdeWZEtuyLIlz/s897Hv3t3Zs7Or3d+emXMON96czvW/T2fg0H4sWOikpkajqsre9/LlMT7+JIJlSc49z+Tgw2KMGBPjo48tpLRzN25t9lQoJHn62SAvvRIkFttyxW3dQT75NMK8+Xte5MTuuPMZDgME6EKQ5HaQ6nVgWnuIXNwY4NLVH0WHKM+iQqHYaTRNY+Pc9wGDs6mrC/LSt02ctr89RP3KgDtY8o6Dec37sTa3PzP2OZgvI8fSbPqwdEF1KI0VLSOZlvIVoOHRQ5joGHGXgQQWM5ZScgFIOqSaT1KuJeL1U1ZjMShtFVlaObowkUJQRg6/ufdRMudVo5kSZ2klZy57hy9GHoqVAgmihWSjlgViIs0yAZFswslRWKiT6G7ACupEU3U8Y1sokP0ZIZejmSZOy2SwHma518FjT3+B2ewEAfWuFB49+GzOKL2fVTe9y78P+ANVfVMYrJfwbdHhhEwvltRJvcqP619vodc3Mm54M6z+K0bFBwwkCrO9kHU6gfzTWOa9C5eswS8tNCy+PP0NHvnpGh5dcg3DBzWx3OFkbCTMAwtTISaoqciipiYbRgJrJMTikmIRMAA7otoBljQIF+qt0dMhwAt5zih+j93XA7xRDCxiaHbHN9L68AwIBBJDk0QRWJagvMoOSqpv0Nol4AuHBbW1W3qjpYRLLsskEGjro5AcdWwGzc12AwdOCzJz1hqEgOuv9fDWOw6suOg9+TQXVny+pddjccft1fz2mrotZgQcfVwd8xfYUxM++CDMSy8kb8eVbFNSYnL8SU2kJAuqK3agFnsvQkpJJBShZG0Ri79ZgIZk7Gg7PZQmBIamXtj3RpRYVOzh9NRBo97OlufFMHQyMhIoK7N4YkYQr1NyxFH1XPrEB+hRi+rsFJ545FKaQglId+srvGlqLGseC0BhpH3OwhLyKCd7U7nAOl8m/fKLWV0zEonGS6suZkzqQg7L+ZhsRxnXFd1N1pfNaPHhKWc4SqLZzNlvvsEHlx2DJiyCeAniASFI89RSkpjHWae8Tp6zBCElRY35fKQfQ9RykK2VkflGMWOu+QFzkBNu3g9LNzaNyfQLFHK17xE8qSGS/t7IhWUvcrnnCVaZ+yCFgac0woh9F5GY0kj4FxM46O7nOOO0r3gi8wCaBl6KP9bMtA2zGFb2MmV9viDREmi6xEInjJPnuYDZ+0xm6JjFlIVTOTKcRnhmAmbQAWnC9joKYAm2J9ECKoBioFbCKAGZwAAJZdiVXCRQK0gQJkvuWUV8FJ+7xpazqMHN3DqPnb/xNYFrfABXiYPBy6P84qZ6/vdiGuVVDmKm4C+/tSvWHHl4AN0AISRSCjweyZlntM/xKSU8+14ypTE3GGYbD06M2lo2XUvfz3QTjaahaTXU1lr07QsFBfbvlpWwab1AUOfPt2VQVm5w151Vm/YTi0m+nxnd5Hn88OPNosC3cTvJztb49a9cDB68pdj92fSAuBgpJasWrGTe9B/x+z3sN8HOu6jtiQJxN6XOEUI8BZwAVEopR8eXpQKvAv2BAuAsKWVd/Lc/YmdBNYHfSik/jS+fCDwDeICPgN9JKaUQwgU8B0zEnlxytpSyIL7NhcAtcVPukFI+u4sPdxNKLCr2cPbAm5SCrZ2XnBw/4Mc0LYJfJiI1wITSzFxCEQ/SYbXzBkndojqYDhqYUQdvV5/O6Rmv4xAxmkjYlIMR7Gog/RsXsZqRAFjorK0fyhUJD3FuyossuyVKSgjcbe5sjliMoatWIzgaEHgJYBBFIkiQTRyeNJ08ZzEOYYKAfkkb6Bcr4kj9c2aKqSw4cwLOs8L8KvY4+cEikoL1NJhJSEvn2aQLcRNCAEk0kp1WgVGtEas24FuNYNDBmtXDSB9UQdJ+NQTvGMoqowgsi5dj5zDZO5eyUdkMaVnFQd6viWgufpD7UdSUz9++uJ1IyIV/dB3+0Q0keppwiBhlpSmQI1onERUC1dgPzxLspNwAi4WdpDsXmCHgGGA5gETX4fXrCvG6W12CqU6THw5fS8wC0xQ846jjXUcjj0Rz6He17UW84tw6fljopU92lMH9bSGWmxtj9ncF3PGPdIJBwbW/rWPSxBBtefi1VG5+MBsrQ4MUB6wIYT/pg9AmbVIopHHwQX6OPCLA0Uf7eeWdfKAWcAHt53kGg3D/g37+8PuaTfMeDUMwerTBypUxNA0OmOJot822bie6Lnj4v1uvYrLTbOetbKt68GfcDrdHZ86b8SMr560gM8PPhPEDOk3OvZfzDPBfbEG3kZuBGVLKu4QQN8e/3ySEGAmcA4zC/kucLoQYKqU0gUeAy4HZ2GLxGOBjbGFZJ6UcLIQ4B/gncHZckP4FmIR9OucJId7bKEp3NUosKhSKXYKua4QihwMvA9CnsJRhjhWsCg9FyvYBxZbUoEDD7QviTWihOJpLnqOMRJrQiW0qLShawoy65yGKxnhYcegpAJhSZ4JnHpXzLeZ8IJm0WdKLqMNg2Zhhm56WQbxMYRYh3LgJIg3dFopxnLEINyy8l0UTRrKQ8Vi6TggvTzov42/OW3k44Uo+bTmaNfNHMDx3FUYtmGngLDPZb/k39M9dzOohk2CSgNegxfTTssKP/ulAbrnlHwzNXUM/NtAUTeTfoRu4OOlZ/L4GGkjmPF4kLFzIRMiZUsSqf42hao6XKkcuiZPqMJqi8Br2seRi14jWgHxsH0S4zYFLYBm2mMwB3gcuAUyBI9sio3+rW6agzsHvPs5l37wAfzqoCsMh+TXJXB5Nahe97XFL9Fg9qX4dpLZJfQwdGuW5p9uXe2zLR98mEgjp9vq6jHsXI9iPoFYZ4/FYnHN2jMsv8zLxkP7UVmvYrlGN9lKnBWgmEoFDjkhk7uwGnPGprl9NT+HRxwK4nIJfX7595Qr3pPELQdfbs632GmsbKFpdRNHqIoYMzmbs6L57bjLujUjs5PPdvVspvxFC9N9s8cnAIfH/Pwt8BdwUX/6KlDIMrBdCrAH2FUIUAH4p5SwAIcRzwCnYYvFk4K/xtt4A/ivsk3E08LmUsja+zefYAvPlrj7GjlABLgqFYpdR1udoYnoiAKk1ddxSfQfemO11knJjjIcBTaA5JJkZpazI2oeTYiegYeCyAnisFnvFSIzEh74m4YUfyFzzEwBeWjg28QOGu1dQ/LWkIQDfr4eoCZYOpkujxYKlb621c8MAUZw0koRp6cxZOIUvvz0S02y9FQoBh676mv5fFiLaTOYP4sFCI12v4SKe5lt5KI4NoDWCsRaM1yD1/ShzHppKUqABirAHnqQAKTCjOo+9eyXrIv2ZXn4E877bj9EzV/JJ8dG4ZJiHo1eyYckASn7qS3MkgWiqgXdcs22QqdH0ZCp1j2ZBvYAm7HrQy7Efmk5sB5yHVrVhYs9NrMGef7gvsBLYAKH7BMdcPoDnP0uiRVrc9mUmH65K5O/fZLKyujVoqKM0Pz/OibF0mbndauazzz1Mf9tl978lbbuyN/Zr29yFkqkHhLjsEjs1T0mZo5MURRbQvOnbmjWC515oDYpKTta4+Q8JXHetD693+4zc02RRV9vTWXtNdY18/OwHfP3mDNbMWcKoIVmMGdUDhCK0XuNd/dk5sqSUZQDxfzfWYM3DvhNspDi+LC/+/82Xt9tGShkDGoC0rbTVLSjPoqJjdsWr9p70+q7oFqRu8NnFb3Pk02fhDNXgkwHeyTuBSyueocjsiyFj9A2vZW3pcHJz1tOvbyF3NPlJqpAc+1YErWAmy369krKxGQTfCrD21q+JZiRhHTGKgyJfcXHDM/xiwQtEEgW+bNCd8PVaWFEJwwdAzjGCNx+IoYWWkH7649Q9di6W342MmLifnMUlQ1/D6wiw5pfNhCrANTWTk/rWIh/WeO+2kwmZLgxp4tCiDGc5urAgZpFc3Yg0BCIaFz0mCKftNHPKGJM/+JHp2lG0v+gFJUuyqXwvhZs/vQ8pbYGqv2Py6u9+wUtrf0nAkwgCGivSyNt/LZrbsjcPALXC1kk6MBb77i2wdZMfe65iE9AHKKV1OFpiD0fr2NtHgeME1S8bXPqfPG6vC+EfUYaxJJkUj0mef+vumhuu82z3+b/7nmRu+780YmEL6kNgCDjKBRsMKIu2eTjb4u/2vzZvCpi6+Lxa7n8khXDt5tG37VPtWBbU13V+Y+kpybl2jZ2ta7UtwFFbUUvhygLWLlpNLBJh0oRB9MmzA3p6hFDctaQLIdpm+35MSvnYTrbVUWd2duo2f4PakW12OUosKjpmV9wv9vp70N5JXc4oXr95MTnLPyPr03/iuzLAO3knY1oazZFETnv1ffqPWMO40SU80pBIrLyajA2r0D/4FBEKst+KegKvfMKrD14DUsNdXcdxvzgdJOx3FDj3AeebMM6EbzQ7ILiiCSoWA4tbXQXedxfjee8nrDQfWn2AQ592M+gwjTfGtRBZZYfQRL9Yz/QTs/jbl/Mw0YgGnaQ5q0ifX8dh+3xB0OMmZ1kZOcnl4JWICEgTItWgrbJn30mHk5XZw21vaDGbBJE71sIvv76H26vuRCbFh2QtMEMGT/37cqxTHXYS7bhnsLE4leAKn/04aKH17yeNeFnC+Hdpt0M6tmBcTevobnwFo2+E9OHV1GxIJxp0kVhczP5F9/C5/z+su2cIA29dRqLRyK8GhUl0dZ73cPMn1tYES0uL4P/+lkokHF8jBsSkPZ412B2fYxmBGjsYRjiTmDSxcdP2d95awdhRIR5/PJHvvnFjmhsPWI8fYAxdl7jdcPppnQvcnpKca9fY2brW3Bk/UrzadkzpAgwh2XdCfxJ8Hnw+V2cN7NnsmgCX6p2o4FIhhMiRUpYJIXKAjfU5i7EniWxk46tccfz/my9vu02xEMIAkrDHDYppHereuM1XO2jnTtNtYlEI4cZOHeuK7/cNKeVf2vz+e+BuIENKWd1ddikUil2P1HRKRx3LutDhJMx9At/YRWzQMnghdB7DzyznN7rk7GgqlVVl+NOS0UrbqB1N5/WzrqV07hKsaKydX+ntTyElCbJTwJkAl10LHzwPBUVgdvAgEVKiVzeTc6DGmPMkX/8uQMOqNi/nEuo+rCIUcyIN+/ZYHcmg9MeBXP7p84z/zSyezb+YqN+gLjGB5MIWsCTNg11E12ssXz+ev+57J0W58ahuh8QoijB04WLOW/IgJ695kb8d8MimfW30/lkxB2KxhZzSOjevZVUSVih+i3ZjDzFv7eF4OPaQc0V8PZ+EAHiHN7P/h9/izAwjLY3vHjsERzF8nvgfe18WrPvrSBgL/yyQ/PXUyk53sblA2ZpgKS420Dqa6DQ/CpMcOIa50AIuhJWIrkkuv7gWvU0QshBw7ukNnHt6AytXOnj08SRmz/ZiGJIDp1n4/SGEsDjrjCgDBnQucHclcuNcij2ciqIKStYU0zc7CZfbwJ/oISszeXeb1Zt4D7gQuCv+77ttlr8khPgP9izjIcCPUkpTCNEkhNgf+AH4JfDgZm3NAs4AvohHSX8K3CmE2BjpdRTwx11/aDbd6VkMA4dJKZuFEA7gOyHEx1LK2UKIfOBI7KnYCoWil+J2OykuOZ/mZafgdsIjEyyyk2JYdUUUW5LcAfl2IuCpByMvvByWLKL20BMpOffPmJEtvUcxE76bC2dkgOWAJAmn3u6k4YwUnu9XRaiyYxEx4nwdIaB6iWyd4xfHoVl8WHYqp+S9QURzISMaVpWG5o2RMa+Go177CsMTw3N4C/vkLuLOyTfiMUKEb3XwxeLD+abk4E2zwUW65IZz/8Evsu/E0WhHD/drWMWK1PFI0VZJCQhYdri3lBAGK1W3HwcfY3snN5Z0bsa+mzqx97Px31TgT0C1tCu5uGDAVcsY7l2J4bLdm5YFo49bxOJrJ7TvECFgrcR9kkUwKtCB2kadjORYOwG3I/TvH+1QLIpyiyv713DfHWWsWuPiy298DOgf4ZgjmrdcOc6wYVHu/fee50OoLCoj2BLAMPbsQbriNcU01TXSb/JAEhO3fxrBHs3uS53zMraHL10IUYwdoXwX8JoQ4lJsHXMmgJRyqRDiNexQsxjwm3gkNMCVtKbO+Tj+AXgSeD4eDFOLHU2NlLJWCPE3YE58vds3Brt0B912hUt7wsTGu4Ej/tl4i74X+AOtalyhUPRSsrP9kO3HsiRfrGjCLcLI5gQ8Pi9pVRbHTpY4dNB/eRkSKHr5I0QnikVKKKhwUTT2FMiqwJgaRUt04JMTOe4BP+/88g6sDkRmS7nENOHY9xP44U8hljwQRXeApsMhv4Zxwfn8cv2LPJZ5KURBpuqYyTqfv3k8Vo0BmoRFgg3RgWR7yrhp3J249CgH53/F3SuDhBPcGFqMA7O/wm0EWfi/wxl/yedIh8bfZl/GWSfNQQqxcTQVDNCOiKLtE4QYuMwwzQUZ9vByQ3ywd6Pw8mEPWPmADOAD7HmIpwLJEpEVQ0TAvX8LVT/lUdXSh7SMagYPX4E3IYAvrwkzrNPOLygBS9AY0Bn9r4FUTHchTUFSgskn969l1MAQ0SgUlTsZ0Cey1dLYTU0aCxZ6WLDUQTDRgJgGPjvnpQuLTz4sYvIkO2x76OAAQwfbAS3W7nEO/izMWIyMvGx8/l2UbqeLaK7fsp53j2f3RUOf28lPh3ey/t+Bv3ewfC4wuoPlIeJis4PfngKe2m5ju5BufR0SQujAPOzKpQ9JKX8QQpwElEgpF6mJtQrFloTDUWIxq0vnFUUiMerq2j9APB4nfn/35VXTNEFWli0ardQ0AKoiMf75di2j+5gcM1FH12BRZQKRWEdxuTZNKYN4VPsT2bqf+o9b8BgxTtnXYtSpBr7383j+2Mu3UCKV/44h/uDA8Aqm3u8lbVwYfXGE/BEW/SdC1IySsCBEeEkSjLAgxd67lWpATfwdNxUiloPKUOamdof6VhI8ysuq4BCcIsIGZx5fcSCl5wyjdlou3g1NbBg2EEdLM+YGJ9ICnBIt3UKkx9t1SORG509Ybhmhqdv7RgM8EvYHvhO2aLwEUn9XTrjES/PCFNvDiKClKZGSDX3Z/7CvaEnxsu8V3/Hd/x3BJsEoseM3awUFDR7wCvgJQrUwafJAnrp3Ps9+PoCv52Zwy+XLuPTUgk7P6133DuPhxwfG0+PE2w9CxGFw7VWryU9fT3nnm/coLEvanvA9mFAgRE35nueVVfQsuvUqj7tfxwkhkoG3hRBjgT9jD7ZsFSHE5dgJLEnL6rONtRWKnomUEtO0AMH69dXk5CSxYkUFpmkxdGgmycmeHYpWlFISi1k4HO09c0IIGhtDDM8KMrKvTl2T5NP5Jnl90/F43ZQWVtEUtMjKSiQlxYvDobfbr5SSaLS9itl8ne1F08SmChGG4WTg4Gwqm8M8M6OaaNTEMeoYdMctWKEttxVuL5kXXEnCsGwA/EleYjGLDxbWMbU5xLiDJnPeB4/wymnXYIbsYWBdQGMTGJ+GiJzkREjJ8IucvPb9pYx3PUNTTBAzDV5cfT5EBazXYVh8h8OADIFwxtDSJcmuBn4z8gGClpt/Vv2JGXVHcU/CDaSkVjPXMx5dmrjiyQ9DfRIJ9UlkbXgYDi2KHN1Z5jJBNOZAYJLfbx2FDG7/c7yMNf2wh49dwFBgrSS7aQOmQ6N5foqdB3HjJlIjFhMsWLAv/sOqOOiUb8iZUUjZ7H62Z7MR+Br7/35hp9xpkiA1zKiTC6/Yl+H7hdF0kI4M8gZ1Pk/viisljzxhImMW7QI8dYN7nxnKRZcbDBsc6XR7xc7xzQ9ejjp/AC8/WMSpx9iBQrFojK/emEFteTUjh/fB49my7nqPZWPqHEW3sFvyLEop67GjeE7GrmC6KJ6ksg8wXwiR3cE2j0kpJ0kpJyWmpG3PXn6OhT9jW4Via2z92goGoyxeXMqSJaWUlDSwZHERkwdb7D8M0rQqKisa2qXA2KJ1KamoaC21VlXVzPz5RVus53DoDB6cQUkgmYp6OHgfB3dc6GZibj2+cAm/OQ726Rslx1WHO1hCZUVju+1LSxtY/tMG3MES3MESFs7fQFVV53POdpSEBBcJmbk0mQn4UxLJuOMxhNsDeptqLm4vrn32w3fkae22NQyN5IxUvlqTyEdzYvQ/dH9+s/QDkvrnognwpUM4EZ65SOL8oQX3/ChJHwZ4vPxyjqv5iCuXPsKIN5dT2NwvvqM2jQsgDYwkk+tH/Yv5p45koH8df674J880XMZ6bTBntrzJ185pxISDsOZGCkBa6DKKQRSdGPo2nnIOEePkKa/yqyGPoGdHW+dVbox8rqbNEJyEqMQ5OkTO/xUTLXVCpCPRLmip8iMtQWVVFhV1eTBU2mKzFHuSUAg7zU4Ldn7ITWjUb4BPnynglqsraWkR7De1H/tO6UdLS/t9/f0uge0XaHudSvAKoh6DyScOpqh0s8oq3UhPvbtvy263S5Lst/B6Wr3o65asoam6jskTBzFqZB8MYxeUMVTsFXRnNHQGEJVS1gshPMARwD+llJlt1ikAJnVNNPTPGdJWw+GKXcXWry2XyyA9PYHS0gaGD8/C7dKpamydw1xUUU8obNGvXyqRSCzuhWylrqqWhvoAkRZb3B0+Bgo3dPyYEUKQnZ3Ex3NrOXKCgaELDhjp4ICR9oP8/MPtsVApJcsKm3n3x1YxGA6GufY0D33Sdd76LoRu6O28FuvWVVNfH8Tvd5OXl0RZWSP9+qWi69v/fqppgv797dxvnskHk/vMDBpeeoTwotloSSkknnYRvsNP6XA+oxCCzEw/3/7URFFFkKtOyua3Kz8h3NTCq/scyrCDQwT6uJl5e4j9j4gRXaJxY85tXDLpdb71HmQnj9bj/Za/5TmLWQar6wZz+qz3CMR8FGb2Jabbxy+B2lgaOUZZ/LvGx/IYMqxKLtMeZ1/HD7zHyZ0et8BigGMdw6wVrPpyBOnl1VTU5dguUYEd3NKCXZFlfyAq0bMjZD+6AalpmC1bEQSaxLIcfPflYdzwu1L+c1s+ZqkEa7P5i3LLpDhVVQ4O3q8FgPUFDhYtsqcsrFvvZPSoMEVFDrKyYsyY0cnkQ8su2xOJCs6+LJ/lC9z4fBZ//H0lV/26dqvzILuSnnp3ryiP8PSzVfz++hwcji3/jvYdF6R83vJN3+d9MYfVC1Zw6EEjSU7ydaep3cNuCnDZW+nOYegc4Nn4vEUNeE1K+UE37l+xI6ik3LsFXdfIz08mPz+5dbMXrC8AAE84SURBVGFya8mytDYZu+rqAqxeXYXPJTlwtC3wzjnKSaK3fYmzF7+wqKxsIiMjgcrKJtLTEzYTba1JezsaRhZCMLKvTlqixZxVG+/OBgvXxFi4JkZxg5ux+6RjGK1tDhiQRkFBLVJKysubyM1N2jTUvLM4+g4i/aZ/79A1NHp0LvN+XMe8VVEmDnXgSvRx9Acv8djk08nMDDHoIHjmBkjEYtyEd3l3+EG8NuRXfJVxMIXVA8DSbM9bkHal9KTUeafyLDuOEexrO16VRCBJcdSAlGjSolEkEtLcFDCABypv4Ia0f3Go40u+ih5CmC3niOqYpFHN6x+eQ8H/hmFF2og/D/ZdOwVYAWJtFNdLzQhdUmVlUFadhX9QE8zdolnQJK78ANFqB7EqByt9fn54YA1TzhhItGKzcnpbvF9I0tJaNn0bNTLCQw+UIyWMGhnmhJP78eVXCaSnxbjt9gJ+e/VmbQjAaR+HZQnmzfUQa9FobNS5+dZsEhIsLjy/fguTu+KWsa02amt1Lr6sD4VFDu79dxkHH9yyRyblXrY8yEsvV3PpxZlkZmpbXb+yqILi1YUM7J9Jkn/7Sh4qFFtDbG1Ia09lwIhx8q9Pfba7zVAodjvNzWHqyiu54jiD1MQtvQ1SSspqLYqrJV8vsSgsjzBuQn+czlYB0tISpqGyisE5gslDtnz8SAlvzrTAcOJNStrid5fL2GOHt6SU1NUFcIYqufLE1ofmmsWzeOOc68isDTAmC74rgEAU0ofAhe8KVjtGM27t4jY5GySUi/jwLHYBrgEWbBTImoR+JhggUkL8q/aPfDzgGEoceaSa1ZgOAwuNVQWjGJq6kvykdfzQtD+NsSSiGEh0DCKAYIhvJT6jhQWXHUCweDOPkIYdBQ0QkbhvaUCMlG1+NklprqMx6qdxdgaZRUsJe/w0ZuejeWL4p1RhfebEQ4hJjiTuOLaU05oyqZ2aSP3auO9AE+C3oK792PerL6/jjNO2nGtYXa2T128EsZjA6zMJ7WNhHa/DrdFNJRZx6pBi2ME52cDi9tfZmFFBFv64Zqvn0jRh0WI3Y0aHcHThKPZVV+fy1DMpRKMaCQkm9dXLus3LuatY/P0iFn0znxOPm9jl8xSnnn0z85eu3e09JJyTJOkdvRX9TMrEvJ1Iyt3r2bPDuHoaynO299Bd53ob+0lIcCGzMnjg7RIuOtpD/6wtA1lyUjWyU8DjhOenQ1FRHQMHpm3yIvp8LnwD+lDZHOb57+0I6WjUpK4uQGamXde5T5/kn+0Z3B0IIfD73TRFfKwsijIs377lDR47hcsfuJake+/k27UQCNu6pmYNLH5Vss8lq8BhD5va/S/AL+25ggFJ9qRiEkc2smbuCJCC3JFrqXRnEcPAcJj8M/9GdJeJ1HQcWoQxYgkA6f2rGXrp/SS/PpvBI/vw0zv/R5IrRpPTh2ZIEl2NlGh9sNDtSOnN2eQAlBxy+AyahnlYxsjW40USXeYmMD+FxCNqOfO2s6nLG8j7Tz2NWWJQ/0QWmIIGS6MgK8R7byURKnTjP8DEs5+kbKUOjZo95J1gQnkTaUkRnn+6hqOPMpES3l3vp6jJ4ILh9SS7LFJSTAYNDFNS6iCEhfPEBs5/8niePvELzKDLrmGdI+wh80RhV3FpliSKRmIBg2CZj2iso2ur/cV/61+z+Pd/Mrjwgjoef7SkC64Om3BYYMWH4WNt7FC38z2c3ZQ6Z29FicWuRN1Z9h6661xvx358Phe+tAx+KmgiJ1XicrSPWl683uSDuQKfP4EhIzM7jVhOSHCRkGCn57EsSd++KVtEUfdEDENHuBNYVFBLfqbE67KPP+3jNxA6OIw21Zst0DXQG0x0EcOkjQvLsBh86nK8yQFc3hBCwKTjv0dK8FktlD+Uj+vCIAiIGC5cIowABos1mzxVSTTgG+7ElxhFm7OOsef8jdFfjMFRZPJZvyOo01Kw4nGHOScWs+GZwVjh+DkQQBIYyVH+cexNXDXlEX637j+sHDQUEw2hgas0TOWHuciYTtMz6bw65Q3CmYk0PZfeqn4M25glFW6W6NkwQ8Ak7IovQ4BPLKjV8KZreDMSqW/UEd4A0MzzK5L5zdd5WBKeW5HCnLPXouvw46y1PPQ9vJ4cIvH+9/n+hOswz3VARMJSww64iRG3QcBoyREPv48nKULDshQOXjKSSARef9NPn7woBx8UZPOLPyXZxLIgOblrQ2DvuL2C5SvclJQaPHhf6aZztbtu50qkKvZElFhUKHo4mibIzvZTUG/w4pe1pCZYjOpnMGu5/dpdFUmh7yD/DrepaT1fKG4kOdnL0jUtjK+OMCTPQEpJZF0hbmC/vrC2GorroX8qjB8LxjcxDpz8NV8FDt8UiSyEZO33I+k7bi3ZQ4uR2FVgNGGhWRauKUEsbC0UjTrQNAtNN4kJA6nbXr8EWuh/fSaH/S6T1Q82Me9vGzCMkdT2SyGseRBYCCQSQe7pdkGrsvf7IGOCsOmBZLDSBE/WXcIrX5zLyfu9wUOJ1/D8j/cyozadQF0aJGN7XNZCdV3c6+jDdp06hV1b2gTq7VJ/eIEE7OFnDRiuwxuSgC+ImeTC6ZD0ybavpbmVHgIxO3fj8trW+ZYJCRYHH9PEa4vdbDhsGoVHT7FzQJoSUqMw3WF7K+NB0iJmsfz1sQy9cAWxfJ2fxv7AgRcfx9K3EhHAW68Xc+QR7fOA3nhDNRf9so709K4Vizk5MWZ+u7ZL29yd1FfXUbRqA4MHZfeKl71OUalzuhUlFhWKXkJyspdYzEVlxGTNghZS07MAyDB2S4asPZr5T76BURhiTDY4Dbho37hHxwusAzS40PEs8weOJRjzorlNIj8kIE1B4XcDOSDvG4p8+ZgYDLDWMeOcI+GGtj4hQSjkxjIF34hpHJb0FS4Rpop0PnEcxzrHYK648r9YVRZNQKJmpztyE8EpwwSkD12zyD6tiNwT1hN6sozFx55NZm4Rf4v+BSdRMhIqbS+Y1Hli6Hr635oNw8CdH8B6UxCZ7bZFo0PAeGAQcJCE1QIMCXkCPsc+8EIgHzt9zqfY4jLgIVxZygsvBhk52I7uuWJMLS+uSqbR1MnNjHLU9P7cOKqaI3OamSh9ZMQiLDpwGtIT7wcde/jegW3LxkuxQLJmyXBWvDoG/Ha3ibQoUhMQFZx8fl+uvqiO226pIiGhdTw+I6P3q4Of61UMNAWoLa9h5AHD99i5xIqehxKLCkUvwjB0DEPH4+1FyXe7AMuSGJpEE/bQ/Fd/+S+yAXL9kOyxg3gcThD72A9rs6/gvPqXKHT04S7XHwjP9yJbdIiBDOlUrM5j2ujvkVLQsCGJqo+z6HvMekqH5GIYUS5seYGRkRVMdx3GR65j+KbyUKZkfo+mSWLAKoahewXpV/WlCYhIpy2YgCTZyOLGfUh21hExHTSQinnRBDx6I14tSJ+EGiAEAhpa/BTUDeCmj/uSPrSawScvwZfSxBe/P6G1ekoUmCfhYAFXxb9bwvZA7gskAtOxg3c2irlm4EBgQAZPz2ni3NPtNEAjU8O8ceIGTvxyAGsDLtYGXMys8vHBoQUckt3CE0M89Pte2EW648PdmLTOLRPgHBRi0A2rsWI6a0uGEKtzQDXIlxwQACSEw3DPfRk8+GQqS2avYdAgNTlte0nJTKX/yAEsX1FCeloiTmcvfcyr1DndSi+9ihTdj5ppo9gTkcRikqaaWk6eGGVAjk6ovolgXSPShEdnQnai7V0sbYCck/Zl2Lhq9nMU4MDi94H7cKy3uKXk7+0m0381+3CGhpax4ssRzLl/f3RpMjE2n2GuFZxb+QZnBN/GR5CLA89xg/8fPKNfjIWGhokmY+SJEmKagwV9xpMSq6MmnEqup4Q0Wcv0liOoCadRE07H0GNkpzQSxeQwWrjVguzYdXza8ib3vn0xPyzdHxnTyRxRxoSrZqI7TcygtkXqG6FL5ENAc3zoGexgnRD2uiOwBeLq+G8JAiqAA13MkE4WVtYxLtMuofPE6jSCZqu3Omhq/G91Kodkt9AnQXJ91mruLR+EzBV2n812AAIkJPRt5KqT7rW/m2DFNJ7712VUvpgNtaJdwRckRJp1ho4bwn/urOB319R03WXRi/H4PCSlp1CwbP0WeVh7FUosditqfErRRSihqNgTEcRiJobZwtA+Oi1Bac/Na0N5ExTWQcyCmneL6afXYzgscIDXCDE1eSbpQ8rRDHvCna7FOGSfGQwat46qrzOJ1DkZMXUZoy5azDjfQs4LvoqPIAA+GeQ3LY/RX9vAj+XTqAmkkR2t4FfWYxTQn8ViNBll1ZwQ+YBzeZmjtE+5O/H3fJl5KMcmfshRiZ9zu1XFCrOO58wIQ6ROc8MALr7nMWavmIo0DHR/jH0unoPutIdodY9F3i8K0bz2k1T3xuj/m9WkT6xsFYpgz1OM6zh0bA/jRoe0BgTj/eSQLKlunZ/o1u15la1I5jV62JiF7e5xko9GzuWEecvRT9HgIwHrgRqLS497CJcewaWHcTnDuN1BTvnla7Zw3VzXCOwqMk7BLbdlM2u2yhe4vTicDjRd58e5a7Za8Umh2F6UZ7G3oRx8CkU7XC6DmD+LV76tZWVBgKmjnSQMGkjTKtuN5ndDY7zudODTUsR9ScigHagiJbgyWzh90Ct8mXIkjcEkMtLKOcjxJdkbSrjso8cRQpIZrmKRNoZSkYOltXrvLAROI0KuVs7KwGhmlhxMfV06icMbaEz0I5B4s5uIGQYu0ZrDMIV6/ui5i7trbmR9tJa1D72Bd0IySSfl8ujSIYTNwaDpICBvYuEWnsTRD84n5YBqmpb5SZ5cS9aJpdR9n071J1mtosxiS3fBxt8kkCftks6a5JD81uo9N4ys5vXCJFpi8Y2FoFB3UBo2yHPbAvUoZzJHHQtNB67i/pfSeGu6A4YU4DbC7fcnYNHqCeCWHZcoFIBDEKiLcvc96bz1emG7n3vz7W57ju3BJ9N44c1k/v2XMg7crzUgaPikEZStL6FiQ+kutXG3olLndCtKLPY2euudU6HYSYQQJCS4CYUyyB9ksq7JouLwK0jY8GescIimMOQlQUUTYEH4nRBrjupDZqieVf5BvDjwbLKayrnKO5u615tZ88HnFEeaEetmkn3zWM65aDVuEUL3R8hK6cPsvPEcUDwPKewqG+tz+7C0evRGa4gJQaM/2f6qWQjNYr0YwCqGYaIzkHUMZwVeEWBsyk98+IcJ7D/yE/zHJFGvuThkPwfjxzzIr//3DNVNmWQMK8dwtQ/8EBr0Oa+9sErerxaysPMeAqS3+XFjkMvG9DaGhFEW/Q+o49mRNfRJbB3vG5kcZs6xa/jb0kxeq0jG8kh8bkmKY8vgk8QEi1sur+KWy2HUUxlomyWPXLtmKPPn7wuDBCyk4wLImi2iv5ztZdFSN/uMCrUeZwer9xa2dWzhMFx7Wzagce1tucz7tDWpudiUH1Sh6Bp6iVjsjvfLPeUdthuzQcuuvuHsKX3YXextx7stuqh428brcgebc7sduN0OpJQkn38eFbKJ0JP/QAooaQiDppPjkOTda1KVHqAwyUXFBvhF0WMUHzWcxqL9cO6/P6dMSSdQshz/6nX0f2YRtzXfwIcTj2LQmAr2S17EgqR9aPAl4grHWC2G8HDdNVTGMnGIMEeVfcLhqZ+xOjoIS9PwEmC1PiwuFO3b8RJGU0MqU5hFjigl5eT9SJiYjOYVSKL43FFcjjB/OOXv/OH5+xHa9g0zCk3CP8Lwlg6GHg+AkZArIBU7zY0ANHCPschbFuPR0xuZlrRl1ZZhSRFeOKCYX9bU82ODl7Oy6vFurKVtNUNkLbjG0rYUSsDKYOmisYwYswSn03YJtQS8mKYGBwHLaFdSEQGkSmgpBdJpDPqYdsIgvnhrHZPHB7f/xPcyamoEp5+VwHffu0CGQQiOnla/6XcpJRVF5TTWNGL6Unefod1B7w+O32PoJWKxOx7Ie8pDvxuzQXf5rvaUPuwu9rbj3RZd0R9trsudbG5jUvLsX16JeeKZNH/yOrHi9egZuejHnMEbSQkcMeNIin47iEiGkxKRBzEfRmACZqKXTyoncvKR+5Cb0oLznYf499v3cMsXj3PXjOuIotOIn1I9j2RvA+GIk4HuNSS76hjlXswNr95H39VlfHjqUQS8bvZd8yPPXXwBwiHRiSGQxDAoI5cmmYj4qZJLa2/F8LVPgWLoJlOGfg9I6grTSB1Qje7YejBDs+lDHBlDHBZDNFrILzyIJg0RkejC4piLG1g11qQp7KXklz7Wtri477l0Dtu/pV079+ohXtciDJEaD6VKjkprbve7KPsNhBcj0/8E/jM3LX/k8DJOe/9EaupSGT9hHmbEoHB2X6xGHZIlnAe8hR2Eo2MLWD9Q1wykgyYIBAUPP5XK0w92XQWXnoRlwYgxSdTUxDO04wYJD93n5e+32Nq8sqKBLz+aiyca4bApg3e3ybsWNR2z2+glYlGhUCh2HD0lnaRzr2y3LAZMP/pLUpZ8Tmx4NSaJRMuPRsYScTohMy+DdxfUk+85hxMSX8FTV01SfSNXn/8oD7x/BcgQBY3ZTFhQQcMhCUx673H4+w8Y5w8ju7IKTzDEGS+9B8DS1CHEYgZ+RyNOIvH9G0Rw0ISfll98R+a1yVhmKpreXh3HTDs6pXhOfwYdvHKrxxmzdArCAxA6thBLB/+ZlQxM2sCN4fs5K/Ae33sO4bbk35JpCcoOPRTvYp1br6xs104FFm9oEWIC1mHxmR7lNGuzNE1GFoQt0NPbLT5mQAu1V61irnTS5BrLF88PYuF/B4EQ+D31vHfwiTy+72W8WPhLNr0JWBIcOWB4QBPousTr3TsVQmmlwYST+1JTUxdf0jrBtLlZMmu2wQFTYpjBFmJ11exzwHDS/K7dZa6il6GioRUKhWIzYo4EqrynEiz8FZHCc5CRlE2/CSHIzE6mKWEAT930OYtc+awKaFTPreLSqf9mv8ofuWru46T95jMOrP4BrpwOa+sx//YDlLR64WIxmFcwmnCjCycR7LooYBDDkhoL64dhLmui4okaZLi9QApHnXy84Dg7J2GjhzXTRxCLdJyA2bQ0Ghv8lH7YH+sHF7JBINFoEolEXDr3+3/N+97DmBr6BJcErxCcfXQj7z9ewOx6LzNW+za15UOgWXZVmZ/+MYY338gjHG0vYmXmP5H9Z4Hv0C1scRswzUjiWCuXu88L8t+bSklPiiG0RF50vMqTz2Qzom/IjiyyJFiC7D4JuPIE3iSTJL/JTddU7cQZ3TY7K0Ffe11j0FAnTq+LISOcvP3OrnmsvvRRMjW1bfu6oc2nhQ2FKgG3YtehPIu7BDVXrffSk89tT7Z9z0IIgctl4Oqby7d3f0HKopeR6V8Sm5RGJC2ZxP9bSHCIIPXkb8hIh5pyME34dD4cP9nO67iuWvDeH45l8bXTuOqp+4m6DNDsHInWA/MwZtrewqYfA6z/QwVDHuiLEAaSGN7YKGbMvtoWVAjWfT2MWMRg6HFLQQcNC4lACEnZ2jyWfjUeGTWgXiLLPHBICC3FpCXiw3Bb/Mt/HUeHF/F3M51+0iD1sDJOerIf01cnoAmYec1axuaGSEAw+aMBzPkwi2hE590NCVwfcvDQL0rbdk68FE5nndf63yvPquXKs2rb/JjLvDfW8sx7KQSCGoGo4M5nMtGFxLIE2XlRCosNrr02k5mzPKSlm1z/u1ouubiBTkqeb/853Ylt3npH45JfOQjG0wytWye44CIHr70c5bhjuzbH4ajBIVz+DFpna0rs5Jh2lx95eAQpJWZMTeRTdD1KLO4S1AO599KTz21Ptn3PJSXdT+zgXyH1C2gJF1L/vkbsHxez5rLzqV+5ftN6Di8sL7Y/NpKLl1/L7z6ay7kvv8k3hx1A2OHE8dJPrHusiODaAIkeB6CR6ziaCbFrCIpiHDIZl57Gj1cWc+mPkpdWJxHRNAq1gRQV5pPhr8StBzB1qFyZQ3RBAphtJnqaErnUAdOitF4TOp+nPMnxsnXYsiGkEzUFbkPSHGn1li1a6ica92IGoxozViR0aX+6nJJfn1HL8vUuJl80mFCbfa8qcnLYxQOw1ptIKaiqNrj2hizmLXDz8IMVXWrH9nDLbcYmobiRYFBw618Mjjt2y8Cgn8Ox05p59Z5iHnvMwUdvSqy4FtU0uO2WEOnpkmg4xuoFW5+SoFDsDEosKhQKxc/EMDTAS7IYTnIOLK4L4Pv1n2m57beYoTB5++2Db9xwFn77I+7FrSlOamsCZDtLSapt4My33iMqBPOPGIX+m2lU3bqCke79GLe6Eq9LouMiQQ5qt98n9y3h9AGNzKt3s/abudS8/Akzr/wdlf0G4HC3EK11twpFHVsbxgQ0akgp8Drs3HwBzc0Xuo/j2zilnju3iNs/z2RinyA5WVFyvh9BkmFyyqAGfizwEIjoOA3LHjYG1pQ5uee9dISAG0+uYkDWlknw6ps0GgM6fTv4bXPe+9bP5k6ymKlBgoQ2KXgCAY1nn03ipt/X0K+fneJHSgiHBW73rp3fWFTU8QtYQUHXvpjV1UlefCmK01XDq084WH2zzsuvOPns8xjTpoa59c+2eJdSEg6G0HUNTVMvh4quQ4lFhUKh6GKSkz2Exx1D+MHvGJTcwsmHJJLo1Ui56q/MiotFAST2T2Xo0OXc9cBF/CbjSRqn5VKyTx80TZD2xyEMeXse3ofWgSaQt12HMLa8ZR+X0cRxGU38Y9LpxMJRMtf/xDOvziDdqKQyOQ/Ta9h5DBPjGwQlNFokOJtx6K35EwOiVVjFLPix0sMlU+uY2ifAixXJNJoaDTGNkw5sxIwKXlqQTJXH4LO0RN4tSOSSv+TTENAQwOszk1j54CpSE9urvUN+N5Cf1nmoeGcZ6clbHy71uS0MHaKbl3TrQP8ZDsk333m5oF8jzc0a0w4ZyJIlbk4/tYFXXir62UPUHSGBEcMl8+Zv2fiYMV03BB0KSSZPaaaszK5t/uxzEb772scN1wX4593NrFsH9/3Hj5SStT+tobq0muHDcsnKTOoyGxQKFeCiUCgUXYwQArfbwcBheQT8/XlqBlTWWxzx8F8ZNG0CyekwdAzMPno4DivMQ2m38ETFaJYcPRJds+wJjtVhsmvWwSMjMV+7n2jMJBIKEwmFMWOtCsrCZIb+IWklZ+J/fCqTJw9Bl5Kj//QXRi98E8YAidK+22uAT0COTpbHHraN1UvWHBHmhZwA//in7Wn841fZXPJhPke/MoDvi72clt7AhVl1XJJXywvBFIYeFubIU5uQo+w2P1qXiGWBlAJLCmKW4IfVni365aSpjRw1uQm/b9ti6szDG9A2zyFpSajaclvLAp/PFp+fTU9g/XonUgo++MjP+vWO7TpnO4oA/nVXDK+nfelDr1fyj793XdHiRYtNqqsloRAEgrBgoUVlpSQtTeOLz718OcMOQJrz2WzmfzGH3JwUBg3I3pQiqveysYRLV38UHaHE4m5h70z90DPoqeemK+zumccupWz32dPweJyk5GTz9FcO5q2Kcu70pznq+ESSkuGXNTNJuGs6p5z6MkMe7oMQ0IKPxWIfjBYfpq6hpayAAc9QW1FNdWkFK+cvobaietOxrtKWs0FbC6kOEi4axpH3HENN5kr6rCtn+EczMMzgFvWwQVJXmwlAxe0xWr6VBCrhzruCLP4pxvp6J6GYQCApbnLg0SUPDytlhpXIY3WpXF+WwyH9WpiSGuDIzCbO61NHzGzdRywmyE/f8sF7+6WVfHx3AU7Hts9TVlqMD/5TQH5WBLfTwumwyE4MYdRu6ZG0hKDZ10g4KhkxLIxlCVwuC4/bIiur64Tb5hxysMWnH0c49BCTnGzJkUdYzPgswpT9t3Z8O3aN9snTaPNugMMBycl2Xx98kMHYMRplBaUUry1m2NAcpk4Zhs+nUuYouhY1DL1b6O1vfD2ZnnpuuijhdQ+kuTlMyYZKkhPsd9+E9HQMQ8ft3jUepZ1BCEFaZjIvfV1MeZ3FAYedRcprT/LRHAit2Z/83GqcRIlh8D4nEtZcLB8/iuZIClPCsxmsLSS7TzpSOkjNyqC5sYni1QWk5WQQ9oaQ8eopQhOY0sQFnHzHzVz9bSkxd0eRyRrBoL1cBkGaG+20hz3vPaIMCfTzRzh9WMOmrVoszY6yBvxOi28OXrfptz+fUcFfX81GCMnt55Yzuu9mdaB3goPGB1j/zkoqag3uf7uRgcP785/rEylYaRCNgOEAXYfr/91MyJPBfW+X8Icz4cvp65g508tJJzbi83UszroqN8ABUyTTP90Rj9TW99rWrnnzDS64yM8pJ+l8P7MRlwueeMyDy9XaRllBKd+9+zWGBsOH5u6UR9G0JDFr+4bO95wXMomdFVXRHSixqFB0FypzzS7B6TTIy3Jy4gSLnDSNz+ZVUt1ssK7USV5eMk6nPfl/dw/LuVwGQ4fnMuOnSma5r+Gq/jPou3oD6457jLIfrmVSLEqjL4EoBlJoRDQXP/UbRZKzhsFNGwCBEBpunwe3z4PMltSUV5HRmIU/O5k6dw2ZVg7BihGMXeilIntfQod7wLTskNl2h2/hdgUREvr/2cA3XVK0zuLsM51MmqgjRIQ3Tt2wae2N+uDNvgX8qSKbie4gJyc20FY33HRqFTeebOdA1DTYWU2x+XkSArLTYjidEqdLctN/m7n2JA+RcJBouIkRUwyGjHUjhIN6TxJfL27m4AkBJk0MsrU/uu29GnaHONq4xxdedLFypU5lZRpVZa1ibqNNkWCYlfNWEA6GOeCgUTgcO/dID0RNGkIxvI5tDzZae4pWVHQrSiwqFN2FEoq7BJfLQE/J5NUf6ggHQyR5dQ4caTF1RJjvl5VRVyXBcKG5E0lIcGEYuy95sdfrZPToHHRd8NHdn5H2wG14v3gDZ8athB8ZzvGROcw6bSo13jQkAsOKYPkNVsfGMFi0r5QihCA9JxPLsji04liaGxuxNMFRFT7Wpw2wV7Li9Z9NCYZos62ksSoZv7uCvwdL6POOiZS2MCtZU000EiEpPZVAU/tSftnAUyyHZiht/1OXYDgcJKZ0HJhx2eEWr3+/mqysDJrrs0HaHs+lcyJsmB9k6CjJ4CzYUC348sc69h3eNZ7lhpo6LHP35C486yQna1f35YRjaiheU7dpeWNtI8HmABtWFBFobGHEsDxSU39eCiOvQyPV69zmevoeE2W9cc6iojsQe45LefsZMGKc/OtTn+1uM3op3eH+Ui62vYvuPd/RqElVVTNJjgBnTYXURI2qeoulG2IsLHRQH9QZNCijUzu9lcXse9dvcASamHftv6kdPmGX2RoOxwhXFGGWr+HcQ+aSsuphWiwXzwy7gIrcdEakLWdAQxFr/OdzkXXQNtt7qr6JK76ZjDVAR4q2XiKJZphIoeFwRMjKLaJyfR7ekJOKcctpW0lQSkldRTUurwefv70AkRIeKUjls+pEBnnD3Da0kqRt1KTeEaKRCI21DVssr6+qISHJT9A0+PInePWZIXz+YRSwcLkkqekeMrMlYybAaedU4XBKysoaOXS0JMkniMXglHPczJkb4Te/dnDbH7d/iDw5PRV9N75gbMSyLObN+BEzZlJVXEljbQNOp8GoEfmkpSaQnOzbdiOd0BSOETWt7RKLU8++mflL1+72G7gQ4yR8sQtaTpsnpZy0Cxru0SjPomIzuuMesNvvM4pupXvPt8Ohk5ubxMqVIZqDJqmJkJGscUiyk32HS56fHqChIUhS0ubRuradk/99LRk/zUYA0245n/feWLbLbHW5DIy8fhSaflZZQxiVXkli8EfGauv4PDWbldp4VqdM4Oro+O1qb3Eggt9RR6OWgilbxaJfb+D7ERO4jCdpMJIxowaRoBshoTJqkOOMMWu1lz++nE1TSOPyw1K5/PC6Ldq/eXk2D29IJWDqOIXFZ1WJzDtoDc7No5Z3EofTSVr2lkI+0NRCUnoKGW43k4VJ86+aOfjcZNYssRg6Vqd4rcZT/0hg0TwHc+Ykc/NDIbRsi9cWV3PKxCjRRo0f5ywGLB5+LJH77x/Swd674qVm170YCSHoN3wAn77wEfuM7Uf//QcjhMDpVI9xxa5HXWUKhaLXUV8fpL4+CLT3lHhdgnMPdXLXG7X4fNlo2pbJi1311Zv+b4QCu9xWXdcYMCCNH4tdzLFuY0KfFg4YopEpK4mYJoOtdBJxb7OdB9al8MgPIxmQt5Iped/xeckJOEQEC50/D/gLdUYaY6yfmN58NCWr+yEtDSEs0gyTpSUOzn4mkbo6SaDBw+9fzEEIthCMj8SFIkBEahQGHSxocLNfSrAjk7ocTROM7m/g90Z458cqUrNSKdtgse/hOm8+ZhEKWKxcKAk0gc+vkZufwSdLG9CD9SAkSEhJsQiEJA4DHEbbc79nB4kJIXB6XOiGTmFhNXm5qST4tn1d9F7UMHR3osSiQqHodSQlueOewy3nmiV6BJcfLXh+eiH+zExSU9sP38254V4Ou/5kRCzGvGvu6iaLIT09ASkliyqcVDXWc9ykbDyubYuPsqjB8QV9WDTXLutXWZvD6SmvcEHys1RGcsh3FZLsqCcmDQ4MzuKZpVeiAQMTN3BT30WsXDKbQf96gLl+L4/ffiGLy8fx3r1n8ORXce9iG2eZvpk5EjDEznsVpYRVhU7ys6J4d6DaSt9MnSuOkQwe2UJFqc5RZzs5/zqNx++wGDvFxBtPQC6EIDUjCcvyc9sTKXz9QRGTDkvm7ncFQ7NNjp8s8Ht7Tga5pLQkJh2+Lz98OotoJAY7P/KsUOwQSiwqFIpehxCC/Pxk3v2xBqz289M8TsHp0wzOOdjJh/MbicXc7YJe6oaN580PC7vbZMC2OznFR2WzwVPTqzn/EI0kX+dixpJwyJp+rAuLTSG0Dc0prFg8hkPGf0WWs6pt4/Rzr+OcIc9gOEyGJK6mAcj73zMkNLbgaQ5w4EczafhlEsdc8T5Nnx0T3661iVuHVPKXVVkETA2PZjEhKcj4pNBOH++tj2bxn5fSycuMsvL1VWidHKpu6JixGFLKTdHSTkPw6ftRRo/V+PjFCCde6OSBD7acPymEQNcFA0ckMXBEa/BMYyDCs19Uc+6BFulJrTuORiX19ZL0dLHbI+g3RwiB0+1EN3TCkfb9sfehPIvdSc95pVIoFLuc2toWotHdE/nZ1fh8LpKyc0jKzW/30VNy+ddbkkc/sXAnp6Lre95tMCHBRUJmLo9N11lS0HEuOSnhrvI01gqJtdwBPwJfAstgxapRxGJbRgNLS3C+73lG+ZegCQtTWFT1TyPqNDAdBhX9MzGcJkP3XU7G+bN4RC8i2MY7e/2gal6eUMi1A6r454hyPtu/YMt83zvA3OUeIjFBYbmTcKTzhnL696F0fdEWaWxGDIOH/xslOcWiaHUtJSX17dZZuTDM649uGTADdmR6UnYOd7/eOoS+aHGMnPw6+g6sY/9pDQQCO+E13cUxo/1GDGDAqEF8+/0KrL0+j01sF3wUHaE8iwrFXo5lWSxYUIzXJThinMaKYlhRJRg0KB2HQ8fh2P2RoDtLR14Xw9AZOiwL05S4XHvuLVDTBBk56Xy2tJ5QJMCkoa3iz5JwyrK+fHinH4+zBcJhgk1esAAXrF47mNK6PPqmbcBpRDdt0+hIJiB8xNA2jS5/cOPRjJqxgurkVJbtP8Let2FhDSnnO6lTKsLcHhsUT8UNJ2Q1cUJW088+PinhkZtLuOvZDI6f2oRnK8PQQohORdivf2Vx+WURKupMnvy0mXDYtykhe2VJjJK1W/c+5Q/I5uUvqzj3UDe/vbaFujp7R0uXmjz3QpgrLt/BeYG72NEnhEAIO2q9pSWE399R0nWFomvZ816pFQpFNyNITHQzPNfk0LE6Vxyrc+DwGNl6OeH6KkKh6B5UtaFrMAx9jxaKG9F1DU+Cj8UbNOqarU3n4aWGZD56MpEkVx1n/+4FQi1usARCsxhz9TwO/eOnvJt2EgtC46lvSSZsOmkgiYDwIaWgVqazwBpn18BwGMw/dh+WTRkBQiAlhIULiUZUSNaKIA1d6HFZU+Rk6BlDcU4dzcW39+Hu35Zz0kE/T3wKAdmpOtee6mH58opN/XTg8T6uvTt9K9sJfpyezD23D2DtWidt0ymaJrzwYpAXXuwgeGdH/xy6+M+nz+B8PD4P336/omsb7lGo2tDdiRKLCsVejqYJBg9Op95K4Z9vxFi83mR0P4OxAw0OGBqjZH2pGu7ajSQkuJAJmTzwXoyNMwQeqklDlmscfM0MXpC/AAGDhq3i9qdv4owxr+DSw0QNJzPch3NH6a3URf00k0jU1Jm/YiLvvnM6P352AF/9cAhrFw6mLpJMJOokEnVioVNBVjsbjE7cZd9Ve3l0fSrrWrY/AfZ5t+WzrsSJZQl+WOrllkeztr1RB7zymuDa6zXaVqnzOOGcAwVFRVum/emI8kKd1/6bxIJZaVxyeS733uPDnwhutz13cdbsCFde3cg77242L3NHvYdd7G3sM6Qv7gRPD63mruiJ7Pmv1gqFYpejaRop6UmkpCfx+YpGYrFWF4srcfeXytvbcToNfMnJfDynnhP3c1AV02G0xDO8hf1dM1k/djh/vu2veLxBTDR0LL7hYDRDkty/lj/P/TdDxy1h3bMjmBydx1HGFyxtGsHn1ScgV+skxeroN209sfEGB4+chcgzQIBTCiZZfhI6eFS8VJTErxf0QQK6yGbBYasZ6OvAM7NZ6sHCCgdS2gsiUY01Ra6d6pNHHhV8973G//3FIiket6JpgmSfnZh9e4I/PAkmuiERQpKXH2LyJIOSwlTe/yDMr65opKUFIhFYsbKDebw7mVKxKzIxFixfT7ApwKhheT+zpZ6Mqg3dnSixqFAo2pGd7d/dJig6IDMzgfKgk6dn1DBpUAsFx2kcnPAV32oHMfyO1Tg1O+pbxyKBZsJhF3MXH0BLMAGnFeKgH7/kjTG/xJICh4gRkwaV4UyO9nzC2sVDWPxmChRb9PGWcknuJ6y3DmOETOB4q+Nh3CcKUgmY9uCUW7P4tCKRKwfWbrniZsrovKPr+d/bqQRCOl63xcUndLDNdvDOmxY1Na1CcSMDc3Qm9g2xtjZAWtrWc8v4UyQX/vknjhqeyAnHtADg9QpOOdnF3fforFwVw+MRnHt2B/MWd1LxdcVrV3lBKaFAiP79OqpEpFB0PUosKhQKRQ9ACIHX66Kqxc+hNaV84B1MfSSVmEfH0jSKtD70lUWY6MxjAms2DKMl6AMETjPGya6PSTBa2rXp1Vv49tCD6O8pIPKaC1ZrRCwDp1jNBS2X8m51Kg9pUSb4WzjAZ24KcgGYnBzkxzovQVNDEzDKv30pdP51TTkjBoRZvNrN0VOaOe6AnZuvmJJifzbH0AUTBusUz2kkHHbidBodehgtS1JWWscFx5lMGdm+X1wuwezvU1m3zqRPHx2vV3nW9zxU6pzuRIlFhUKh6EG4XAa+5ijPD3uV+8pP4tR+r1AbyqDAOQCHFiMoXHhEkASa0LCw0MAAQ2w5ZKdrEp/RzOnpb/Iyv0Bgsk/efEwE/WYPp9+AtQzst5r3pUBrSuIVZwrJhj1T7m+jKoghebveSe6AYtwZQQIRD3/7JpPcxChXT66lo1FgTYNLT9q+OYU7S166ziVHSN76vpzKllRSU32UFOksnu9k2qEhHM4IkcZafjHFJD+j48egYQiGDt3zHpHN9U001f38aPSejxqG7k5UgItCoVD0IPx+N2uqXAyvH81L+a+SFa7gmKZP+EPx3Qgh8Yoww1jNOf1eINtThsDkGONjjtc/6rg9RzNX5DzMAf2/wzkiwqR+s5hZMRWPL8iAAWvQNImuW1iJDfyiWqMinnfRqUlOGlvAiMN+wDWwmLuMOs74qi/3/JDBzV/k8G3h9qd0kRJu/Gs2g/cbystvJW17g+3A5RCcfZCDcdn1VJbX8+/bk3n9hQSe/Z8XLVDFmVMs+mbq3T4f974HXBx0aAKzZu9cSqryDeWUbyhj3Nj+W5SqVCh2FUosKjajO+LrVAzf3kVPOd89xU5bMK4o1siMXMmRDROYtGYhJTk5+EQzpWQzkymUunJ5bPKFTD/wQF5wn4/WSVk+SwqmeGfz+UVH8cJFZ/Nj7QE88NP1xHSdRWsmsaxqFMUyl6DmYW0MzrIauNCoYpmIkImOBBwSGqNufpgYgkFhQlmCX8zuS2lg+zxz6zY4efjpNNZvcPGbm7suaEPTBAeN1jl+bAv5uU1ICSMG1HLRYRqJLo0x4zLw+nO5+NLkLtvn1qipEdz0Rw/fz3Tw6yt3vFZfOBimorAMgIz0xL088EylzulO9jwfu2I30x03n735Brc30lPOd0+xEzIyEvhuYT1HjpekRyNgCjzRMMIp+U4cSAwHJTIPHy2cJD6gIjmN/IpyRAfOLIHEETVxOIIcWf0VFza8iOlzYeIkVO+DRovEaDL1OfWEDTeeQAsF7nquE3X8L5rGnbE0FokYfzaycGaHkFoqCEFtWOetDUlcPaJmm8eTlREjMcFC1yUTxnSQ1/BnIIRgeL7BvPeKqKkrJSPNBARX/CaZZcsdgOC5F3zsOzXGoPwoa9cZjB0TZeoBkS61A8Dvl+T3sSgt0zjowB0XJrqukZiahOEwCIaiJO/V5f4U3YkSi4o9nK5INKHoetR52d1kZiby3dJGjh51OFrL3xnzwwreOvQUYuggICqcFK7vjy/UQnHfHPI3lCPdtApGAVaKIIwTT3MYTHBZYQxXFCEspIwPPFkazWXJJOQ24siLYoRskRNB8qzezF/MZJKlB13XMAFnnyByjQ8dmJLR0pHpW5Dgs1jyzSp+Wu7mgMmBLX5vrGsgMTVp28JoK5elpmELxfg6TY3tB9Zu+Us69ZXO+LcoB05r4svp1QTCghdmpJDmj3H6tMYO52FuLw4H/LSwkcJCjaFDt6xjvVUkGE4HYw4YS0tDM9/NXMHokfn4/V765KUipWT1mnLcbgd98ztPRP5z2LN872rOYneixKJiD0cJkj2TPeO8xGIWCxYUkegRZOck409J3GvmceXk+Pl2WROTsyKkf+/A5YswNXM2Xw85hLDbjSsYYuJ38xnz2EoqrkijZbqbz8cfzbETPkYTkiBuPCKIEBJ80NLgZU1efzKTymguTaJt0Z7WHpU4fLbHzRIwV7NFZn8sbjZDPK85OemAMqYO1OnjjTIgcfu9Z+lpJodO61hcNlTXkZGXtW2xuD2nPr7Ogw/U8+VXWTQ2QUKKoL5SAhv3b/Dtd34eeyLAG2szmbXMh6ZJ1pdVcuNZ1dt7SB3i8cCwYZ0LxU71bnyhEIKx08YRbAlSWN5AcFUpS5fbuSqbmkL4UxJZvrIEgPwheaSkJmzTJktCgnPbcyj3rL8sFQ3dnSixqFAoeiyaZnvYUj0RSkuqcHnduN2OvWJoTgjBoKE5PD0zwI2uBKy6Wo6eOR35nODT449m2NJVXH7f0xhmlOXPx7jppG9YctcEtLDE6woQs3Te+OcZ5IwrozCSx+ves/EmN5KVWUpJdT+CYS9IDaFZ+HLrAdA0C0ebB7SO4CSSOIgIv7eCXGnFh253oihLZyIp0NRCqGVLb+NONdaGvFyLuuoypAQjdTjQNsI4Bjh57rlElmd6CUZsL+Q3S3w/Wyxuy9atmb1xVZ/fx6FnHE40HGXV/NaSf7rDIH9IPgXL1rNuyRpWLFzLqSft27X2KvZKlFjcY1DDet2P6vNts2f3kaZp9OuXSlFRHYeOi1JQWUlzLJ3ExA6SKHcLXdFfO9aGFAby4ieo+s9VvHxLOYfon3PPK5/j1CCmQdGIZK6+92vWPTUMvGDGBE1BO/H6CTd9iHwciGog4IjYxzgMk/EjZ7GqYgTNYT/u5ACelABCSjJE5SbLDAmTLA//wUklGr/n58017OyIgy0BkjNScbl3oNLLDpyCynoDHB3FemoMGx7luEOr+PvLmWgaXHfaZkJxW6dqe07lDtjadlUhBE63k9EHjN1ivdEHjGXQPkP44Ml3+fq75UwaP5CEhN31N7GrUMPQ3YmKht5j2HMfyL0X1efbpmf0UUqKl3VVOiftr7N2dQVS7q7ZVV3RX9vfhqYJDJ+fBY398N34Kg3V8H4lzGmC0ggs65/E7NcPprBoICwSkCVIGNvEq8+czKJvh3L2wU+RuaHAbkxKIj6NQMzN0ubRNHkT8aWGuNC/kDxRTr4oJJFmAHQJSWhcbfqYIet4h4ZdOqHNcBgIbduPq7KyKNMOXs+Pc7ZfuCb7TFyjADam+hHx/wf45531/PkXVax7diUlLy3nsHGtw+Ry46pbYzf++Xh8HsYdOJ7KygZWrSnbfYYoegVKLO5V7FnTk7dOT7JVsbtJSHBhJGXzn7fC/PYkB42VlYRCvX8+k65r6C4v68tNmitqwOPEkjC9AZ5yeVj49kFUG+nE1jts4aLDlac+wBEHfcagAWv538O/5uKX/gBC4vIFqIplUlA6BF9lCHd5kCbLweeBLP7APRxlbcApwSsFB1tuHo2mkYzGeBGDqMZ/KtK5qyyDFcEdrPXchX/qoZCktCxGQ0MHtZw7weWUfPJAAXkngOb3gOYgLbWZubMryMiw5xZmp8ZI8rWfZ7hHv0bF+7T/yIG7145dikqd050osbhXsUff3jajJ9mq2BMwDI1ITCMzWePsAyz0YBWBQHg3ehm7l5QBfbCSnOAS4NLwHZ+D5tJwfx3FyIjPJXRCFCeWbv99mei8csRtUCZwWmFW1I6hMpBHqdWfhqYsIq8msibWnxvF3ykWIfpaYaojXt6NJXCx0cQGTArDDsYsGcKfS7K4rSSLycsHM7vZs/2Gd+Gf+oABTtatGsKRR2w7qGMjobDAbBE8d30RjYVriTSv54zfCy5/OJ/ZS+3jeG9uIre+msnqMuc2WttD2Gtun7Fd8FF0hBKLu4S94+G0d9KTz21Ptn37GDUmjztebKEhYHHBIRqZWiU11c2726xuwTIt8mcfQp9pbjRp0fi/dZT1/Zj3Kk4klu6AGy04XvJo2tW8UXYWBauzOGvGO2zIHgtImgpTkJYR90AKSBYwXoeVOiYG33AAZVqEDGcFKZSwoCmP64xm7izLoMHUiUgNE0HA0riuKHd3d8d2EYkI9jt9IEcdncXhh+WSmduX1z/388Lnycxf7eXyu/vwxRIf5z3QlzvfzmS/6wfR0KQem4q9D3XV7xL2mte6vZCefG57su3bh2FoJGWm881PJlLCKQc4mDqgkYI1pdRWN2JZvU8we71OSuoM/rf/L9gnUkD5t0GsCGBCGel81PcksDQwBOxvEkpw8ae1dzFp7Sq+1A8n8YxK/BdW4D2+Btaa8CnwMbAM8IKhmWiY5IpywsJNWHhwOE3O8b1CiQnlpsDc7Nqqje1cKbvuZuEKN6tXGlghB+AgEHBz6fnpWFLgc5uMHhhiTbkTKwZ8LGh4SyctcyR33p/O7CU74D3dRZSWCv73uIPX3jCIdeAUCwVD3W9Ut6GGobsTFQ2t2AbdH92pUGybjq8pIQTZ2X7Ky+Hpz2r5xaFuJg/VmTgEFq1t5KuVEdKy0npNLkbTtCgsrGWE2MCGklKcFVl4MzQaSiwEEPYlYYk2PoGYDtkQTvXgz63BQhCTOlLqRGb5YK0GG6f7rQFqIOHQJvRQFOG22OhfiAoXS/UxTDbnkJMboz5Vsqx8NDUtGXiExcnJjd3cE9umuUXjs6/dPPaQpLxcMOEkBz850gjLjdeSfU2EmgTJq1sIJPpY8p2bv15YQcIGk1DIXkdacOsfs7lzsmTGQ+vYb3TXVpzZGm2v+oICwcT9fITDdgqpJ58y+eTDYLuk4Z+9+DFul4PMDP+2G1QotoISi4pt0L3RnQrF9tH5NSWEIC3Nx/r1IR76MMzFRzjIStEYkqcjRIjXZpYyaHAWLlfPv/1ZlsSINXH40bk873Hz/TNRrHfPIXbWZzgKqxk2rAgjMUKkya7qgluABoF6P8HZPmRMR3OaiL5RzDVuO9O2U0IS0ADUQ6qooSmcgOGKYYnWPpMI9tWqmeVfxaAki37pa/lwwdmc6o/y97zy3dQjnXPSVf34+q16RDSGlPDTCglnG+Btm+RQgOamvgIIaaxsdvHgE2kcmN/C23OT2rUnBIQi3Ts4t2Z1kBdequXQQzL57HMvTU1gmrb9M2fprFihMWKEHYgzd8aPhFqC5Gan0CcvreMGe/StWSXl7k56/t1yT0K9pe09dNe5VtfUTuF0GgwdmgnAs9/UMDwzQGmDk6pmDx4v1NUFyM7uxNvSg9A0QWJSIjXBKJd89xIP3fU4RnYGhWvu4CC+Zphcyem/uoyceXN54/dPUTh2mr2hBTKmAwIrYsAa3X4aOCUc3tq++MqkoTKZxoQEdCwkFhINQ0YYxxLKGEhE2A/sBE3y3T4LGS6Tu7sbtgt/ogmRWPuZu3VRSHfByibABZqXTa65FiBJ4nZJzrqhgbc/SoKwvfV+B7fwpz9Xc/CE7Stn2FVc/btips+o4D/3OUlOjiJEBhtvEFKC4bBoqmtk/dJ1lKwpYuigbMaM7tutNip6J2rOYleiHup7D911rtU1tdMIIRBCkJqRzJwCN87kDPoPSGPAgLReIRQhnjrHk8DywhgpA/tw3qMXMGD1BvrKQhJooXQWDHr5bfyLVnPhP87EIIpBFEqh3cUVE/anL+AAnIABso+gNiGZUxLe5ig+I0eWkkItXhFgDlNIs/JwSs3+oNFXbn8U8s/BsiTX3RDihJMClJRsX43lp+8oJiHFga4DSFwOydSJUfDpkKyDiNAuCMyUpJ8Q45bfVnJnYSb8U6DdKLnsvhpmfryeE6Y1dbKnXce6dRnAIAIBFw0NMZKSIiQmSnw+yRmnRUl0lPPZix+zcs4SRg7OYvSovr24mtHGpNwqGro7UJ7F3obyRCkU7XC5Wr2Mu5Td9Lfn8Tgob3RRUm3SIl+j0Uqhb7gI3SOJ9k9F1yzwGvTZN8r0UVOpDmZwxk8fbmlrHRDCnrNoAJZElybnjHoVLy0sZySGMCknmwh2LsWwSODaWAKVIsSYWCp3vp7H898l43JI/u/0Cs6d2rBLjnnefIvHn4gQjsADD0X4553brk5S22DQ7MohNbeWM46p5fLLoowf18Qv7pG8aiXD8giUw6ai2JZJ3fcapgmjk0OsaXDBILjqpLpdckyb09HlNGigg8IijVgMLAu+mhFi7VqL5GRJumsJM16dg8/rYv/9hpKe3jteiDpHDUN3J0os9jaUUFT0SnrAW9BuMi8cjlFaHiAYcTGsaR1FlpeZNdPw5bRAtoPw11fzwYfTOOWweVQvDfHIh9fY3sOh2IVKIkAJUANYQJHEyIriDTdz/LFvgQCHNFnJEBo2VTkBF5AhNYbJJIbJJG56NZuHP0slELEjoS9/og+JHosTJnS9B27IYI3UNEFVleSoI7bvMTaoX4RFn60hI9UkK6PVg3TGmCa+/cRHab0FZgsIByBBRglXJZB/4HASMi1iaXDYiGb2SeueCOOOLqdnn/ZwyWUtbNgQ4/QjVpDkzGfSKI2C5euZv2QNWRlJ7DtpEE6X42fvvwf8xSm6ESUWFV2EurUodiU7e231/uvSsiSThugMzjWg+TdMLr6CwC0VvHvJFQQS01j8TQ6Vg0Zyx72nQjG2M2YSsA/2RCQntjcxD/BCol5PYksTw8YsxTQcCGKk08y1ZhJ36VEs7AdHrtQ4yWoVJc9+nbJJKAIEIhqPf5HK8eObeODbNJ6bm0JmQoz7TillWGZkq8e0rbOWnCxYvzqBSAQ8nu0/v6OHhdt9j8XgvD/kE4lqEN44DB23ze8EXSMUlVh1gmitxhfrE+D27d7dVpFSEottewi9oLCK5StKANCx+O3Z1dSUVjJ8aC7fvPXFpqTzwwbnMHJEH3S9a2aX7fl/Nao2dHeixKKii9jzby2KvZHef106HDqNIYP6ZosNlaPJHHgDR4y9k/53/I5VTRo3XOuk5NAjObvoXfhJQCKQ3qYBGf+YwDJoOt4H6SbJnnpMDHJlMWfFJjBEehgonSwUMfwIjrAcuNr0r6FvmcPS5ZA8MjOVWz/OoiWqI4Rk6oODWP3HlaR4OxZKUsJLr3ioq9W49JLOA0h0XeD5makONQ2cDkkkStyj6IAsEzQBrlbhqyNxGBYXnFC/zTYLi6ppbtm29zEQiPDFV0u3uZ7fo5PicyAlrC5tYnS+nxOPm4hh6AwZnLNpPcPQe01KKMWehxKLCoVC0YNJSHCxYYOHRz9swJ2UhuAC9jtoEpN/uYEnTk/isP2vYZD7a36V/l8eP+lqSAECAtYBbuyh5yowPBFiXgMSICA9lAT7MNC7ljGswieP59e6YI1mcIhlcLMp2Xyg8+aTKvnjKzkE4ulkPE6L646r5sZPsmmJ2sJLSoEpBXOLvRw5tOPKOo886uOmP/mxLJg528mDd1ftqq5D0+Djx9bzh39lMavMB1EBDgM2yyl+380bGDZgA2WFq3ntja23WVlZTzC4dc8pgNepc9z4rG2ul5zgJCPJTcy0uPfdFaAJnE770b3x370TNWexO9mbrzSFQqHoFSQkuHA4ckhMtANP5lTtQ2FDX56fM5IXh53AEaM+ZVbqAXAwEAb6xL2AYWGLxWQLT3YLTdFk+M6Jma2zfmx/+nvWM9CcxtWGnxUCYkLwuiZxI7jRbO9JvProWpK8Fk9/nYLXafHHk6uYMiRA3qwoupCY0vZ6xUxBZkLnw4dr1hqEwwLTFKxZ8/MeUZZlsWjxhq0WuhSRGMeNX8ra7y+hMpgL5RJyRDxPt8SrNVO54UWiNQ5yU7btyjxxYjbpftd22WdsZch486H4VSVNuB06+em+7Wq796OGobsTJRYVCoWih5OW1l5AJCd7Wbi8kYzMKIUb/Ly7/Ex4yIAkAUW095xpIDzQHPKzSZ6U6zSKNFIPczPROpRlOljxFCwhIZgpOpZfFxxYzwUH1rdbdveJ5Xy33kcgohG1BJfuV8s+uZ0P0/7++ia++95JTY3grjvLaW4JI4RAcwW2WPfDTxYQi5kdtGIjJdRVN7C1uuhuh86ZU/M5cszX/OGfU/hmYV+o0MBtceT+hdx/49doWj4+t0Fa4vaJwK5AADHTYmlhA8sKG2gJxTh9aj65qd5tbqtQdDVKLPYEVMU9xZ7I3npN9ZDjTk31MfyQYspeHUh0mIBkbJHYQZYZaQpYqsGo+AJLECnzcFRzX4RL0F9CARJLCFxSMmYHSmz3TYmy6uaVLCz1kOo1GZEV5qclhTQ1dy4Y77sXZs5excwfInw/217WUbrACYNS0d2dnwxNCM46ZvBWz5fAzsnZNwM+eWwuMHezNXafJ6+iPsSn88sYlJ3AyYf0x+PshprbW7m+96zK6moYujtRYrEnoCruKfZE9tZrqoccd1ZWIsMmbmDwlHoefdWPtfF235H9QsAqYASbSjW4NAtRnQN5TTwWk1xjCAqR7G9JLqtspHIrgbyfTV9EoJN5e98CZjiMtLYuPU6cmI3HpXdisE1Gkgut1yadbmVk3yS83VWechvCWrF3osRil9FD3A2KLkSdc8Wez13nVTA/VzKvLomo3wUOsSk7zCZasJNyx7BT6QCaabFqyXq+WF0BwO/arP7Cj6swzc7F3r5D03D5nJ3+PrpfJgnubT9+em/1EcXPR81Z7E6UWOwyesNNrTvFT28QWj3dfkVvR0pJVXkNzw6v5Zr6Rhrr/Cyevw8BLQmSAF1AAKignVAEkJaFf8M8CtjShXjhYQMxtpKmxe91qDQuil2MGobuTnqxWPw5YqQ3CJmdoTuPeW/sX1DXpaLr6fy6sKTkhZe+RWBhuqZS3T+Lkfsup2h1PhVf9bEFY7OEAuA8sak9jzB5csB8Tknp14XWKBSKnkovFos/53albnWKXYW6LhVdzdYDPK44djCagCtkFf8qyuLhgsmgg3aIhbPc4uzEQrIvC/J8wwBaLINJ3lpuyVnKfgm1XWyNYmepqA8xOCcRh9E11Vl6B2oYujvpxWJRoVAo9m4E4HUZbEznd/vQFdw0aDVLm5PwG1GGeZs2RRn/hWW7zU5Fx6QkODlhch7z19by3g/FOB0a+ek+xg1M2d2mKfYyxMa6kj0JIUQVsGEX7yYdqN7F+1Cofu5OVF93H6qvuwfVz93Hxr7uJ6XM2N3GCCE+oX3hyq6iWkp5zC5ot0fTI8VidyCEmCulnLS77ejtqH7uPlRfdx+qr7sH1c/dh+rrvRs1AUKhUCgUCoVC0SlKLCoUCoVCoVAoOkWJxc55bHcbsJeg+rn7UH3dfai+7h5UP3cfqq/3YtScRYVCoVAoFApFpyjPokKhUCgUCoWiU/Z6sSiEOFMIsVQIYQkhJrVZfqQQYp4Q4qf4v4d1sO17Qogl3Wtxz2VH+1oI4RVCfCiEWBHf7q7dZ33PYWeuaSHExPjyNUKIB4QqyrtdbKWv04QQXwohmoUQ/91sm3Pjfb1YCPGJEGJXpP/odexkXzuFEI8JIVbF7yOnd7/lPYud6ec266hnYi9lrxeLwBLgNOCbzZZXAydKKccAFwLPt/1RCHEa0NwtFvYedqav/y2lHA6MB6YKIY7tFkt7NjvTz48AlwND4h+VZ2z76KyvQ8CtwO/bLhRCGMD9wKFSyrHAYuDqbrCzN7BDfR3nz0CllHIoMBL4epda2DvYmX5Wz8Rezl5fwUVKuRxgc0eKlHJBm69LAbcQwiWlDAshEoDrsR+ur3WXrT2dnejrAPBlfJ2IEGI+0KebzO2x7Gg/A6mAX0o5K77dc8ApwMfdYW9PZit93QJ8J4QYvNkmIv7xCSFqAD+wphtM7fHsRF8DXAIMj69noRJ4b5Od6Wf1TOz9KM/i9nE6sEBKGY5//xtwDxDYfSb1WjbvawCEEMnAicCM3WFUL6RtP+cBxW1+K44vU3QxUsoocCXwE1CK7e16crca1UuJ3zMA/iaEmC+EeF0IkbU7berFqGdiL2ev8CwKIaYD2R389Gcp5bvb2HYU8E/gqPj3ccBgKeV1Qoj+XWxqj6cr+7rNcgN4GXhASrmuq2ztyXRxP3c0P1GlSYjzc/q6g7Yc2GJxPLAOeBD4I3DHz7WzN9CVfY39fOsDfC+lvF4IcT3wb+CCn2lmj6eLr+lxqGdir2evEItSyiN2ZjshRB/gbeCXUsq18cVTgIlCiALs/ssUQnwlpTykK2zt6XRxX2/kMWC1lPK+n2ler6GL+7mY9sP7fbC9Xgp2vq87YVy8zbUAQojXgJu7sP0eTRf3dQ22p+vt+PfXgUu7sP0eSxf3s3om7gWoYehOiA9hfAj8UUr5/cblUspHpJS5Usr+wDRglfqj+Hl01tfx3+4AkoBru9+y3sVWrukyoEkIsX88CvqXwI56cRTbRwkwUgiREf9+JLB8N9rTa5F2EuH3gUPiiw4Hlu02g3op6pm4d7DXJ+UWQpyKPRSUAdQDC6WURwshbsEeHlrdZvWjpJSVbbbtD3wgpRzdfRb3XHa0rwEnUASsADbOYfyvlPKJbjO6B7Iz13Q8RcYzgAc7sOUaubffHLaDzvo6/lsBdgCLM/7bUVLKZUKIK4DfAVFgA3CRlLKm243vYexkX/fDjvpPBqqAi6WUhd1te09iZ/q5zbb9Uc/EXsleLxYVCoVCoVAoFJ2jhqEVCoVCoVAoFJ2ixKJCoVAoFAqFolOUWFQoFAqFQqFQdIoSiwqFQqFQKBSKTlFiUaFQKBQKhULRKUosKhSKbkMIUSCE+P0uavv38dQeCoVCoehClFhUKPYShBDPCCE+2M1mTAYe3vhFCCGFEGfsRnsUCoVCsQ32inJ/CoViz0BKWbW7bVAoFArFjqE8iwqFAiHEQUKIH4QQISFEhRDiXiGEs83vXwkhHhZC3CmEqBZCVAoh/i2E0NqskyWEeE8IERRCbBBCXCyEWCKE+GubdTYNQ7cZMn497mEsiC//qxBiyWb2XSSEaN5s2R+EEOVCiGYhxHNAQgfHdbEQYln8uFYJIa5ra7NCoVAoto26aSoUezlCiDzsEn8LgPHApcC5wD82W/U8IAYcAFyNXa/77Da/Pwv0Aw4DTgbOj3/vjMnxf38F5LT5vj02nwXcAfwFmACsBK7fbJ1fAXcCtwEjgBuAm4Crtnc/CoVCoVBiUaFQ2OKpDLhKSrlcSvkBcDNwtRDC22a9ZVLK26SUq6SUrwFfAocDCCGGAUcDv5ZSzpJSLgQuAtpu3442Q9L1UsryHRyivhZ4Vkr5v7g9fwd+3GydW4E/SCnfkFKul1K+D9yFEosKhUKxQyixqFAoRgCzpJRWm2XfAU5gcJtlizfbrhTIjP9/OGABczf+KKUsiq+zKxgBzNps2abvQogMIB/4X3yYujk+jH0XMGgX2aRQKBS9EhXgolAoBCA7+a3t8mgHv2184RRdaI/VQXuOHWxjo11XADN/tkUKhUKxF6M8iwqFYhkwZbPAj2lABFi7nW0sx76fTNy4QAjRB8jdxnZRQN9sWRWQJYRoKxjHdbC//Tdbtum7lLICKAEGSSnXbP7Z1sEoFAqFohXlWVQo9i78Qohxmy37CHsO4MNCiPuBgdjDtf+VUga2p1Ep5UohxKfAo0KIK4EQcDcQoHOvJUABcLgQ4msgLKWsA74CUoE/CSFeAQ4BNs/FeD/wnBBiTnz9M4D9gNo26/wVeFAIUR8/Rgd2MEyelHLz4B2FQqFQdILyLCoUexcHYkc9t/1cBxyLHQm9EHgKeBn40w62fRFQjC3e3gNeBCqxhWNn3AAcChTFbUFKuRy4Ergce57kkdhRzZuQUr6KLQb/Ht9uDPCfzdZ5ArgEuABYBHwbb3P9Dh6XQqFQ7NUIKbf20q9QKBQ7hxAiHTvA5Vwp5Zu72x6FQqFQ7BxqGFqhUHQJQojDgETgJ+wo6b8D1cAnu9MuhUKhUPw8lFhUKBRdhQM7UfZA7LmKPwAHSSlbdqtVCoVCofhZqGFohUKhUCgUCkWnqAAXhUKhUCgUCkWnKLGoUCgUCoVCoegUJRYVCoVCoVAoFJ2ixKJCoVAoFAqFolOUWFQoFAqFQqFQdIoSiwqFQqFQKBSKTvl/duBJrVPh/zkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates the first figure in the chapter\n", "\n", @@ -622,7 +1214,27 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "median_house_value 1.000000\n", + "median_income 0.688380\n", + "total_rooms 0.137455\n", + "housing_median_age 0.102175\n", + "households 0.071426\n", + "total_bedrooms 0.054635\n", + "population -0.020153\n", + "longitude -0.050859\n", + "latitude -0.139584\n", + "Name: median_house_value, dtype: float64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "corr_matrix[\"median_house_value\"].sort_values(ascending=False)" ] @@ -631,7 +1243,20 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from pandas.plotting import scatter_matrix\n", "\n", @@ -646,7 +1271,20 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomeocean_proximity
14452-120.6740.5015.05343.0NaN2503.0902.03.5962INLAND
18217-117.9634.0335.02093.0NaN1755.0403.03.4115<1H OCEAN
11889-118.0534.0433.01348.0NaN1098.0257.04.2917<1H OCEAN
20325-118.8834.1715.04260.0NaN1701.0669.05.1033<1H OCEAN
14360-117.8733.628.01266.0NaN375.0183.09.8020<1H OCEAN
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" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "14452 -120.67 40.50 15.0 5343.0 NaN \n", + "18217 -117.96 34.03 35.0 2093.0 NaN \n", + "11889 -118.05 34.04 33.0 1348.0 NaN \n", + "20325 -118.88 34.17 15.0 4260.0 NaN \n", + "14360 -117.87 33.62 8.0 1266.0 NaN \n", + "\n", + " population households median_income ocean_proximity \n", + "14452 2503.0 902.0 3.5962 INLAND \n", + "18217 1755.0 403.0 3.4115 <1H OCEAN \n", + "11889 1098.0 257.0 4.2917 <1H OCEAN \n", + "20325 1701.0 669.0 5.1033 <1H OCEAN \n", + "14360 375.0 183.0 9.8020 <1H OCEAN " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "null_rows_idx = housing.isnull().any(axis=1)\n", "housing.loc[null_rows_idx].head()" @@ -745,7 +1524,55 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomeocean_proximity
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [longitude, latitude, housing_median_age, total_rooms, total_bedrooms, population, households, median_income, ocean_proximity]\n", + "Index: []" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_option1 = housing.copy()\n", "\n", @@ -758,7 +1585,119 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomspopulationhouseholdsmedian_incomeocean_proximity
14452-120.6740.5015.05343.02503.0902.03.5962INLAND
18217-117.9634.0335.02093.01755.0403.03.4115<1H OCEAN
11889-118.0534.0433.01348.01098.0257.04.2917<1H OCEAN
20325-118.8834.1715.04260.01701.0669.05.1033<1H OCEAN
14360-117.8733.628.01266.0375.0183.09.8020<1H OCEAN
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" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms population \\\n", + "14452 -120.67 40.50 15.0 5343.0 2503.0 \n", + "18217 -117.96 34.03 35.0 2093.0 1755.0 \n", + "11889 -118.05 34.04 33.0 1348.0 1098.0 \n", + "20325 -118.88 34.17 15.0 4260.0 1701.0 \n", + "14360 -117.87 33.62 8.0 1266.0 375.0 \n", + "\n", + " households median_income ocean_proximity \n", + "14452 902.0 3.5962 INLAND \n", + "18217 403.0 3.4115 <1H OCEAN \n", + "11889 257.0 4.2917 <1H OCEAN \n", + "20325 669.0 5.1033 <1H OCEAN \n", + "14360 183.0 9.8020 <1H OCEAN " + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_option2 = housing.copy()\n", "\n", @@ -771,7 +1710,125 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomeocean_proximity
14452-120.6740.5015.05343.0434.02503.0902.03.5962INLAND
18217-117.9634.0335.02093.0434.01755.0403.03.4115<1H OCEAN
11889-118.0534.0433.01348.0434.01098.0257.04.2917<1H OCEAN
20325-118.8834.1715.04260.0434.01701.0669.05.1033<1H OCEAN
14360-117.8733.628.01266.0434.0375.0183.09.8020<1H OCEAN
\n", + "
" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "14452 -120.67 40.50 15.0 5343.0 434.0 \n", + "18217 -117.96 34.03 35.0 2093.0 434.0 \n", + "11889 -118.05 34.04 33.0 1348.0 434.0 \n", + "20325 -118.88 34.17 15.0 4260.0 434.0 \n", + "14360 -117.87 33.62 8.0 1266.0 434.0 \n", + "\n", + " population households median_income ocean_proximity \n", + "14452 2503.0 902.0 3.5962 INLAND \n", + "18217 1755.0 403.0 3.4115 <1H OCEAN \n", + "11889 1098.0 257.0 4.2917 <1H OCEAN \n", + "20325 1701.0 669.0 5.1033 <1H OCEAN \n", + "14360 375.0 183.0 9.8020 <1H OCEAN " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_option3 = housing.copy()\n", "\n", @@ -812,7 +1869,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SimpleImputer(strategy='median')" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "imputer.fit(housing_num)" ] @@ -821,7 +1889,19 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-118.51 , 34.26 , 29. , 2125. , 434. , 1167. ,\n", + " 408. , 3.5385])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "imputer.statistics_" ] @@ -837,7 +1917,19 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-118.51 , 34.26 , 29. , 2125. , 434. , 1167. ,\n", + " 408. , 3.5385])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_num.median().values" ] @@ -862,7 +1954,20 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['longitude', 'latitude', 'housing_median_age', 'total_rooms',\n", + " 'total_bedrooms', 'population', 'households', 'median_income'],\n", + " dtype=object)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "imputer.feature_names_in_" ] @@ -881,7 +1986,119 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_income
14452-120.6740.5015.05343.0434.02503.0902.03.5962
18217-117.9634.0335.02093.0434.01755.0403.03.4115
11889-118.0534.0433.01348.0434.01098.0257.04.2917
20325-118.8834.1715.04260.0434.01701.0669.05.1033
14360-117.8733.628.01266.0434.0375.0183.09.8020
\n", + "
" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "14452 -120.67 40.50 15.0 5343.0 434.0 \n", + "18217 -117.96 34.03 35.0 2093.0 434.0 \n", + "11889 -118.05 34.04 33.0 1348.0 434.0 \n", + "20325 -118.88 34.17 15.0 4260.0 434.0 \n", + "14360 -117.87 33.62 8.0 1266.0 434.0 \n", + "\n", + " population households median_income \n", + "14452 2503.0 902.0 3.5962 \n", + "18217 1755.0 403.0 3.4115 \n", + "11889 1098.0 257.0 4.2917 \n", + "20325 1701.0 669.0 5.1033 \n", + "14360 375.0 183.0 9.8020 " + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_tr.loc[null_rows_idx].head()" ] @@ -890,7 +2107,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'median'" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "imputer.strategy" ] @@ -909,7 +2137,119 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_income
14452-120.6740.5015.05343.0434.02503.0902.03.5962
18217-117.9634.0335.02093.0434.01755.0403.03.4115
11889-118.0534.0433.01348.0434.01098.0257.04.2917
20325-118.8834.1715.04260.0434.01701.0669.05.1033
14360-117.8733.628.01266.0434.0375.0183.09.8020
\n", + "
" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "14452 -120.67 40.50 15.0 5343.0 434.0 \n", + "18217 -117.96 34.03 35.0 2093.0 434.0 \n", + "11889 -118.05 34.04 33.0 1348.0 434.0 \n", + "20325 -118.88 34.17 15.0 4260.0 434.0 \n", + "14360 -117.87 33.62 8.0 1266.0 434.0 \n", + "\n", + " population households median_income \n", + "14452 2503.0 902.0 3.5962 \n", + "18217 1755.0 403.0 3.4115 \n", + "11889 1098.0 257.0 4.2917 \n", + "20325 1701.0 669.0 5.1033 \n", + "14360 375.0 183.0 9.8020 " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_tr.loc[null_rows_idx].head() # not shown in the book" ] @@ -948,7 +2288,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-1, 1, 1, ..., 1, 1, 1])" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "outlier_pred" ] @@ -981,7 +2332,85 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ocean_proximity
13096NEAR BAY
14973<1H OCEAN
3785INLAND
14689INLAND
20507NEAR OCEAN
1286INLAND
18078<1H OCEAN
4396NEAR BAY
\n", + "
" + ], + "text/plain": [ + " ocean_proximity\n", + "13096 NEAR BAY\n", + "14973 <1H OCEAN\n", + "3785 INLAND\n", + "14689 INLAND\n", + "20507 NEAR OCEAN\n", + "1286 INLAND\n", + "18078 <1H OCEAN\n", + "4396 NEAR BAY" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_cat = housing[[\"ocean_proximity\"]]\n", "housing_cat.head(8)" @@ -1003,7 +2432,25 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3.],\n", + " [0.],\n", + " [1.],\n", + " [1.],\n", + " [4.],\n", + " [1.],\n", + " [0.],\n", + " [3.]])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_cat_encoded[:8]" ] @@ -1012,7 +2459,19 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n", + " dtype=object)]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ordinal_encoder.categories_" ] @@ -1033,7 +2492,19 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<16512x5 sparse matrix of type ''\n", + "\twith 16512 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_cat_1hot" ] @@ -1049,7 +2520,24 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., 1., 0.],\n", + " [1., 0., 0., 0., 0.],\n", + " [0., 1., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., 0., 1.],\n", + " [1., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 1.]])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_cat_1hot.toarray()" ] @@ -1065,7 +2553,24 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., 1., 0.],\n", + " [1., 0., 0., 0., 0.],\n", + " [0., 1., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., 0., 1.],\n", + " [1., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 1.]])" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder = OneHotEncoder(sparse=False)\n", "housing_cat_1hot = cat_encoder.fit_transform(housing_cat)\n", @@ -1076,7 +2581,19 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[array(['<1H OCEAN', 'INLAND', 'ISLAND', 'NEAR BAY', 'NEAR OCEAN'],\n", + " dtype=object)]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder.categories_" ] @@ -1085,7 +2602,58 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ocean_proximity_INLANDocean_proximity_NEAR BAY
010
101
\n", + "
" + ], + "text/plain": [ + " ocean_proximity_INLAND ocean_proximity_NEAR BAY\n", + "0 1 0\n", + "1 0 1" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_test = pd.DataFrame({\"ocean_proximity\": [\"INLAND\", \"NEAR BAY\"]})\n", "pd.get_dummies(df_test)" @@ -1095,7 +2663,19 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 1., 0., 0., 0.],\n", + " [0., 0., 0., 1., 0.]])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder.transform(df_test)" ] @@ -1104,7 +2684,58 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ocean_proximity_<2H OCEANocean_proximity_ISLAND
010
101
\n", + "
" + ], + "text/plain": [ + " ocean_proximity_<2H OCEAN ocean_proximity_ISLAND\n", + "0 1 0\n", + "1 0 1" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_test_unknown = pd.DataFrame({\"ocean_proximity\": [\"<2H OCEAN\", \"ISLAND\"]})\n", "pd.get_dummies(df_test_unknown)" @@ -1114,7 +2745,19 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., 0., 0.],\n", + " [0., 0., 1., 0., 0.]])" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder.handle_unknown = \"ignore\"\n", "cat_encoder.transform(df_test_unknown)" @@ -1124,7 +2767,18 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ocean_proximity'], dtype=object)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder.feature_names_in_" ] @@ -1133,7 +2787,20 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['ocean_proximity_<1H OCEAN', 'ocean_proximity_INLAND',\n", + " 'ocean_proximity_ISLAND', 'ocean_proximity_NEAR BAY',\n", + " 'ocean_proximity_NEAR OCEAN'], dtype=object)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cat_encoder.get_feature_names_out()" ] @@ -1153,7 +2820,71 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ocean_proximity_<1H OCEANocean_proximity_INLANDocean_proximity_ISLANDocean_proximity_NEAR BAYocean_proximity_NEAR OCEAN
00.00.00.00.00.0
10.00.01.00.00.0
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" + ], + "text/plain": [ + " ocean_proximity_<1H OCEAN ocean_proximity_INLAND ocean_proximity_ISLAND \\\n", + "0 0.0 0.0 0.0 \n", + "1 0.0 0.0 1.0 \n", + "\n", + " ocean_proximity_NEAR BAY ocean_proximity_NEAR OCEAN \n", + "0 0.0 0.0 \n", + "1 0.0 0.0 " + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_output" ] @@ -1193,7 +2924,20 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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9q2byEhGHtmH7oyNicd7eYkkb5/KxpBGrSxblspfzdGW5mZmZDRP9fUhdu1TrxxJ1yquvRDqCdImJ0aNH09fX13DDS5cuXWW5o7db0fB7/VUklk6qVg/Dkesh6bV6GMix30q9Vn+1DMf9aMX5v4iB/n/ViwayH4WSl9yRdjqwK7AxFX1lImLjKl8r4klJY3KryxhgSS5fBGxWttympJGtF+XpyvKqIuJs0qCSTJw4MaZMmdIwoL6+PiqXO6QFt8otPLBxLJ1UrR6GI9dD0mv1MJBjv5V6rf5qGY770YrzfxFF/o8Yjv8eJUVbXs4ndZ49D3iSOq0d/XQVcDAwI79fWVZ+oaSTgU1IHXNvjYhXJD0vaTJwC3AQBe926jbVnh2wcMbeHYjEzMystxRNXqYA74+IOwa6IUkX5fVsJGkR8G1S0nKJpMOAR0kPwyMi7pV0CTAPWAEcFRGlsZQ+S7pzaS1SR1131jUzMxtGiiYvD1L8mTBVRcQnaszavcbyxwPHVymfA2w7mFjMzMy6WWXrvFvmV1Y0IZkGnCDpnWXPWzEzMzNru6ItLwtIl2nuAKh8qG1EOKExMzOztiiavFwErA98geZ22DUzMzPrl6LJy0RgUkTc03BJMzMzsxYqmrzMA9ZrZSDdYu7jz3Xsvn4zMzNrrGjy8g3gZEnfAOaSHtP/moh4ptmBmZmZtVu1Z3BZ9ymavPw2v/+elfu7KH92h10zMzNri6LJy64tjcLMzMysoELJS0T8sdWBmJmZmRVRdGDGd9WbP5hhA8zMzKy+an1xZk4d1YFIukPRy0ZzSH1byp9OV973xX1ezMzMrC2KJi9bVnxeA9geOA44tqkRmZmZmdVRtM/LI1WKF0h6jjQ6tEd2bgIPxGVmZtbYoEaKBh4GJjQhDjMzM7NCinbY3bCyCBgDTAfmNzkmMzMzs5qK9nl5mlUHYxTwGPDxpkZkZmbWBn6abu8a6EPqXgWeAhZExIrmhmRmZmZWmx9S18XcgdfMzGqpHEh4OP0fUTd5qdLXpSoPzGhmZmbt0qjlpVpfl0pRYD1mZmZmTdEo6ag3IONUYBrgPi9mZmbWNnWTl2p9XfI4R98HdgHOAr7bmtDMzMzMVlX4co+kLYHjgf2By4CtI+LBVgVmZmbWTKWbII7ebsVKHV2t9zRMXiS9CfgW8G/An4EdI2JOqwOzVfnuIzMzq2U4/R9Rd3gASV8HHgTeD+wTEbs5cTEzM7NOatTy8j3gBWARcKSkI6stFBH/0uzAzMzMzKpplLycT+Nbpa1Dqj3aeig3E5qZ9Ycf/z90Nbrb6JA2xWFmZmZNNJT/wK3b58XMzMys2/jJuEPMcOptbmZW4ktEw4uTFzMz6zlOVoa3nk1eJE0FTgNGAD+NiBkdDqkrFWmJcWuNmdnwMFTO9z2ZvEgaAfwE+CDpNu7bJF0VEfM6G1n3818rZtbtfJ5qn0Z13a3JTU8mL8AkYEFEPAQg6WJgH8DJSxOMO+aalR6f3a0/XjPrPkXucHFyYoPVq8nLWOCxss+LgPd0KJYhr5tONI0SqaF8a6BZf7TiuB3omEDddA6x/inyb9eJc6wieu8ZdJL2B/aIiMPz508BkyLi8xXLHQEckT++A5hfYPUbAU83Mdxe5XpIXA9Ju+thi4h480C/PMBjv5WGyu/I+9FdhuJ+FDr2ezV52RGYHhF75M/HAkTECU1Y95yImDjY9fQ610PiekhcD4MzVOrP+9FdhvN+9OpD6m4DxkvaUtIbgAOAqzock5mZmbVBT/Z5iYgVkj4H/BfpVulzI+LeDodlZmZmbdCTyQtARPwW+G0LVn12C9bZi1wPieshcT0MzlCpP+9Hdxm2+9GTfV7MzMxs+OrVPi9mZmY2TDl5KSNpqqT5khZIOqbT8TSbpIWS5kq6U9KcXLahpFmSHsjvG5Qtf2yui/mS9igr3yGvZ4Gk0yWpE/tTlKRzJS2RdE9ZWdP2W9Kakn6Vy2+RNK6tO1hQjXqYLunx/Ju4U9JeZfOGZD20k6TNJN0g6T5J90qa1umYBkrSCEn/LenqTscyGJLeKOnXkv4n/7vs2OmYBkLSl/Jv6h5JF0ka2emYiujv+bgWJy9Z2ZADewJbA5+QtHVno2qJXSNiQtltaccA10XEeOC6/Jm87wcA2wBTgTNyHQGcSXqGxvj8mtrG+AdiJqvG2Mz9Pgz4e0S8DTgF+H7L9mRwZlL93+qU/JuYkPuSDfV6aKcVwNERsRUwGTiqh88r04D7Oh1EE5wG/C4i/jfwTnpwnySNBb4ATIyIbUk3rhzQ2agKm0nB83E9Tl5e99qQAxHxElAacmCo2wc4L0+fB+xbVn5xRCyPiIeBBcAkSWOA9SJidqQOU+eXfacrRcSNwDMVxc3c7/J1/RrYvRtbo2rUQy1Dth7aKSIWR8Qdefp50n+UYzsbVf9J2hTYG/hpp2MZDEnrAbsAPwOIiJci4tmOBjVwqwNrSVodWBt4osPxFNLP83FNTl5eV23IgZ47yTQQwO8l3a70BFKA0RGxGNKJFtg4l9eqj7F5urK81zRzv1/7TkSsAJ4D3tSyyJvvc5Luzs25peba4VgPLZUvo20P3NLhUAbiVOCrwKsdjmOw3gI8Bfw8XwL7qaRRnQ6qvyLiceAk4FFgMfBcRPy+s1ENSq3zcU1OXl5X7S/EoXYr1k4R8S7SpbGjJO1SZ9la9THU62kg+93LdXIm8FZgAukk+MNcPtzqoaUkrQNcCnwxIv7R6Xj6Q9KHgSURcXunY2mC1YF3AWdGxPbAMgpcoug2+Y+MfYAtgU2AUZI+2dmo2svJy+sWAZuVfd6UHmmGKyoinsjvS4DLSZfKnsyXAsjvS/LitepjUZ6uLO81zdzv176Tm3DXp/jlmY6KiCcj4pWIeBU4h/SbgGFWD60kaQ1S4nJBRFzW6XgGYCfgXyQtJF1O303SLzsb0oAtAhZFRKn169ekZKbXfAB4OCKeioiXgcuA93Y4psGodT6uycnL64b0kAOSRklatzQNfAi4h7SPB+fFDgauzNNXAQfkO0i2JHXMvDU36T0vaXLuz3BQ2Xd6STP3u3xdHwOujx55gFLphJF9lPSbgGFWD62S6+hnwH0RcXKn4xmIiDg2IjaNiHGk8+L1EdGTf+VHxF+BxyS9IxftDszrYEgD9SgwWdLa+Te2Oz3Y8bhMrfNxbRHhV34BewH3Aw8Cx3U6nibv21uAu/Lr3tL+kfokXAc8kN83LPvOcbku5gN7lpVPJP0n9yDwY/LDDrv1BVxEuiTyMukvr8Oaud/ASOA/SZ1abwXe0ul97kc9/AKYC9ydTyBjhno9tLnOdyZdOrsbuDO/9up0XIPYnynA1Z2OY5D7MAGYk/9NrgA26HRMA9yP7wD/k4/FXwBrdjqmgnH363xc6+Un7JqZmVlP8WUjMzMz6ylOXszMzKynOHkxMzOznuLkxczMzHqKkxczMzPrKU5erOdImiIpJG00yPWMy+uZ2HhpMxuI/CySX0t6Lh9v4zodUyM5zo81YT0LJX2lGTHZypy8WL9ImpkP7JD0sqSHJJ3U7eODSOqT9OOK4seAMaRnb5j1tHxsXt3pOKr4NGkwxJ1Jx9tj9RfvPZKmS7qnyqx3A2e0O57hYPVOB2A96Q/Ap4A1gPeRRpodBXy2k0H1V0S8Avy103GYDXFvIz1heG6nA2m3iHiq0zEMVW55sYFYHhF/jYjHIuJC4AJg3/wo+VMlPSnpRUk3S9q59KWyyz0flnRnXuZ2STuULXOIpKXlG2t0mUjSmyRdJGmRpBck3Svp0LL5M4H3kwajLLUajat22UjSLpJuybE9KemUPFxEaX6fpDMk/YekpyUtyS1PPpasqxX4bY+SdL6kpXn+sZKuzsdPvfXuJ2mupOWSHpN0XH5kPZL6gGnALvlY66uxjkPydj8i6f4c4w2S3lKx3P+VtEDSS/n9MxXzQ9LnJF0j6Z+SHlHZgIW1LhU3ukwkaYak+fn8slDSDySNLMUOfBvYpuz8ckiet9JlI0mbS7pc0vP5dZmkTcvmT5d0j6QDJD2Yl7mi1rlvOPMJ15rhBVIrzA+Aj5OaibcnPXb+d1p5/BxIQ7l/jfSY+YeAayStPYjtjwTuAD4MbAOcBpwlafc8fxowG/g5qdm6atO1pLHAtcB/5/gPAz4BnFCx6IHACtJAaJ8Dvkjab7OuVPC3/UNSkv9RYDfgnaSW1Xrr3YE0JMRlwHakEZqPJR0XAPuRjrvZpONuvzqrW5OUBBwK7AiMAC4vS4Q+ShqO4lRgW9Jxfoakj1Ss5zukoS4mAGcD51cmKwOwjHRe2wo4kjTG03F53q9IdTef188vv6pcQd6PK4DRpPrdlTQi9BWlfczGkc4nHyWNQbc9cPwg4x96Oj3OgV+99QJmUja2CWkU4qdJJ7CXgIPK5o0gjX/zvfx5CmmclwPLllkHeBY4PH8+BFhasc3S9zaq9rlGnBcDPy373Af8uGKZcXk9E/Pn40nj8qxWtswhwHJg7bL1zK5Yz6zybfnlVydelcdmxby6v+18HL4EHFA2fxTwd2BmnW1eQBqosbxsOmnk5tLnHwN9DWI/JB+LO5WVbQG8Anwgf/4zcG6Vfb6p7HMA51Qs8wfgl3l6pWO+4nsfq/W5Srz/Biyo2Od7qiy3EPhKnv5g3p9xZfPfArxato/TgReB9cuWOa58W36ll1tebCCm5ibeF0l/Ud0I/IjU+vLn0kKR+pTMBrau+P7ssmWWklpoKpcpTNKI3FR9t6S/5ctO+wGb93NVW5ESk1fLym4C3kC6bl9yd8X3ngA27m/cZm3U6Lf9VtLxe2tpZkQs4/VRxuut988VZTcBYyWt188YX63Y/iOkY6t0bqi1rZrnl7LPAz6/AEj6mKSbJP01n19OYWDnlyciYmGpICIeYuV9BHgkIp4r++zzSxVOXmwgbiQ1yb4DGBkR+wGlg63aSJ/9Gf3zVUAVZWs0+M5XgKOBE0lDw08gNc++ofZXqhK1Yy0vf7nKPB9L1s0a/bZVNt3M9TZbM84vUHaOkVT3/CJpMqkl97+Aj5Au43yDxuelVVaFzy9N4wqxgfhnRCyIiEcionSgLSA1O5d30B1BunY9r+L7k8uWGUW6fn1fLnoKWLvir7YJDeLZGfhNRPwiIu4kXap6e8UyL5EuY9UzD9ixovPtzvm7Dzb4rlk3a/TbXkD6T3NSaWbuh7ZtgfXuXFG2M+my0fP9jHE10q3Fpe1vTuoTUjo33FdjWzXPL2Wfy88vkPqllExoENdOwOMR8d2IuC0iHiBd0ipX9PwyVmXPuckdkjdh1X2wBnyrtDVFRCyTdCYwQ9LTwMPAl0id0yqfc/ANSU+RmkO/RTrwL8zzbiF1jjtB0imkToNHNtj8/cDHle5sehr4PLAlqXNiyUJgUj5xLAWeqbKeM0idb8+QdBrpevQMUl+ZfzaIwawbrCdpQkXZsxT4bUs6F/h+Pn4Xk1oXVqN+y8YPgdskTScdw+8mtYJ+fQCxrwBOlTSNdBPAKcC9pD4rkFpW/1PS7cDvgamkzvOVnYD3k3QbqX/ax0itse8BiIgXJN0MfE3Sg8D6rNohv9L9pKTjQNIlqD1InZ3LLQS2kPQu4FHg+YhYXrHMH4C7gAskfYHUEvMj0s0G1zeIwSq45cWa6WvAJaS7C+4E/g8wNSIWVyx3DOmkdwcwHvhwvr5ORDxDOiF9kNQX5gjgmw22+z3StfJrSZe0lpE6EpY7iZQkzSP99bXK9eqIeBzYk9QsfCdwLnARAzsRm3XC+0hJe/nrpIK/7a8AfyLdqXMDqW/XHFIH0qoi4g5gf+BfSf1jZuRX5QMhi1hO6lh8PumPmNWA/aLUgzbiCtIfJl8iHcfTgCMj4jcV65me47mb9OypQyPitrL5n87vtwFnkZK0mvL6TyTd5XQ36dz0rYrFLgV+C1xHOr9UJjfk/dg3z+8j1fFfgX1L+2jFyXVm7SJpCumAfXNEPN3ZaMysHklrAo8AJ0bED1u8rUNIrUDrDHI9AewfEb9uSmDWtXzZyMzMkLQ96Y6YW4F1SS2p61LlmSVmnebkxczMSr5MuotwBeny0i4RsaijEZlV4ctGZmZm1lPcYdfMzMx6ipMXMzMz6ylOXszMzKynOHkxMzOznuLkxczMzHqKkxczMzPrKf8fe/eGfN/fsGgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates Figure 2–17\n", "fig, axs = plt.subplots(1, 2, figsize=(8, 3), sharey=True)\n", @@ -1217,7 +2961,20 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – just shows that we get a uniform distribution\n", "percentiles = [np.percentile(housing[\"median_income\"], p)\n", @@ -1249,7 +3006,20 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates Figure 2–18\n", "\n", @@ -1302,7 +3072,22 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[131997.15275877],\n", + " [299359.35844434],\n", + " [146023.37185694],\n", + " [138840.33653057],\n", + " [192016.61557639]])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictions" ] @@ -1325,7 +3110,19 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([131997.15275877, 299359.35844434, 146023.37185694, 138840.33653057,\n", + " 192016.61557639])" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictions" ] @@ -1371,7 +3168,24 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.81118530e-13],\n", + " [8.20849986e-02],\n", + " [6.70320046e-01],\n", + " ...,\n", + " [9.55316054e-22],\n", + " [6.70320046e-01],\n", + " [3.03539138e-04]])" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "age_simil_35" ] @@ -1392,7 +3206,24 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.999927 ],\n", + " [0.05258419],\n", + " [0.94864161],\n", + " ...,\n", + " [0.00388525],\n", + " [0.05038518],\n", + " [0.99868067]])" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sf_simil" ] @@ -1401,7 +3232,19 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.5 ],\n", + " [0.75]])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ratio_transformer = FunctionTransformer(lambda X: X[:, [0]] / X[:, [1]])\n", "ratio_transformer.transform(np.array([[1., 2.], [3., 4.]]))" @@ -1477,7 +3320,20 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0.14, 0. , 0. , 0. , 0.08, 0. , 0.99, 0. , 0.6 ],\n", + " [0.63, 0. , 0.99, 0. , 0. , 0. , 0.04, 0. , 0.11, 0. ],\n", + " [0. , 0.29, 0. , 0. , 0.01, 0.44, 0. , 0.7 , 0. , 0.3 ]])" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "similarities[:3].round(2)" ] @@ -1486,7 +3342,20 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates Figure 2–19\n", "\n", @@ -1553,7 +3422,19 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('simpleimputer', SimpleImputer(strategy='median')),\n", + " ('standardscaler', StandardScaler())])" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn import set_config\n", "\n", @@ -1566,7 +3447,19 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-1.42, 1.01, 1.86, 0.31, 1.37, 0.14, 1.39, -0.94],\n", + " [ 0.6 , -0.7 , 0.91, -0.31, -0.44, -0.69, -0.37, 1.17]])" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_num_prepared = num_pipeline.fit_transform(housing_num)\n", "housing_num_prepared[:2].round(2)" @@ -1576,7 +3469,16 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Monkey-patching SimpleImputer.get_feature_names_out()\n", + "Monkey-patching FunctionTransformer.get_feature_names_out()\n" + ] + } + ], "source": [ "def monkey_patch_get_signature_names_out():\n", " \"\"\"Monkey patch some classes which did not handle get_feature_names_out()\n", @@ -1636,7 +3538,80 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_income
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" + ], + "text/plain": [ + " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", + "13096 -1.423037 1.013606 1.861119 0.311912 1.368167 \n", + "14973 0.596394 -0.702103 0.907630 -0.308620 -0.435925 \n", + "\n", + " population households median_income \n", + "13096 0.137460 1.394812 -0.936491 \n", + "14973 -0.693771 -0.373485 1.171942 " + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_housing_num_prepared.head(2) # extra code" ] @@ -1645,7 +3620,19 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[('simpleimputer', SimpleImputer(strategy='median')),\n", + " ('standardscaler', StandardScaler())]" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "num_pipeline.steps" ] @@ -1654,7 +3641,18 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "StandardScaler()" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "num_pipeline[1]" ] @@ -1663,7 +3661,18 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('simpleimputer', SimpleImputer(strategy='median'))])" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "num_pipeline[:-1]" ] @@ -1672,7 +3681,18 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SimpleImputer(strategy='median')" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "num_pipeline.named_steps[\"simpleimputer\"]" ] @@ -1681,7 +3701,19 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('simpleimputer', SimpleImputer(strategy='median')),\n", + " ('standardscaler', StandardScaler())])" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "num_pipeline.set_params(simpleimputer__strategy=\"median\")" ] @@ -1735,7 +3767,119 @@ "cell_type": "code", "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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pipeline-1__longitudepipeline-1__latitudepipeline-1__housing_median_agepipeline-1__total_roomspipeline-1__total_bedroomspipeline-1__populationpipeline-1__householdspipeline-1__median_incomepipeline-2__ocean_proximity_<1H OCEANpipeline-2__ocean_proximity_INLANDpipeline-2__ocean_proximity_ISLANDpipeline-2__ocean_proximity_NEAR BAYpipeline-2__ocean_proximity_NEAR OCEAN
13096-1.4230371.0136061.8611190.3119121.3681670.1374601.394812-0.9364910.00.00.01.00.0
149730.596394-0.7021030.907630-0.308620-0.435925-0.693771-0.3734851.1719421.00.00.00.00.0
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" + ], + "text/plain": [ + " pipeline-1__longitude pipeline-1__latitude \\\n", + "13096 -1.423037 1.013606 \n", + "14973 0.596394 -0.702103 \n", + "\n", + " pipeline-1__housing_median_age pipeline-1__total_rooms \\\n", + "13096 1.861119 0.311912 \n", + "14973 0.907630 -0.308620 \n", + "\n", + " pipeline-1__total_bedrooms pipeline-1__population \\\n", + "13096 1.368167 0.137460 \n", + "14973 -0.435925 -0.693771 \n", + "\n", + " pipeline-1__households pipeline-1__median_income \\\n", + "13096 1.394812 -0.936491 \n", + "14973 -0.373485 1.171942 \n", + "\n", + " pipeline-2__ocean_proximity_<1H OCEAN \\\n", + "13096 0.0 \n", + "14973 1.0 \n", + "\n", + " pipeline-2__ocean_proximity_INLAND pipeline-2__ocean_proximity_ISLAND \\\n", + "13096 0.0 0.0 \n", + "14973 0.0 0.0 \n", + "\n", + " pipeline-2__ocean_proximity_NEAR BAY \\\n", + "13096 1.0 \n", + "14973 0.0 \n", + "\n", + " pipeline-2__ocean_proximity_NEAR OCEAN \n", + "13096 0.0 \n", + "14973 0.0 " + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that we can get a DataFrame out if we want\n", "housing_prepared_fr = pd.DataFrame(\n", @@ -1786,7 +3930,18 @@ "cell_type": "code", "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(16512, 24)" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_prepared = preprocessing.fit_transform(housing)\n", "housing_prepared.shape" @@ -1796,7 +3951,30 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['bedrooms_ratio__bedrooms_ratio',\n", + " 'rooms_per_house__rooms_per_house',\n", + " 'people_per_house__people_per_house', 'log__total_bedrooms',\n", + " 'log__total_rooms', 'log__population', 'log__households',\n", + " 'log__median_income', 'geo__Cluster 0 similarity',\n", + " 'geo__Cluster 1 similarity', 'geo__Cluster 2 similarity',\n", + " 'geo__Cluster 3 similarity', 'geo__Cluster 4 similarity',\n", + " 'geo__Cluster 5 similarity', 'geo__Cluster 6 similarity',\n", + " 'geo__Cluster 7 similarity', 'geo__Cluster 8 similarity',\n", + " 'geo__Cluster 9 similarity', 'cat__ocean_proximity_<1H OCEAN',\n", + " 'cat__ocean_proximity_INLAND', 'cat__ocean_proximity_ISLAND',\n", + " 'cat__ocean_proximity_NEAR BAY', 'cat__ocean_proximity_NEAR OCEAN',\n", + " 'remainder__housing_median_age'], dtype=object)" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "preprocessing.get_feature_names_out()" ] @@ -1819,7 +3997,39 @@ "cell_type": "code", "execution_count": 119, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('columntransformer',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_out=['bedrooms_ratio'],\n", + " f...\n", + " 'median_income']),\n", + " ('geo',\n", + " ClusterSimilarity(random_state=42),\n", + " ['latitude', 'longitude']),\n", + " ('cat',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='most_frequent')),\n", + " ('onehotencoder',\n", + " OneHotEncoder(handle_unknown='ignore'))]),\n", + " )])),\n", + " ('linearregression', LinearRegression())])" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", @@ -1838,7 +4048,18 @@ "cell_type": "code", "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([243700., 372400., 128800., 94400., 328300.])" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_predictions = lin_reg.predict(housing)\n", "housing_predictions[:5].round(-2) # -2 = rounded to the nearest hundred" @@ -1855,7 +4076,18 @@ "cell_type": "code", "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([458300., 483800., 101700., 96100., 361800.])" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_labels.iloc[:5].values" ] @@ -1864,7 +4096,15 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-46.8%, -23.0%, 26.6%, -1.8%, -9.3%\n" + ] + } + ], "source": [ "# extra code – computes the error ratios discussed in the book\n", "error_ratios = housing_predictions[:5].round(-2) / housing_labels.iloc[:5].values - 1\n", @@ -1875,7 +4115,18 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "68687.89176589991" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", @@ -1888,7 +4139,38 @@ "cell_type": "code", "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('columntransformer',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_out=['bedrooms_ratio'],\n", + " f...\n", + " ClusterSimilarity(random_state=42),\n", + " ['latitude', 'longitude']),\n", + " ('cat',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='most_frequent')),\n", + " ('onehotencoder',\n", + " OneHotEncoder(handle_unknown='ignore'))]),\n", + " )])),\n", + " ('decisiontreeregressor',\n", + " DecisionTreeRegressor(random_state=42))])" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1900,7 +4182,18 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "housing_predictions = tree_reg.predict(housing)\n", "tree_rmse = mean_squared_error(housing_labels, housing_predictions,\n", @@ -1931,7 +4224,26 @@ "cell_type": "code", "execution_count": 127, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 10.000000\n", + "mean 66868.027288\n", + "std 2060.966425\n", + "min 63649.536493\n", + "25% 65338.078316\n", + "50% 66801.953094\n", + "75% 68229.934454\n", + "max 70094.778246\n", + "dtype: float64" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.Series(tree_rmses).describe()" ] @@ -1940,7 +4252,26 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 10.000000\n", + "mean 69858.018195\n", + "std 4182.205077\n", + "min 65397.780144\n", + "25% 68070.536263\n", + "50% 68619.737842\n", + "75% 69810.076342\n", + "max 80959.348171\n", + "dtype: float64" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – computes the error stats for the linear model\n", "lin_rmses = -cross_val_score(lin_reg, housing, housing_labels,\n", @@ -1973,7 +4304,26 @@ "cell_type": "code", "execution_count": 130, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 10.000000\n", + "mean 47019.561281\n", + "std 1033.957120\n", + "min 45458.112527\n", + "25% 46464.031184\n", + "50% 46967.596354\n", + "75% 47325.694987\n", + "max 49243.765795\n", + "dtype: float64" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.Series(forest_rmses).describe()" ] @@ -1989,7 +4339,18 @@ "cell_type": "code", "execution_count": 131, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "17474.619286483998" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "forest_reg.fit(housing, housing_labels)\n", "housing_predictions = forest_reg.predict(housing)\n", @@ -2030,7 +4391,36 @@ "cell_type": "code", "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_...\n", + " )])),\n", + " ('random_forest',\n", + " RandomForestRegressor(random_state=42))]),\n", + " param_grid=[{'preprocessing__geo__n_clusters': [5, 8, 10],\n", + " 'random_forest__max_features': [4, 6, 8]},\n", + " {'preprocessing__geo__n_clusters': [10, 15],\n", + " 'random_forest__max_features': [6, 8, 10]}],\n", + " scoring='neg_root_mean_squared_error')" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "\n", @@ -2060,7 +4450,15 @@ "cell_type": "code", "execution_count": 133, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['memory', 'steps', 'verbose', 'preprocessing', 'random_forest', 'preprocessing__n_jobs', 'preprocessing__remainder__memory', 'preprocessing__remainder__steps', 'preprocessing__remainder__verbose', 'preprocessing__remainder__simpleimputer', 'preprocessing__remainder__standardscaler', 'preprocessing__remainder__simpleimputer__add_indicator', 'preprocessing__remainder__simpleimputer__copy', 'preprocessing__remainder__simpleimputer__fill_value', 'preprocessing__remainder__simpleimputer__missing_values', 'preprocessing__remainder__simpleimputer__strategy', 'preprocessing__remainder__simpleimputer__verbose', 'preprocessing__remainder__standardscaler__copy', 'preprocessing__remainder__standardscaler__with_mean', 'preprocessing__remainder__standardscaler__with_std', 'preprocessing__remainder', 'preprocessing__sparse_threshold', 'preprocessing__transformer_weights', 'preprocessing__transformers', 'preprocessing__verbose', 'preprocessing__verbose_feature_names_out', 'preprocessing__be...\n" + ] + } + ], "source": [ "# extra code – shows part of the output of get_params().keys()\n", "print(str(full_pipeline.get_params().keys())[:1000] + \"...\")" @@ -2077,7 +4475,18 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'preprocessing__geo__n_clusters': 15, 'random_forest__max_features': 6}" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_params_" ] @@ -2086,7 +4495,39 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_out=['bedrooms_ratio'],\n", + " func=...\n", + " ClusterSimilarity(n_clusters=15,\n", + " random_state=42),\n", + " ['latitude', 'longitude']),\n", + " ('cat',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='most_frequent')),\n", + " ('onehotencoder',\n", + " OneHotEncoder(handle_unknown='ignore'))]),\n", + " )])),\n", + " ('random_forest',\n", + " RandomForestRegressor(max_features=6, random_state=42))])" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_estimator_" ] @@ -2102,7 +4543,100 @@ "cell_type": "code", "execution_count": 136, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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n_clustersmax_featuressplit0split1split2mean_test_rmse
1215643460439194474844042
1315844132440754501044406
14151044374442864531644659
710644683446554565744999
910644683446554565744999
\n", + "
" + ], + "text/plain": [ + " n_clusters max_features split0 split1 split2 mean_test_rmse\n", + "12 15 6 43460 43919 44748 44042\n", + "13 15 8 44132 44075 45010 44406\n", + "14 15 10 44374 44286 45316 44659\n", + "7 10 6 44683 44655 45657 44999\n", + "9 10 6 44683 44655 45657 44999" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cv_res = pd.DataFrame(grid_search.cv_results_)\n", "cv_res.sort_values(by=\"mean_test_score\", ascending=False, inplace=True)\n", @@ -2153,7 +4687,34 @@ "cell_type": "code", "execution_count": 138, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomizedSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_...\n", + " )])),\n", + " ('random_forest',\n", + " RandomForestRegressor(random_state=42))]),\n", + " param_distributions={'preprocessing__geo__n_clusters': ,\n", + " 'random_forest__max_features': },\n", + " random_state=42, scoring='neg_root_mean_squared_error')" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import RandomizedSearchCV\n", "from scipy.stats import randint\n", @@ -2172,7 +4733,100 @@ "cell_type": "code", "execution_count": 139, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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n_clustersmax_featuressplit0split1split2mean_test_rmse
145941287421504262742021
832741690425424322442485
0411642223429594332142834
542441818430944381742910
223842264429964383043030
\n", + "
" + ], + "text/plain": [ + " n_clusters max_features split0 split1 split2 mean_test_rmse\n", + "1 45 9 41287 42150 42627 42021\n", + "8 32 7 41690 42542 43224 42485\n", + "0 41 16 42223 42959 43321 42834\n", + "5 42 4 41818 43094 43817 42910\n", + "2 23 8 42264 42996 43830 43030" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – displays the random search results\n", "cv_res = pd.DataFrame(rnd_search.cv_results_)\n", @@ -2211,7 +4865,20 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – plots a few distributions you can use in randomized search\n", "\n", @@ -2273,7 +4940,20 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows the difference between expon and reciprocal\n", "\n", @@ -2335,7 +5015,23 @@ "cell_type": "code", "execution_count": 142, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.07, 0.05, 0.05, 0.01, 0.01, 0.01, 0.01, 0.19, 0.04, 0.01, 0. ,\n", + " 0.01, 0.01, 0.01, 0.01, 0.01, 0. , 0.01, 0.01, 0.01, 0. , 0.01,\n", + " 0.01, 0.01, 0.01, 0.01, 0. , 0. , 0.02, 0.01, 0.01, 0.01, 0.02,\n", + " 0.01, 0. , 0.02, 0.03, 0.01, 0.01, 0.01, 0.01, 0.01, 0.02, 0.01,\n", + " 0.01, 0.02, 0.01, 0.01, 0.01, 0.01, 0.01, 0.02, 0.01, 0. , 0.07,\n", + " 0. , 0. , 0. , 0.01])" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "final_model = rnd_search.best_estimator_ # includes preprocessing\n", "feature_importances = final_model[\"random_forest\"].feature_importances_\n", @@ -2346,7 +5042,76 @@ "cell_type": "code", "execution_count": 143, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(0.18694559869103852, 'log__median_income'),\n", + " (0.0748194905715524, 'cat__ocean_proximity_INLAND'),\n", + " (0.06926417748515576, 'bedrooms_ratio__bedrooms_ratio'),\n", + " (0.05446998753775219, 'rooms_per_house__rooms_per_house'),\n", + " (0.05262301809680712, 'people_per_house__people_per_house'),\n", + " (0.03819415873915732, 'geo__Cluster 0 similarity'),\n", + " (0.02879263999929514, 'geo__Cluster 28 similarity'),\n", + " (0.023530192521380392, 'geo__Cluster 24 similarity'),\n", + " (0.020544786346378206, 'geo__Cluster 27 similarity'),\n", + " (0.019873052631077512, 'geo__Cluster 43 similarity'),\n", + " (0.018597511022930273, 'geo__Cluster 34 similarity'),\n", + " (0.017409085415656868, 'geo__Cluster 37 similarity'),\n", + " (0.015546519677632162, 'geo__Cluster 20 similarity'),\n", + " (0.014230331127504292, 'geo__Cluster 17 similarity'),\n", + " (0.0141032216204026, 'geo__Cluster 39 similarity'),\n", + " (0.014065768027447325, 'geo__Cluster 9 similarity'),\n", + " (0.01354220782825315, 'geo__Cluster 4 similarity'),\n", + " (0.01348963625822907, 'geo__Cluster 3 similarity'),\n", + " (0.01338319626383868, 'geo__Cluster 38 similarity'),\n", + " (0.012240533790212824, 'geo__Cluster 31 similarity'),\n", + " (0.012089046542256785, 'geo__Cluster 7 similarity'),\n", + " (0.01152326329703204, 'geo__Cluster 23 similarity'),\n", + " (0.011397459905603558, 'geo__Cluster 40 similarity'),\n", + " (0.011282340924816439, 'geo__Cluster 36 similarity'),\n", + " (0.01104139770781063, 'remainder__housing_median_age'),\n", + " (0.010671123191312802, 'geo__Cluster 44 similarity'),\n", + " (0.010296376177202627, 'geo__Cluster 5 similarity'),\n", + " (0.010184798445004483, 'geo__Cluster 42 similarity'),\n", + " (0.010121853542225083, 'geo__Cluster 11 similarity'),\n", + " (0.009795219101117579, 'geo__Cluster 35 similarity'),\n", + " (0.00952581084310724, 'geo__Cluster 10 similarity'),\n", + " (0.009433209165984823, 'geo__Cluster 13 similarity'),\n", + " (0.00915075361116215, 'geo__Cluster 1 similarity'),\n", + " (0.009021485619463173, 'geo__Cluster 30 similarity'),\n", + " (0.00894936224917583, 'geo__Cluster 41 similarity'),\n", + " (0.008901832702357514, 'geo__Cluster 25 similarity'),\n", + " (0.008897504713401587, 'geo__Cluster 29 similarity'),\n", + " (0.0086846298524955, 'geo__Cluster 21 similarity'),\n", + " (0.008061104590483955, 'geo__Cluster 15 similarity'),\n", + " (0.00786048176566994, 'geo__Cluster 16 similarity'),\n", + " (0.007793633130749198, 'geo__Cluster 22 similarity'),\n", + " (0.007501766442066527, 'log__total_rooms'),\n", + " (0.0072024111938241275, 'geo__Cluster 32 similarity'),\n", + " (0.006947156598995616, 'log__population'),\n", + " (0.006800076770899128, 'log__households'),\n", + " (0.006736105364684462, 'log__total_bedrooms'),\n", + " (0.006315268213499131, 'geo__Cluster 33 similarity'),\n", + " (0.005796398579893261, 'geo__Cluster 14 similarity'),\n", + " (0.005234954623294958, 'geo__Cluster 6 similarity'),\n", + " (0.0045514083468621595, 'geo__Cluster 12 similarity'),\n", + " (0.004546042080216035, 'geo__Cluster 18 similarity'),\n", + " (0.004314514641115755, 'geo__Cluster 2 similarity'),\n", + " (0.003953528110719969, 'geo__Cluster 19 similarity'),\n", + " (0.003297404747742136, 'geo__Cluster 26 similarity'),\n", + " (0.00289453474290887, 'cat__ocean_proximity_<1H OCEAN'),\n", + " (0.0016978863168109126, 'cat__ocean_proximity_NEAR OCEAN'),\n", + " (0.0016391131530559377, 'geo__Cluster 8 similarity'),\n", + " (0.00015061247730531558, 'cat__ocean_proximity_NEAR BAY'),\n", + " (7.301686597099842e-05, 'cat__ocean_proximity_ISLAND')]" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sorted(zip(feature_importances,\n", " final_model[\"preprocessing\"].get_feature_names_out()),\n", @@ -2364,7 +5129,15 @@ "cell_type": "code", "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41424.40026462184\n" + ] + } + ], "source": [ "X_test = strat_test_set.drop(\"median_house_value\", axis=1)\n", "y_test = strat_test_set[\"median_house_value\"].copy()\n", @@ -2386,7 +5159,18 @@ "cell_type": "code", "execution_count": 145, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([39275.40861216, 43467.27680583])" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from scipy import stats\n", "\n", @@ -2408,7 +5192,18 @@ "cell_type": "code", "execution_count": 146, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(39275.40861216077, 43467.2768058342)" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to compute a confidence interval for the RMSE\n", "m = len(squared_errors)\n", @@ -2429,7 +5224,18 @@ "cell_type": "code", "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(39276.05610140007, 43466.691749969636)" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – computes a confidence interval again using z-score\n", "zscore = stats.norm.ppf((1 + confidence) / 2)\n", @@ -2455,7 +5261,18 @@ "cell_type": "code", "execution_count": 148, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['my_california_housing_model.pkl']" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import joblib\n", "\n", @@ -2498,7 +5315,18 @@ "cell_type": "code", "execution_count": 150, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([442737.15, 457566.06, 105965. , 98462. , 332992.01])" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictions" ] @@ -2535,7 +5363,38 @@ "cell_type": "code", "execution_count": 151, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_...\n", + " )])),\n", + " ('svr', SVR())]),\n", + " param_grid=[{'svr__C': [10.0, 30.0, 100.0, 300.0, 1000.0, 3000.0,\n", + " 10000.0, 30000.0],\n", + " 'svr__kernel': ['linear']},\n", + " {'svr__C': [1.0, 3.0, 10.0, 30.0, 100.0, 300.0,\n", + " 1000.0],\n", + " 'svr__gamma': [0.01, 0.03, 0.1, 0.3, 1.0, 3.0],\n", + " 'svr__kernel': ['rbf']}],\n", + " scoring='neg_root_mean_squared_error')" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.svm import SVR\n", @@ -2565,7 +5424,18 @@ "cell_type": "code", "execution_count": 152, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "69814.13889867254" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svr_grid_search_rmse = -grid_search.best_score_\n", "svr_grid_search_rmse" @@ -2582,7 +5452,18 @@ "cell_type": "code", "execution_count": 153, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'svr__C': 10000.0, 'svr__kernel': 'linear'}" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_params_" ] @@ -2619,7 +5500,35 @@ "cell_type": "code", "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomizedSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(remainder=Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_...\n", + " )])),\n", + " ('svr', SVR())]),\n", + " n_iter=50,\n", + " param_distributions={'svr__C': ,\n", + " 'svr__gamma': ,\n", + " 'svr__kernel': ['linear', 'rbf']},\n", + " random_state=42, scoring='neg_root_mean_squared_error')" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import RandomizedSearchCV\n", "from scipy.stats import expon, reciprocal\n", @@ -2653,7 +5562,18 @@ "cell_type": "code", "execution_count": 155, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "55853.88100300133" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svr_rnd_search_rmse = -rnd_search.best_score_\n", "svr_rnd_search_rmse" @@ -2670,7 +5590,20 @@ "cell_type": "code", "execution_count": 156, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'svr__C': 157055.10989448498,\n", + " 'svr__gamma': 0.26497040005002437,\n", + " 'svr__kernel': 'rbf'}" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_search.best_params_" ] @@ -2693,7 +5626,18 @@ "cell_type": "code", "execution_count": 157, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.80066" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.random.seed(42)\n", "\n", @@ -2751,7 +5695,26 @@ "cell_type": "code", "execution_count": 159, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 3.000000\n", + "mean 56211.362086\n", + "std 1922.002802\n", + "min 54150.008629\n", + "25% 55339.929909\n", + "50% 56529.851189\n", + "75% 57242.038815\n", + "max 57954.226441\n", + "dtype: float64" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "selector_rmses = -cross_val_score(selector_pipeline,\n", " housing.iloc[:5000],\n", @@ -2856,7 +5819,24 @@ "cell_type": "code", "execution_count": 162, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[456667. ],\n", + " [435250. ],\n", + " [105100. ],\n", + " ...,\n", + " [148800. ],\n", + " [500001. ],\n", + " [234333.33333333]])" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn_reg = KNeighborsRegressor(n_neighbors=3, weights=\"distance\")\n", "knn_transformer = FeatureFromRegressor(knn_reg)\n", @@ -2875,7 +5855,18 @@ "cell_type": "code", "execution_count": 163, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['kneighborsregressor_prediction_0']" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn_transformer.get_feature_names_out()" ] @@ -2921,7 +5912,26 @@ "cell_type": "code", "execution_count": 166, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 3.000000\n", + "mean 104992.095758\n", + "std 3112.486560\n", + "min 101550.880533\n", + "25% 103682.876337\n", + "50% 105814.872141\n", + "75% 106712.703370\n", + "max 107610.534600\n", + "dtype: float64" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "new_pipe_rmses = -cross_val_score(new_geo_pipeline,\n", " housing.iloc[:5000],\n", @@ -2956,7 +5966,34 @@ "cell_type": "code", "execution_count": 167, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomizedSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('preprocessing',\n", + " ColumnTransformer(transformers=[('bedrooms_ratio',\n", + " Pipeline(steps=[('simpleimputer',\n", + " SimpleImputer(strategy='median')),\n", + " ('functiontransformer',\n", + " FunctionTransformer(feature_names_out=['bedrooms_ratio'],\n", + " func=)),\n", + " ('standardscaler',\n", + " StandardScaler())]),\n", + " ['...\n", + " param_distributions={'preprocessing__geo__estimator__n_neighbors': range(1, 30),\n", + " 'preprocessing__geo__estimator__weights': ['distance',\n", + " 'uniform'],\n", + " 'svr__C': ,\n", + " 'svr__gamma': },\n", + " random_state=42, scoring='neg_root_mean_squared_error')" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "param_distribs = {\n", " \"preprocessing__geo__estimator__n_neighbors\": range(1, 30),\n", @@ -2978,7 +6015,18 @@ "cell_type": "code", "execution_count": 168, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "106775.63787128967" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "new_geo_rnd_search_rmse = -new_geo_rnd_search.best_score_\n", "new_geo_rnd_search_rmse" diff --git a/03_classification.ipynb b/03_classification.ipynb index 30c48e7..8504a5f 100644 --- a/03_classification.ipynb +++ b/03_classification.ipynb @@ -140,7 +140,27 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "**Author**: Yann LeCun, Corinna Cortes, Christopher J.C. Burges \n", + "**Source**: [MNIST Website](http://yann.lecun.com/exdb/mnist/) - Date unknown \n", + "**Please cite**: \n", + "\n", + "The MNIST database of handwritten digits with 784 features, raw data available at: http://yann.lecun.com/exdb/mnist/. It can be split in a training set of the first 60,000 examples, and a test set of 10,000 examples \n", + "\n", + "It is a subset of a larger set available from NIST. The digits have been size-normalized and centered in a fixed-size image. It is a good database for people who want to try learning techniques and pattern recognition methods on real-world data while spending minimal efforts on preprocessing and formatting. The original black and white (bilevel) images from NIST were size normalized to fit in a 20x20 pixel box while preserving their aspect ratio. The resulting images contain grey levels as a result of the anti-aliasing technique used by the normalization algorithm. the images were centered in a 28x28 image by computing the center of mass of the pixels, and translating the image so as to position this point at the center of the 28x28 field. \n", + "\n", + "With some classification methods (particularly template-based methods, such as SVM and K-nearest neighbors), the error rate improves when the digits are centered by bounding box rather than center of mass. If you do this kind of pre-processing, you should report it in your publications. The MNIST database was constructed from NIST's NIST originally designated SD-3 as their training set and SD-1 as their test set. However, SD-3 is much cleaner and easier to recognize than SD-1. The reason for this can be found on the fact that SD-3 was collected among Census Bureau employees, while SD-1 was collected among high-school students. Drawing sensible conclusions from learning experiments requires that the result be independent of the choice of training set and test among the complete set of samples. Therefore it was necessary to build a new database by mixing NIST's datasets. \n", + "\n", + "The MNIST training set is composed of 30,000 patterns from SD-3 and 30,000 patterns from SD-1. Our test set was composed of 5,000 patterns from SD-3 and 5,000 patterns from SD-1. The 60,000 pattern training set contained examples from approximately 250 writers. We made sure that the sets of writers of the training set and test set were disjoint. SD-1 contains 58,527 digit images written by 500 different writers. In contrast to SD-3, where blocks of data from each writer appeared in sequence, the data in SD-1 is scrambled. Writer identities for SD-1 is available and we used this information to unscramble the writers. We then split SD-1 in two: characters written by the first 250 writers went into our new training set. The remaining 250 writers were placed in our test set. Thus we had two sets with nearly 30,000 examples each. The new training set was completed with enough examples from SD-3, starting at pattern # 0, to make a full set of 60,000 training patterns. Similarly, the new test set was completed with SD-3 examples starting at pattern # 35,000 to make a full set with 60,000 test patterns. Only a subset of 10,000 test images (5,000 from SD-1 and 5,000 from SD-3) is available on this site. The full 60,000 sample training set is available.\n", + "\n", + "Downloaded from openml.org.\n" + ] + } + ], "source": [ "# extra code – it's a bit too long\n", "print(mnist.DESCR)" @@ -150,7 +170,18 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['data', 'target', 'frame', 'categories', 'feature_names', 'target_names', 'DESCR', 'details', 'url'])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mnist.keys() # extra code – we only use data and target in this notebook" ] @@ -159,7 +190,24 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X, y = mnist.data, mnist.target\n", "X" @@ -169,7 +217,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(70000, 784)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X.shape" ] @@ -178,7 +237,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['5', '0', '4', ..., '4', '5', '6'], dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y" ] @@ -187,7 +257,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(70000,)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y.shape" ] @@ -196,7 +277,18 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "784" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "28 * 28" ] @@ -205,7 +297,20 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -224,7 +329,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'5'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y[0]" ] @@ -233,7 +349,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 3–2\n", "plt.figure(figsize=(9, 9))\n", @@ -275,7 +404,18 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SGDClassifier(random_state=42)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", @@ -287,7 +427,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sgd_clf.predict([some_digit])" ] @@ -310,7 +461,18 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.95035, 0.96035, 0.9604 ])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", @@ -321,7 +483,17 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.95035\n", + "0.96035\n", + "0.9604\n" + ] + } + ], "source": [ "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.base import clone\n", @@ -345,7 +517,15 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n" + ] + } + ], "source": [ "from sklearn.dummy import DummyClassifier\n", "\n", @@ -358,7 +538,18 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.90965, 0.90965, 0.90965])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cross_val_score(dummy_clf, X_train, y_train_5, cv=3, scoring=\"accuracy\")" ] @@ -385,7 +576,19 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[53892, 687],\n", + " [ 1891, 3530]])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", @@ -397,7 +600,19 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[54579, 0],\n", + " [ 0, 5421]])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train_perfect_predictions = y_train_5 # pretend we reached perfection\n", "confusion_matrix(y_train_5, y_train_perfect_predictions)" @@ -414,7 +629,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8370879772350012" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import precision_score, recall_score\n", "\n", @@ -425,7 +651,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8370879772350012" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – this cell also computes the precision: TP / (FP + TP)\n", "cm[1, 1] / (cm[0, 1] + cm[1, 1])" @@ -435,7 +672,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.6511713705958311" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "recall_score(y_train_5, y_train_pred) # == 3530 / (1891 + 3530)" ] @@ -444,7 +692,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.6511713705958311" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – this cell also computes the recall: TP / (FN + TP)\n", "cm[1, 1] / (cm[1, 0] + cm[1, 1])" @@ -454,7 +713,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.7325171197343846" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import f1_score\n", "\n", @@ -465,7 +735,18 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.7325171197343847" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – this cell also computes the f1 score\n", "cm[1, 1] / (cm[1, 1] + (cm[1, 0] + cm[0, 1]) / 2)" @@ -482,7 +763,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2164.22030239])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_scores = sgd_clf.decision_function([some_digit])\n", "y_scores" @@ -502,7 +794,18 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_some_digit_pred" ] @@ -511,7 +814,18 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – just shows that y_scores > 0 produces the same result as\n", "# calling predict()\n", @@ -522,7 +836,18 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([False])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "threshold = 3000\n", "y_some_digit_pred = (y_scores > threshold)\n", @@ -554,7 +879,20 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8, 4)) # extra code – it's not needed, just formatting\n", "plt.plot(thresholds, precisions[:-1], \"b--\", label=\"Precision\", linewidth=2)\n", @@ -578,7 +916,20 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.patches as patches # extra code – for the curved arrow\n", "\n", @@ -611,7 +962,18 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3370.0194991439557" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "idx_for_90_precision = (precisions >= 0.90).argmax()\n", "threshold_for_90_precision = thresholds[idx_for_90_precision]\n", @@ -631,7 +993,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9000345901072293" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision_score(y_train_5, y_train_pred_90)" ] @@ -640,7 +1013,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.4799852425751706" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "recall_at_90_precision = recall_score(y_train_5, y_train_pred_90)\n", "recall_at_90_precision" @@ -668,7 +1052,20 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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JY/LAZiV27ISEBBYuXMjPP/9sTzze3t40btyY22+/nU6dOuHjo+cO0rTy6LvvvuOOO+7gyy+/ZPDgwRUi+YBOQNm8scqYRsHbw8TCBzuWyDEvXrzIp59+yg8//IDVaiUjI8OeeB5++GEaN25cInFomlbyRASlFAMGDODrr7/mtttuc3dIJUonIJsf/j7N/N9jARjft1GxTxgnIixfvpy5c+ditVpJT0/H29ubevXq8fDDD9O8efNiPb6mae61bds2HnvsMb7++msiIyMZNGiQu0MqcToBAZdT0nnluz0AXFevEqO71y3W4126dImpU6eyZ88eUlNT8fHxoVatWjzyyCO0atWqWI+taVrpYDabSUpK4sKFC0RGRro7HLfQCQiY/sM+Tl9KoVqwDwuKuelt+/btvPrqq6SkpAAQEBDAs88+S8eOHStMu6+mVVRWq5W1a9fSs2dPWrduzV9//YXJVHEHpKm4n9zmwNlEFtu6XL81pBWe5uIpkvT0dGbNmsWkSZNISkrCbDbTsmVL5s+fT6dOnXTy0bQKYObMmfTq1Yvt27cDVOjkA7oGZL/u07F2GNfVq1wsxzhx4gSTJk0iLi6O1NRUvL29GT16NLfeeqtOPJpWgYwZM4bw8HDatGnj7lBKhQqdfnedvGSv/UwaWDzzasTExPD4449z4sQJRITIyEhmzZrFbbfdppOPplUAv/32G7feeispKSn4+PgwbNgw/b9vU6ET0JfbTgDQt2kVmld3/fhpMTExPPXUU/aRbPv06cPcuXOJiopy+bE0TSud4uPjOXToEPHx8e4OpdSpsAko7nKKvfltVFfXj3aQNfl4e3tz11138dRTT+Hl5eXyY2maVrqkp6ezY8cOAAYPHsyOHTuoUaOGe4MqhSpsApry7W4AGlcNpGOdMJfuO7fkM3LkSJceQ9O00uuZZ56hW7dunDlzBkB/8cxDheyEcOZSCqt2ncGk4MP72rm0PVYnH03Txo8fT/v27alataq7QynVKmQNaPGWY1gFbmhShahK/i7bb1xcnE4+mlZBrVy5kieeeAIRoXr16tx7773uDqnUq3AJyGoVZq45CMDAVtVctl+LxcLLL7/M1atXdfLRtApoy5YtrF+/nsTERHeHUmZUuAS0KSYBqxjPb27uuurxZ599xtGjRzGbzXTq1EknH02rAFJSUoiNjQVg0qRJbNiwgaCgIPcGVYZUuAS0apdxUXBoh5p4uGjUgwMHDrB48WJSU1MJCAhg3LhxLtmvpmml27333ssNN9xAamoqJpMJX19fd4dUplSoTggWq/DtzlMA3NTCNYP/Xb16lcmTJ5OWloa3tzdTpkzB399115U0TSu9Jk6cyPHjx/H29nZ3KGVSidaAlFL9lVL7lVKHlFLP5rI+WCn1rVJqp1Jqt1LqAVcef8OheC4kpxPo7UH3Bq4Zdue///0vly9fxtvbm8GDB9O0afGMqKBpWunwxRdfMHPmTAA6duzI4MGD3RxR2VViCUgpZQZmATcBTYFhSqmcZ+vHgD0i0groCbytlHJZB/qZaw4BcEfb6i7per1p0ybWrl1LRkYG1atXZ8SIEUXep6ZppZeI8MUXX7B06VIsFou7wynzHGqCU0qZMBJCD6A24AucA7YDP4rIcQd20xE4JCJHbPv8DLgN2JNlGwEClZEdAoDzQIYjMRYkw2Jl+7ELANzdoVaR92e1Wvnvf/9rn89nypQpmM3FO4mdpmnucfXqVc6fP09YWBgLFizAw8ND/7+7QL41IKWUr1LqBeA48D3QFyMxpAF1gMlAjFJqpVKqcwHHqm7bT6YTtmVZzQSaAKeAv4EnRcTq4GfJ14bDCWRYBV9PM00iA4u8v/Xr19ub3u6++26XTih16tQp2rdvz549ewre2Obbb7+lW7duLotB0zSD1Wpl3Lhx3H333YgI/v7++pqPixRUAzoIbATGYNR00nNuoJSKAu4BPldKvSYi/8tjX7m1eUmO1/2AHUBvoB7wk1JqnYhcznHMMbaYCA8PJzo6uoCPAQt2pwJwQ00Tv/32W4HbFyQ2NtY+nUK1atUcigGM7tpXrlxh1KhR2ZYfP36cd999l+eff56QkBAmTZrE6dOniYuLc2i/+/btw2KxZIsjKSnJ4bgqEl0uedNlk7sBAwYQHh7uknOH9o+CElB/EdmV3wYichR4XSn1NpDfMM8ngJpZXtfAqOlk9QAwXUQEOKSUigEaA1tyHHMOMAegUaNG0rNnz3w/hIjwwqZfgQzuuaFtkef92bRpE8uWLcNqtXLnnXfSu3dvh98bHR3NxYsXyRlzZm2nc+fOVKvm/A2yiYmJmM3mbPuNjo6+5jjOSk9Px9PTs0j7KG1cUS7llS6bf3z00UfUrFmTvn37AuhyKQb5NsEVlHxybJsmIgfz2eQPoIFSqo6tY8FQYEWObY4BNwAopaoAjYAjjsaQl79PXuLkxasE+XjQqU6lIu1LRPjf//5HSkoKSinuvPPOooZ3jdya4NavX88dd9zBddddx+jRo1m9ejXt27fn1KnsOXzLli0MGTKErl278sEHH3Dy5Mls69euXcvw4cO57rrruPXWW5k1axbp6f9UbAcOHMiHH37Iyy+/TM+ePXnxxRdd/vk0rbRLS0vj3Xff5aOPPnJ3KOVavjUgpVRbR3ckItsLWJ+hlHocWA2YgXkislsp9bBt/WzgVWC+UupvjCa7iSJS5Ek0frDdfNq7cQRmU9F6v23bto24uDg8PT0ZOHAggYFFv55UkDNnzjBhwgTuuusu7rjjDg4dOsT//d//XbNdWloa8+fPZ9KkSXh7e/P000/z+uuv27uMbty4kZdeeomnn36atm3bcubMGaZNm0Z6ejpjx46172fx4sU8+OCDfPLJJxiVUU2rGC5evIi/vz9eXl78/PPPhIW5dqR8LbuCmuC2YlynKeisLRhJJf+NRFYCK3Msm53l+SmMjg4udex8MgDVQop+l/LcuXNJSUnBy8uLu+++u1D72Lhx4zUdBqzWvPtafPnll1SvXp2nnnoKpRS1a9fm2LFjvP/++9m2s1gsPPPMM9SuXRswmgy++OILrFYrJpOJefPmcd9993HrrbcCUKNGDZ544gleeuklnnzySXvX9LZt2+qhhLQKJzExkU6dOtG/f3/effddIiIi3B1SuVdQAnL9TG0lTET468RFAPo0rVKkfZ0+fZrjx49jNpvp378/ISEhhdpPmzZteOGFF7ItO3z4MOPHj891+9jYWJo2bZrt3qXmzZtfs52Xl5c9+QAEBQWRkZFBYmIiwcHB7N27l927d7NgwQL7NlarldTUVBISEqhc2bg21qRJk0J9Lk0rywIDAxkxYgQ9evRwdygVRr4JyNbBoEw7fSmF4+ev4udlpnm1ok27vX79egA8PT255ZZbCr0fHx8fatasmW1ZfiPoiohDN87mdV9CZjOaiDB69Gj69OlzzTZZk6kez0qrKESEmTNn0q9fPxo2bHjNF0OteJXYNSB32XPK6MHdskYwXh5FG/jhl19+IS0tjZCQEOrUKbnKYZ06da7p/rl7926n99OoUSNiY2OvSX6aVlHFx8fzyiuvEBsby9tvv+3ucCqcEr0G5A6Zox80jSxa7efixYscPXoUpRTdu3d36SyqBRk8eDCLFi3inXfeYdCgQRw5coSvvvoKwKk4Ro8ezdixY4mMjKRPnz54eHhw6NAhdu/ezZNPPllc4WtaqZOYmEhgYCDh4eFs3rw5W9O1VnIKqhLUAerafub3qFuMMRbJxiMJALSLCi3SfjZt2oSHhwc+Pj4l3kYcGRnJm2++ydq1a7nnnntYvHgxo0ePBpyba75Lly68++67bN26lZEjRzJy5EgWLFigpw3WKpRjx47RrFkz5syZA0DdunUxmSrczDSlQrm+BiQiHDybBECHOkVLQL/88gspKSn4+PjQrFmzQu9nypQpuS5v2rQpW7dutb/O+hygW7du2XrOLVmyBH9/f0JDjc81cOBABg4cmO099evXv2Y/nTt3pnPnvEdN+vbbbx36HJpWVlWvXp2+ffvSvn17d4dS4Tk9H5BSqhpQC8j21VtE1roqKFc5l5RKUmoGgd4eRAT6FHo/KSkp9msunTp1cssghF988QVNmzYlNDSUv//+m7lz5zJw4ED9zU3THGC1Wpk1axYjRowgODiYuXPnujskDScSkC3xLAa68891oax3KZa6a0C7bR0QmkQWbYrc7du34+npiaenp1PD7rjS8ePH+fjjj7l06RIREREMHjzY3gynaVr+du/ezbhx47Barfp6ZyniTA3oHcCCMZfPH0B/oArwCvCUyyNzgbUHzgEQVcmvSPv5888/SU5Oxmw207atwx0DXerpp5/m6aefdsuxNa2sSk1NxdvbmxYtWrB161Zatmzp7pC0LJxpv+mBMTTOPoyazzkR+QqYiDGETqkTl2iMgB0ZXPjmN4C///4bgCpVquDjU7R9aZpWMnbu3En9+vVZu9a4OtCqVasS7b2qFcyZBOQLZI7Ldh7IHKdiD1Aqv1b8edTogt2rceGH1LBarRw7dgzQIwRoWlkSFRVF69atCQ8Pd3coWh6cSUD7MKZGAGPOnodtcwE9BpzM603uEht/hVOXUjCbFC2qO3cP0IYNG3jooYeYNm0a8+fPx2w24+3tXSzV961bt9K+fXsuXrzo8n0XZODAgXzyySdF2ocjE+F98skn1/TQ07TiYLFYmDt3LhaLhZCQEL799lv9xbEUc+Ya0LtA5g0jrwCrgGFAKlDqRq78/bBx/0//ZlXxMDvXU8xsNnP69GmOHj2Kp6cnVqsVDw8P3n//fb7++mvq16/PiBEjCjUL6pgxY6hXrx4TJ050+r2apuVv5cqVjB49mvDwcG677TZ3h6MVwOEEJCKLsjzfrpSqjVEjOuaKKRNc7WCcMbZao6rOT5fQvHlz++jUmXPlWCwWwBgY9OjRowwZMsRFkTrParUiInpOek2zsVgsmM1mBg4cyLp16+jatau7Q9Ic4HDVQCnlpZSyX4EXkWTb+G9JtgnmSpXdJ40u2I0LkYACAgLybDf29PSkX79+hRoLbsqUKWzfvp2lS5fSvn172rdvz+nTpwE4cOAAI0eO5Prrr+e+++5j37599vdlNnOtX7+eIUOG0KVLF2JiYkhPT+e9997j5ptvpmvXrowYMYKNGzfa32exWJgxYwb9+/enS5cu3HLLLfz3v//NFlNqaipTp06lR48e3HzzzSxcuDDb+jNnzjB+/Hi6d+9O9+7dmTBhAmfPns33cy5YsIB+/frRrVs3Jk2aRHJystNlpWmO+u2332jatCmxsbEAOvmUIc60TS0FHs1l+cPAF64Jx3W2xJ4HCn8PULt27XLtMePh4VHo+2/Gjx9Py5YtGThwIKtWrWLVqlVUqWJMETFz5kz+/e9/s2jRIoKDg3nxxRezTQaXlpbGvHnzeP755/niiy+IjIzk5ZdfZvv27bz22mt89tln3HLLLTz11FMcOHAAgHXr1hEdHc20adP4+uuvmTZtGlFR2WdNX7JkCfXr1+fTTz9lxIgRvPfee/z111+AMZLE008/zfnz5/nggw+YPXs2586dY/z48XlOVPfTTz/xwQcfMGbMGD799FOioqJYvHhxocpL0xxRtWpV+/+RVrY4k4CuB37MZflPwHWuCcc1LNZ/To6F7YLdrl27a6Yl8PHxYcyYMQQFFS6pBQQE2MeTq1y5MpUrV7aPZPDII4/Qvn17ateuzUMPPURsbCxxcXH291osFiZMmEDr1q2JioriwoULrF69munTp9O2bVtq1KjB3XffzfXXX28fqPTixYvUqlWLNm3aULVqVVq1amWfjC5Tp06duPvuu6lZsyZDhw6lZs2abNmyBYDNmzdz8OBBXnvtNZo1a0bTpk157bXX2Ldvn32bnJYsWcKAAQMYPHgwUVFRjBo1qkhDF2labtLS0ux/540aNeK3337TA4qWQc4kID8gI5flVqD456V2wr4zRvNblSBvpzsgZGrdujVpaWnZllWqVImbbrqpyPHlpkGDBvbnmc1/Fy5csC8zm800bNjQ/nrfvn2ICHfddZd9nLjMZroTJ04A0L59ew4cOMAdd9zBG2+8wfr166+ZeTXrcTOPnXnc2NhYwsPDqVatmn19jRo1CA8PJyYmJtfPERMTQ4sWLbIty/la04pq5syZDB48mB07dgDOjQqvlR7O9IL7C6PX2+Qcy+8BdrksIhfYe9rogFCUIXgCAgKoW7euvTnLx8eH0aNHF9uFfw+Pf34Vmf9MWZOFl5dXtmNbrVaUUixcuDDbewG8vb0BI1msWLGCjRs38scffzB58mQaNmzIrFmz7DWvnO/Nety8mtk0zV0yJ2f897//TfPmzWndurW7Q9KKwJnqwavA80qpRUqpUbbHYuBZ4OXiCa9wzl8xRkDw8ypasrjhhhvs0x0EBQXRpUuXIseW2a27qBo1aoSIkJCQQM2aNbM9ss5l7+/vT58+fXjuued49913+eOPPzh+/LhDx6hTpw7nzp3j1KlT9mUnTpzg3Llz1K2b+wwcderUYdeu7N9HMkeS0LSiWLFiBd27d+fKlSt4enrSt29fd4ekFZHDCUhEvgcGAlHAe7ZHLeBWEfmueMIrnOPnrwJQP6JoLYPXX389YNR+HnzwQZeMPF2tWjV2797NqVOnuHjxYqFrGVFRUdx0001MmTKFn3/+mRMnTrBnzx4++eQT1qxZAxi9g1atWkVMTAzHjx9n1apV+Pv7O3zBtlOnTjRo0IAXX3yRvXv3smfPHl566SUaN25Mhw4dcn3P0KFD+e677/j66685duwYH3/8caFmb9W0nLy8vLBarVy5csXdoWgu4tR0DCKyCuMG1FLt6Hmj22/TIo6CXaVKFcLCwkhNTaVnz54uiAyGDx/OlClTuOuuu0hNTWXy5Jwtmo6bPHkyH330Ef/97385e/YswcHBNG3a1D7Pibe3N5988gnHjx9HKUWjRo147733HB7PTinF22+/zYwZM/jXv/4FQMeOHZkwYUKebe59+/bl5MmTvP/++6SkpNC9e3fuuecevvuuVH1H0cqI5ORktm7dSvfu3enfvz99+/bVU5CUI8qZb+C2+4AGYMyAOkdELiql6gEXROR8McWYr0aNGsn+/fuzLev1VjQx8Vf44cluRZ6K4ccffyQgIIDrritVHf0cEh0d7bLEWZ7ocslbaSubxx9/nI8//piYmJhsTcslrbSVS2milNomIoWa3c+Z+YDqAz8DAUAI8CVwEXjE9vqhwgTgaiLCyQtGE1xRp2EAdDuzprnRlClTGDBggFuTj1Z8nKnLvoNxH1AV4GqW5SuAXi6MqUjOJaWSZrES5OOBn5fTE75qmuZmn3zyCcOHD8dqtVK5cmX69+/v7pC0YuLMGfo6oLOIWHK0/x8DquX+lpJ3wlb78fLQ46RpWlkUFxfHyZMnSU5OJiAgwN3haMXI2at5nrksqwVcckEsLpGSbgwa6u2hL1RqWllx+fJle2/JcePG8dNPP+nkUwE4c5b+ERiX5bUopYIw7gH63qVRFcGlZGP06sIMQqppmnsMGzaMm2++mdTUVJRSud4grZU/zvyWxwG/KqX2Az7A50B94CzgvrkJcsichjsiSE+drWllxeuvv05CQoJ9FA+tYnBmPqBTSqnWGMPxtMWoPc0BFonI1fzeW5Lik4wEVCVI/yFrWmn2/vvvc+HCBV544YVimW1YK/2cvRH1KjDP9gBAKVVdKfWSiDzs6uAKIz7JGEA01K/UTVGkaZqNiLB582YuXryI1WrVN5dWUA4lIKVUU4yu1unAF7YbUMOAScC/gNyHRnaDkxeNyliNUN8CttQ0raTFx8eTkZFB1apV+d///ofZbNbJpwIrMAEppQYAy/inB9wEpdQojAnq9gB3laax4JJSjE4Iwb65ddjTNM1dLBYLvXv3JiwsjF9//dU+0K9WcTlSA3oBmG37OQZ4C+Paz10isrYYYyuUi1eNBOTvrXvRaFppYjabmTZtGhEREXr+Hg1wrBt2E2CWiCRhjIBtBZ4qjclHRIi7bHRCCA/UnRA0zd1EhOnTp9tnLx0wYAAdO3Z0c1RaaeFIAgrCGPMNEcnAGIbnQDHGVGiXrqaTlJqBv5eZSv66eq9p7paWlsY333zDDz/84O5QtFLI0XaqlkqpzNGuFdBUKRWcdQMR2e7SyArhXGJmF2wfXcXXNDc6ffo0oaGh+Pj48OOPPxIYqG8M167laAJajZF4Mi3PsV4Atw++dtnWASFQd0DQNLe5fPky7du3Z8CAAXz44YcEBRVtShSt/HIkAdUp9ihcxH79J0Bf/9E0dwkKCuL555+ne/fu7g5FK+UKTEAicrQkAnGFzFEQdAcETStZVquVKVOmcOedd9KyZUsee+wxd4eklQH5JiClVB0RcegmU2VcdKkhIsddElkhXE7JACDIV3fB1rSSlJCQwEcffYRSSg+rozmsoF5wG5VSHymluuS1gVIqVCn1CMZNqbe5NDonXb6qb0LVtJJ09uxZRITw8HD+/PNPpkyZ4u6QtDKkoATUGDgPfK+UOqeUWqWU+lgp9YFS6jOl1F9AHDAcGCsiM4s74PwciksCIFDfhKppxS4mJoZmzZrx3nvvAegbTDWn5ZuAROSiiEwAqgOPAPuAEIyOCRnAAqCNiFwvIquLOdYCWUVsP90ciKZVAFFRUYwaNYpbbrnF3aFoZZRDVQXbKNhf2h6lVoYt81QL0QORalpxSE9P57XXXuPxxx8nPDycN954w90haWVYuRqGNnMqBj0XkKYVj/379/Pmm2/y9ddfuzsUrRwoVxdLLiXruYA0rThcunSJ4OBgmjdvzr59+4iKinJ3SFo5UK5qQJdsveBC/HQvOE1zlS1btlC7dm1WrVoFoJOP5jLlJgFZrMKVNAsA/l7lqmKnaW7VrFkzbr31Vpo1a+buULRyptwkoCTbTaiB3h6YTLorqKYVRUpKCtOnTyctLQ1/f38WLFhAzZo13R2WVs44lYCUUi2UUjOVUj8opSJtywYppdo4+P7+Sqn9SqlDSqln89imp1Jqh1Jqt1LqN0djS0ozEpCeiE7Tiu7nn3/m+eef5+eff3Z3KFo55vDZWinVF1gB/AD0BjL7OtcD7gcGFfB+MzALuBE4AfyhlFohInuybBMCvA/0F5FjSqkIR+O7cMXogHDB1hFB0zTnpaYa4ykOGDCAv//+Wze7acXKmRrQq8A4EbkdyHqWjwYcmeKwI3BIRI6ISBrwGdcO3XMP8JWIHAMQkThHg4tLTAGgRqi+B0jTCuOHH37g3nvvZf/+/QA6+WjFzpn2qmbAylyWnwfCHHh/dSDrQKUngE45tmkIeCqlooFA4F0RWZhzR0qpMcAYgPDwcKKjo9lx1miCS7qSTHR0tAPhlH9JSUm6LHKhyyV3ly5domHDhuzZs4fTp0+7O5xSRf/NFA9nEtAFjCQSm2N5W4xkUpDcegbkHDTHA2gH3IDRxLdRKbVJRLJNAS4ic4A5AI0aNZKePXsSuyEG/txDxwaR9Ozp0CWpci86OpqePXu6O4xSR5fLP5KSkvjss8946KGHAKhataoum1zov5ni4UwT3GJghlKqBkbi8FBK9QDeAq6ppeTiBJC1G00N4FQu26wSkSsiEg+sBVo5EpzZ1vMt7nKKI5trmgbMmTOHf/3rX/z999/uDkWrgJxJQC8CMcBRIABj+oU1wHpgqgPv/wNooJSqo5TyAoZidGrIajnQTSnloZTyw2ii2+tIcKkZVgAaV9Vzz2taQdLTjZu2n3zySTZt2kSLFi3cHJFWETmcgEQkXUTuBRoAQzA6DDQWkftExOLA+zOAx4HVGEnlCxHZrZR6WCn1sG2bvcAq4C9gCzBXRHY5El9SqnENKMBHd8PWtPx88skntG3blgsXLmA2m+nQoYO7Q9IqKGe6YU8C3hKRI8CRLMt9gQki8kpB+xCRleToyCAis3O8ngHMcDSuTJevGglIT0anafmrXbs2derU0XP3aG7nTBPcZIymt5z8bOvcKinVaFII9NEJSNNyOn/+PN9++y0A3bp1Y8WKFYSEhLg3KK3CcyYBKa7ttQbQBqMrtlslZg7Fo5vgNO0aL774IkOHDuXcuXPuDkXT7Ao8WyulEjESjwBHlFJZk5AZ8AFm5/bekpSSblyG8vU0uzkSTSs9rFYrJpOJ119/nZEjRxIeHu7ukDTNzpHqwuMYtZ95wAvApSzr0oBYEdlYDLE5JSXd6AXn7aETkKYBvPvuu/z0008sX76c4OBgOnXKed+3prlXgQlIRBYAKKVigN9FJL3YoyqERNs1IN0LTtMMvr6++Pj4kJaWhq+vHqJKK32c6Yb9W2byUUpVVUrVyvoovhAdk3kNKEgnIK0CO3v2LFu2bAFgzJgxLF26VCcfrdRypht2EPBfjHuAcpvz2q1tXxeTdS84TRsxYgT79u3j4MGDeHl56a7WWqnmTHXhbYxhcQYBXwEPYowN9yTwtMsjc4LFKvbpuMP8c8uNmla+iQhKKWbOnElSUhJeXvr/QCv9nElANwHDRGSdUsoCbBORz5VSp4F/AV8WS4QOsI+C4O1hHxNO0yoCEeHll1/mypUrzJgxgwYNGrg7JE1zmDP3AYVgjAMHRk+4SrbnG4HrXBiT01JtXbB9dBdsrYJRSpGQkEB8fDxWq9Xd4WiaU5ypAR0G6gLHMMZyG6qU2gLcgZtvRM3sgu3j6dQM45pWZh09ehQRoXbt2rzzzjuYTCZ9vUcrc5xJQPOBlhgzoE4HvsO4R8iEcR3IbTK7YPt56RqQVv5ZLBb69etHeHg4a9euxWzWf/da2eRwAhKR/8vyfI1SqjHQHjgoIm6dTCQ5zWiC0z3gtIrAbDYze/Zsqlatqms9WplW6DYrETkmIl+JyN9KqaGuDMpZmZ0QdA1IK68yMjIYN24cCxcacz/27NmTxo0buzkqTSsah2pASikPoBGQnnV6bKXUIOAV27rPiiNAR1xJ1QORauWbiLBz5048PPTfuFZ+ODIYaVOM6z1RttfLgYcxEk5bYC5wSzHGWKCraboXnFY+HTp0iKpVqxIQEMDKlSvx9vZ2d0ia5jKONMFNx5iK+zbgC4wbUddidEaoKSLjReR4cQXoiKu2bti6CU4rTy5dukTnzp158kmjj49OPlp540h9viNws4hsV0qtB+7GmBl1bvGG5rjMqRh89EjYWjkSHBzMu+++y/XXX+/uUDStWDhSA4oATgKIyEUgGaMGVGqkZRj3AXl56PuAtLItNTWVRx55hM2bNwNw7733Urt2bfcGpWnFxJEztgBZb7G2AqVqSobMgUg9zToBaWVbUlISP/30E+vWrXN3KJpW7BxpglNknwk1APgrx8yoiEiQq4NzVHxSKgBWyW3GcE0r/Q4fPkydOnWoVKkSO3bsICAgwN0haVqxcyQBPVDsURRRsK9xA6q+JU8riw4ePEjr1q2ZPHkyzzzzjE4+WoXh8IyopVmq7RpQZIieeEsre+rXr8+kSZO477773B2KppWocnHRJLMXnLfuhKCVEcnJyTz66KOcPHkSpRQTJ04kMjLS3WFpWokqF2fspNTM+4D0XeJa2XD06FEWL17Mr7/+6u5QNM1tysUZe9+Zy4C+EVUr/U6dOkW1atVo0qQJhw8fplKlSgW/SdPKqTJfA7p8+TJbp9/D0TcGMqRXWxYtWuTukDQtV+vXr6du3bqsWLECQCcfrcIr8zWgs2fPIrbu12dPnWDMmDGAcQOfppUmHTp04LHHHtMjG2iajVM1IKXUo0qp3UqpZKVUXduyZ5VSQ4onvIJJjnt/kpOTeeGFF9wUjaZld+nSJSZMmMDVq1fx9vbm7bff1jUfTbNxOAEppcYCLwJzyH7LzUmMmVFLjWPHjrk7BE0DYOPGjbz33nts2LDB3aFoWqnjTA3oYWC0iLwLZGRZvh1o5tKoiqhWrVruDkGr4M6fPw9A//79OXz4MH369HFzRJpW+jiTgKKAXbksTwfcdgdozimJ/fz8mDp1qpui0TT48ssvqVOnDn/99RcANWrUcHNEmlY6OZOAjmBMQJfTzcAe14TjvIgqVTAHhQOKqKgo5syZozsgaG7VtWtX7r77burUqePuUDStVHOmF9xbwEyllB/GNaAuSqn7gGeAB4sjOEcEBAbhM/I/VPL3YttLN7orDK2CO3fuHPPmzeOZZ56hatWqzJkzx90haVqp53ANSEQ+BqYA0wA/4BPgIeAJEfm8WKJzKC7jp54LSHOnJUuWMGXKFPbu3evuUDStzHDqrC0i/xORKIxJ6qqKSE0R+ah4QnMwJttPPQ6c5g5XrlwB4N///jc7d+6kadOmbo5I08oOZ7ph/59Sqi2AiMSLSFzxheW4zBqQj6cehkcrWbNmzaJ58+bExcWhlKJhw4buDknTyhRnqg2dgK1Kqb1KqeeVUrWLKSanZNaAdBOcVtI6d+5M7969CQwMdHcomlYmOXMN6DqgHrAIGA4cVkqtU0r9SykVWlwBFhiX7aeXno5bKwEnT57k008/BaBdu3Z89NFH+Prqeag0rTCcvQYUIyKviUhToAOwGXgJOFUcwTkicxpuk0nPh6oVv6lTp/L444+TkJDg7lA0rcwrSrXBE/AGvACLa8IpvJMXrro7BK0cS0tLA+Ctt95i48aNejw3TXMBZwcjbaiUelkpdRBYDzQCxgNViiM4ZzSJ1O3wWvGYPHkyffr0IS0tDT8/P5o0aeLukDStXHD4RlSl1FagDbAT+ABYLCJniiswR2X2gvMw6WtAWvFo0qSJvaebpmmu48xICD8C94lIqbzTzsOsTw6a6xw+fJijR4/Su3dvhg4dytChQ90dkqaVOw4nIBF5vjgDKazMXnCeuhec5kIPP/wwhw8fZv/+/Xh6ero7HE0rl/JNQEqp94DnROSK7XmeROQJl0bmoMwmOE9dA9JcwGKxYDabmTdvHqmpqTr5aFoxKqgG1AKjt1vm81InswakR0LQikJEeOyxx7BYLMyePZuaNWu6OyRNK/fyTUAi0iu356WRWd8HpBWBUoqQkBAsFgsiojscaFoJcKYX3CTgLRFJzrHcF5ggIq+4OjhH/NMLTp8wNOft3r0bs9lM48aNmTp1qk48mlaCnLlyPxkIyGW5n21dgZRS/ZVS+5VSh5RSz+azXQellEUpdaejwZl1N2zNSRkZGQwaNIh//etfwLWz62qaVryc6Yat+OeSS1ZtgPMFvlkpMzALuBE4AfyhlFohInty2e4NYLUjQf3TC06fPDTHiK3a7OHhwZIlS6hataqbI9K0iqnABKSUSsQ4zwtwRCmVNQmZAR9gtgPH6ggcEpEjtv1+BtzGtdN5/xtYhjHWnMP0NSDNEampqUybNo29e/fy6KOP0r59e3eHpGkVliM1oMcxaj/zgBeAS1nWpQGxIrLRgf1UB45neX0CY4oHO6VUdeB2oDf5JCCl1BhgDEBgRE18geNHY4mOdtuYqKVSUlIS0dHR7g6jVLFYLCQmJrJjxw5dNrnQfzO50+VSPApMQCKyAEApFQP8LiLphTxWblWUnE167wATRcSSX3u8iMwB5gCERzUUgEYN6tGze71ChlY+RUdH07NnT3eHUSps376dOnXqEBoailKK3r17uzukUkn/zeROl0vxKOhG1DARyby+8zcQmFdiyLJdXk4AWW+uqMG10zi0Bz6zHaMycLNSKkNEvilg33osOC1PFy9epFevXgwePJh58+Zh0n8rmlYqFFQDOqeUirRNvx1P7p0QMjsnFHQn6B9AA6VUHeAkMBS4J+sGIlLHvlOl5gPfFZR89EgIWkFCQkJYtGgRnTp1KnhjTdNKTEEJqDf/9HAr0o2oIpKhlHoco3ebGZgnIruVUg/b1jvSkeHa/dp+euix4LQskpKSuP/++3n00Ufp3bs3AwYMcHdImqblUNBICL/l9rywRGQlsDLHslwTj4jc78g+06y2LrW6F5yWhdVq5eDBgxw+fFhf79G0UsqZkRCaAhYR2W97fSMwEtgNvCkibpkV1dN2TerS1cL2jdDKkz///JMWLVoQFBTE1q1b9WCimlaKOdNu9RHGTacopWoAy4Ew4DHgNdeH5pjMJrjIYF93haCVEvv376djx47MmDEDQCcfTSvlnElATYDttud3AZtF5GbgPmCYqwNzlr4RVWvUqBHvv/8+jzzyiLtD0TTNAc4kIDPGjacAN/DPtZzDQBVXBuUMPRRPxXb+/HmGDBnCkSNHABg9ejQhISHuDUrTNIc4k4B2AY8opbphJKBVtuXVMbpou4ctA+kaUMV0/vx51q9fz86dO90diqZpTnJmMNKJwDfAeGCBiPxtW34rsMXFcTksw3YjkJ6Su2LZt28fjRs3pn79+hw6dAg/Pz93h6RpmpMcPmuLyFogHKgsIg9mWfUh4LZG98wbUdMtVneFoJWwNWvW0KxZM5YtWwagk4+mlVHO1ICwjdF2VSnVHKPx67CIxBZLZA7KrPgE+jj1UbQyrHv37rz66qv079/f3aFomlYEDteAlFIeSqkZwAVgJ8bYcBeUUm8qpdzW3zWzBuRlLmgkIK0sO336NA888ACJiYl4eHjw/PPP4+/v7+6wNE0rAmcunLwJDAceBhoCDTCa3u4DXnd9aI75Zyge3QmhPNu3bx9fffWV7mygaeWIM+1W9wAP2obTyXRYKXUOmIvROcFt9FA85dOxY8eoVasWvXr1IjY2ltDQUHeHpGmaizhTAwrGuOcnp8NAiEuiKYR0W98DPRhp+bNw4UIaNmzI9u3G/c86+Wha+eLMWXsn8EQuy58EdrgkmkLIbHnTFaDyZ8CAAYwbN45mzZq5OxRN04qBMwnoGWCkUuqAUmqBUmq+Umo/xnWhCcUTnuO8PXQnhPLg6NGjPPPMM1itVsLCwpg2bRre3t7uDkvTtGLg7H1ADYGlQAAQZHveSETWF094DsRl+6k7IZQPK1euZM6cORw8eNDdoWiaVswc6oSglIoC+gKewGIR2V2sURWC7oRQtp07d47w8HAefvhhBg0aRGRkpLtD0jStmBVYA1JKdceY8+dDYCbwp1LK7aNfZxI9FlyZN336dFq0aMHp06dRSunko2kVhCM1oFeBX4F/AVcx7vl5E1hSjHE57J/RsHUvuLLq1ltv5eLFi4SHh7s7FE3TSpAjZ+0WwHMickpELgBPA9WUUqWqT6yuAZUt+/fvZ+bMmQA0bdqU6dOn4+Ghh1PStIrEkQQUAsRlvhCRK0Aybrz3Jzf6GlDZMmvWLF599VXOnz/v7lA0TXMTR9utWiql2mY+AAU0z7HMbUwKlNIJqLQTERITEwGYMWMGW7duJSwszM1RaZrmLo62eazGSDpZLc/yXDBmTHUL3fxWNowdO5YNGzawbt06fH19qVmzprtD0jTNjRxJQHWKPYoi0rWfsuHGG28kJCRE31iqaRrgQAISkaMlEUhRmHUCKrV27NjBsWPHuPXWWxkwYAADBgxwd0iappUS5aLbkW6CK70mTpxIbGwsN910E56ebps2StO0UqhcJCCdf0oXq9VKRkYGXl5efPLJJ1itVp18NE27RrlIQLoGVHqICMOGDcNkMrF48WIiIiLcHZKmaaWUTkCaSymlaNeuHWY9RbqmaQVwOgEppSoD9YAdIpLq+pCcZ7FKwRtpxer333/H19eXNm3a8Mwzz7g7HE3TygCHB1BTSgUqpb7AGBXhd6C6bflspdSU4gnPMReS0915+AovIyODkSNHMn68W2dl1zStjHFmBM83MJJOW4xBSTN9B9zuyqCcVSvMz52Hr7AsFgsigoeHB8uXL2fp0qXuDknTtDLEmQR0KzBWRHbwzyDUAHuBuq4Myll6HLiSd/XqVQYMGMAbb7wBGAOK6mF1NE1zhjMJKBRIyGV5IGBxTTiFozshlDwfHx8iIiJ00tE0rdCc6YTwB0Yt6B3b68xa0L8wrgm5jU5AJWfNmjU0a9aMKlWqMH/+fD0MkqZpheZMAnoeWK2UamZ73zjb845A9+IIzlE6AZWM8+fPM2jQIIYMGcLcuXN18tE0rUgcTkAi8rtS6jpgPHAYuAHYDnQRkb+LKT6H6GtAxUtEUEoRFhbGd999R5s2bdwdkqZp5YBT81iLyN8iMlJEmotIUxEZ7u7kA7DvTKK7Qyi3EhIS6NWrF9999x0A3bt3JzAw0M1RaZpWHjhcA1JK5Xu1WUTcNrVlyxrB7jp0uefr64vFYiE5OdndoWiaVs44cw0onuzdr3PSE9KVI2vWrKFr1674+fmxdu1afb1H0zSXc6YJrhfQO8ujH/AscBS4z/WhOc6kT44utXfvXvr06cPbb78N6An/NE0rHs50Qvgtl8U/K6WOAA8Bi10WlZN0Dci1mjRpwtKlS7nlllvcHYqmaeWYU50Q8rADN3fD1jWgojt58iS9e/dmz549AAwePBgfHx83R6VpWnlWpOkYlFIBwFjguEuiKSRdASo6EeHEiROcOHGCpk2bFmlfly9fJi4ujvT00jlIbHBwMHv37nV3GKWSLpvcVeRy8ff3p0aNGphMrqivZOdML7hEsndCUIAfcAW418VxOUU3wRXe77//TpcuXahRowZ79uzBw6NoU0RdvnyZs2fPUr16dXx9fUvl9aPExETdlTwPumxyV1HLxWq1cvLkSeLj44tlcklnzjaP53htBc4Bm0XkgutCcp5ugiuc1atX079/f7744gvuuuuuIicfgLi4OKpXr46fnx6hXNPKOpPJRJUqVTh69Kj7EpBSygPwB74RkVMuj6KIdA2ocG688UY+/PBDBg0a5LJ9pqen4+vr67L9aZrmXp6enmRkZBTLvh1q1BORDGAG4FksURTR+Stp7g6hzDh06BC33nor58+fx2QyMWbMGDw9XftrLY3NbpqmFU5x/j87c1VpE9CuuAIpCm9Pt90DW+bExcWxdetWDh8+7O5QNE2r4JxJQP8D3lJKjVVKdVNKtc36KK4AHVEl0Nudhy/1RIRdu3YBcN1113HkyBE6dOjg5qjcr2fPnnh7exMQEEBwcDCtW7fOdVbXjRs30r9/f4KDgwkICKBdu3YsWLDgmu1Onz7NI488QlRUFP7+/tSqVYshQ4awbdu2kvg4mlbmFJiAlFLzlFJBGDea1gb+A/wGbM3y+MORgyml+iul9iulDimlns1l/b1Kqb9sj9+VUq0c2a+HWTf55Od///sfrVu3tp8I9f09/3jppZdISkoiISGB+++/n3vuuYdDhw7Z1//444/06tWLLl26cOTIEeLi4pg4cSJjx45l8uTJ9u1OnTpFhw4dOH78OCtXruTy5cvs2bOHgQMH8tVXXxX75xCRYmun17RiIyL5PjBmO40AovJ7OLAfM8Y0DnUBL2An0DTHNtcBobbnN2H0sMt3v15V68uLX/8t2rV+/fVXERG5fPmy/Oc//5GMjIxiP+aePXuK/RhFdfnyZRER6dGjh7z66qv25UlJSQLI0qVL7cvq168v999//zX7+Pjjj8VsNktMTIyIiIwaNUoaNmwoaWlpTsUSHR0tXbt2ldDQUKlUqZL9WL/++quYzeZs206ePFluuOEG+2tA3nnnHWnXrp34+PjIunXrxNPTU+Li4uzbWK1WqV27tixYsEBERK5cuSJPP/201K5dW0JDQ6Vfv35y8ODBa8pGy66il0t+/9fAVingPJ3Xw5EmOGVLVEfzeziwn47AIRE5IiJpwGfAbTmS4e/yT5fuTUANB/are8HlYteuXbz55ptkZGQQGBjIU089hdmsr5XlJS0tjQ8++ACAhg0bAnDgwAEOHTrE8OHDr9n+nnvuQUT46aefAFi5ciV33XWXUx06/vrrL/r168eoUaM4ffo0x48fZ8SIEU7F/dFHH/H555+TlJREhw4daN26NYsWLbKvj46OJiEhgTvvvBOAhx56iH379rFp0ybOnDlDp06dGDBgQKm9aVgr3xy98SO/UbAdVZ3sIyacADrls/0o4AdHdpyYopsectq2bRtbtmzh6NGj1KtXz21x1H72+xI9Xux058avmzp1Km+99RaJiYl4enoyd+5cWrZsCcC5c+cAqF69+jXv8/LyonLlysTFxdm3zW27/MyePZuBAwdy//3325f16tXLqX2MHz/e/vs1m8088MADzJ49m7FjxwLw8ccfc/fdd+Pn50d8fDxLlizh6NGjVKlSBYDJkyfzzjvvsHnzZrp27erUsTWtqBxNQGcK6oonIgV9vc5tB7kmNqVUL4wElOt/hFJqDDAGwKtqfRLOnSE62q33wpYKIsKZM2eIjIwkKiqK999/n+PHj3P8eMmNlBQcHExiovsmCHTk2BaLhcTERCwWC+PHj+eZZ57hwoULPP7446xevZohQ4YA2O9nOnjw4DXJJS0tjfj4eAIDA0lMTKRy5cocOXLEqc9+6NAhWrVqlet7MudfyrouNTXVHnumiIiIbK8HDBjAuHHjWLduHfXq1WPZsmUsX76cxMREe0eUzASbKT09nQMHDtCqVatr9q8ZKnq5pKSkEB0d7fL9OpqAxgAXi3isE0DNLK9rANfc1KqUagnMBW4SkYTcdiQic4A5AN6RDaRlg9r07NmoiOGVfS+++CLvv/8+u3btolq1akRHR9OzZ88SjWHv3r3ZhixxtkZSEjKHVTGbzXh7exMYGEhgYCDz58+nXr16rFmzhttuu402bdpQt25dvvnmGwYOHJhtHwsXLkQpxcCBAwkMDOSWW27h22+/Zdq0aQ43w9WvX5+jR4/mOsRLREQEFosFLy8vvL2NXp4JCQmYzeZs2wcEBGR7HRgYyKBBg1i6dCmtWrWiVq1a9OnTB8A+xt/BgwcJDw/Pt2y07Cp6ufj4+NCmTRvX77igi0QYQ+5EFPYiU5b9eABHgDr80wmhWY5tagGHgOsc3a9X1fryfz/td/BSWvl2+PBhmTFjhlitVhH5pxNCSSrLnRBERF555RVp2rSpWCwWERFZuXKleHl5yauvvioJCQmSnJwsS5culdDQUHn++eft7ztx4oRUr15dbr31VtmzZ49kZGRIUlKSLF68WF544YVc49ixY4d4e3vLwoULJTU1VZKTk7N1HAkICJCZM2eKxWKRdevWSWho6DWdENatW3fNflevXi2VKlWSjh07yhtvvJFt3T333CN33nmnnDhxQkRELly4IF999ZUkJiZmKxstu4peLsXVCcHhXnCFPUCOfd0MHMDoDfeCbdnDwMO253OBCxhTPOxw5IN5Va0v7/58oPAlW8Zt3rxZXnnllVzX6QSUu/wS0KVLlyQ0NFQ+/vhj+7J169bJjTfeKIGBgeLn5yetW7eWjz766Jr9njp1Sv71r39JjRo1xM/PT2rWrClDhgyR7du35xnLL7/8Il26dJHg4GCpXLmyPPjgg/Z1S5culTp16khAQIDceeedMnbsWIcSkMVikZo1a4rZbJbTp09nW3flyhV54YUXpH79+hIQECA1atSQYcOGSVJSUray0bKr6OVSXAlIGe/Pm1LKClQVkbgiV7eKgXdkA/nP4h94rFd9d4fiFhMmTODLL79k+/bthIaGZlvnria4Jk2alOgxnVXRm1Pyo8smdxW9XPL7v1ZKbROR9oXZb4HdsEXEVFqTT6aKNhq21Wq19756/fXX2bZt2zXJR9M0rbRz/QxDbmAuF5/CcQ8++CC9evXi6tWreHh4EBYW5u6QNE3TnFb0CWBKgYpWAxo5ciQdOnTQQ+pomlamlYsEFJeY6u4Qil10dDQnTpxg+PDh9OrVy+kbFjVN00qbctF4VT2k/E+A9tZbb/HWW2/pASc1TSs3ykUNqLwOBZeenk5aWhr+/v588sknmEwml0ybrWmaVhqUj7NZObwGZLVaGTBgAN7e3ixfvlz3ctM0rdwpFwmo/KUfMJlM3H777fj6+uoprjVNK5fKRwIqR+fn77//ntDQUK677joefvhhd4ejaZpWbMpFJ4Ty0g07PT2dcePG8dprr7k7FK2YrF+/vlTVaO+//34eeuihYj3GtGnTsg3mev78efr160dwcDDt2rXj2LFjBAQEcOrUNWMTa+VcuUhApeffuXBSUlKwWq14enqyevVqvvzyS3eHVCH07NkTb29vAgICCA4OpnXr1ixdutTdYZU7zz//PN9++6399ezZs+3ToG/bto1atWqRlJREtWrVinSc2rVrF2rKgPnz52MymQgICCAgIICaNWvyxBNPkJKSkm27Cxcu8MQTT1CzZk18fX3t2124kH0qGBHhgw8+oF27dgQEBBAeHk7nzp2ZM2dOUT5euVQ+ElAZzkBXrlyhZ8+evPTSS4DxT+Tn5+fmqCqOl156yX4yvP/++7nnnns4dOiQu8Mq144cOUKTJk1c1qPTFbO51q1bl6SkJJKSkli1ahVffPEF06dPt69PSkqiW7du/Pnnn6xatYqkpCRWr17Nn3/+Sbdu3UhKSrJv++CDD/Laa6/x4osvcubMGc6ePct7773HN998U+Q4HVGWZrctHwmoDNeB/Pz86NKlC+3bF2osP81FPDw8GD16NBkZGezYscO+/IEHHqBmzZoEBgbStGlTFi9ebF8XHR2Nh4cHn3/+OfXq1SM4OJghQ4Zkm7js4MGD9OzZk8DAQFq1asXWrVuzHTc5OZknn3ySmjVrUrlyZQYNGsSxY8fs63v27Mm4ceO4/fbbCQwMpF69evzyyy/8/PPPNG/enKCgIG6//fZ8J0tLSkpi/Pjx1K1bl8DAQJo1a8b69etz3fbll1+mbt26BAQEUK9ePd555x37urS0NMaMGUNERARBQUE0bNjQXluPjY2lX79+hISEEBoaSrt27di/fz8AU6ZMsc9JNHDgQBYsWMCCBQsICAhg8uTJxMbGopTixIkT9mN98803tGvXjpCQEJo0aZJtmvH58+dTv359ZsyYQY0aNWjduvU1nyO/eArSrFkzunXrlu139f7773Pq1ClWrFhBs2bNMJvNNG3alBUrVnDq1Cl7Oa1fv5758+ezePFibr/9dgICAjCZTHTs2JGVK1fmecxz584xatQoatWqRVBQULZ4a9euzaeffprts2Utr/vvv597772XBx54gLCwMJ544gnat2/Pu+++m+0YkydPpnfv3g6VcYkp7DDapeXhVbW+fP7HMQcHFS89li5dKseOFW/cpWU6hh49etinN0hLS5MePXrIJ598IiLG9AA9evSQzz77TERELl68KD169JBly5aJiMi5c+ekR48esmLFChEROX36tPTo0UN++OEHERE5duyY9OjRQ3766SeHY8xtOobU1FSZMWOGALJz5077tnPnzpX4+HjJyMiQJUuWiKenp+zevVtEjPIF5MEHH5TExEQ5c+aM1K9fX1577TUREUlPT5dGjRrJo48+KsnJyXLgwAFp1KiRGP92hjFjxkjHjh3lxIkTkpSUJKNGjZKWLVtKRkaGPcbKlSvLxo0bJSMjQ5577jmJjIyUu+66SxISEiQhIUGaNGkiU6dOzfPzDhkyRLp27SpHjhwRq9UqBw4ckIMHD4qIyMiRI2XUqFH2befMmSMnT54Uq9Uqv/zyi/j4+MiqVatEROTDDz+U1q1bS3x8vL3sM8ti2LBh8tBDD0lKSopkZGTIzp075cyZMyIiMnny5GzTSOQ8ZkxMjABy/PhxERH58ccfJSwsTNauXSsWi0U2b94sISEh8ttvv4mIyMcffyxms1nGjh0rycnJcuXKlWs+c37x5PTxxx9LvXr17K937Ngh4eHhMm7cOPuyjh07yvDhw3N9//Dhw+W6664TEZHnnntOqlevnut2ebFYLNKlSxe544475MyZM2KxWGTnzp1y8uRJERGJioqy/7+IXFteI0eOFE9PT/nss88kIyNDrly5IrNmzZJWrVrZ32O1WqV27dqycOFCESm4jHMqrukYykUNqKx1QkhISGDUqFFMmzbN3aFUeFOnTiUkJARfX19efPFF5s6dm23K6lGjRlGpUiXMZjNDhw6lZcuW11xnmD59OgEBAVSpUoVBgwbZvzlv3ryZmJgYZsyYga+vLw0aNODpp5+2v89qtbJw4UJee+01qlevjr+/P++88w579+5ly5Yt9u2GDBlC586dMZvNDB8+nNOnTzNhwgTCwsIICwtjwIAB/PHHH7l+vri4OL744gtmz55NnTp1UErRoEED6tfPffqSoUOHUq1aNZRS9O7dm1tuuYVffvkFAC8vL5KSktizZw8ZGRnUrFnTPsuql5cXZ86c4ciRI5jNZlq2bEmVKlWc/4UA7777Lk8++STdunWz1x6GDx/OwoUL7dt4enoyffp0fH19c22ydjaemJgY+99B69at6dq1Ky+//LJ9fXx8/DXTsmeqVq2afXT6c+fO5bldXrZu3coff/zBvHnzqFKlCiaTiZYtWzp1Taxr167cfffdmM1m/Pz8GDZsGPv27ePPP/8E4Ndff+X8+fMMHjwYcKyMS0K5SEBlJf1kts1WqlSJ6Ojoa6rI5VV0dDT3338/YJw4oqOjGT58OGA0QUZHR3P33XcDEBwcTHR0NHfccQcAlStXJjo62t6LqmrVqkRHR9O/f38AatasSXR0tL2Jx1kvvPACFy9eJD4+nptvvpk1a9bY11mtViZNmkSjRo0IDg4mJCSEnTt3cu7cOfs2ZrM52/TW/v7+9uawEydOEBERke0EWadOHfvzc+fOkZKSQt26de3LAgICiIiI4Pjx4/ZlkZGR9ueZ+8q5LK8muNjYWAAaNmzoUHl88MEHtGjRgtDQUEJCQvj222/tn3f48OE89NBDPPXUU1SqVIk77rjDfr1sxowZ1KlTh4EDBxIZGcm///3vbNdFnBETE8Mbb7xBSEiI/TF//vxsveQiIyPtU5Xnxtl46tSpw8WLF0lKSmLBggVs2rQpW+eCypUrc/LkyVzfe+rUKfvfQHh4eJ7b5SU2NpaIiAiCg4Odel9WtWvXzvY6NDSUQYMG8fHHHwPw8ccfM3ToUPvfjyNlXBLKRwIqAxnozJkztG/fniVLlgDQpk0bvLy83ByVlik0NJS5c+eycuVKli9fDsCSJUuYO3cuy5Yt48KFC1y8eJFWrVplzu5boOrVqxMXF0dycrJ9WUxMjP15eHg43t7e2ZYlJSURFxdHzZo1XfK5Mk9MBw8eLHDbDRs2MHnyZD788EPi4+O5ePEiAwcOtH9eDw8PJk6cyNatWzl69Ch+fn48+OCD9s/y3nvvcejQITZs2EB0dDRvvvlmoWKOiopiypQpXLx40f5ITEzMdg3FZMr/1FXYeMxmMyNGjODGG2/kiSeesC/v06cPK1eu5NKlS9m2v3jxIitXruSmm24C4Oabb+bkyZOsW7fO4c9bu3Zt4uLiuHz5cq7rAwICuHLliv11bkkit/J44IEHWLx4MfHx8Xz11Vc88MAD9nWOlHFJ0AmohISFhVG7dm0qVark7lC0PISFhTFu3Dief/55rFYrly9fxsPDg/DwcKxWK/PmzWPnzp0O769z585ERUXx7LPPcvXqVQ4fPsz//d//2debTCZGjBjBSy+9xKlTp0hOTubpp5+mcePGdOzY0SWfKSIigjvvvJNHH32U2NhYRIRDhw7l2tPv8uXL9hqdUorvv/+eH374wb5+zZo1bNu2jfT0dHx9ffH397f3ZPv888+JiYlBRAgODsbLy6vQvdzGjh3LO++8w7p167BYLKSlpbFt27ZrOnDkp6jxTJ48me+//55NmzYB8OijjxIREcGtt97Knj17sFgs7N27l0GDBhEREcGTTz4JGE1hmb0ply9fTlJSEiLCtm3bGDBgQK7Hat++Pe3ateOhhx4iLi4Oq9XK33//zenTp+3rlyxZQlJSEufOnePVV1916DPceOON+Pr6MmLECKKioujcubN9nSvK2BXKRwIqxY1wS5cuJTk5GS8vL5YvX07fvn3dHZKWjyeffJLTp0+zcOFCRo4cSadOnahfvz7Vq1dnz549dOvWzeF9eXh4sGLFCnbu3ElERAR33HEHY8aMybbN//3f/9G+fXs6dOhArVq1OH36NCtWrMBsNrvsM82bN4/WrVvTo0cPAgMDue222zhz5sw12/Xr14+hQ4fSsWNHKleuzJdffsntt99uX3/27Fnuu+8+QkNDiYyM5OjRo3z44YcA/Pnnn/To0YOAgACaNWtG27ZtGT9+fKHi7du3L3PmzGHChAlUrlyZyMhInnrqKaea9IoaT926dRkxYgTPPfccAEFBQWzYsIEWLVrQt29f/P39ufHGG2nWrBkbNmwgKCjI/t558+bx3HPP8fLLLxMREUFERASPP/44t912W67HMplMrFixwn79KSQkhAceeMDerPraa69hNpuJjIykZ8+eDB061KHPkPkF54cffrDXVDO5ooxdQTnanFBaeUc2kC9+iOa21s5d+CsJu3fvpkWLFrz++utMnDixxI8fHR1Nz549S/SY+c0dX1okJiYSGBjo7jBKJV02uavo5ZLf/7VSapuIFOo+knIyFlzpqgFZrVZMJhPNmjXj559/pnv37u4OSdM0rdQpJ01wpcehQ4do27Yt27ZtA6B37956Dh9N07RclI8EVIoyUFBQEF5eXqSlpbk7FE3TtFKtfCQgN9eBRIRvv/0WESEiIoLNmzfTpUsXt8akaZpW2pWLBOTuKblXrlzJrbfeyrJly4DSd01K0zStNCoXFyfcdb4XEZRS3HzzzSxbtoxBgwa5JxBN07QyqFzUgJLTLCV+zD///JOuXbty5swZlFLccccdBd6drWmapv2jXJwxfTxdd9Oeo5RSnD9/nvj4+BI/tqZpWnlQLhKQl7lkPobVamXt2rUAtG7dml27dtG8efMSObZW8nLOw1Lcijo9dub8RPmpX78+8+fPz3P9Tz/9RP369QkMDOQ///lPoWPRYNGiRbRq1cqhbZs1a8bnn39ezBGVPuUiAZXUNaBZs2bRo0cP+z0+rhwuRStZmdMvBwQE4OnpiaenZ7ZlFdUzzzzDuHHjSExMZNy4cS7b719//cUNN9xgH8Zn0qRJ2QZ1tVgsTJgwgfDwcAIDAxk8eHC21oUNGzbQsGFDKlWqxIsvvpht39OnT+epp55yWayucu+99zo8duDu3bvtI8JXJDoBOeGhhx5i4cKFtG3btmQOqBWbzOmXk5KSGDlyJPfee2+2ZYVRlqZCzktsbGy2+ZCclVsZXLp0if79+9OvXz/OnTvHmjVrmD9/Pm+//bZ9m+nTp7N8+XI2b95sn+nzvvvus69/5JFHePvttzl48CCLFi1i+/btAOzfv59PPvmE1157rdAxO/NZNNcqHwmoGO8D2rBhA7fffjupqan4+vpy33336W7WxWjRokXUrl0bk8lE7dq13TNNcBbHjh3jhhtuICAggObNm/P777/b1+U2FTLkP9VxQVNFp6amMnr0aEJCQqhevbp9sM9My5Yto1WrVgQHB9OqVSu+/vrrPGNPT09n3LhxREREULVqVd544408tz116hQBAQFYLBb69u1LQEAABw4cICMjg1deeYW6desSFhbGDTfcwK5duwosg6w2bNhASkoKEyZMwMPDgyZNmjBq1Cjef/99+zZz5sxh4sSJ1K1bl+DgYN58801WrVpln8/o0KFD9O3bl7CwMDp16sShQ4cQER566CH++9//4u/vn+dnyyx3pRRz586lYcOGhISEcNttt9knkgOjyfWVV16hV69e+Pv7s2zZMjIyMpg2bRpt2rQhJCSE66+/3t4CAkZP2Dlz5tCiRQuCgoKoWbMms2bNAv6ZOjzTZ599RpMmTQgMDKRKlSr2ObIyj521ufe3336jU6dOBAcH07hx42x/B45MBV9mFHYq1dLy8KpaX9bsO5vndLFF9cUXX0jDhg3l6NGjxXaM4lJapuR21Keffip+fn4C2B9+fn7y6aefujDCf6bkzjRq1CgZOXLkNdtFRUVJvXr1ZNeuXZKRkSFjx46V+vXr29fnNhVyQVMd5zdV9MiRI8XHx0eWL18uFotFli1bJh4eHhIbGysiIr///rt4e3vLypUrJT09Xb777jvx9vaWTZs2iYjx+zabzfb4XnnlFWnQoIEcPHhQkpOT5eGHHxYPDw/79Oi5AWTdunX219OmTZN69erJ3r17JSUlRSZPnixVq1aVS5cu5VkGOX377bcSEhIiVqvVvmzSpEkCyKVLl+TixYsCyJ9//pntfUFBQbJ8+XIREenUqZN89dVXEh8fL3Xq1JE9e/bIe++9J6NHj87zs2SVOY11t27d5PTp03Lp0iUZNGiQ3HjjjfZtoqKipEaNGrJ9+3axWq2SnJwszz33nHTs2FF27twpGRkZMnfuXKlUqZKcP39eRETef/99iYyMlHXr1onFYpFz587J5s2bRST7VN9XrlwRDw8P+eWXX0REJCkpSdauXZvt2JnTbh85ckR8fHxk3rx5kp6eLhs3bpTQ0FD54osvRKTgqeCLQ3FNye32BFLUh1fV+vKrixNQenq67Ny50/46JSXFpfsvKWUtAUVFRWVLPpmPqKgo1wUoziWgN9980/56165dAsjFixdFxDj59urVK9t7brnlFnn55ZezLXv88cdl1KhR9vcMGDAg13IaOXKk3HzzzdmWVa5cWb755hsRERk9erTcc8892dYPHTpUxowZIyLXJqD69evL3Llz7a+TkpLE09PTqQTUoEEDmTNnjv21xWKR6tWry+LFi/Msg5wSEhIkLCxMpk6dKqmpqfL3339LjRo1BJDjx4/LsWPHBJAjR45ke1+tWrXsJ+Vdu3ZJnz59pHXr1vLBBx9ITEyMNGrUSC5evCivvPKKdO/eXQYPHiynT5/ONYbMBPTzzz/blx08eFAAOXnypIgYv++svzur1SoBAQHy22+/Zfubad68uT2uJk2ayMyZM3M9Zs4E5OvrK7NmzZKEhIRrts2agKZOnSrXXXddtvXPPvus9O3bV0T+SUBxcXH29ePHj5dBgwblGocrFFcCKh9NcC5uEnv22We5/vrr7RNC5Tf1r+Y6x44dc2p5Scg69XVmM0/Wpo6cUyEXNNVxQVNFZz1e5jEzj3f8+PFs03cD1KtXL9v03VmdOHEiW3z+/v5EREQ4+MnJ9ZiZTaNZj5mzDHIKCwvj+++/Z9WqVURGRjJixAgefPBBTCYToaGh9mkOcpttNHOenWbNmvHTTz/x559/8vDDDzNmzBjeeustNm3axK+//sqaNWvo27cvTz/9dL6xZI0183nmNaec6+Pj40lKSmLgwIHUrFnT/vs8cuSI/T2xsbEOTXfu5+fHypUrWbVqFfXq1aNdu3YsXrw4120d+T3nNxV8WVI+EpCL9/fUU08xc+bMa04GWvGqVauWU8tLg5w3Hxc01XFRpq6uWbNmtum7AY4cOZLn9N3Vq1e3X0MBuHLlSrZrHoU5ptVqJTY2NtsxHbkBu3Pnzqxdu5aEhAS2b99OcnIyHTp0wN/fn5CQEGrVqmXvWJD5uS5fvpxrh4h58+YRHh7OgAED2LlzJ506dcJsNtO9e3f+/PPPfOPIWh6Zz2vUqJHrZ6lcuTL+/v78/PPPHD9+3P77vHLlCs8++yxgJCxHpjsH6NmzJytWrCA+Pp4XX3yR4cOHc/jw4Wu2c/b3XJaViwRkckEN6Mcff2Ts2LGICNWrV2fkyJEuiExzxtSpU/Hz88u2zM/Pj6lTp7opIucVNNVxUaaKvv/++1m2bBmrV6/GYrHwww8/8NVXX/HAAw/kuv19993HjBkzOHz4MFevXuWZZ54x2t2dcP/99/Pmm29y4MAB0tLSmDp1KhkZGdxyyy1O7Wf79u2kpKSQmprK0qVLmTNnTrbf65gxY3jjjTeIiYnh8uXLTJw4kX79+l1Tuzp9+jRvvPEG7777LmDUDKKjo7l69SorV67MdtE/N6+++ipnz561H+OGG26gWrVquW6rlOLJJ59k/Pjx9inMk5KSWL16tb1G+9hjjzFt2jQ2btyI1WolPj6eP/7445p9nT17lmXLlnHp0iXMZjMhISFA7rdyDBs2jG3btrFw4UIyMjLYsmULH374IaNGjcr3s5VF5SIBuaIFbsOGDaxZs4bLly8XfWdaodx7773MmTOHqKgolFJERUUxZ84c7r33XneH5rCCpjouylTR1113HQsWLGD8+PGEhobyzDPP8Omnn9K5c+dct3/uuefo168fnTt3pk6dOtSqVYuoqCinPs+ECRMYNmwYffv2pUqVKqxZs4Yff/wx2xTUjpg9ezaRkZGEhYXx1ltvsXTpUm644Qb7+meffZaBAwfSoUMHqlevjsViyfUm4EceeYRXXnmFypUrAzBo0CAaN25MZGQkn376aYG1yeHDh9OtWzdq1qxJWlpagTcav/zyy9x2220MGzaMoKAgGjRowOzZs7FarQA8+uijPPfcc4waNYrg4GDatm2bawKyWq3MmjWL2rVrExgYyGOPPcaCBQtybb6sU6cOK1euZObMmVSqVIn77ruPV155hSFDhuQba1lULqbk/nXdRq6rX9np96ampnLmzBmioqKwWq1cvXq1wO6cZYmekjt3FX165fyU17KJjY2lTp06HD9+PFuTm6PKa7k4qrim5C4XNaDCXgQaPnw4vXv3JiUlBZPJVK6Sj6ZpWmlXPqZjKGQGGj9+PDExMfj4+Lg4Ik3TNK0g5SMBOZF/vvrqK86cOcOjjz5Kp06d6NSpU/EFpmlaqVC7dm2nO2Boxa9cNME5mn9EhEWLFrF48WIslpKfQ0jTNE37RzmpAeWfgpKTk0lNTSU0NJSFCxdiNpv1SNaapmluVk4SUN7rrFYrffr0ISAggNWrV+uOBiXAarXq2WE1rZwozqbL8pGA8llnMpl4/PHHCQ4O1qNYlwB/f39OnjxJlSpV8PT01GWuaWWYiJCQkFBsHbXKRwLK5Ry3YMECqlWrxo033sg999xT8kFVUDVq1CA+Pp6jR4+SkZHh7nBylZKSons+5kGXTe4qcrn4+PgU6t4pR5SLBJSzDpSWlsZ//vMfGjRowI033uimmComk8lERESE04NelqTo6GjatGnj7jBKJV02udPlUjzKRQLKrAFdvnwZX19fvLy8+PHHHwkLC3NvYJqmaVqeSvRKsVKqv1Jqv1LqkFLq2VzWK6XUe7b1fymlHJr7WmEMEtipUyf7uFqZ1yA0TdO00qnEakBKKTMwC7gROAH8oZRaISJ7smx2E9DA9ugEfGD7WdC+CQgIYNiwYXTv3t31wWuapmkuV5I1oI7AIRE5IiJpwGfAbTm2uQ1YaJtobxMQopTKd1IeS/IljsUYc2pMmjSpxAff1DRN0wqnJBNQdSDr1I0nbMuc3SYbS2ICXyyc65IANU3TtJJTkp0QcrshJOcdTo5sg1JqDDDG9jJ10Uezdy36aHYRwyuXKgPx7g6iFNLlkjddNrnT5ZK3RoV9Y0kmoBNA1jllawCnCrENIjIHmAOglNpa2LkoyjtdNrnT5ZI3XTa50+WSN6XU1sK+tySb4P4AGiil6iilvIChwIoc26wARth6w3UGLonI6RKMUdM0TSshJVYDEpEMpdTjwGrADMwTkd1KqYdt62cDK4GbgUNAMpD7ZPeapmlamVeiN6KKyEqMJJN12ewszwV4zMndznFBaOWVLpvc6XLJmy6b3OlyyVuhy0bpSZo0TdM0d9Bj5muapmluUWYSUHEN41PWOVAu99rK4y+l1O9KqVbuiNMdCiqbLNt1UEpZlFJ3lmR87uJIuSileiqldiildiulfivpGN3Fgf+nYKXUt0qpnbayqRDXqZVS85RScUqpXXmsL9z5V0RK/QOj08JhoC7gBewEmubY5mbgB4x7iToDm90ddykpl+uAUNvzmypCuThaNlm2W4NxbfJOd8ddGsoFCAH2ALVsryPcHXcpKpvngTdsz8OB84CXu2MvgbLpDrQFduWxvlDn37JSAyqWYXzKgQLLRUR+F5ELtpebMO6tqggc+ZsB+DewDIgryeDcyJFyuQf4SkSOAYiILpt/CBCojJkWAzASUOmc+MqFRGQtxmfNS6HOv2UlARXLMD7lgLOfeRTGt5SKoMCyUUpVB24HKtIwGo78zTQEQpVS0UqpbUqpESUWnXs5UjYzgSYYN8j/DTwpItaSCa9UK9T5t6zMB+SyYXzKGYc/s1KqF0YC6lqsEZUejpTNO8BEEbFUoKnDHSkXD6AdcAPgC2xUSm0SkQPFHZybOVI2/YAdQG+gHvCTUmqdiFwu5thKu0Kdf8tKAnLZMD7ljEOfWSnVEpgL3CQiCSUUm7s5Ujbtgc9syacycLNSKkNEvimRCN3D0f+leBG5AlxRSq0FWgHlPQE5UjYPANPFuPBxSCkVAzQGtpRMiKVWoc6/ZaUJTg/jk7sCy0UpVQv4CrivAnyDzarAshGROiJSW0RqA18Cj5bz5AOO/S8tB7oppTyUUn4Yc3LtLeE43cGRsjmGUTNEKVUFYyDOIyUaZelUqPNvmagBiR7GJ1cOlsskoBLwvu2bfoZUgEEVHSybCseRchGRvUqpVcBfgBWYKyK5dr8tTxz8m3kVmK+U+huj2WmiiJT7UbKVUkuAnkBlpdQJYDLgCUU7/+qREDRN0zS3KCtNcJqmaVo5oxOQpmma5hY6AWmapmluoROQpmma5hY6AWmapmluoROQ5hTbKMmilKrs7lgKSykVq5QaX8A29yulkkoqptJGKTVfKTXJRfvKVpalqWyVUl8qpca5O46KSiegCsh2cpFcHq3dHRuAbQyyzJhSlVIHlFLPK6XMLjpEB+D9LMeTXKZi+BxjVORilaP8k2zD/N9fyP24ZDoJpVQLjMEl38myLDqPv5kQVxwzn1juUUpttJXNFaXUZqXU8ELsJ68vTi8DLyqlgl0TseYMnYAqrp+ByByP0nSz4ccYMTUC3gNeA/KttThKRM6JSHIB21wtwVGgR2N81lYYie9jpVS/Ejp2bv4NLMtlfLPM30nWx6XiCkIp9YbtmMsxxqZrgzGqx0dKqemuOIaI/I0xkoHTSU0rOp2AKq5UETmT45GhlBpnm1DqilLqpFJqbn7fcpUxQdcnypisKkUpdUQpNTbH+jm29YlKqd+UUo6MxJBsiylWRGYCvwCDbPsMVUotUEpdUEpdVUr9rJRq5kRM9iY4pVSsbfFS2zfkWNtyezORUqqhbV2LHJ99jFIqXinlaXvdVCn1ve1zximlliilqjrwWS/aPuthEZmGMex93yzH6aCU+tF2rMtKqfVKqS5ZP09un8G2bqAyRrROUUrFKKWmKmOYmVzZaplDuHYIGvjnd5L1IUqp6cqYxO2qrWzfVEr5OPC586SU6gg8gzHSwHQR2S8iB0TkDWAiMNG2Ta61G6VUbduy9kqp2sCvtlXnbMvnZzncCmBYUeLVCkcnIC0nKzAWaIYxL0xH4L/5bP8a0AIYgDEo44PASTBmSQS+xxiWfQDGN9i1wBrl/FxNV7EN/QHMxxif7DZbfMnAKqWUb0Ex5aKD7WdmLaRDzg1sY+htBe7Nsepe4HMRSbd9nrUYtciOQB+M+WJWKKUc+j9TSpmVUkOAMCA9y6pA4BOgm23fO4CVWU64uX4GWy1qEcYUAs0wyuFOYFo+YbQEgm2f11FXbPtuAjyKMYbaC068Pzf3AklkaSrN4gPbMR1NGseBwbbnzTDK6Mks67cAHbP8/Wglpbhm0NOP0vvAOIFnYPyDZz5+yGPb/kAqYLK97okxzHpl2+sVwMd5vLe3bd++OZbvAJ7JJ75oYKbtuSlLDG8ADWzH755l+2CMpqCHCorJtj4WGJ/ltZBjNlTgfiApy+sngaP8M3xVTYxk3cX2+hXglxz7CLXtu2M+sQhGck2y/U4EiAfq5/MeBZwGhhfwGdYCL+VYNsh2LJXHvgfZPpcpl99JWo6/mdl57ONhjInd8irLbK/z2McPwM581u8EVub2N2lbVtu2rH1e22TZtqVtXb2S+P/Tj38eZWIwUq1YrAXGZHl9FUAp1Rt4DuPbbDDGoIxeQFVyH179A+BLZcwB/xPwrYj8ZlvXDvDDaPbI+h4fjLlU8jPGdjE+s7noE4wLxn0wTpAbMzcUkUvKGByyqQMxFdYS4C2MWshajNrhERHJjKMd0F3l3rurHvkP1z8BWIWR1P4DzBCRQ5krlVIRGINg9gKqYPxOfIFaBcTcDuOb/cQsy0y291bFSGI5+QLpkvska59j/A4yXbbFdydGrbk+Rq3PbHsUSBmjte/JsmiaGM2QkP98MqqA9c64avupa0AlTCegiis560kOQCkVhdFk9j+MUbQTMOaBX8I/iSAbEfnB9r6bMIap/14ptVREHsA42Z3FOGnnVNAEXpknu1TglIhYbDHmN3OcOBBToYhInFLqZ4ymobW2n4uybGLCKLvcOkqcLWD3Z2y/i0NKqbuA7Uqp7SKyz7Z+AUbieQqj9paKcU0sz2s5WWJ6GViay7pzebwnHvBSSvnJtR01LuXyN9MZY+rql23xXQRuxUjWjjgFtM7yOnPa5wMYU0J4i0hqjmN6Y/RQXGNblJkss/5teOK4MNvPvMpEKyY6AWlZtcc4qT2V5YQ/oKA3iTEc/SfAJ0qpH4AlyhjCfjvGidMqIs7OmXLNyc5mD8aJtQtGIkApFYRxzefjgmLKeTKzScexb+yfAv9VSs2xHW9wlnXbMS7eHxWR9Nze7AgROaSU+gp4E+NEDsYstk+IyPdgn4cm5zW03D7DdqBxHuWYlx22n01x7DrQ9cBJEXk1c4Et+TtERDIwhvDPaQnwBPAIWbqD2zwK+AOLba8zE0dkluetc7wnzfYzt99zc4wvOQV9UdBcTHdC0LI6iPE3MVYZk3INw2hayZNS6hWl1CClVAOlVBPgDoymqVSMrt4bgOVKqZts++yilHpZKZVbrahAInIQo1vuh0qpbraeaZ9i1KgWOxBTbmKBG5RSVZVSofkc/muMb9YfAVtssWSahdFk+blSqpNSqq5Sqo8yegAGOvkx3wYGZPbywqgNDLf1suuAUeNIy/Ge3D7DK8A9tvJorpRqrJS6Uyn1Zl4HFpFzGInL0anbDwDVlVL32j7zI7igR5mIbMIohzeUUhOV0ROxgVLqGWA68IaIZDZrHsLoaDDFtl1f4MUcuzyKUUO+RSkVrpQKyLKuG0YTqFbCdALS7ETkL4yL7eMwahoPUfC9N6nAVIyLwhswemwNtO1PMCapWoPRrLcf+ALj3p6iTJf+AMY1lRW2n35AfxHJbMvPM6Y8PI1xfeU48GdeG9mapL7GuF/n0xzrTmHUBqwYJ7PdGEkp1fZwmBj3pvyM0ZsPjB5mAcA2jOQzDyPh5PsZRGQ1cItt+Rbb41mMWT3zM4dre/zlFeu3wAyMWspfwI0YzbdFJiLjMf4Gb8eome3EqHU+JCLPZtkuHaPnXV3bNi8Dz+fY10mMSdSmYjSJzgSwdRe/HePvUythekI6TdOysV1j2QeMEJF17o6nOCmlHgNuE5G+BW6suZyuAWmalo2tqXIk/1ycL8/SMUZ+0NxA14A0TdM0t9A1IE3TNM0tdALSNE3T3EInIE3TNM0tdALSNE3T3EInIE3TNM0tdALSNE3T3EInIE3TNM0t/h/2eo9/Nn/4MgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "idx_for_threshold_at_90 = (thresholds <= threshold_for_90_precision).argmax()\n", "tpr_90, fpr_90 = tpr[idx_for_threshold_at_90], fpr[idx_for_threshold_at_90]\n", @@ -699,7 +1096,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9604938554008616" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import roc_auc_score\n", "\n", @@ -738,7 +1146,19 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.11, 0.89],\n", + " [0.99, 0.01]])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_probas_forest[:2]" ] @@ -754,7 +1174,15 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "94.0%\n" + ] + } + ], "source": [ "# Not in the code\n", "idx_50_to_60 = (y_probas_forest[:, 1] > 0.50) & (y_probas_forest[:, 1] < 0.60)\n", @@ -776,7 +1204,20 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(6, 5)) # extra code – not needed, just formatting\n", "\n", @@ -806,7 +1247,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9274509803921569" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train_pred_forest = y_probas_forest[:, 1] >= 0.5 # positive proba ≥ 50%\n", "f1_score(y_train_5, y_train_pred_forest)" @@ -816,7 +1268,18 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9983436731328145" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "roc_auc_score(y_train_5, y_scores_forest)" ] @@ -825,7 +1288,18 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9897468089558485" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision_score(y_train_5, y_train_pred_forest)" ] @@ -834,7 +1308,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8725327430363402" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "recall_score(y_train_5, y_train_pred_forest)" ] @@ -857,7 +1342,18 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(random_state=42)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import SVC\n", "\n", @@ -869,7 +1365,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['5'], dtype=object)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svm_clf.predict([some_digit])" ] @@ -878,7 +1385,19 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 3.79, 0.73, 6.06, 8.3 , -0.29, 9.3 , 1.75, 2.77, 7.21,\n", + " 4.82]])" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "some_digit_scores = svm_clf.decision_function([some_digit])\n", "some_digit_scores.round(2)" @@ -888,7 +1407,18 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "class_id = some_digit_scores.argmax()\n", "class_id" @@ -898,7 +1428,18 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'], dtype=object)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svm_clf.classes_" ] @@ -907,7 +1448,18 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'5'" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svm_clf.classes_[class_id]" ] @@ -923,7 +1475,22 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.11, -0.21, -0.97, 0.51, -1.01, 0.19, 0.09, -0.31, -0.04,\n", + " -0.45, -1.28, 0.25, -1.01, -0.13, -0.32, -0.9 , -0.36, -0.93,\n", + " 0.79, -1. , 0.45, 0.24, -0.24, 0.25, 1.54, -0.77, 1.11,\n", + " 1.13, 1.04, 1.2 , -1.42, -0.53, -0.45, -0.99, -0.95, 1.21,\n", + " 1. , 1. , 1.08, -0.02, -0.67, -0.14, -0.3 , -0.13, 0.25]])" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to get all 45 OvO scores if needed\n", "svm_clf.decision_function_shape = \"ovo\"\n", @@ -935,7 +1502,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "OneVsRestClassifier(estimator=SVC(random_state=42))" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.multiclass import OneVsRestClassifier\n", "\n", @@ -947,7 +1525,18 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['5'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.metrics import ConfusionMatrixDisplay\n", "\n", @@ -1042,7 +1700,20 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.rc('font', size=10) # extra code\n", "ConfusionMatrixDisplay.from_predictions(y_train, y_train_pred,\n", @@ -1054,7 +1725,20 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sample_weight = (y_train_pred != y_train)\n", "plt.rc('font', size=10) # extra code\n", @@ -1075,7 +1759,20 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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Nt+pep9YxAk2HMr3Hc1LK/UKIZdQ+xUR1J5e17HdoWoTo+P1728esdwR3t7kmYB8/4GgzR6i+EK2HfeafN2Zn21zzCvrCfwS1GVdFRaVemKSw+GMBF4ALUsr95u0tKMFfsrlpFvPflArpQyoc3wylw/kF8/9V96uoqKjYBRv7QrugBnsqKipWU1qatVWnZCllEnBeCBFh3jUQZSLbbSgT22L+Wzop9jbgQSGEsxCiJcpAjAPmJt8cIURv8yjcx7FiIm0VFRUVa7C1L7QXV3UzroqKytWJRGC0fVnxOZQlA52AGJTVBTTAJiHESJTlq4YDSCmPCyE2oQSEBmB8hZn5xwIfAa7AdvNHRUVFxebYyRfaHDXYU1FRqRe2bpKQUh4CquvXN7CG9HNQlgGsuv9PoKNNjVNRUVGpgX+yedZS1GBPRUXFahylU7KKioqKPXEUX3j11z2qqKhchQiMUmPxR6XhbH2vMeMGtGdc//Zsfbdxpe++WBPIHcHdyUpX5pU+8Yc7zw5qxwv/aUtCrDLVVG6WltkPh9c66DKyXzbv/XqKD387yf3PJgMwcmYCq384zZRl8WXpBt6Xzj0jL1lse2S/bN775SQf7jnB/ePNui8lsHrXKaYsO9cwXRvba688eHFxPJ8dPsbbP54q29fQPLCHZin2ygeNRrLii794dc1xAJ6aFMtbWw8yad7psjQD7krm7scu/uO2WoZj+MIremYhxBDz0kbRQojaplUo4/1OoXz9aBO+frQJpzZ7krDfhbU3NC/bd+mYEwD7FviV7Vt7Q3OOfaIM+f72qaCy/e93CiX9tN4iWwffn86SbVG8uTWK8E759bxiaNUxnze3RrHoi2jmbzpLUPMiBg1LZ9k3yr4Zq8+hd2r4nEHbzh5hwZZoFmyJ5taH0hqsBzB+zgWWfh3F8u/O0O+ejAbrBYcV8m3cITr0yKVT71ze/CqKhVuiWLA5mkZNrV+tx83DyJKtZ1iwOYrl35yha98cAAYNS2feZ9Es2BxN/wbaHd4pn7kbzrJgczQjZ1k3qLNV+1wWbTzKgvXHeOOTYwSFFDLwnhSWbDnCgvXHmL7kdNm9f+S5eN7+/m/mrzvG/HXH0GisnwZhzvqzfHb0GA9NSLb6WGtRlgjSWPxRqYy1vlBb6MmO9QG8+e1JVuw6wYEfvLkYowRxly7q+fsXTxoFF5Wl//LtQGa8E8Pj0y/y3SeNANi4tAn3P5dU44wgGo1k/NyLzHqkJaP6RdD/7kzC2hfQPjKfsYMi0GgloW0LcHIxMfj+DL7+2LLF3zUayfg5F5j1aBij+rel/z0ZZt08xg5ui0ZDBd1063RtbK+98gBg5yY/Zj5SPu2Xm6exwXlgD01758Pdj1/kfIybYq+HgXbXZTP+7u6KZps8nJyNDLo3mW82NPnHbbUER/GFV6wZ17yU0VvAYJTpEf4QQmyTUp6o7Tj3QCN3rkss207Y70Lzm/O5eW5qpXS9p6aX/b/lzmBa3qLMSXb7h0kA5F/S8u2TTfCLKKnTVg9vA3ePTGXiHeH4B5UwdUU8k+5pbdmFViE9Wc/Mh8MoyNPSY0A2j01OZu2iQH76wheTSTByVgID7stgxwb/eumXkpakZ+qw8AZpVKRFRAEt2hQy8c7WuLobWbXrDLu/8q37wFp4eGIyR/d5AHDyoBsvmvP0lgfSuHvEJd573bp5xAryNEwa2hqTURDUvIiXVsex+IXmXHdjDtMfaEX1U65Zjk5vYuTMRP43MpSCPG3dB1QhPcWJ2SPbK/f+5gweff4865aH8PO2RphMghFT4+h/1yV2bgkEYOOqZvy8rVG97V0yKYTrbswloEndz7gtcISmi6uR+vhCTZEHbW/Iw8VVKQR07J3D3u99GDYumXdfDeGpmRd5fUSrsvQ6naS4UENRgQadXpIY50Rakp5OfXJrtCviunwS4pxIileCyN1bfeh9SzY6vQQkTi4So0EwfGwKWz8IwGiw7P4rus4VdH3pfUtWBV0TxhLB8DEpbH2/kZW6trXXXnkAcGy/B4HNygNyaaLBeWAPTbBfPvgHFtHj5nQ+W9Oce5+6iJSgL9V0NmEoEdw38gLb1gZjNFgWGNnznlmKI/jCKxlm9gSipZQx5kWXN6IseVQr+alavn6kCTvHB5JzQYlNL+xxY9tDTfjtf/4YCitncupxJ1z9jLgHGSvtj/7ag1a31+zoKtL2unyO7XfHUKIh+bwzru6mete+ZVzSlwUKhhKByQhJ8c6YTIrdhmJhk4fPt7GBhZ9HM/u9OAKbNXxN6/RkPSUlAq1O4uphIifT+mCnIhFd88hI0XEpUalZNZSUP3runkZiT7parSmlwGRU8s7NrNH39iwK8zW8seEsL78XS0CT+udFu+75FORpmL4qnvmbztKxp2XPTykZqU5l976kRGA0QtJ5l/J7X6Ipsx9g+KiLLNpwlLseT6xWry5SE53qdVx9kNIxmi6uUqz2hUbnHI7t8yA7XUthgeDPn7xJTXBi/05v/JsUE9ahoFL64c8msXJqc7a+G8gdT6bwyfxgHp1Se820f1AJlxLKn6HURD2+jUrY8503q3adITneibxsLW26FrB3h7fFF6volreopCbq8Q0wKLo7T5N83om8HC1tuuazd6e1ura11155UB0FedoG54G9NO2VD8+8dJYPFrUsWzasIE/Hbzv9WfHl3yRfdCEvV0ebTrns+8nyyo8rec+qw1F84ZUcoBEMnK+wfQHoVTWREGI0yiLmBDR14uGf4nHxM3H+V1f+76VG3LIqiQd2nUfnLDnwpi9H3vem2/jMsuOjtnoQftflL+Xorz0YtMyy5i1PXyO5WeXBTV62Fk8fI+kp9b9Rzq5GnpyWxOIXyueBDQkvpMfAHNbfFVhv3VIe79WO7HQd3W/O5oXF5801W/UnJ1NLQqwzH+w5hYubiaVTmtV9UC08NCGZxS82Z/TL5f0weg7M4rFJSbh5mpj9WP1WNfEPKual1edoFlbEm5NC6DU4G08fAzMeakWvQdmMmp3AG+NC66ldQlj7QsYNboOrh4n5m87y9E0RWFtj6Oxq5IkX41kyvbzmNaRVPj1uzuDFtzoBsG1tEz5dEYKTs4lX3z5FzEk3jv1he8dkS0wOUJq9SrHaF4YEa3n5xSRmP9QGF3cjLdsXoNVKPlvehNfWn7nsBGEdC1j8jdIH6tg+D/wCS0DC/DEt0eolI1++gG8jQ5XzXW6olLB5VWM2r1L6CE5cdJ5PFgYy5OE0ut+UQ8xJVzYsq91/1ai7OpDNq5VjJy6M55OFQQx5KI3uN+cQc9KFDcuC6qfbAHvtlQc10dA8sJemPfKhZ780MtOciD7uSaeemWX7t7wfwpb3lffihNfOsHZ5C24dlkS3GzKIPe3OxjXNr7it1uIIvvBKhpkWLWMkpXxHShkppYz08tPh4qfUqIXcWEBugg4nD4nOWTms9V25lda5NRkh7kd3Wt5aeVmpjGg9WmeJV/PKzq0mcjK0eHiV1wy6exkbVLOl1UlmrjnHxpWNiY9yASCgSTGTl55nzugWlBQ1/DZkpytx+8H/87JJzV63m3PxDyrhqevb8vRNETw1PbHetZs9B2YRddiNnIzKZYsDP3rz3H8i+HhBEE9Nr19tVlqSE5Pubc3zt7dm3OsXyMnQcnC3FyD4c7cXLdsW1ksXlOfgxJ9u5OdqSUvSk5WuxdvfsmeoFK3OxIxlZ9i0Jpj4aKWfSkBQES/Oj2bu8xGUFCv3PidTDwiKi7T8ttOP8A62XxrNligj0DQWf1QqYbUvbOSv5ZaH0li24yTzvziDp4+BxiHFJMc78dzg9ozo1ZHURCcm3tqejBRdBQ34bFkTHpqYyPolTXh4cgL9h6bz9fuNq56O1ER9pb6zAU1KSEsqr5Fr1VHpu3zhrDODhmUwZ0wooW0Ladqy6DKty3XLuxYENCkhLbmCbgezbowzg4alK7oRlura1l575UFd1DcP7KVpj3xo3y2b3gPS+PDHA0xbfIrOvTKZvKB8YElYO6WS5mKcKwPvTuaNF9rRonUeTVsU1CRpN1utwVF84ZU8c03LG9WIMGoxmWOutFNOuPgaKc4p95MX97ri3bLciSTsdaVRxyKcPCr7zaitHrS+K8diQ0/97UaHnnlodZJGwcUU5GnKXsrWIoRk2spz/L7Dm73fKzU1Xn4GZr97jhUzgkk851yHQt24uBnLOvS3bFdAVnrDK2wFktwsLSaTID9Xi04v0dQz3m3VoYDO1+cyZ91Zut2Yy6iXE2gcXP7jzM1SmqaspWLwmZ+rpSBXy5G9HrTpovy4W3fOJ+Fc/Zs2T/3tTrOwIjRaiau7ER9/w2UBa20IIZmyKIq9u/zY+4PSLOHlW8LMladZ+XIYifEuZWndPUuDSEnnXtlcjLW+WfvK4hhNF1cpVvtCgMxU5dlLuahn73ZfBg5L49MjR/hg/zE+2H+MgCbFLN1xAt/G5QWSHzf5EzkwCw8fI0UFGjQChEZSVHD5PTl9yI3glsUEhhSh05vod3cm+yo0/z0xJYlPFgah04NGq/gbaQIX19oLgYpuUQXdDPbtLF8z9YmpSXyyqEklH2O5rm3ttVce1EV988BemvbIh4/ebMnj/Xrx1MCezJ/UliP7fVg0tW3Z949POMfaFS3Q6SrYKwXOLsYaFO1nq3U4hi+8ks24fwCtzUsbXQQeBB6u7QCnIg++HBqM3t2EEHDj/1KJ2ubJ6c890bmYcPE1cfMb5cOoo7Z60Pruyk24UkLsDnfu/szykZS5WTq+/tifRV9EIyWsnl3/Bchv+E8WPQfm4BNgYMDQDOJOuSCE0kQ4+hXFph8/923QAI0WbYp4fsF5CnK1SAnLpzWsyRXgr1886XdPJou/ikLvJNn6YUC1LwhL2LA8iA3Llf8nLTnH9+v96XZTDgPvS0dKQUmxYNnUkNpFqqFFRCFjXr2IyaT0LVzzajCH9ngQ2T+HBZuj0Giol24pedlatn4QwMLPo9Hp4P05Tcv621nCDbem0bNfBr4BJQy4+xJxp91AQEBgMaNfigPgx68asXNLIM/MiqVZywKEgCP7vfnj/6wfDDNx4XnaR+ahd5K06ZLPf0e0tFrDUkpHoKnUC6t9IcDcUWHkZOjQ6iRj5sTj4VP7S7CwQPDjZn9e26A0894zOoW5o1uh05uY+lbsZelNRsFbM4OZuz4GjRZ2bvTj3BmlQNJnSBanD7uRbq6RO3nQnTU/nib2pAsxJ2ovmJiMgrdmNVN0NZKdn/lx7oxyTJ9bMzl9qKKuG2t+OEXsSVfLdG1sr73yAGD6W3F07pOLt5+BdX8eZ+2iIHZs9G9QHthD0975UB19BqZy5qgH6SlK5cfJQ56s2naQ2NPuxJ72uKpsrYqj+EIha5t0ydYnE+I/wFJAC3xgngG/Rlp1cpfzvmxbW5J68U6b+vUPU7GAmuZ1uFqxw/OvcXe3uSaAKc/2Tbv75Y9ky3Srb1p4Jze54KuIuhOauS/80EEpZXWrY/wrsdYXdu/iLH//vv6Fzpq4I7i7zTUB+/iBK/iusgmqL0Tr5VV3onpgzM62uea17guv6AoaUsrvgO+u5DlVVFRsj6OsB3m1ovpCFZVrA0fxhepyaSoqKvXCpPbFU1FRUXEIX6gGeyoqKlZTOgJNRUVF5d+Mo/hCNdhTUVGxGonAKB2sT5KKioqKjXEUX6gGeyoqKvXCEUagqaioqNgbR/CFV7+FKioqVx1S4hBzS6moqKjYE3v4QiHEECHEaSFEtBBiejXfewshvhZCHBZCHBdCPFWX5lVds3fpmLNdpknZkXDI5poAtwZfZ3tRR5tuwF6o+XCVIRxiiaBrhagj7naZJsWhfKGKggP5QmmsfS7IawPb+kIhhBZ4CxiMMgH7H0KIbVLKExWSjQdOSCnvFEI0Ak4LIT41r7VdLVd1sKeionJ1IkGtsVNRUfnXYwdf2BOIllLGAAghNgJ3AxWDPQl4CiEE4AGkA7Wu5akGeyoqKlYjEZTI+q8XraKionItUA9fGCCE+LPC9jtSyncqbAcD5ytsXwB6VdFYCWxDWWbRE3hASlnr+m9qsKeiolIvHGG6ARUVFRV7Y6UvTK1jBY3q2oSrtt3fChwCBgCtgF1CiF+llDUuLaIGeyoqKlYjcYyJRFVUVFTsiR184QWg4qLuzVBq8CryFDBPKuvdRgshYoG2wIGaRFVvraKiUg8ERis+KioqKtcmNveFfwCthRAthRBOwIMoTbYViQcGAgghAoEIIKY2UbVmT0VFxWrUmj0VFRUV2/tCKaVBCPEssAPQAh9IKY8LIcaYv18DvAZ8JIQ4itLsO01KmVqbrsMHe4PvT+c/j6YhJayaFUz0Ubc6j4k64soHc5tgMAgiuuTz9OxEAHZs8GPZtBC+iz8MQHaGloUTmpOXraVVhwLGvX4RIZTjV80KRkrBfx5N45YH0ms8l5uHkTmfnqWkWODiKvlgXhN8Awzc9ohyX3wbGYg/48Jro1tadd2tOuYzfs5FTEaB0SBYMrkZSfHOANzyYBoT5l/g9hZdrNKsjuCwIt75+RRTh7fi+AGPBmoV8s5Pp5g6PJzjfyhatzyQxoT557k9tGuDbVXOYTt7AZq3LuTZNy4AoHeSNAsrYnjHjhYd26p9LmNfjsVkEhgNsGxmOELAjGWnadaygNkj23P8oBcAz8yMpW3XHAB+3+XH5neaWXSOOevPEt6pgK/ea8SGZYGAZNzrF2nVoZC8bA0LJzQnJ9M+P3O1xu6fI7JfNmNeS0CrkWzf4MemlYGMnJlAZP8cYo67snBCcwAG3peOp4+Rr95vVKPWl+8FsP1Tf6SE2x5JZ+ioS6xdFMT29X54+ylTZzw1I4GeA3M4fsCdFTOaoXeSTF8VR3DLYnKztMwd04I562MQ1TwSLy6Op9egbDJTdTwzsC0AI19KILJ/NjEnXFk4oYXFttozH+ypac98sJe9ttbVO5lYuP4YeicTWp1kz/f+rFvenBFT4oi8KZOzJ91ZPLU1AAPuTsHTx8DWj5v+o3lgKbb2hVLK74DvquxbU+H/BOAWazSvWNFcCPGBECJFCHHMVpoe3gbuHpnKlPtaMf/Z5ox97aJFx70/pymz34tj4ZazZYFecaFgz3ZvGjUtn6Zm86rG3HxXJm9+FU1hvoY/d3sCSlA5bWU8Cz+PZuv7AeRk1jwSpyBPw6ShrZk6vDVzx7VgxIwEfv7Kl6nDlX2Hf/fgl298rL729GQ9Mx8OY/LQcLasacRjk5MB0Dub6HtbFpcSnKzWrI6HJyZzdF/Dg6bqtPTOJvr+x3a2VneOhhIf5cLUYeFMHRbOl+824lcr7lV6ihOzR7Zn6sMd+eL9YB59/jzpKXpeerI9e3b4V0r79bogXhjemRfv70SfQek0aV5o0TmWTArhvdfKHWJkvxycXSWT7g3nl699GD4uxWJ7rUFKgUlqLP6olNNQX6jRSMbPvcisR1oyql8E/e/OJKx9Ae0j8xk7KAKNVhLatgAnFxOD78/g648DatSKO+XC9k/9Wf7tGdb8cJr9u7y4GKP8Hu8ddYnVP5xm9Q+n6TlQKYh8/nYjZr8by5PTE/jmE0X306WBPPh8crWBHsDOTX7MfKR8vlQ3TyPtI/MYO7gtGg0VbE2v1VZ75oM9Ne2ZD/ay1x66JcWC6Y93YPxdXRl/Vxe635RJp55ZtLsuh3F3dkWrlYS2ycPJ2cjgoZf45tOgfzQPLMVRfOGVPPNHwBBbCra9Lp9j+90xlGhIPu+Mq7sJvVOto48BcHU3Mm9cC6YOb8XR/e4AfPV+I25/LA1RIUeO7PWg1yBlcEvvW7I5us+D4iJBYb6WoObF6J0kHXvlceZQzbWJUgpMRsULunkaiT3pWvadVifp0T+HvTu9rb72jEt6CvKUINNQIjCZ5668Z2Qq364NoPZB2JYR0TWfjEs6LiXobaCVR0aKjkuJ5Vr3jLjEt2v9bWKrcg7b2VsdA+7L4McvfCxOn5HqVHaPSkoERiMUFWrJzbrcvoRzynNR+rxYOhdpamLlQLnz9bns36XUFu7b5UWn3nkW22st6goa9eYjGuALI67LJyHOiaR4ZwwlGnZv9aH3Ldno9BKQOLlIjAbB8LEpbP0gAKOh5lqH+Chn2nXLx8VNotVB5z65/Lbdp8b0Wp2kqFBDUYEGnU6SEOdEWqKezn1qfs6O7feoVCCWJirYasJYIhg+JoWt7zeq1VZ75oM9Ne2ZD/ay1z66yrsTQKeT6HTKAFOdU3keGAyCYaMS2PpJE4wGy/yGPe+ZpTiCL7xiZ5ZS/oIy8Z/N8PQ1kptV/uPJy9bi6VP3WzLmhCvT3jrH1OXxLJ0cQk6mlqP73ek9uPKo5dxMLR7eip67l5GcDC05GeX7SvdnZ9Q+x45/UDGLv4zijfUx/P59eWDXo382R/e7U1xY/9vg7GrkyWlJbF7VGA9vA5165bL/B69661XkoYnJfLaysW20JiTz2VuBZdse3gY69c5j/w/WB7o1nsOG9lbF09dASKtCjh9wt/pYZ1cjT7wYz+fvBdeZdsDdKSTGu5By0aU+ZuLpU/6byM2y7PdQHyRgMs8cb8lHpZyG+kL/oJJKteGpiXp8G5Ww5ztvVu06Q3K8E3nZWtp0LWDvjtp/X6FtCzm6353sdC2F+YI/fvIqKyx9/WEjxgyMYPELIWVByoPPpbBsaghfvteIu55K5aN5TXhiaqJV9hfkaRVbd54m+bwTeTla2nTNt7rQa8t8sKdmTdgiH+xlr710NRrJym2H2LDvD/7+zZujB7z5bYc/K7cdJum8M3k5Otp0ymXfj37/uK2W4ii+8KrrsyeEGA2MBnCh9v53ORlaPLwqB161NamW0j4yD3dPE+6eJrz9DLzz36bcX01zl4ePkbxsJbjLNweSnj5G8rLLg7O8HC2evrW/UNOSnJh0b2sCmxWxYEt0WYAz8L4Mtn/qX+uxtaHVSWauOcfGlY2Jj3Jh5KwENq2yTbDTc2A2UYddyclo+CPSc2AWUYfdKmk98GyKzWxVzmE7e6vj5rsyzU241v1YtToTM5adYdOaYOKja3+eu16fyaB7L/HqM23rbWdOphb3sgKKyaLfQ/0Qao2dnanJF1bXXCql0u1ks/k3NXHReT5ZGMiQh9PoflMOMSddzX06K9O8dRH3j0thxoOtcHE30bJ9AVqd5I4nUnn4hSSEgI8XBPHOf5syacl5WnUsYNk3UQAc3eeOf1AJUgrmPNMCnV4y+pUEfBvVOpE/AJtXB7J5tWLPxIXxfLIwiCEPpdH95hxiTrqwYVndTXi2zAd7atZGQ/PBXvbaS9dkEjx7V1fcPQ3MXnWKFq3z2PJuMFveVQrCE+ZEs3ZZCLcOT6Zb30xiT7uxcVVIrZpX+p5VY4FD+MKrzkIp5TtSykgpZaQe51rTnvrbjQ4989DqJI2CiynI01BSXPclXYhxxmiA/FwNmWk6stJ0bFgeyEsPh5GerGPOM0pH2U69cznwo9JP78BPnnTqk4uTi8TZ1UTKBT2GEjh+wJ2Irvk1nqtis3J+rpaCXOXl6+ZhJLxTPn/vqV//MiEk01ae4/cd3uw11xY2CyvioedTmPNpDH6BBl5aE1cvbYBWHQro3CePOZ/G0O2mHEbNTqRxcI3L7tWtdX0uc9adpduNuYx6OYGIrvk89Fwyc9adVWxdXX9bbW1vdQwYmsGPn/tadYwQkimLoti7y4+9P9Qe1Ed0yeHxifHMeS6C4qL6B2hH9nrQc4BSQ91zYDZH91lfE2kJygg0YfFHxXpq8oWpifpKfYsDmpSQllTeNaBVR8UfXTjrzKBhGcwZE0po20Katiyq9jxDHk7nrZ1nWPxlNJ4+RoJbFuHbyIBWCxqNMmjjdJWuKlLC+qWBPDwxmXVvBvLY5CQG3JfBV+9b1x+qVQezrTHODBqWrtgaUbOtFbF1PthL0xLqmw/2stfe+ZCXo+PIfm8ib8os12yfq2jGujLw3ku8MSGC0Nb5NG1R8I/aWheO4guvupo9a8jN0vH1x/4s+iIaKWH17LqbyQDuHpHKlPvCMRgEI2cmcsNtWWXfPXl9O2a+fQ6A+8elsHBCc775JICwdgV0v1nppDz2tYu8Ma4FUgrufCK11qayFhGFjHn1IiaTQKuTrHlVsbHv7Zns3eGNrOfNv+E/WfQcmINPgIEBQzOIO+XCf0eUj+j98LeTzB0TWi9tgA3LA9mwXCn5TFoSz/cb/Ei5WL+BFBuWB7FhOWatc3y/3r9sNC7Ah3tOMHds/W21tb1VCWpehN5Jcj7auqbVG25No2e/DHwDShhw9yXiTrvx8ZLmzFp5mubh+bQIz+eP//Nl3fLmTJwbDcDLq08B8O4boUQfr7sgMHHhedpH5qF3krTpks//RobSa3A2i7+MJi9HUzYKzR6oK2j8M5w+5EZwy2ICQ4pIS9LT7+5M5o1vUfb9E1OSWDo1BJ0eNFqlX5Q0gYtr9Z1jM1N1+AQYSLmg57fvvFn6dRRpyTr8A5Uaut+3exMaUXnA0K5NfvQclI2nj5GiAg0aDWgEFBVY90w8MbXUVonGXMapzVZ75oO9NC2hvvlgL3vtoevtV4KhRJCXo8PJ2ch112ey+d3yd/ZjE8+zfFYrdDqJRqNomqTA+R/KA2twBF/o0MEewM6N/uzcaF1T6KBhGQwallHtdx/9frLsfy8/I6+tjb0sTZsuBSzZFm3RuaKPujH5vtaX7d/5Wf2bbwH2fOvDnm99avz+qRvaNUi/IotfsF3AsPiFFpfte6pve5vpK+ewbYCTFO/Mc7e1sfq4Pd8HsOf7y2s6Xnqyw2X7xt5+Xb1sWzrl8iaOt16ybNqWhiCxfSlVCBEH5ABGwCCljBRC+AGfAaFAHHC/lDLDnH4GMNKc/nkp5Q7z/u4ogyBcUaYvmGCeaf6awGQUvDUzmLnrY9BoYedGP86dUQoifYZkcfqwG+nJSs3GyYPurPnxNLEnXYg54Vqt3v+eDiUnQ4dWL3l27gU8fYwseK45Z4+7IgQENivm+QXlS3UW5gt2bfbljQ1nARj6zCVeGxWKTi+ZsercZfrT34qjc59cvP0MrPvzOGsXBbFjoz99bs3k9KGKtrqx5odTxJ50rdFWe+aDvTTtmQ/2stceur6Nipm8IBqNRiI0kl+3B3DgZ6VvXp9BaZw54kF6ilJAP/W3J6u+OUTcaTdiT9XeOmHPe2YJ9vCF9kBcKR8ohNgA9AMCgGTgFSnl+7Ud4yX8ZC8x0Oa27Eg4ZHNNgFuD6/fCrhVHe0fVNP9CQ3GgfNC426fp1JRn+5G1++WPZMt0q29aUAc/+ej6wRanX9x108E61oMsDfYiK04OKoRYAKRLKecJIaYDvlLKaUKI9sAGoCfQFPgBaCOlNAohDgATgH0owd5yKeV2667Qfqi+sJ44kA8AVF+I6gurwxJfaA+uWM2elPKhK3UuFRUV+yIlGK9MafZulMAI4GNgNzDNvH+jlLIIiBVCRAM9zQGjl5RyL4AQ4hPgHuCqCfZUX6iicu1wBX1hg3D4ZlwVFZV/BiubLgKEEH9W2H5HSvlOlTQS2CmEkMDb5u8DpZSJAFLKRCFE6RDuYJSau1IumPeVmP+vul9FRUXFLjhCM64a7KmoqFiN0k/Fqk7JqRY0XdwgpUwwB3S7hBCnaklbnXeVtexXUVFRsTn18IX/CGqwp6KiUi/ssB5kgvlvihDiS5T+eMlCiCbmWr0mQOmEmBeAiqNTmgEJ5v3NqtmvoqKiYhccYZ3wqz8cVVFRueqw9dxSQgh3IYRn6f8oi3wfA7YBT5iTPQFsNf+/DXhQCOEshGgJtAYOmJt8c4QQvYUQAni8wjEqKioqNkWdZ09FReUaxuZNF4HAl0p8hg5YL6X8XgjxB7BJCDESiAeGA0gpjwshNgEnAAMwXkpZOuHlWMqnXtnOVTQ4Q0VF5VpDbca1DXYYvm6XaQGAmw/XvJJGffmlm6fNNQGkyU7dmKTtJqqshMZOy37ZwV7hVvuyaPXGDtMNNARbrvMopYwBulSzPw2ods4RKeUcYE41+/8EOtrMuKsFB/KF82P21Z3ISqa3udHmmoDdfJY02mddaqGzz2vbHvZqPOu3QlRd2GPqlYbgCOt/X/3BnoqKylWHo0w3oKKiomJPHMUXqsGeiopKvXCEpgsVFRUVe+MIvlAN9lRUVKzGUZYIUlFRUbEnjuIL1WBPRUWlXjhCPxUVFRUVe+MIvlAN9lRUVKymdLoBFRUVlX8zjuIL1WBPRUWlXjhCPxUVFRUVe+MIvtDhgr1WHfIZP+ciJiMYjYIlk0No1y2f2x5JBcC3kYH4My68NrrlFdf9tYcLnp2UYfyBdxgROkjYqEPjJHFqLGn7egkaJ4ieryf7iPJwBAww0nykAYCcE4LoeXqQ0GSYkaC7ax8K/+iLCXTrm42hRLD6lRDCOhRw5+MplBRrSEvWs/jFUEqKLX8Im7cu4Nm55wHQO0mahRXyv1FhPDUtAaNRIE2wcEIolxKdLNYE+90zgPBO+YyYfhGdXnL6sBsxx93KdQNKiI9y5bXRYVZpunkYmfPpWUqKBS6ukg/mNeHQHk8GDUtn0PB0NBrY/qk/P3/lW6eWq7uB11b9jaFE4Oxq4qNl4fj6FzPkPmX5Vh//Ys7HuDNnUhdat89m7IxTlBRrKCzQMm9qJwrya/+Jzll/lvBOBXz1XiM2LAukSYsiZr59jmatipj5SEuOH7DP1Af8wxOE/tuJ7JfNmP9dRKuRbN/gz6a3Ahn5UgKR/bOJOeHKwgktABh4XzqePka+er/RFdf99f0gDnzWCCEgKCKf4QtjuHTWlS9mtsRQJNDoJPf+L46QrnnE/enBl7NaonM28dCyaAJCiyjI1vLps+GM/Ph0tbPOBDQpYsqSWHwblSBN8N36Rmz9MIgR08/To18WZ0+4sehF5bc/8N5UPHwMbP0wqM48eGFhHL0GZpGZpmPM4A4AjJhxgR79sjl7wpVFLyh+auDQNEXzg8Arnrf2tvXFxfH0GpRNZqqOZwa2BbDJ8+XuUcLzLx+nRatcQLD0vx3o0y+F7jekEnPakzdf7gRA/9sT8PQqYduGFhbpRvbLZsxrCea89WPTykBGzkwgsn8OMcddWTiheb3stQgH8YVXLNgTQoQAnwBBgAllIfRl1uqkp+iZ+UgYBXlaegzI5rHJSSx8vkXZi/fZuec5us/6F5wtdJ0aS7p+UFy2XXBBEHh7EUILZ9/UkfyNliZDjTR90ED4NIk0wd+PO9PoFiOuIZLoeXrazi3BOVDy9yPO+PevOdgLa59PRJc8XhzaloAmxUxZEsuSqaH8/KUfJpNg5EsXGHBvOjs+C7A4D+KjXJk6vA0AN92RQdcbcjh50J0X740A4JYHUrl7ZArvvd6sNpnLsNc90+lNjJxxkf+NUrRL+fkrP0V3TjxH91uvW5CnYdLQ1piMgqDmRby0Oo7FLzTnuhtzmP5AK6pffrV6CvO1TB3RHZNRQ1BwPtMXHGPiIz3ZvV156Yx76RTH/vIBYPiIOD5Y2ppjB315ZMxZ+t+exHeba8/rJZNCuO7GXAKalABKXs94MIzRr9h3hTCJY/RTuRppqC/UaCTj51xgxkOtSE3Us+K7M/z5sxftI/MYO7gt01acI7RtAQlxzgy+P52Zj7S64rpZSXp++yiQSbuOoHeRrBsfzuGv/Tm0NYBBEy7Qtl8Wp3725rt5zXlm40l+ea8Jj60+Q/oFZ/atC+SOWfH8uDyYAeMSapxe0GQUvPt6CNHH3HF1N7Lim+Mc2edF++65jB3SkanLzhIakU9CnAuDhqcy6/E2FuXDrs3+fP1xYyYviQXAzdNI++55jL21PVOXxRIaoeTBoOFpzHqs9RXPW3vbCrBzkx/bPgxgyrL4ct0G2gowesopDv4ewBtTu6LTmfBtVETbLpk8+8D1TH79CC3Cc0g878agOxN4+dluFmlqNJLxcy8y48Ewc95G8edPXrSPzGfsoAimraxobwYzH7Gu8F8XjuILr2TdowGYJKVsB/QGxgsh2lsrknFJX/ZiN5QITIbyTNbqJD3657B3p7fVxtlCtzhVcOgpJ46/4EThRYFrM4kwxyAaPWX/u7VQJjQWGhBaidCAqRiMBcoxGj14dzORc6zm2xMcVkj0UWXy3tREJ4JCiklL0mMyKXYbigVGY/0fwAFD0/nxCz8MJeU2uHuYiD3parWWve5Zu+55FORrmL4ylvmfnaFjz9wqutns3eljta6UApM579w8jcSedKXv7VkU5mt4Y8NZXn4vloAmxXWoVNRS8tDNw0hsVHnwqdWZiOybyr6flVLmubPueHgqQZuHl4GsdH2d+qlValmLCjTkZF6ZMpwjLBF0ldIgXxhxXT4Jcc4kxTtjKNGwe6svvW/JQqeXgMTJxYSxRDB8TApb32+E0WBZ/tta12QUlBRqMBqgpFCDV+MSEJKiXMUXFObo8ApUfkdanaSkUENJgRatXpJ2zpmsZCfCeufUqJ+e4kT0MXcACvK0nI92pXHT4jJ7nV1MGAyCYc8ksvXDQIwGy153xw54kpNZXniUJqVgWUlzTBJbP2j8j+WtPW0FOLbfoxrdhtnq6m6gY7cMdn4VDIDBoCE3S49eV26v0aDhvsfj+HpDc4vvl5K3ThXy1ofet2RXsFdiNAiGj01h6wcBVuWDpTiCL7xiwZ6UMlFK+Zf5/xzgJBBcXz1nVyNPTk1k8+rGZft69M/m6H53igvrf1kN0e39fSFdPyymyTADp18pf1HnxQjSf9XSeEjlmrrkr7W4NpO4BEtKMkHnWb6qhc5TYsis+cE4d9qVzn1y0OlNtGyXT0CTYjy8Ff2Q8AJ69M/i/76uu5mxOjx9DISEF3L8D8WR9hyQxYpvT3HHE5c4edC9Xppg+3vmH1hCWLsC5j/XkgUTQpm44BxKOQt69M/i6H6Pej8L/kHFLP4yijfWx/D79974B5Xg5WdgxkOt2LHRj1GzLa85829cyMKP/uD1NX+x96fy5oPIG9I4dtCX4iLFqf72Q2PGTDvDqs/30rpDNnt327CpwcY4ynqQVyMN9YX+QSVcSij3L6mJenwDDOz5zptVO0+TfN6JvBwtbbrmW1WIsqWud1AJN41K5I0brmNOr264eBppc1MWd758jm/faM7c67vy7dzmDJmidBvpPy6Bz18KY8+HQfR5PJnvF4Vw64vnLbY9sFkRrTrkc3S/J3u2+/LWd8dJOu9Mfo6WNl3y2Lerfr4QlEByz3Zf3tp+kqTzTmbNfPbt8rFYw173zB621qjbQFubBOeTleHEC68eZ/n6vTw/+zgmE/z2UyArNuwj6aIrebk6WnfIYt//Na5b0IySt+WF3tREPb6NShR7d50hOd6JvGwtbboWsHdH/fO2JhzFF/4jffaEEKHAdcD+ar4bDYwGcKH6Zae0OsnMNefYuLIx8VEuZfsH3pfB9k/9621XQ3X1Zn/id4OJqLnKTS1KgtOznGi/uBiNc3najH0akrZp6bhCKdnqvcGYW/4gGHIFOu+al/GJj3Ll56/8mPtpFInnnDl3xpWsNB0BQcVMWhzHnHGtKCmqX6Bz810Z/PqND6XNlQd+8ubAT97cdEcGT01LYM5Y66vB7XHPcjJ1nDjoTn6ulvxcLVnpOrz9DWSl6Rk4NJ3t6y1vwq5KWpITk+5tTWCzIhZsiWb3V76cOeQGCP7c7cXIlxIt10pxYcqTPWjctID57x3kwC9KEDfg9kS+/6L8Hf/srFO8/mJnok96cf+IWO59NJ7PPw6t9zXYGzWIazj18YXVNWtKCZtXB7J5tdIna+LCeD5ZGMSQh9LofnMOMSdd2LCs9v5qttTNz9JyYpcv0345hKuXkXXjw/nrS3/OH/bgzlnn6HRbBoe/8WPL9DBGrTtF0/b5PPvlcQBi9nviFViMlIJPnw1Hq5PcPvNcjXa7uBmZtSaat/8XQn6uli1vN2HL200Ue+fHsvbNYIY8eIluN2YRe8qNDSua1poP1bFlTRBb1gSZNeNYu7gpQx5MpdtN2cSedGXDiia1Hm+ve2YPW2uiobZqtJLwtjm8vaAtp4/5MHryKYY/Fce61eF8/rHSt/D52cdZtzqcW+65QLfeacRGefLZ+7W/b2rM21WN2bxKCRonLjrPJwsDGfJwGt1vyiHmpCsbllnWf9ESHMEXXvEhJEIID+BzYKKUMrvq91LKd6SUkVLKSD3O1RwvmbbiHL9/783eHT5l+908jIR3yufvPfXrkN5gXSkpXYY994xA7wMlGXD8RWdazyrGNaS81i77iCB2pZ4Oi4vRmuMejTNoXCSFiQJTCWT9rSkb7FET36xtzNT7I/ji3UDiTrni4W1k1ttnWTmzBYnnLs87Sxlwr9KEC6B3LrchN1tLYYH1j4y97tmpv91oFlaERitxdTfiE2AgJ0NXQbd+6wrrncqvOT9XS0GuliN7PWjTRVn7uHXnfBLOWTZIRWlSKdXSUZCv1OK5uhsIb5/Dof1+Zd8LAVkZim5mhhOe3oZ62X8lKJ1I9GovzV7N1NcXpibqadS0pGw7oEkJacnltUatOijP6YUYZwYNS2fOmFBCIwpp2rKoVntsqRu9xxvfkCI8/A1o9ZKOt2Zw7i9PDn4RQMchGQB0vj2d84cr//alhJ9WBjPwuYv8sDyYwS9c4Lp7U/nto+oDCa3OxOw10fz8lT+/fe9X6btWHfLM9rowcGgqc8eH06JNAU1DC2vNh9qomAcD70tj7rgwWkTUrWmve2YPW63RtcbWtBQXUlOcOX3MB4DffgwkvG35Yx8Wofx/8ZwbA+9IYN70LrQIz6VpSO3r4Cp5W96tJqBJCWlJFfK2o9nes84MGpah2Nu2YXlbEUfxhVe0Zk8IoUdxbp9KKb+oj8YN/8mi58BsfAJKGDA0nbhTrqya3Yy+t2eyd4c3sp6ZaQvdvx5yRusmQUCbl4uJW62nKEVwdpHy4AXeYaTJUCOnX1Fe6McmKn9bTS7Bs70kfFoJJ6cpo3GbPmBA71X7+easO4NWCzmZWlbOas6jLyTgH1TC6NlK88ePX/hbNUADIKh5EXonyflopW/ewKHpDLwvHWmCkmLBsmnNrdID+92zvGwdWz9sxMLNZ9DpJe/PDcZkEvS9PYO9O3zqrdsiopAxr17EZBJodZI1rwZzaI8Hkf1zWLA5Co0Glk0NsUgrNDyX0VPOYDQJdDoTby9QBrv0HZzM3p8bVbLxw2XhzFh4hOIiDVIKFr7UsU79iQvP0z4yD72TpE2XfBY+35yX34+jeetCWkQU8sdPXqxdZH3tgCU4Qqfkq5WG+MLTh9wIbllEYEgRaUl6+t2dwbzx5aMWn5iaxNKpIej0Eo2525U0gYtr7YVHW+r6NC0i/m8Pigs06F1MRP/uRbNOeXg1LiFmvyeteudw9ncvAqoEHgc/D6DtgAzcvI2UFGgQQikElVTbHUPywoI44qNd+eK9y5/xxyddZNn00Mr2SnCuIx9q4/HJCSyb3tysKcvyoC5Ne90ze9haF/W1NSPNmUvJLgS3yOPiOXe69EwjPra8W9Bj46JZ8Vp7dDqJRlOu6+xiSd4WV8jbzMp5O6XUXirlQ0PytiqO4AuFlLLuVLY4kRAC+BhIl1JOtOQYL+Ene2kG2dUuW3Lz4Xyba/7SrX61U3UhTXa679J2P6BKCDtVQtvBXm1A/ZuPa8N46ZLNNffLH8mW6VZ7Ku+IQNn7nYcsTr+z37KDUspIa89zLWILX9hjQDZj/nsRjUay8zM/NixXgp0+t2YS1r6QT5co26NmX6T7zTnEnnRl/nN1T2NhK935MfvYuSSYI9/4o9FJmrbPZ9i8GM4fcefr/4ViMoDOWXLPa7E066T4zeICDR+OiODpT06h1UtiD3jy1cuhaPWSh5ZFs3hIj0rn6BCZw+LPTxF70hWT+Wf80cJm/PGzD31uySCsXT6fLlO6STw9M57uN2UTe8qVBROqjB6t4gOmr4ihc58cvHwNZKTqWfdmU3Z8FkCfWzIJa5/Pp0ubmjUv0P3mLGJPurFgwuXTRklj5T7atspboS0fOGErW6vaO/2tODr3ycXbT9FduyiIHRv9rbZVF1i5711Ym2yef/kEOr2JpAuuLH21I7k5enr3S6Flmxw2vKPcm5ETT9OtTxqxUR4smtX5Ml1DUnL1eauFnRv92LBcaaLtMySLsPYFfPqm2d6XE8z2ujD/2cr2Xuu+8EoGe32BX4GjKNMNALwkpfyupmPUYE8N9spQg72rKtjzigiUPdY8YnH6nwYsUYM9M/8GXzg/Zp/NNae3udHmmoDdfFbVYM9WVAz2bIk97K0a7NmKqsGeLbjWfeEVa8aVUu7BmgnKVFRUrlocZfHvqxHVF6qoXDs4ii90uBU0VFRUrg7q2ydSRUVF5VrCEXyhGuypqKjUC0folKyioqJibxzBF6rBnoqKitVI6RhzS6moqKjYE0fxhWqwp6KiUi8coelCRUVFxd44gi+8+oO9KzRa2Bb80t32S7H0/zvD5poAP3Wq/7JntaFxt4+uKd/2I53thsZOP3yNHUbh1XsAnmN0Sr6mcCBfOL3tTTbXnHLqT5trAixo1ckuuqovtB9CZ4fQpd5z2DuGL7z6gz0VFZWrEkcozaqoqKjYG0fwhWqwp6KiYjWli3+rqKio/JtxFF+oBnsqKirWIx2qVVFFRUXFPjiIL1SDPRUVlXrhCNMNqKioqNgbR/CFarCnoqJiNRLH6KeioqKiYk8cxReqwZ6Kiko9cIwRaCoqKir2xTF8oRrsqaio1AtH6KdyrRLZL5sxryWg1Ui2b/Bj08pARs5MILJ/DjHHXVk4oTkAA+9Lx9PHyFfvN/rHdAOaFDFlcQy+jUqQJsF3Gxqx9aMgRkw7T49+mZw94caiSa0U3XtT8fA2sPWjoGq1/vjAnyOb/BBAQEQh/1lwgX1rGnHkMz/c/JS5M26clEyr/jlc+NONXS83ReskuXPpeXxDiynM1rDt+eYM/zAOUcP72R55oHcysXD9MfROJrQ6yZ7v/Vm3vDkjpsQReVMmZ0+6s3hqawAG3J2Cp4+BrR83rVO3zN7/XTTb68+mtwIZ+VICkf2ziTnhysIJLay298XF8fQalE1mqo5nBrYFaLAmQHCLPKbPO1K2HRScz7o14fgFFNH9hlRiTnvy5svKVDj9b0/A06uEbRta1Kn7wsI4eg3MIjNNx5jBHQAYMeMCPfplc/aEK4teaKnYOzQNDx8DWz8ItMheS3EEX3jFgj0hhAvwC+BsPu8WKeUr1uq06pjP+DkXMRkFRoNgyeRmdOyZx51PplFSLEhL1rNoQgglxRqrdOesP0t4pwK+eq8RG5YF0v/eDG57JA0A30YG4s+48NqoUMu0PjlNq475bP0wkA0rmtKkeSEvrTpLs7BCZj3ehuN/egIwcsZ5IrrkAdCsVSEb32rCto8ufwh3R7rh1ckEQNCdBoQOLm7UIfTg3FjSfk4RGic4M9+J7CPKdQf0NxL6dAkAf492QSr/kn1UQ+T6gjqvobp8Top3tuj6AVq1z2Xsy7GYTAKjAZbNDCfpvDNjZ8cS1i6PvFwdi6aEk5ul596nEugzOB2NRpIY78LSl1phNNR9/1p1KLURjEbBkskhtOuWz22PpAIV7tvolhbbXUpwWCHv/HSKqcPDOf6HO+Neu0irDgXk5WhZOKE5OZmW/3SCm+exestepo/uzolDPoyZdpqwNjnk5+pYNLsjudl67n30HH36pyh5cMGNpf9tb1EeNG9dwLNzzwOgd5I0Cyvkf6PCeGpaAkajQJpg4YRQLiU6WZ0HdeEITRdXIw31hRqNZPzci8x4MIzURD0rvoviz5+8aB+Zz9hBEUxbeY7QtgUkxDkz+P4MZj4S9o/qmgyCd+c0J/q4O67uRlZ8fYwj+71o3z2Hsbd1YuqSs4RG5JMQ58Kg+1KZ9WSbanVyknT89XEAI3acQe8i2fpcCCe/VuY2jXwqlZ6jUiul/+P9AO5+K57si078vd6PAS8l8fvKxvQee6nGQM9eeVBSLJj+eAcK87VodSYWbTzG4X3etLsuh3F3dmXq4jOEtskj4ZwLg4deYtbIdhbpajSS8XMuMOOhVmZ7z/Dnz160j8xj7OC2TFtR0d50Zj7SyiLdnZv82PZhAFOWxQPg5mlssCbAxXPuPPdQnzLbP/n+//j958ZMfv0ozz5wPZNfP0KL8BwSz7sx6M4EXn62m0W6uzb78/XHjZm8JLbc3u55jL21PVOXxRIaodg7aHgasx5rbbG9lmJrXyiEGAIsA7TAe1LKedWk6QcsBfRAqpTy5to0r2TNXhEwQEqZK4TQA3uEENullPusEUlP1jPz4TAK8rT0GJDNY5OTWbsokJ++8MVkEoyclcCA+zLYscHfKuOWTArhuhtzCWiiREU/f+nLz1/6AvDs3Asc3W/5BJlLprbkur7ZBDQpVmxO0TPjkQiemR1fKd37b4SU/b/6+2P8tt23Wj3nxpJuHxaWbRecFwTdbkBoIfpNPUnf6Gg61ECzB0twmyaRJjj4mAuNbzXgFiK57h3l2KJUwaFRLni0qbsYUl0+L3y+ucV5kJ7ixOyR7ZXjb87g0efP8/O2AJxdTUx5uBMD70lh+KgEPlzUgq/XBfHlh0opdtKCKLr1zeSP3X4WnEPPzEcq2pjEwudb8PNXpfftPEf3eVhsc0UenphcdmxkvxycXU1MGtqaQcPSGT42hQ/esKzUDfDQqFiO/qXY1P36NJxdjEwd2YMBdyQw7Mk4Plremq83hvDlOqUEO+m1Y3TrncYfe+ouLcdHuTJ1uPJyvOmODLrekMPJg+68eG8EALc8kMrdI1N47/VmVl1/XUipBnsNoEG+MOK6fBLinMoKX7u3+tD7lmx0eglInFwkRoNg+NgUtn4QgNFg2X2yl276JSfSLymFjYI8LeejXWnctKhM19nFhKFEMGx0Ils/Dqy1kGMygKFQg1ZnpKRAg0eggayL1RdkNDqJoUhDSYFAq5NknHMiN0lP8155VzwPQFCYr0yKrtNJdDrFB+ucSnVNGAyCYaMS2PpJE4sKeuX2Olew15fet2RVsNeEsUQwfEwKW99vZLG9x/Z7ENisqGxbmmiwZlW69Ewj8YIbuVl69DoTpc+C0aDhvsfj+HpDc4vz4dgBz2rsLdc0GATDxiSx9YPG9ba3JmztC4UQWuAtYDBwAfhDCLFNSnmiQhofYBUwREoZL4RoXJeuddVfDUAq5Jo39eaP1ZWfGZf0FOQpPxpDicBkhKR4Z0wmJbMNxaJeNzO1hpoPrU7SY0AOe3dYvjpGalJlraJCLblZNcfV4R3zyEzTk5ZcvQ3FqYK/nnTh6ERnCi4KXEMkwryYgtBR9r9bCyU7hUbZJ6rc3eRvtTQeYtk04dXlszVkpDqVHV9SIjAaoXOvbA78rAQ9+3/yo2OPbLN+qaESjUaScM61fjZWuO9anaRH/xz27rR+VZOIrnlkpOi4lKgHoHOfXPb/4AXAvl1edOqdW9vhlWjTIYv0NCdSkxVn3CkygwO/KEHcgf9rRMduygopBkN5HgghSTjvZrXdA4am8+MXfhXyE9w9TMSetCw/rcUkhcUfSxFCaIUQfwshvjFv+wkhdgkhosx/fSuknSGEiBZCnBZC3Fphf3chxFHzd8uFqKke55+hob7QP6iESwnlviI1UY9voxL2fOfNql1nSI53Ii9bS5uuBVb5LXvpViQwuIhW7fM5ut+LPd/78da3x0m64Ex+jpY2XfLYt6v6Ai+AZ5CBHk+nsubGCN7q0w5nTxMtb1Sy8a+1/nz4n3C2TwumMEt5/nuPvcSOmcH8+WEA3R5L49fFgfR9IfkfywONRrJy2yE27PuDv3/z5ugBb37b4c/KbYdJOu9MXo6ONp1y2fdj3QXdyvbqK9sbYFDs3Xma5PNO5OVoadM1v16+sJSCPK3NNW+6NYn/2xFEQb6O334KZMWGfSRddCUvV0frDlns+78645fa7d3uy1vbT5J03sn8fOWzb5dPvTVrw8a+sCcQLaWMkVIWAxuBu6ukeRj4QkoZDyClTKlL9Ir22TNHrAeBcOAtKeX+atKMBkYDuFDzC8/Z1ciT05JY/EJ57VhIeCE9Buaw/i7btcf3GJDN0X3uFBfaLy4ecG8aP31V8w+8z458nHwh7Tctp15x5rr3lJq6vBhB2h4toc8UVkqf+LUO1xATrsGV3x/J3+rouLgIa6gun609/okX41kyPZx7nkgkxxz05mZr8fQuDzwfHHuBQUNTSIhzqTHwrtXGqYksfrG85rFH/2yO7q/ffXtoQjKLX2zO6JcvAuDpYyQ3Swkqc7O0ePpYHvk+OCqGJa904OkXzyhaXiXkZpvzIEeHp1dJWdoHRsYw6K4EEuLdSE12scpmTx8DIeGFHP9DqYHuOSCLxyYl4uZpZPbjljezWIOd+qlMAE4CXubt6cCPUsp5Qojp5u1pQoj2wINAB6Ap8IMQoo2U0gisRvEh+4DvgCHAdrtYW08a4gurC12lhM2rGrN5lfKCnLjoPJ8sDGTIw2l0vymHmJOubFhWu1+0l24pLm5GZq2O4u3XmpOfq2XL203Y8nYTRXdeLGvfDGbIAyl0uzGb2FOubFgZXOn4wiwN0T948czu0zh7Gdn6bHOOf+XDdY+kc/2zKQgBv74ZyM9zm3Db/IsEti/ksc/PAnD+gBsegYq/2fpcCFq9pP9LSbgHVC782jMPTCbBs3d1xd3TwOxVp2jROo8t7waz5V3lOifMiWbtshBuHZ5Mt76ZxJ52Y+Oq2v1ujfauDmTzasWmiQvj+WRhEEMeSqP7zTnEnHRhw7Lq+0TWhi01dToTvW66xMcrlCbVzz9uyecfK91tnp99nHWrw7nlngt0651GbJQnn71vWXN5RbasCWLLGsWmifPjWLu4KUMeTKXbTdnEnnRlw4omVmvWhJW+MEAIUXHtv3eklO9U2A4GzlfYvgD0qqLRBtALIXYDnsAyKeUntZ20xjehEGKopR9Lrg5ASmmUUnYFmgE9hRAdq0nzjpQyUkoZqaf6PmJanWTmmnNsXNmY+CjlpRjQpJjJS88zZ3QLSopsF5gNHJrBT1/UXNpsKBqNpPfgTH7bXnOw52Q+vf8NRgoTlF93YZLg5CxnOi4uQlshm9L3akjaqiNidnEljbwYgcYFXEMsfyqry2dr0OpMzFh2hk1rgomPdiMnS4eHl+Jc3T2N5GaXr/W6cXUznh58HUkXXBg0tM5CSp02Drwvg58+t7yEXErPgVlEHXYjJ6O8HJSTqcXdSwnw3L2M5GRZtkZtj76XiDrhRU5WefCak63Hw9OcBx4GcnPKS+WfvR/GqLtvIPmiK4PuTLDK7pvvyuDXb3zAPN/TgZ+8ee72tny8oClPTbNOy1KkFBZ/LEEI0Qy4HXivwu67gY/N/38M3FNh/0YpZZGUMhaIRvEpTQAvKeVeKaUEPqlwTL242nxhaqKeRk3Lf98BTUpISyp/jlp1VNZOvXDWmUHDMpgzJpTQtoU0bVl7Qc9euqD4gtmro/h5qz+/7aj8u2zVXmlWvRDrwsChacx9NpwWbQpoGlq5EBv3mwfeIcW4+RvR6qHNrdlc/MsN9wADGnNLRpcH00k8XLmSQErY+1Zjrn82md+WB9J3Ygrt787k4EeXd/WxZx6Ukpej48h+byJvyqyQB7nmPHBl4L2XeGNCBKGt82naovb+1Yq95QXGgCYlpCVXsLeD2d4YZwYNS1fsjbDO3qrYQjPyhlTOnvIiM73yOz4sQmntuXjOjYF3JDBvehdahOfSNKTmpndr7B14Xxpzx4XRIuLy56shWOkLU0t/1+bPO1XkqnOYVV/cOqA7ir+8FZgthKi+s2uFA2piS+2XV8kIq1Zol1JmmiPSIcAxa44VQjJt5Tl+3+HN3u+VKmQvPwOz3z3HihnBJJ6zfBBBXbh5GAnvXMDfY+vX78sSut6QTdQRN/Jzq89CQz5onZVm2dzTAr2vpDgDjr3oTMSsYtwqBG9ZRzTErHSiy+pCtFVis6SvdQTebvlKz9XlszUIIZmyKIq9u/zY+4PiVI8e8OL6wens/cGfHv0yOHpA0dU7mcwDagR5OVqKCi17nISQTFtxjt+/92bvDp+y/W4eRsI75fP3nrpHcVWlVYcCOl+fS/vIs4S2LSQkvIhvPgmg54Ac9u7woeeAHI7utex5CIvIoXP3DNqt/IvQ1rmEhObz7ZZmRPZNZe/uxvTom8rRg0okr3cyUlKsBQR5uTqL86CUAfems2SKUrOpdzaVFXhys7UUFti+VlpieRBnpq7SLCidjaeilFRLCZRSJgJIKRMr9E0JRqm5K+WCeV+J+f+q+xvCVeULTx9yI7hlMYEhRaQl6el3dybzxpc/609MSWLp1BB0etBoFf8gTeDiavpHdEHywvxY4qNd+eL9y2tTHn/xAsteaolOp3TjKNV1rqLr1bSEhENulBQIdC6Sc797ENSpgNwUHR6NFd92ZqcXAW0qv8SPfe5DWL8cXLxNGAoEQiMRGiipptbfXnng7VeCoUSQl6PDydnIdddnsvnd8sfysYnnWT6rVaU8MElxWR5Ub29RBXszKts7tdReicb8ZFp2z2rGFpo3DVGacKvy2LhoVrzW3pwP5drOLvW39/HJCSyb3txsb83PV32phy+siwtAxSrdZkDVEvsFlKAxD8gTQvwCdAHO1CRaY7AnpbTpG0II0QgoMTs3V2AQMN9anRv+k0XPgTn4BBgYMDSDuFMuCKH0XRj9ipIfP37ua/UAjYkLz9M+Mg+9k6RNl3z+O6Ilfe/IZO/33lbfyAnzYmnfPRe9k6R1pzwWvRjG7Lejad66gBZtCjjwsw/rlig/9AH3pvHTlwE1auWf1XDqf05o3ZQq+4iXi4ld5URRsiBqoVJjFHSngaZDDZx6RQl0j05QIr3wycV4dTAhJaTs0hG5ru5RuKVUl8+rZlneyf+GW9Po2S8D34ASBtx9ibjTbqx5vSU9+2ewcP1R8vO0LJqiVOGPmhFHi9b5CA0knnNh3XLLmowVG7PxCShhwNB04k65smp2M/rensneHdbfN4ANy4PYsFz5f9KSc3y/3p8Tf7oT0TWfxV9EkZerLZt6oS4+ez+srPnhhf8eY8eXwZw87ENEhywWvP8H+Xk6Fs9WpgkY9eIZmrfKU/osxruxbo3lTa9BzYvQO0nORyt98wYOTWfgfelIkzIKcNk0ywfWWIOVrbipUsrImr4UQtwBpEgpD5pHmdVFTaVfS0rFVnG1+UKTUfDWzGDmro9Bo4WdG/04d0b5zfcZksXpw26km2t3Th50Z82Pp4k96ULMidr7btpLt0NkLoOGphF7ypW3vlXi2Y8WNuOP3T70GZzBmSMepKcovuzk3x6s3n6U2FNuxJ6sXEPXtGsBEUOy+PiucDRaaNyhgC4PpvP9S8GknHBFCIlXsxJuff1i2TElBYJjX/hy/8fKKM3Ikal8Na4FWr3kzmWVB8zZMw98GxUzeUE0Go1EaCS/bg/gwM9KDWefQWmV8uDU356s+uYQcafdiD1V+8BAk1Hw1qxmir0ayc7P/Dh3RrGlz62ZnD5U0V431vxwitiTrnXaO/2tODr3ycXbz8C6P4+zdlEQOzb6N0izFGcXI9f1SmPlnMojjnv3S+HMcW/SU5X8PnXEm7c++53YKA9iozyrkyq3d0UMnfvk4OVrYO3+I6x7syk7Pgugzy2ZnDnsRrq5P/zJgx6s3nmc2JOXP18NwcY9Wv4AWgshWgIXUbqrPFwlzVZgpRBCBzihNPMuqU1UyCs0QYwQojNKM4wWpfl4k5Tyf7Ud4yX8ZC8x8EqYZxOE3vbTW/T/K8PmmgA/dbJ8dLE1aNzto2vKz7eLrj3QNrZszilrMV5Ks7nmfuNOsmW61VGxS6tg2XzBGIvTRw17+WAdwd4bwGOAAXBB6bP3BdAD6Geu1WsC7JZSRgghZgBIKd8wH78DeBWIA36WUrY173/IfPwz1l6jvfhX+EJn27WwlDLlxJ91J6oHC1p1souu6gtBF1j/QRa1YUy1vS/cZ9hBtumf94UAQoj/oLR0aIEPpJRzhBBjAKSUa8xppgBPASaU6VmW1qZp8QANIcRtwLNAGHCLlPK8EOJpIFZK+WNdx0spjwDXWXo+FRWVqxwblhOllDOAGVA2f9RkKeWjQoiFwBPAPPPfreZDtgHrhRBvogzQaA0ckFIahRA5QojewH7gcWCF7SxVfaGKikoVbFxnJqX8DmVwWcV9a6psLwQWWqppUfOEEOIRYBNKe3AoylQBoESdUy09mYqKyrWDrQdo1MA8YLAQIgpl3ql5yrnlcRSfdAL4HhhvHokLMBZlkEc0cBYbjsRVfaGKikpVrpAvbBCW1uxNBUZJKTeaS7Cl7ANqbX5QUVG5NrFXDxAp5W5gt/n/NKDa9ksp5RxgTjX7/wQuG91qI1RfqKKiUolrabm01sDeavbnUj4floqKyr8Eyb92BQ3VF6qoqJThKL7Q0lFmCSiT+FXlJpRmEhUVlX8TEpDC8s+1g+oLVVRUynEQX2hpsPcOsFwIcYN5O0QI8QSwAGW2ehUVlX8ZypqQln2uIVRfqKKiUglH8IUWNeNKKRcIIbyBXSjTIvyMspj3IinlW3a0z6GQhpK6E1mJvaZIufGI7WYPr8ivne0iW/26QFcrBssnr7YGjZO+7kRWIgobkK/XVhBnEaovtAxZXFx3Iiux1xQpS+N+t4vuxNDr7aLrSL7QXlO7CSfbT3MmjA2YTtMBfKHFU69IKWcKIeYA7VFqBE9UWMxbRUXlX8U/O7Lsn0T1hSoqKuU4hi+0ONgzI4HSKiHLV4NXUVG59nCA0qwdUX2hioqKggP4Qkvn2XMWQiwF0oHDwBEgXQixTAjhUuvBKioq1x7SMeaWsjWqL1RRUamEg/hCS2v2VgO3AE9TPu1AH+ANlEXLR9jeNBUVlasaByjN2gHVF6qoqFTGAXyhpcHecGColHJXhX0xQogU4HNUB6ei8i/k2qmxswLVF6qoqFTh6veFlgZ7ecDFavZfBApsZ46KiorD4AClWTug+kIVFZXKOIAvtDTYWwG8IoR4UkpZACCEcAVmY+NFxlVUVBwACZiu/tKsHbgqfGFkv2zGvJaAViPZvsGPTSsDGTkzgcj+OcQcd2XhhOYADLwvHU8fI1+93+gf031xcTy9BmWTmarjmYFtARj5UgKR/bOJOeHKwgkt6mWrLe3d/V4T9n0WCAKaROTx8MJoUmJc2TSzFcX5GvyaFfHY0ihcPI3E/OnJ5llh6Jwkjy8/Q6PQQvKztHz8bBvGfHKyxplRHDJv/3fRbK8/m94KbLC2u0cJE145QYtWuUgpWPrf9vTpd4nIG1KJOePJ4tnKKocDbk/A08vA1g3N69TUO5lYuOEYeieJVifZ870/65aFMGLKOSJvzuTsSTcWT2mt6N5zCU9vA1s/bmJxPtSJg/jCGgdoCCG2lX6AXsBtwEUhxG4hxG7gAvAfoKc1JxRCaIUQfwshvqmv0XPWn+Wzo8d4aEIyAIOGpbPsmygWfRHNjNXn0DuZGqxZyi0PpvHtucP1NbWM4LBCvo07RIceuTRpUcTK7af56swROvRo+IwNj01OYsm2KBZsiaZlO8srF37r4cyREU4cGeFE0hdaCs4L/n7Aid96OZP1V/nDm3NccOgRJw4/5cSxcXoMeWAshKOj9Rx+wolDjziR/mvNY33scb8A3DyMLNl6hgWbo1j+zRm69s0p++6WB9L4Nu5QvXRbdcjnza+iWPR5FPM3RRPUvIj+92SwYHMUCzZH8e7uk8x+J9YiLVd3A4vWHmTeB3+zZP2fdOmVXvbd4HsS2fbX7rLtES9EM++Dv5n3wd+s++k37nz4Qo26r390io1/HOTB8eWVTAPvvcQb604y79MT9LsrtVL6SQvPMnftSQtzwDIcYSJRW3C1+UKNRjJ+7kVmPdKSUf0i6H93JmHtC2gfmc/YQRFotJLQtgU4uZgYfH8GX38c8I/q7tzkx8xHwsq23TyNtI/MY+zgtmg0VNBMt1jTlvZmJjnxy0dNePHrI0zfeQhpEvz1dQAbp4dz57RzTNtxmE63pvPTO00B2P1uU0asPs0dU87x27og5RpXhDB4/MUaAz2HzNs5F5j1aBij+rel/z0ZZnsbpv3M1NMc/N2fZ4bewLMP9Cb9kjPtumQy/oE+aDSS0PAcnJyNDLozkW82N7NIs6RYMP2xDoy/swvj7+xM9xsz6dQzi3bdchh3Rxe0Gghtk4eTs5HBQ1P45tNAi/PBUhzBF9ZWs5dWZfvzKtuWve0uZwJwkgasI7lkUgjX3ZhLQBNlEuNjB9z56QtfTCbByFkJDLgvgx0b/BukCaB3NtH3tiwuJTR8AseHJyZzdJ8HAOnJemY81IrRr1TXGmQdYR0KiOiazwt3taZR02KmLItn6vBwi451aizp/EH55KfGAuj4TjExCytP3nv+fR2hL5TgEyk5t0pHyjdagoYaaf2KAZdgSUkGHH7cCb8bq59I1R73C6AgT8Okoa0xGQVBzYt4aXUcz98eody3/9T/vqWn6Jn5SBgFeVp6DMjmsclJLHy+BT9/5QvAs3PPl93LuijM1zL1yeswGTUENStg+sLjTHzID72TkRsGXeJSsnNZ2g+WlN+3tz4/wO8/1FxSXjq9JV1vyCYgSMnz5q3z6XpDNjMebUvV/iOhEfm4e9lhomcHD+Ks4KryhRHX5ZMQ50RSvPLs7N7qQ+9bstHpJSBxcpEYDYLhY1PY+kEARoNltQ720j2234PAZkVl29JEBU0TxhLB8DEpbH2/kcWatrbXZBSUFGrQ6kwUF2jwDiwmJcaFVr2ylXP1zWTN4+35z6TzaHSSkkINxQVK+tRzzmQlORHeO/uK2FoR++atcwV7fel9S1aDtF3dDXTslsGbL3cAwGDQkJOlR683KZrOJgwGDfc9Ece2jSEYDZZOciwozNcCoNNJs42V88Fg0DBsVAJbP2liha4VOIAvrPGqpZRPWfqx9GRCiGbA7cB7DTE6NbHySzwp3hmTuRrVUCyseqhr0gS4Z2Qq364NQNav4qmMiK55ZKTouJSoBFFFhRpyMq2d4rB6moUVEXXEFYBLCU4ENi+2uKasOFVw+CknTrygp/CiQOsKeu/L07m3khhzzPmbDU5+Eo0eXIKVJ1zjTK2T+NjjfoEy3N1kVI518zQSe1LJh3tGXOLbtf71vm8Zl/QU5CnOw1AiMFWwT6uT9Oifw96d1WRUjTYqmePmbiD2jBIk3v3IBb7b1BRZTfV/q3Y5ZKY7kZbifNl3paQmVf6u723pFBVomPPJKWavPkNAUPkL4OHnLvLZqmCL7LUKB1gP0hZcbb7QP6ikUkEmNVGPb6MS9nznzapdZ0iOdyIvW0ubrgXs3WHZc2pP3aoU5GkVzZ2nST7vRF6OljZd8y3+TdnaXp+gYvqPSuC/13fn5Z49cPU00vamLJq0yefYLqWAd+g7fzITld/coHEX+GxGK/7vg6bc+EQS3y5swX8mxV8RW+vCtnlbXuhPTdTjG2BokHaT4AKyMpx44b/HWbFhHxNePo7JJPjtx0BWbNxHcoILebk62rTPZt/uxlbZq9FIVm47zIb9f/L3Hm+OHvDmtx1+rNx2hKQLzoqtnfPY94OfVboW4wC+0DYRh+UsBaaiTFFQLUKI0cBoABfcrBIPCS+kx8Ac1t/V8GpaD28DnXrlsnlVY8b8t2E1cA9NSGbxi80Z/XLDa/KqEnfKhbtHXkKnN9G8dRGNmpTg4W0k41LdpZee3xeh94WM3zSceUVH5/eqX+4tYLCR4885EbdcovWAsMmVa4nOztfR7Cnr55W1xf3yDyrmpdXnaBZWxJuTQpT71juPzasDGfNqw/Lb2dXIk1MTWfxieb+RHv2zObrfneJCy0uH/o2LmL7wOMEt8ln6cls8vEro2D2LLR+2YPS06MvSD7gjid3fWpcn/o1L8PQxMPPxtvQckMnTM+KZN6E1nXplczHWhYxUOyy15gCl2auYpdTTF1bXVCglbF7VmM2rlJfkxEXn+WRhIEMeTqP7TTnEnHRlw7Lanyl76VbH5tWBbF6tHDdxYTyfLAxiyENpdL85h5iTLmxYFlSnhq3szc/ScmyXHy//ehBXLyMfjmvDn18G8NCCs3zx35bsWB5Cx0HpaPVK6bFZh3xe+OooAGf3e+EVWIyU8NH4Nmj1kntmxuHZqLIvvWbytgHaWp2J8LY5rJnfltPHvHlmyinuHxHL2lXhbPk4FIAJLx9n7epW3HrvBbr1Tic2yoON74XVqFmKySR49q4uuHsamL36NC1a57Pl3WC2vKsUcifMPcvapSHcen8y3fpmEXvKjY2rLGsmtgRH8IUWv7GEEE8JIXYKIU4JIWIqfiw8/g4gRUp5sLZ0Usp3pJSRUspIPTXXbFQloEkxk5eeZ87oFpQUNbya9oHnUti0yrrSRXX0HJhF1GE3cjLsE1fHR7nw85e+vLExhnuevsS50y5kpVl2Lr1SaMX3BhNFiTWXOKJe09NuSTHdvyzG/2YjF9dqy8//thadJwTdY12wZ6v7lZbkxKR7W/P87a0Z9/oFHnjWNvdNq5PMXHOOjSsbEx9VPlfuwPsy+Olz60qHaSnOTHmiGxMf7s7Yl6K4f+Q5tnxYfcdjjUbSu38qe3ZZ3pEaICdLy8FfvAHBwV+8CY1Q+m7ePyaBLe/YsDNyKdLKzzXEP+0LUxP1NGpa3mUioEkJaUnlwXyrjvkAXDjrzKBhGcwZE0po20Katiyv7a0Oe+nWRqsOZs0YZwYNS1c0IyzTtJW9Z/b44BdSiIe/Aa1e0nlIOrEHvQgML2Ds2hNM/uYI3e5KJaBF5fXEpYSdK5tx6/Pn2bEshNteOE/kPZf45aPLf2+OmbflAWtAkxLSkivYWw/t1GQXUlOcOX1MqQnc80MgrdqW97MOi1CawS+ec2fgHYm8Ma0zLcJzado8z+JrzsvRcWS/F5E3ZZbb2l45/kKsCwPvucQbz7chtE0+TVvYaPC8g/hCS1fQmAIsBg4CocBXwDHAD/jAwnPdANwlhIgDNgIDhBDrrDO3erz8DMx+9xwrZgSTeM7yALE2moUV8dDzKcz5NAa/QAMvrYmrl06rDgV0vj6XOevO0u3GXEa9nEDjYNsuEv7NxwFMuS+cz99uROwpl7Im0tow5oM0x2d5ZwR6n1oSS9D7Kk+p3g9KshX9hA1aCs5paDnJuv5gtrpfFZur83O1FORqaRZWyEPPJTNn3Vnlvq2Os1pXCMm0Fef4/Xtv9u7wKdvv5mEkvFM+f++xrL8egE5f0UYdBflagkMLuP/pc/xv9WH8ApRav1K69Mog6rgXBXnWFQ6O7POidWfFqbXumEdivDOu7kZ8G5UwfXk0kxedJaxdPg+Os1XtshXNFg7ejFuRq8EXnj7kRnDLYgJDitDpTfS7O5N9FZrSnpiSxCcLg9DpQaNVfrfSBC6utfdrsJdubTwxNYlPFjVBp5dozGVISzVtZa9P0yLO/e1JcYEGKSHqN28Cw/PJMdeGm0xKUHf9I5UH7x3Y0oj2/TNw8zZSXKBBaCRCIykuuPy16ph5W1TB3gz27SzvWlof7Yw0Zy4luRDcQvFTXXumEx/jXvb94+POsnZ1K3Q6ExpNaR4InF1qt9fbrwR3T+Ud5ORs5Lrrszgf41r2/WMT41m7NASdrtxWkwmcG5C3lXEMX2jpG2UUMFpKuUUI8SywUkoZI4SYDbSwREBKOQOYASCE6AdMllI+ar3JMHHhedpH5qF3krTpkk9qoh7/oBJGv5IAwI+f+1rd4b+q5n9HtCz77sPfTjJ3TGh9TGXD8iA2LFf+n7TkHN+v9yc3S8u8jdE0b11IizaF/PGTF2sX17/2Ze6Gs2i1kJ2hZeVLlvXNyj8riHpNj9YNEBD+cgmGXDj5gp78GA35Z/X49TXRYryB0IklnJrspPTNE5KIN0ooTlOab726SI6OVPqidHq3+iDWHvcLoEVEIWNevYjJJNDqJGteDebQnvJWsQ/3nGDu2FCrdW/4TxY9B2bjE1DCgKHpxJ1yZdXsZvS9PZO9O7ytWvImtHUeo6dGYTQKdDrJ2/PDOby/vGbwvW/3MW9Kh7LtAXck8dM3dTfdPD83hvbdctE7mWjdKY/XxrQm8uYs5q8/gdDA8pdaUpCn5dk7OgHQOLiIifNi2GjLvnvXWI2dhfzjvtBkFLw1M5i562PQaGHnRj/OnVFqn/sMyeL0YTfSzbUwJw+6s+bH08SedCHmhGttsnbTnf5WHJ375OLtZ2Ddn8dZuyiIHRv96XNrJqcPVdR0Y80Pp4g96Vqnpi3tDb0uly63pbHo9s5odNCsQy7XP5TMb58GsWet0izZ+dY0eg1PKTumuEDDH583ZuzaEwD0ezqBD8dGoNUr07FcE3k7q5lir0ay8zM/zp1RjmuI9pr5bZk69yg6nSTpoitLXlF8X59+KZw57kX6JSVPTh7xYdWmvcRGeRB7psaeDgD4Nipm8sJoNBoQGsmv3/lz4Gel2arPoHTOHPUgPUV5R53624NV3x4i7pQ7safca5O1DgfwhUJaMBZYCJEPtJVSxptnir9FSnlICBEOHJBSWtWuVcHB3VFbOi/hJ3uJgdZI/7PUNO6+IdhprPaNRwrrTlQPfu1sp+VB7ZG3dkLr52sXXZmXb3PNfYXfkWVKszpznVuEyCbTJ1ic/ty4KQellJHWnudqQ/WFFuJAvnBp3O920Z0Yer1ddB3KFza2rjuKpcichk9ZVpV9Bd+SZUy9Zn2hpZ2lkoDSiXTOoawFCRBOPWJaKeXuupybiorKVY4D9FOxA6ovVFFRqYwD+EJLg72fgLvM/78PvCmE+Bn4DPjCHoapqKhcxUgcop+KHVB9oYqKSjkO4gst7bM3GnNgKKVcI4TIQOlk/Dnwtp1sU1FRuYpxhOkG7IDqC1VUVCrhCL7QomBPSmkCTBW2P0MpyaqoqPxbcQAHZ2tUX6iionIZDuALawz2hBDdLBWRUv5lG3NUVFRUri5UX6iiouLo1Faz9ydKvFpXI7MEtHWkUVFRucZwhKYLG6H6QhUVlRpxBF9YW7DXspbvrhwONITfHmhc7DOVya9d7fNOMvxghzVYAd0ttl9qDgCT9cu81YVws26ZP0sxZmTZXNOSqZdqPviaGnhRG6ovvArQuNtwXrQKTAy70S66T522aEEVq/moQyu76EqDdZPjW4Snfe6Z6VKazTWlqQGTLDuAL6wx2JNSnruShqioqDgQ196UKjWi+kIVFZUacRBfaJ8FW1VUVK59HMDBqaioqNgdB/CFarCnoqJSLxyhn4qKioqKvXEEX6gGeyoqKvXDARycioqKit1xAF9o6QoaKioqKpWx4RJBQggXIcQBIcRhIcRxIcR/zfv9hBC7hBBR5r++FY6ZIYSIFkKcFkLcWmF/dyHEUfN3y4VwoMVEVVRUHI9raLk0AIQQAUKIXkIIZ3sZpKKicvUjpHUfCygCBkgpuwBdgSFCiN7AdOBHKWVr4EfzNkKI9sCDQAdgCLBKCFE6xHw1ykoXrc2fIba67lJUX6iiogJ28YV2waJmXCGEJ8o6kMNQYtPWQIwQYg2QJKV81W4WVqFVh3zGz7mIyQhGo2DJ5BDadcvntkdSAfBtZCD+jAuvjbZutoQ5688S3qmAr95rxIZlgXTuk8v0Vee4cFbx5e/8tynRR62fUsPNw8icT89SUixwcZV8MK8Jh/Z4MO61i7TqUEBejpaFE5qTk1n3rXj9o1OEd8jjq4+C2PiWMsXJwHsvMei+VISQfP9ZY3ZvC6B1p1zGvRpHSbGGwgINbzzXmoI8y6Za2Rb9N6f+VobL//i5Hwlxzjw1LQGjUSBNsHBCKJcSnWoXuVCCdmQixkWNoZMydYzYnotmaTrGHc0rJdXMT4NUA6aFgeU7DRLtyERMg92Rj3rXeJrmrQt4du55APROkmZhhbw2OozpK2O5EKOc953/NbP6vlV9Fkq55cE0Jsy/wO0tulil98X/bef0cR8Aft4eTMIFd54Ye1rJUwmLX+1KaoorDz99hpsGJZCRrjxzM5/tjclUd6VUeKd8Rky/iE4vOX3YjffnBDPutQu0ap+vPF8TQy16vqzGhtMNSGUOmFzzpt78kcDdQD/z/o+B3cA08/6NUsoiIFYIEQ30FELEAV5Syr0AQohPgHuA7baw82rxhZH9shnzv4toNZLtG/zZ9FYgI19KILJ/NjEnXFk4oQUAA+9Lx9PHyFfvN7Jc97UEs64fm1YGMnJmApH9c4g57srCCc2t1n1xcTy9BmWTmarjmYFtAWxiq97JxML1x9A7mdDqJHu+92fd8uaMmBJH5E2ZnD3pzuKprQEYcHcKnj4Gtn7ctG57F52j16Asxd5B7c32XiSyfxYxx91YODHUbG+a2d7GNWod/8iTM5s9QIBvmxL6vpHK30t9OP+zGxq9xLO5gb5vpOLsJUk+6MzeV/3QOklufjMVrxYGirIFu19oxC3vpVQ7884LC+PoNTCLzDQdYwZ3AGDEjAv06JfN2ROuLHpBeQ8OHJqGh4+BrR8EXi5SA7Z6FiZO+4ue1yeRmeHMuCcHAuDhWcyMV/+gcZN8UhLdeOOVHuTmOtG+YxrjJx2mpFjD/P9FknjRA3ePYqa/+iezJ/ehpqkubXnP6oUDTL1iac3efCAY6AYUVNj/DXCvpScTQsSZm1cOCSH+tNzMctJT9Mx8JIzJ97Vmy5rGPDY5iZ+/8mXq8NZMHd6aw7978Ms3PlbrLpkUwnuvVXYEB370YuqwcKYOC69XoAdQkKdh0lDFtrnjWjBiRgKR/XJwdjUxaWhrfvnah+FjUyzSWjq9Je/NKw+WmrfOp+sN2cx4tC3TH2nP7m0BANw/JoEP5jdn6kPtOX3YgwH3pFpsb1qSE1OHt2Hq8Dbs2BjAyYPuvHhvBFOGteGHz/24e2TdtmrWZSE7V6jwKJaIPfnQqErAGVMMuZfPbSS+yUWG1B2cxEe5ltn65buN+fUbpYXvwE/eZfvrc9+qexb0zib63pbFpYQ6At1qSLvkwoxxfZgxrg87v27OqaO+TBl9PdPH9uGn7c2464G4srSffRReltaSQE+nNzFyxkVeGx3G1Pvb8P6cZkT2y1aer/si+OVrX4aPTbbaZouwrukiQAjxZ4XP6KpyQgitEOIQkALsklLuBwKllIkA5r+lXjoYOF/h8AvmfcHm/6vutxX/uC/UaCTj51xg1qNhjOrflv73ZBDWvoD2kXmMHdwWjQZC2xbg5GJi8P3pfP1xgOW6cy8y65GWjOoXQf+7M826+YwdFIFGKyvoZlisu3OTHzMfCSvbdvM0NthWgJJiwfTHOzD+rq6Mv6sL3W/KpFPPLNpdl8O4O7ui1UpC2+Th5Gxk8NBLfPNpkGX2bvZj5qPhle3tnsvYwe0r58HwdL7+uObANC9Zy4lPvLjz8yTu/SYRaYTYb91pekMh93yTwD1fJ+IVWsKRt5UC7bEPvei/4hLdXszk1AZPAA6v8qHLM1k1TrG4a7M/sx5vXcXWPMbe2l7J24gCnJxNDBqexjefWB7g2PJZ+OH75syecn2lffc/coZDfzVi1MODOfRXI4Y/GgXAvQ9GM2d2Tz5+tz233xMLwENPnOaztW2obU5zW92zenMNNePeBUyUUh6isrkngbBqj6iZ/lLKrlLKSCuPAyDjkr6slspQIjAZyh8ArU7So38Oe3fWXBtUE6nV1FZF9sth8ZfRjHv9Ak4u9ZtwUUqByajY6OZpJPakK5375LL/By8A9u3yolPv3Nokym1Mqtxi1Pe2dIoKNMz55BSzV58hIKgIgHNRbrh7KRNkengZyEzTW2yvb6MSFm45w+x3zxLYrAhDSfkj4u5hIvaka+0Cp4rAVwuNyoM18WUO8k5P0FT+sWrWZWF62Kvy8QUmxIECZF/rgrQBQ9P58Qs/ACJvzmbx56cZ99r5et236p6Fe0am8u3aAGQ9HgNf/yLmrd7LzHl/0rhJPgZDeZ66uRuIjfYs277v0RgWvPM7d94fa5F2u+55FORrmL4ylvmfnaFjz1zz86X8Bvb94E2nXpY9X9ZiZdNFqpQyssLnnap6UkqjlLIr0Ayllq5jbaevZl9Nq1zY0sX+474w4rp8EuKcSYp3xlCiYfdWX3rfkoVOr7xNnFxMGEsEw8eksPX9RhgNltU6KLpOFXR96H1LdgVdidEgGD42ha0fBFise2y/BzmZ5QU9aaLBtioICvMVXZ1OotMpt0PnVK5tMAiGjUpg6ydNMBose90d2+95ub1OVe1NZusHddtrMoKxUGAygKFQ4NbYSHDfQjRm99i4axH5ScqGRicxFgoMBQKNTpIdryM/WUtQz6KabT1Qja16EyBxLr3+MUls/aCxVXlry2fh2OEAcrIrv4N6903ih++Viosfvm9On76JABgNGpycjDi7GDEYNAQ1zcM/oJBjh2svBNjyntUHR2jGtTTY8wWqm7LaE7D9EgQW4Oxq5MmpiWxeXV5a6dE/m6P73SkubPi4k6gjrjx1Q1sm3RtOfo6WYWMu1VvLP6iYxV9G8cb6GH7/3htPHyO5WcqDmZulxdOnflno37gEL18DMx9vy47NjXh6RjwAe773Y8wr51i9/QhtOuexd5dvHUrlPN67I1OGteG7dY14YZGi13NAFiu+PcUdT1zi5MHaZ0TXfJqN6cEKAVyOCXGkENm7cpAoDhVCM70SGFY8flM28j7PuhemqoCnj4GQ8EKO/+FO1BE3nrqxA5PuiyA/R8OwZxpeq+XhbaBTr/IA3VpG3DOA6WP7sP3LFkyYeQSAHjcks/SjPdx+3zlOHVXuz9ebQnn20RuZ9Vwvet+YTIeudc8S7x9YQli7AuY/15IFE0KZuOAcXr6GKs+XHWbGB7uVZqWUmSjNtUOAZCFEEwDz39Kq5QtASIXDmgEJ5v3NqtlvK/5xX+gfVMKlhPKXZ2qiHt8AA3u+82bVztMkn3ciL0dLm675VhV8Fd3ygk5qoh7fRiWK7q4zJMc7kZetpU3XAvbusL5AXUpBnrbBtpai0UhWbjvEhn1/8Pdv3hw94M1vO/xZue0wSeedycvR0aZTLvt+9GugvT6s2nGK5Hhnxd4ueezd6VPrce6BRjqOyGZT/2A29m2Gk4ckuG9hpTRRn3vQ7CalgrjzM1n8/rI/Jz72ot2jOfy1xIfrJmRab+t2X97afpKk807k52hp0yWffbtqt7Uq9n4WfHwLyUhTutpkpLng7asEtJvWteb5KYe4e9hZvv4ijCdGnWDt++2s1q/vPas3DlCzZ2lHnj9QSrRLzdulJj8D/G7F+SSwUwghgberK92bm3dGA7hQfe2OVieZueYcG1c2Jj6qfDmxgfdlsP1TfyvMqZmKfdx++sKXES8l1lsrLcmJSfe2JrBZEQu2RPN/W31x91LeC+5eRnKy6rd0WU6WljNH3AHBwV+8GTFVadV67rVYXh/bhuhj7tw/9iL3jkjk83fr7qsCkJ2hPBIH/8+LZ+coegd+8ubAT97cdEcGT01LYM7YGiowpES2cQLv8uvRbMjC9MDlQZLYmI1pVkDlZtwMI0SXIJ/wQeywvDbq5rsy+PUbH0BUvm9f+jFiesPf8w88l8KmVfXv45GdpTjNv/Y3YuyUYwD88Vsgf/wWSN+BCTwx9jTzZnYjJ1tJV1yk5ffdQbRum8XxQ7U/zzmZOk4cdCc/V0t+rpasdB0aDVWeL3v017NtKVUI0QgokVJmCiFcgUEoTabbgCeAeea/W82HbAPWCyHeBJqi9J07IKU0CiFyzIM79gOPAytsZ+k/7wura9KTEjavDmTzaqVP1sSF8XyyMIghD6XR/eYcYk66sGFZ7c2YNequasxm8/M/cdF5PlkYyJCH0+h+Uw4xJ10r9Wu1lIbaWorJJHj2rq64exqYveoULVrnseXdYLa8q7TcT5gTzdplIdw6PJlufTOJPe3GxlUhdahWZ28Qm1cHme09xyeLmjLkoVS635St5MHyJpcdU5SlIf5HN4b/eBEnTxM/T2jE2a3utLo7D4DDq70QWgi7S9n2b1fCHZuSAEj6wxm3xkaQ8PPEADQ6Sc/pGbgG1N20sGVNEFvWmG2dH8faxU0Z8mAq3W7KJvakKxtWXG5rVa7ks1CRmGgfXhx7MwAdu6SSnuqCAKa/+gcGg+C9tzqSmWHZEqL1uWf14h+usbMUS6vAXgJeE0K8ixIgviiE+Al4DJhlxflukFJ2A24DxgshbqqaQEr5TmlTj57LB7oJIZm24hy/f+/N3h0+ZfvdPIyEd8rn7z0eVphTM26e5YX0rn1zOX+2foPu9E7lP878XC0FuVqO7POg54AcAHoOyOHo3vrZfGSfF607K46idcc8EuMVG4WArHTlBZ+Zpre4ZsfFzYhGozy1Ldvlk5WuRe9cbn9utpbCgtoeGYk4XIhmegriYCHatzPhdDGa9dlopqdAuhHNa6mQb0JkGNG8nop2QRribAni0yxETAki04hmegqazTloduUh9ubXafeAe8ubcCvdtxtyOB/T8MGSzcKKeOj5FOZ8GoNfoIGX1sRZfKyLq6EsT0PDs8nOckLvVG5jXq6eokIlQHX3KDHvlXTqls6F+Lqfi1N/u9EsrAiNVuLqbsQnwMCe73zoOUBZR7fngGyO7rPNb+IybFuabQL8LIQ4ghJQ7ZJSfoMS5A0WQkQBg83bSCmPA5uAE8D3wHgpZWnGjgXeA6KBs9hocIaZf9wXpibqadS0pGw7oEkJacnlNX2tOii/mQsxzgwals6cMaGERhTStGXNzYHlusWVdZMq6HY06551ZtCwDEW3bd26tVFfW6uSl6PjyH5vIm/KLNdurxQYL8S6MvDeS7wxIYLQ1vk0bVFQg4qV9t6XzpyxYWZ7Cy9Lm/C7C57NDLj4mdDoocUt+aT8rdzHqC/dOb/bjZsXpV4WWEkJh1d702VcFodW+nDdc5m0uiuPE2uta1moaOvA+9KYOy6MFhEFNA293Naq2PtZyMxwwddfscPXv5CsjKp+WvLg46fZ8HEEDz91inUftOXnnSHcdZ/16w1bc8/qzbVSsyel/F0IcT0wGcV5DgT+AvpIKY9aejIpZYL5b4oQ4kugJ/CLNQbf8J8seg7MxieghAFD04k75cqq2c3oe3sme3d4I+s5KmbiwvO0j8xD7yRp0yWfg//nya0PKn3istJ1vPmi9aVBgBYRhYx59SImk0Crk6x5NZjDv3nQa1A2i7+IIi9XWzaqqS6enxtD+2656J1MtO6Ux2tjWhN5cxbz159AaGD5S8rIqw8XhPDSiiiKizSYTIKFL1q2cHaLNoU8Py+eglwtElg+rTkDh6Yz8L50pEnpEL1sWi22Cg2mRUrJTrMgDdNt7mWjcQG0jydgmq30vTC+bS5VJRnQLE5DPqI0BRi7KyUxsSMXLhmRfWrvuxfUvAi9k+R8tNJMPODedG59IE25bxla3pzUwqJrr0jVZ+G/I8pHdn/420nmjgm1WKt5y1yenX6UgnwdUsLKeZ3oP+QiA267iJRQUqJhxRudABj9wgmCW+QiBBw96M+fv9ddm5iXrWPrh41YuPkMOr3k/bnB/PGzFz0GZLH489Pm58tye63Cho5LSnkEuK6a/Wko/qa6Y+YAc6rZ/ydQW3+/enM1+MLTh9wIbllEYEgRaUl6+t2dwbzx5c/5E1OTWDo1BJ1eojFXdEsTuLjWXiuk6BZX0M2srDulVBc0Wmmxbm3U11YAb78SDCWCvBwdTs5Grrs+k83vlo/FeWzieZbPaoVOJ8sKXCYpcG6IvVMSWDqtudlecx5IcKmmb7BHUwOXDjthKBBoXSQJe10I6FjMhV9cOPquF/9Zl4zO9fIfUfSX7jS7uQBnbxOGQoHQgNCAocC6d9vjkxNYNr2KrSYsun57Pwv7fgti0JB4Nn/ahkFD4tm3p3JN7qAh8fyxN4jcXCecnY1Ik1DunYv1PSWsuWf1xgFq9oQy48EVOJEQ7oBGSplj/n8X8D8p5fc1HeMl/GQvzSDbG2Ova7bD3K0aZ/tM42UqLqk7UT0w7LTlwMdydLdctIsuJtt3s9KFNKs7UT0wXKx/V4Ka2G/cSbZMt/rBdQkOkS3GvGhx+jMvv3iwvoOyrjVs4Qt7DMhmzH8votFIdn7mx4blysuyz62ZhLUv5NMlyvao2RfpfnMOsSddmf9cNQWfKr6wTFcLOzf6sWG5UnjrMySLsPYFfPqmWfflBLOuC/OfrUa3gi+c/lYcnfvk4u1nICNVz9pFQezY6G+1rRq3ygW/0Ig8Ji+IRqORCI3k1+0BrF+pFMr7DEqjZdv8su2np8XR7cZM4k67sWBSm0o6poLKNTzTV8bSuU9Oub2Lm7BjY4DZ3gI+XaIUVEfNukD3ftlmey+f6uupkzH8vdyb2O/cETqJf7tibpiTxpe3N8VYLHDxUYKNRl2KuP5/6YAS0P1/e+cdHkXV9uH7bElvJIEkhN4JvYigqAioWD5FBBW7okhRQaki+tpAaSKIgAqKoICCBUWkWlFALEhLICEJIYQkpPe2e74/ZkkjZTfZBRbPfV1zJTM785tnz5x59jl9x+hG3PRhEjojJP7pyp5X/NEbJdctSMG3ZQmrOpUV3qe/E03Xftn4NNBs/eStxmz7LJB+N2bQKiyPT9/Wuu88/kI8va7LJCbcg7kTqp6WTJZUbAGyR17Qt2nJ1Jf207VHCj6+RWSkufLJRx3Y82tjnn/lDxoG5XM2yZ3ZL/UhJ1vrxuLqWsLLc/Yyc9JVmEw6OnVNYfxzBykuFsx95QpOx3thio6z+zO73H2hVcGeEKLG3q1SyjQrNFoBX1l2DcBaS8m8WlSwp4K9c6hgTwV7lwLKF1qJI3yhR92mv6qNysGevXg03PYmR2soH+zZk8rBnj3Qt7FtvltrqRzs2YPL3Rda23M7hZorKmsdYSCljAa6WXk/hUJxqeMETRcOQPlChUJRESfwhdYGe9dX2jei9a8Zi22dkhUKxeWAk4xAcwDKFyoUijIc4AuFEEOARWiFxxVSyjerOe8KYC9wj5RyY02a1g7Q+LmKwzuFENHA48Baa3QUCsVlxH8w2FO+UKFQnId9p6HSA++izT4QD+wXQnwjpTxaxXlzgG3W6NZ39uEDwHlTBigUissbAQiz9dt/gAMoX6hQ/OdwgC/sA0RJKaOllEXAerS1wCvzNPAFZRPN10idgz0hhBcwkYrrUyoUiv8KTjC31IVA+UKF4j+Obb6wtnXCq1v3uxQhRCjaWtzLrTXRqmZcIUQ2FV22ADyAXOB+a2+mUCguE/6jffaUL1QoFBWw3Rem1DIa15r1vd8GpllWDLLqptYO0Hiq0r4ZOAvsk1KmW6mhqAPmAsdMC+CIqREAjEPsuQxpGY9FRDlEd2U7+08NYEqu+zrKNeKAaWLqxX8w2EP5wouGOTfXMcK6ui1XWRurOrd1iO63J/c4RPe20F521zSfcszvwWXuC6tb97s8vYH1lkAvELhFCFEipfy6OtFagz0hhAHwBL4+N+u7QqFQ/NeCPeULFQpFldjXF+4H2gohWgKngXuB+yrcTsrSWgohxCpgc02BHljRZ09KWQLMQ5tiQKFQKACt6cLa7XJA+UKFQlEV9vSFFj/zFNoo23DgcynlESHEGCHEmLraaG0z7l6gF3CyrjdSKBSXGZdJEGcjyhcqFIqK2NkXSim3AFsqHatyMIaU8hFrNK0N9j4A5gshmgF/oXVGLn+zv63UUSgUlwP/gVG21aB8oUKhKMNJfGGNwZ4Q4kO0KQXOTRT6VhWnSaxYIkihUFxeXC7Ns9agfKFCoagOZ/CFtdXsPQxMBxyzmrFCoXBenMDB2RHlCxUKRdU4gS+sLdgTAFLKS6Z/ioeXiVmfnqC4SODmLvnwzRAO7PZi3Gunad0pn9xsPfMmNCM7w9oWao1Za0/Qpks+X69oyLpFQXTtl8P0pSeJP+EKwPuvNCbqkEed7Q5tVcD7P0QwdUQbQpoX8X8Pp1BcJEhNMjJ/YjOKi+q+mImHl4lZa6MtaWLmwzdCOLDb2y62HtnvBcCN96QyYc4pbm3RvU6aDzyXQM/+WZQUC5b9rynN2xdwy33aFCV+gSXERbrx+pjW1V6/qktzGnYrBKDNHTn4NCvhx+ca4tuyGIArp6cR2LmIvxf7Eb3FE/dAbWj+zR8nYi4W7BgThKlAYDZBj6cyaHpdvlV21zdtZ30cQetOeWxaFcS6JaF0uTKLRybHYzIJpBnmTWpFyhlXrroxjUemxBPctJDbO1xhtX6Fe1XKw47GGUqzduSS8oXPLYjjysFZZKQYeHJQBwBGzUig9/VZRB91Z96E5gAMuisNbz8TX69saJVu7wFZjHktAb1O8v06fz5fEsSoFxLofX020UfcmTehmc26jrLVYfbOP8mVgzM1eweHWew9Te/rM4k+4sG8iS0smqkWzUa1agaGFDJlYQwNGhYjzbBlbUM2fRTMY9NPccWATE4c9WD+c6003TtT8PIrYdNHwdXqbVrRiG1rA0HCTfelcMcTZYsofLk8iA9fa8Knhw7g62/i6H5Plj7fDKOLZMq7MTRuWUhOpp45Y1vy6qdR1c7CZe+0DQwpZMqCaEsaCLasa8imVcE8Nu0UVwzI0NJgUuuyNPAtYdOq6tPAkbbaijP4QmsiDLt9DSGEnxBioxAiQggRLoToZ6tGfq6OScPaMnVEW2aPa85jzyfQe0A2ru5mJg1ryy/f+jFirFWrh1Rg4aSmrHitcYVjf+zyYerwNkwd3qZegR7AfROTOLRXC5wO/+HJs3e0ZfJdbUk+7cLAYfWbnis/V8ekOzU7Z49tzmMzztjNVgCjq5n+t2RyNsGlTnqtwvJo3y2X54Z1YO7Elox5+RQ/bfJn6j3tmXpPe/7d482v3zWoUcMjyMStnyRy6yeJtB+RA0DT6/JLjwV2Lio9t/vYjNLjOj3o9JL+r6dw2/oz3PheEvtm+1tte33TduG0Vqx8o2zKpPC/vZg0Ioyp93Zk11eBDH0kCYBDf3gz/tbOpJypWxpD1XnYofz3VtC4ZHzh9s/9eeH+VqX7Ht4mwnrnMvaGDuh00KJDPi5uZm64O41vPw60SlOnk4yffZqZ97fkiQHtuf6ODFqF5RPWO4+xg9uj08tyuulW6zrCVofau8GfFx5oU9HeXjmMvSGsouaINL792LqgwWwSfPB6U0YP6sLEoWH830PJtOyYp+kO6azpts/DxdXM4BEpbF5TfQAZG+HGtrWBvPVdOO/sOMofO305Ha1VSpw9beSfX7xpGFpYev5X7wXx/PvRPDT9NFtWa/aufzuEu59OrDbQc0TamksEH8xqxugbujJxWBj/91CSJQ2yGXtzFy0vnEuDu1LY/EntQbSjbLUZJ/CF1gR7iUIIU02bDfdbBGyVUnYAuqENK7YJKQVmk5ZDPbxNxIS707VfDvt2+gCwd4cPXfrm2Cpb5Y9s7wHZLPgqinGvx+PiVvcFPtt3zyU92cDZM9qMDYlxrpjN2ncoKRaYTPWb4LhimpiJCXe3m60AQx87y3drApB1TILQVgWlwXLKGReCmxZhdNHE9AbJFQMy2bPdr0aN/BQ9390fzM7xjciO12ptT+92Z/PIEPa86k9JQVkaHlzhx+Z7QziyWssTOiN4NynR7ucqq56fvBrqm7YpiRXzVUlx2Svn4WUiJkJLl+wMY71qd6HqPOwwbHFul0+wd8n4wsP7vMjOKOseKM1gMGqJ7eJmxlQsGDEmmU0rG2IqsS7Dt++RR0KsC4lxrpQU6/hpkx99b8wqpysxlQhGjE1m04eBVus6wlbH2ut9vr0ule1NYtOH1tubluxC1GFPAPJz9ZyKcqdR46JSW13dzJSUCIY/eYZNHwVhKqneF8RHutGhZy5u7hK9ATr3zWbPVj8APni5KY++cLpCEGcwSIoKdBTm6zAYJWdiXUhNNNKlX/W/k45I27SzLkQdqZwGhRXToFgwfPQZNn1ccxo42labcBJfaE1qjgburmWrFSGED9pC4SsBpJRFUsoM202GgOAiFnwVyRtro/l9qy/efiZyMrWXMydTj7df/WfXjjzozqNXd2DSnW3Iy9YzfEzdV0UYOSGJz949v1mtaZsCrhiYxc/f+NXDUo2A4GIWfB3JG+ui+f173zrrVLbVy7eELn1z2bez7ponj7nTtV82BqOZlh3zCAwpwstXe0ZXXJ/JoT+8KCqsOSve88Mpbv00kQ73ZvPrjEACOhUyfEc8t607g9FLcmilZl/Yg1nc+c1phqxKJG6XB2f2u1XQ2TsrgK5PZNpkv73S9hx9rs9g8abD3PZgEkf/9qr9gksQYeN2mXDJ+cJz5Ofq2b3Fl6Xbj5F0yoXcbD3tuuexZ7v1+TUguLhC7X3KGSMNGhZrujuOkxTnQm6Wnnbd89mzre7vgT1svfD2+rF0WwRJca6avd1yay2gVkdQk0Jad8rj0D5vdn/fgHe3HCHxlCt5Ft29O2pu5WjeoYDDe73IStNTkC/48wdfUhJc2Lfdl4CQIlp1qthFZcRTiSyZ2oxNHwRx2yPJrJ4TygNTap4T3NFpGxRaSOuwPA7t82H3Vn/e/e4IifHWp8GFtLU2nMUXWtOx7Vsppe3toufTCm1ZoY+EEN3Qpi2YIKWsMHWBZVHg0QBuVN10mprowqQ72xLUpJC5G6P4eVMDPH204MHTx0R2Zv0HxOXnlmn88GWDOjeN9hmUSeS/HmSnV0zqwJAiJi+MY9aTLSiuJdCxhtREI5OGtiWoSRFzv4hi384wu9h6z1PJfL7Uuur06oiLdOfHr/2Z/WkkZ066cvK4O5mp2j0G3pnG9+tqr1Z389dqAptck8/vrwTg4lVWRGp9ew5/LtCcg1sD7TyDm6T5jbmkHnYh5Aptybl/3vXDxcdMu7tsq/m1R9qW548f/fjjRz+uuTWVR6fEM/upNrVfdCly+dTYWcsl5wvLs2FZEBuWaQW1ifPiWD0vmCEjU+l1XTbR4W6sW1Rz/6eqmvSkhA1LG7HB4gMmzj/F6nlBDLkvlV7XZhMd7l6n/qH1tfXC2xvMhmXBFntPsnp+Y4aMTKHXtVma5uIQq3TcPEzMXB7Fe682JS9Hz8b3Qtj4nnbtxDkxrHkrlCH3nqXnNZnERHiw7p3zu2U0bVvA8PGJvDiyHW6eJlqG5aPXSz5bHMJra4+fd36rzvks2HwMgMN7vfAPKgYJc8a0RG+UjHopngYNSypc48i0dfMwMXNZJO+91uz8NHjTkgb3JNPzmixiItxZtyS0Rr0LmQ+qxQl8YW1Rhj2/ggHoCSyTUvZAm59q+nk3lPJ9KWVvKWVvI67niZxr/gPIy9GTn6Pn4F4v+gzMBqDPwGwO7al/bYmHd1ntYPf+OZw6cb4t1tC6Uz5dr8ph1icn6HlNDk+8lECj0CJefD+Wd55vwpmTddMtT8U00ZGfU7dgtypb23fPY+TTScz65AT+QSXMWBZbJ+3Naxox9e72fPlBELER7pjNAg8vE2265NY64EFKWboUYlqEEbcGJoqyy97wM3vcSgdqFGbpLNdA4h9lx4+u8SYr1kCfaWk22W2vtK1KLzfLQGF+/QP9i8V/bAWNS84XVkfrTnkAxEe7Mnh4GrPGtKBF+wIatyys8bqUM0YaNi7r+xoYUkxqYll3jtadLbonXBk8PF3T7VC7riNsvSTsvSuNWWNbWeytfQ1zvcHMi8uj+PHrAH7bWrHfcOtOuRZdNwYNS2H2+DY0b5dP4xZV6944MpVF28KZ8+VxvP1KaNS0iKQ4F56+IYzHrtT6/k68KYz05LKCu5Tw2aIQRk48w9qFIdw3OYHrh6XxbRUDTByVtnqDmReXRfLjpgB+21YpDcIsaRDjxqBhqcx+quY0cLSttuAMvtCq0bh2Ih6Il1Lus+xvpAoHVxvN2xcw5uXTmM0CvUGy/OVQ/v3NiysHZ7Hgy0hyc/SlI29sYeK8U4T1zsXoImnXLY+/fvbmpnvTKMzXkZlm4K3nmtYuUgXrFgezbrH2/6SFJ9m6NoARY5MJCClm9P9OA7DrC3+2rQ+okz5Y0uSVBMwm0Bsly/9Xt076Vdl6bjQuwEe7jzJ7bIs6ac/65Dh6PWRn6FkyU3s+/W9JZ882P6SsPZttGtYYo6dECMnVr6YS9Y0XkV94o3eTuDUwcc0bKQDsm+VPRowRJIT0KaDpgHzyU3XsnRVAo+6FbHlQK53f/HGiVeuf1zdtJ7wRQ1jPHIwuZtp2yeWPH/wYeGcq0qz111w0Q5vJo9MV2TzwzGn8g4p5Y00Emz9pdJ4zrI3KefiVxxw8S8jlEcRZyyXnC6vj4amJvD21KQajLM3j0gxu7jV3uj12wIPQlkUENS0kNdHIgDsyeHN88zLdKed0tUFP1uo6wtaLZu+UBN6e1sxir0VTglutfbolz86NJS7KnS9XnF9r+dCk0yya3qJiOkhwrcbWjBQDfoElJJ82suf7Bsz/JoI7Hi+rdH7sys4s/D4cX/+ySotdnwfQe1AmXn4mCvN16AQInayywOmYtJU8OydGS4OV59eEPvRcPItmtMRgkOh0ZZrVpYFjbbURJ/CFNQZ7Ukq7VTtIKROFEKeEEO2llMeAQcBRW3WiDnkw+a625x1/94Um9bLv7SnnB3Ob7TxqZ8GzWgY8st+Ld2fWz97yRB3yYPIw+zYFnrO1PI/2r3vz5QsPtDvv2PbPrUtfIQR3bqrYxySgYxFh92efd+61c1LOO+YeYOaxiFjrDK1EfdN20fPnB1xbPzu/JH1kvzfPP9ihzveBqvOwQ3ECB2cvLjVfOP3dWLr2y8HXv4RP/jzCmvnBbFsfQL+bMjh2wIO0JK1mI/wvD5bvjCAm3J3oozUPLjKbBO++EMrstdHo9LB9vT8nj2t9XvsNyeTYv+V1PVm+6xgx4W616jrCVofauySGrv2yNXv3H2LNghC2rQ/U7P3Xk7QklzLNnUc1e8Nrbmbv1DuHwXelEhPuzrtbDgOwal4T9v/oR78b0zn+rydpyRbdvz1Ztu0wMRHuxFSjO/uJVmSnG9AbJGNmxeFVSz/1gnzBrg0BvLZOa+YdOjqZ2aNbYzCamfpuzHnnOyJtO/XOYfCwVGIi3Hn3u3Jp8JMf/W5I5/hBr7I0+MeLZd8fIibCo9o0cKStNuMEvlBIeeGsFEJ0B1YALkA08KiUstp5R3yEv7xSN9j+hjjqO1c3jr0+OJOtgNA7ZgGBx45GOkR3ZTv7134J1/o3zVeFLLRfs8M59sldZMk0mzODR6Omst09z1l9/r9LnvtLStnb1vtcrihfWAccZas1Vfx1wFG+8NvYPQ7RvS20l901lS88n4vlC22bebieSCkPAMrhKxSXA05Qmr1UUb5QobiMcAJfeEGDPYVCcflwmQy8UCgUinrhDL5QBXsKhaJuOIGDUygUCofjBL5QBXsKhaJOOENpVqFQKByNM/hCFewpFArbubyWQVMoFIq64SS+UAV7CoWibjiBg1MoFAqH4wS+8NIP9i7g1DD1RjhiNQQ7Tvx4AZAlJbWfVAccMUUKwLNRNq0/bxWLutp/CgMA4elpf828uuVZgX2bLoQQTYHVQDBapn9fSrlICOEPfAa0AGKBu89NUSKEeB4YBZiAZ6SU2yzHewGrAHdgC9pSZE7kSKrBmb6C8oXI4qLaT6oDjpgiBWBl3G67az7R8Sa7awIIF5faT7JVM+fS8IWOwnnXalIoFBcXacNWOyXAJCllR6AvMF4IEYa2ssQuKWVbYJdlH8tn9wKdgCHAUiHEuYnNlqGtKdvWsg2p5zdVKBSK6rGvL3QIKthTKBR1Qkhp9VYbUsozUsq/Lf9nA+FAKHAH8LHltI+BoZb/7wDWSykLpZQxQBTQRwgRAvhIKfdYavNWl7tGoVAo7I49faGjuPSbcRUKxaWH7aXUQCHEn+X235dSvl/ViUKIFkAPYB8QJKU8A1pAKIQ4t9ZcKLC33GXxlmPFlv8rH1coFAr7owZoKBSKyxkb+6mkWLNEkBDCC/gCmCilzBLVL7tV1QeyhuMKhULhEFSfPYVCcfli534qQggjWqD3qZTyS8vhJEvTLJa/yZbj8UDTcpc3ARIsx5tUcVyhUCgcg+qzp1AoLleEtH6rVUurwlsJhEsp3yr30TfAw5b/HwY2lTt+rxDCVQjREm0gxh+WJt9sIURfi+ZD5a65bOg9IIsVv0bw0W/h3P1UEgCjXkhg2c5jTFkUV3reoLvSGDrq7EXVfW7+ST47cJD3dh4tPTZqxmmW7TjKlLdjy2mmMnRUchUKtdj7Szgf7T7K3eMt9s5IYNmOCKYsOnlJ2XupP7MdKxvz4uAevDioBztWNAZg/+YAXhzUg8ebX03sv16l50bu9+Z/N/bgtdu6kRTrBkBepp63HuhU7aBxo4uZtzce5N1vDrB8yz888Ixm22NTYln67QEmzY0sPXfgHcnc8bB1ZTSji5m3Nxzg3U1/s3zz3zzwtPbcH5scw9Jv/mbSnGMVdR86bZWuLdjTFzqKCxbsCSHaCyEOlNuyhBATbdVp3TmPtzZFMv/LKOZ8foLgZoWENC9kydbjfB15iE59cupk36y1J/js0GFGTkiyHJGMez2eBV9F8erH0Xj71X1KkW+i/mHuhuPM3XCcm+5N0ezdEs7Xxw7Q6Yq62evhZWLhpuPM3RDJ4s3H6d4/W7P5tXgWfBlZL5tDWxXwXaxmm6ubmZnvxzB3QyQvrYjB08d2zcppO3h4Gos2a8/w+WUnMbrUf0oFDy8TC7+JZO7GKBZ/dy49amdxp/ZsuK8ZG+5rxuHPfQE4+pUvGx9sxob7mxHxjQ8AiYfcWHdXCz4f2YyvRjWlqNwwfVMxfDSoNfveDThP//WPjrL+j/3cO07rRubqZuKFJceY8+kRXlwagae3lp73P3OK97YeYM6nR5jz6RF0uuq9QuuwHOavP8TctYd5Y/VhgpsWENKsgMVf/cuXB/bSqVdW6blevsW8/H4489YeYuyL0di1aGnf0uzVwIPAwHI+4hbgTeAGIUQkcINlHynlEeBz4CiwFRgvpTRZtMYCK9AGbZwAvq/vV7Un9fWFOp1k/OzTzLy/JU8MaM/1d2TQKiyfsN55jB3cHp1e0qJDPi5uZm64O51vPw68qLrbN/jzwgNtSvc9vE2E9cph7A1hFTVHpPHtxw2tTQbN3lnxzHygFU9c34Hrh6Zb7M1l7A0d0OkoZ2/aRbXXGZ7ZL+uCmPntv7y87R/+3eVPUowboe3zGP9+BO2uzKpw7vYPQhn3XjjDpp7kpzUhAHy7uBm3PnWK6npeFBcJpj/UifG3d2f87d3odW0GXfpk0rFHNuP+rzt6vaRFu1xcXE3cMOwsmz8NtioNiosE0x/uwvg7ejJ+aHd6XZNOlyssurf3RK+nTPfOJDavDbFK1yacoGbvgvXZk1IeA7oDWKZIOA18ZatOWpKRF+5rRX6unisGZvHg5CQWT2vC8/e2YvT/6t5as3BSU3pck0NgSDEAvQdk4+oumXRnGwYPT2PEuGQ+nN24TtqpiS5MHdGudN/Vzczz97Vl9EvxNVxVM/m5OiYNa4vZJAhuVsiMZbGsnheCq7uZScPaajaPTebDN2y3+b6JSRzaq5XibnkgheP/evD5u0Fcd3s6I8aeZdUc216Wyml7+A9PfviyAWazYNTMBAbelc62decHSraQn6tj0p1tytJj+UmeucW71uu8gkoYsbas9Jty3IW43zy4a3VcBae1f3kA10xNpsmVeexZFEj4Jh+63Z8BwKF1DWjQqrBK/befb033qzIJDNbm3Lr53mSOH/Jiw3uhXHtLCsOfSODjt5oBsH5ZKD9uqv3HIy3ZhRdHhWnvwHXpPPDMKd55sRUzHglj9IzYCueOeCKBX74L4IdNjXj2jSh6XZPBX782qPUetWLnUqqUcjdV97cDGFTNNbOAWVUc/xPobD/r7Et9fWH7HnkkxLqQGOcKwE+b/Oh7YxYGo/Zr4uImMZUIRoxNZtOHgZhKqu33eEF0D+/zJqhJ2fshzWBwOadpxlQsGDEmiU0fNrRas8xe13L2NqDvjZnl7D2nncymldZrO8JeZ3hmrXtm4+quFbzb983k760B3Dy26lowvUFSVKCjqECH3mAmOdaN9EQX2vfNqvJ8DUFBnjY7ksEgMRg0B1I+bUtKBMOfSGDT6hBMJdbWRVWjazRruq4W3cdPs2lNYxt0reQi19hZy8Vqxh0EnJBSnqz1zEqknzWSn6s92JJigdkEhfk6sjPqF7emnKk4SWPXq3LYt0Or1dm7w4cufXPrrN2gYTHzNh7nxQ9OENSkkMKC+tsrpcBs0l5cD28TMeHudO2Xw76d5W22vdawffdc0pMNnD1jBCC0VSGRBz0AiPjHg25XWVdjVp7KaZsY54rZrNleUiRscvDVUTE9zMSEu1t1XV6Kgc9HNuPbcaFkxhuJ3OqD0UPy5SNN+WZsE7LPaM8poG0hhVna61KQpccjQKtEKsoVxP7iRdubqk6XlETXCvuhLfOJPKRNjnzsoBdd+2aWfjbiiQTmrz/M7Q+dqdHm9BSX0neguFhgMkFhgZ6cTON553a9MpM/fvQHYN8PDeh8RU3O2EacoDTrBNjsCwOCizmbUPZOpZwx0qBhMbu3+LJ0x3GS4lzIzdLTrns+e7b5Wm2Io3Qrk5+rZ/cWP5ZuiyApzpXcbD3tuuWyZ7ufTTqavWV5PuWMkQaBJZq924+RdMpF0+6ex57tF9deZ3hmx/f5kpNuoDBfx8EfG5B2xrXac28ZH8/q6W3YsbIxAx85w5fzmnPn5NqzsE4nWfLNAdbt3c8/v/ly6A9fftsWwJJv/iXxlCu52Qbadclh7y5/q9OgVPfrf1j3+z7++d2PQ/t9+W17IEu+PkBivEW3czZ7d9WvUqFanMAXXqzRuPcC66r6QAgxGm1CVNzwqFbA1d3EI9MSWfBs02rPqQ/efiZyMrUf1JxMPd5+plquqJ6H+nYmK91Ar+uyeHZ+HNPvbWsXGwOCi5ix7CRNWhXy1qSm9L0hq942j5yQxILnmjH6Ja1EFxvhTu8BWfzzqzd9BmbVKx0q07RNAVcMymbt7UF20QsILmbG8liatCrireesyxejforC3d9E7C+e7Hg+BL/mRRRk6Bm26hQxP3rxy5uNuHVRAm2HZLNpdFN+e8uEi5eZ657XmqT//CCAHo+kkZNk3asUe8yD3tdmcOB3P64YkIG3r9aM+83qYD5d3AQXVzMvv3+M6HBPDu/3qVHL1d3Ew8/FsXB6m2rP8fIpISfLkieyDPg0sM8KJwIQZhXF2QGbfWFVzWRSwoaljdiwVJuZZuL8U6yeF8SQ+1LpdW020eHurFtU83vmKN2q2LAsmA3LtGa6ifNOsnp+Y4aMTKHXtVma5uLaWw+qtXdZEBuWBVm041g9L5ghI1PpdV020eFurFtkXfOgPe11hmd289h4FtzfGVcPE0075qLXV/9+N+uUywubDgJwbJ8PfkFFSAnLx7VHb5TcPTMG34bF511nNgueur07nt4lvLg0guZtc9n4QSgbP9BmR5owK4o1i5py04gkevbPIOaYB+uX1u7LzWbBU0N7aLrvhmu6K5qwcYU2VmvC65GsWdycm4Ynlukua1arrjU4iy+84DV7QggX4HZgQ1WfSynfl1L2llL2NlJ1yUJvkLyw/CTrlzQiLtLNIXZmZ+jx9NUCG08fM9kZ+lquqJ6sdC0Q+OtnH4Ka2G8JndREFybd2ZZnbm3LuNfjNZt9ztlsIjvTNpv7DMok8l8PstPLApet6/xxcZXM3RBFYEgxqUnn1x7VhcCQIia/fYpZo5tTXGifbJiaaGTS0LY8c0tbxs2yronc3V9LrxbX5pJ12oibr4nm1+QiBDS/JoeUY1r+2vViMP+3NJ6Hvo+h1cAc/v7In7xUPWePutG8v/W1vts2NMLoaubNT44QEFREarJWKs/OMAKCokI9v233p03nmmtl9QYzzy86zufLQ4mLqr5QlJNlwNPbkie8S+pdo1weZ+iUfClTV1+YcsZIw8ZlfiQwpJjUxLL3snXnPADiT7gyeHg6s8a0oEWHAhq3rLqrgaN1a6J1J4tmtCuD70pj1thWtGhfQOOWBbVeq9lbFlBU9k8VtIenafa2vzj2OsMzu+beJP635QDTNx7C06+ERi3za7w3aIHl5sVN+b9n4vjm7Wbc8Vwcfe9MZtdHNXcfys02cHCfL72vzSizNUzzefEx7gy68yxvTGhPi7Z5NG5eux3n6V6TXqbb0aIb686gocm8MbGDzbq14Qy+8GI0494M/C2lTKr1zCoQQjJtyUl+3+bLnq11r5qvjYN7vOgzUGvy6jMoi0N767YuqZuHqbSzfcuOeWSm1T1oLE/5QQ15OXryc/Qc3OtFn4Fac2Kfgdkc2uNV3eVV0rpTPl2vymHWJyfoeU0OT7yUgH+jEt6d2YSpI9qQeMqFX7/zq7ftPv4lvPjBSd55PpQzJ6tvKrCFiumhIz/HunQ2Wyoqz0a44t7ARJMr80g6rAV4yYfd8GtmcaQS3P21WjGPgBIKMvScjXAlP03Pl4825a+V/hz9ypcTu2pO85JiHcteacX0BzqRHO/K7q1as8K5gRog6XplFqejq2+GFkIyZX4ke3b4s2dnzc0Sh/7w4YoBmuO74roMDv1Rc22h1djSbKGCveqoky88dsCD0JZFBDUtxGA0M+CODPaWa6Z8eEoiq+cFYzCCzlI7I83g5l7zQChH6dbEw1MSWD0/BINRlmlKcHOrXVOzt7Ccvens3V6Wvx+emlhOm4tqrzM8s6wULUhMPe3K31sDuPL22kcE/7axEV0HpuPpZ6IoX4/QSYQOivLPDy18/YtL/ZyLq4keV2Vwqpyfe3DiKdYsaobBIEt/M81SlPYjrA7fBlXplhWAH5xwkjWLLbqWNDCbBa5udmqlchJfeDGacUdSTbOFNVx9SyZ9BmXjF1jCwGHpxEa4serNEF5aGUuztgU0b1/A/h98WDPftqr6ifNOEdY7F6OLpF23PF4d1YIrb8hiwVdR5GbrmDehblW+zdsV8MybceTn6JHA4mnN8PAy8dIH0Zq97QrY/6MPaxbYNpCiefsCxrx8GrNZoDdIlr8cyr+/eXHl4CwWfBlJbo7eZpvXLQ5m3WLt/0kLT7J1bQBuHmbmbojEbBbEhLvzwWu2D/ionLYpZ4wEBBeXDqjZ9UWDeg/QaN6+gDGvJGA2gd4oWf4/6+xcO7QlLl5aR97Br58hsEMhsb94suG+ZkgpGPy61n+u/5SzfPd0EwyuZoQOhixIwCuohOZXa/1UjnzhS06igdaDKtbIPTPrBGE9szG6mGnbJYePFzRj/CsxmE0Qc8yTFW82B+DJmbE0aZWPEHBwnw/7f65+EMXVN6XSZ0A6DQKLGXjHWWKPefDxwmbMXHKMZm3yaN4mj/0/N+CTxc3Y8EEok+dFcuvIRGKOefL3bj/bE7cahHOtS38pUidfaDYJ3n0hlNlro9HpYft6f04e1woo/YZkcuxfD9IsNVzhf3myfNcxYsLdiD5acz9WR+lOXxJD137Z+PqX8Mn+Q6xZEMK29YH0uymDY/96kpbkUqa58ygx4e5Eh1dfW13B3plNNHt1ku2f+XPyuGZLv5syOHagvL0eLN8ZoWlfBHud4ZktfbIDOelG9EbJ/a+dwNPPxN9bA1j7Uiuy04wsejSMpmG5PPfJEUDrK//7xkal+zc+fpqlT3bEYJSMXhJxnn6DhkVMnhuFTicROsmv3weW9ifuNziV4we9SLO0dET8483SzQeIPeZBTETNFS0NGhUx+c3j6PQSIeDXrYH88ZNFd1Aqxw95k5bsatH1Yek3fxN73JOYY7ZVhtSEM/hCIS/gWm1CCA/gFNBKSplZ2/k+wl9eKaociHdporNPrV0FpBPkovJcxLX/6sKzUeF211zUtZfdNYGqO+jUk715m8k0pdgs7OXfVHYdPNHq8/dsmPyXNSto/FdQvrAOOMoXCgc1cJnt17/5QrAybrfdNZ/oeJPdNQHQ2f+Z7c355rL2hRe0Zk9KmQc4aDiMQqG4kKi+eHVH+UKF4vLBGXyhWhtXoVDYjsTpanEVCoXC7jiJL1TBnkKhqBPOUJpVKBQKR+MMvlAFewqFom44gYNTKBQKh+MEvlAFewqFwmYEzlGaVSgUCkfiLL5QBXsKhcJ2pHSKfioKhULhUJzEF/43gz1HTAsADpkaQOgdY6sssc+yWZURrvaZJLkysrDus97XxMI2He2ueXd4tN01AT4Pq30JKVuR5rrnWWcozSpqwVG+0AEoX6ghi+y3ClN5RjXrb3fNL+J32V0T4K5mV9td83L3hf/NYE+hUNQfJ3BwCoVC4XCcwBeqYE+hUNQJZyjNKhQKhaNxBl+ogj2FQmE7EjA7gYdTKBQKR+IkvtBB68QoFIrLHidY/FuhUCgcjp19oRBiiBDimBAiSggxvYrP7xdCHLRsvwshutWmqWr2FApFnXCGpguFQqFwNPb0hUIIPfAucAMQD+wXQnwjpTxa7rQY4DopZboQ4mbgfeDKmnRVsKdQKOqGE0w3oFAoFA7Hvr6wDxAlpYwGEEKsB+4ASoM9KeXv5c7fCzSpTVQ14yoUijohpPWbwr70HpDFil8j+Oi3cO5+KgmAUS8ksGznMaYsiis9b9BdaQwdddZq3efmn+SzAwd5b2dZJcKoGadZtuMoU96OLaebytBRyRdNE+DZebGs//tflu84UnrssefjWbbtKJMXxpTpDkvljseSrNZ1RNoGhhQyZ2047+84yHvbDnHHI4mavdNOsez7Q0xecKJM986U0s+ttveXcD7afZS7x1vsnZHAsh0RTFl0sk72luraIR02rwhm4qCuTBjYlc0rggFYN68Jzw7uwqQbu/DqfR1ISzQCELHfi2cHd2HqrZ05E6NNXZObqefV+zvUGE85Ko9Zi42+MFAI8We5bXQluVDgVLn9eMux6hgFfF+bjRc02BNCPCuEOCKEOCyEWCeEcKuLzqy1J/js0GFGTtAy4PV3pjN3YxRzN0bxwc8RvPhBbJ3sa9Mlj9mfRjL38+OMeiGeLn2zeeurY8zbeJy5nx+nYUjd5zcKbVXAd7EH6HRFDl6+Jcxee4J5GyN56+tIWnbMr5PmuFfjWPh1BIu/DWfA7WmAlpnfWHecOeuPMeCOtDrb6+FlYuE3kczdGMXi747TvX+2zRqzPo5g/Z9/M/Kp05ptw1J4+6sjzPssnOmLozC6aPMa6XSSx2fE8caaCOauC6dZG+vSo3XnPN7aFMn8L6OY8/kJgpsV0rVfDmv/OVKaH9p0ybPd7kr5CyTjXo9nwVdRvPpxNN5+tc/L9UX3IH58yJ8fH/IneqN76fHoL9zZ0CWodP+f2d7svMefnff4E/6BZ+nx0z+4svMef354wJ+T39b+mpTPX+e48Z5Uvos9UPsXrgu29FFRwd551McX6nSS8bNPM/P+ljwxoD3X35FBq7B8wnrnMXZwe3R6SYsO+bi4mbnh7nS+/TjQaru2b/DnhQfalO57eJsI65XD2BvCKuqOSOPbjxteNE2AHRsCmPlQ20q6uYy9KQydDlq0z8fF1czgEalsXt3IKk1Hpa25RPDBrGaMvqErE4eF8X8PJdGyYx5hvbIZe3MXi715mr13pbD5ExvsnRXPzAda8cT1Hbh+aLrF3lzG3tBB0y21N81qe+2VDnER7uxc14g5mw/z1vaD/LmzAQnRbtwx5gwLdx5iwfZD9BqUwYa3tYqpb95rzJT3I7l/2im2rdH85IZFodz11GmEqN5eR+Uxq7DdF6ZIKXuX296vpFjVN63SiwohrkcL9qbVZuYFa8YVQoQCzwBhUsp8IcTnwL3AKlu1Fk5qSo9rcggMKQbgx68a8ONXDQB4anY8h/Z51nR5lRiMZkY9f5pXn2hFfq6+9Nhzd7YH4MZ7UrhjVDIrXq+1trRK7puYxKG9XgAMvDOdI/s9+XRhMF37ZTPymSRmj21hk17zdvk0b5fPs0M74O5p4t2tR4mJcKdH/yyeH9mWqvOL9eTn6ph0ZxvMJkFws0JmLD/JM7d426SxcForelydSaAlSD6y34sfvw7AbBaMmh7HwKGpbPu8ITePTOZ0jBsrZjezST8tycgL92nP64qBWTw4OYlt6/z5Y5cPb09uapNWBbsr5a/eA7JxdZdMurMNg4enMWJcMh/OblyjhnuQietXVwy2TYVweocrHsGm0mNt7sujxwwT0gw/3OdP05sK8Gxi4uA8bwZvTEXvIvnxQX9Crqt5Uuny+QvA6Gqm/y2ZnE1wsfXrW4W2RJCK4upCfX1h+x55JMS6kBin1Xz8tMmPvjdmYTBqvyYubhJTiWDE2GQ2fRiIqcR6X3B4nzdBTcrymjSDweWcrhlTsWDEmCQ2fdjQal1HaAIc/qMKXaMZkLi6mSkpEQwfk8imDxtZreuotE0760LaWe1dzM/VcyrKnUaNC0t1Xd3MlBQLho8+w6aPgzCVWFcPo9nrWs7eBvS9MbOcvefSN5lNK61PX3ulQ3yUO+165ODqrhXsO/XN4o+tDRg67kzpOYX5utKfK71RUlSgozBfh94gSYx1JS3RhU79aq5scFQeswYH+MJ4oPwPWBMg4bz7CtEVWAHcLKVMrU30QjfjGgB3IYQB8KCKL2ANKWeq/gHTGyRXDMxmzzZfmzU79solP0/H9CUxzPnsOJ375FBSXJY8nl5mYsLda1Convbdc0lPNnD2jFZVHRflhqe39oPv7WciI8X2mDs1yUhJsfZCuHuZyMkw0P+WdArydMz+NJIX3z9BYHDdayKlFJhN2kvh4V23756SWPE5JZ5yw2zWNEuKdZgsFWTX3JJGo1CtmWPcK7EWh1076WeNpYF5SbHAbImheg/IZsFXUYx7PR4XN9tnRa+cv7pelcO+HT4A7N3hQ5e+ubVqFKTo+PFBf3572o/c05qNkWs8aX1PPqLcW+fdQjNa6EDota0wXYervxmjp0RnBK8WJtIOGau9V+X8BTD0sbN8tybAEYu6lGG2YVNUps6+MCC4uEIQn3LGSIOGxeze4svSHcdJinMhN0tPu+75dfKF5cnP1bN7ix9Lt0WQFOdKbraedt1y2bPd75LSLNX9vgHvfh9O4ikX8rL1tOuWx94d1uteiLQNCi2kdVgeh/b5sHurP+9+d4TEeFeLvbns3dHARnvL3vuUM0YaBJZo9m4/RtIpFy19u+exZ7v19torHZq1z+PoPm+y0w0U5uv4+wc/UhK0APLTOU0ZfUUPfvkqkHsna62Ww546zfJpLdm8IphbHkli7dym3Ds53mq7z+GoPFYt9vWF+4G2QoiWQggXtILgN+VPEEI0A74EHpRSHrdG9ILV7EkpTwsh5gNxQD6wXUq5vfJ5lvbr0QBueNh0jysGZnForydFBbbHsAFBxbTqmM+4mzri7mVizvpIHh8QRp+BWTw46Qwe3iZefKi1zboAIyckseC5Zox+SWvOjDzozkOTE3lvVwSeviYmDW1Ti8L55GTqOR3jysqfDuPmYebtac3pMzATb78SZtzflj6DMnl8ZjxvPtWqTjaD9sLPWB5Lk1ZFvPVc3WvKKtO0dT5XDMhg7TthAAQGF5OW7MK0+zry+Iw4bhyRwpa11jVjALi6m3hkWiILnm3K2QQjj17dgeJCHY9MO8PwMWdZ+3ZQ7SI14O1nIidTC9hyMvV4+5lquQJu3XkW1waSxN0u7J/pw1VvZ3D2TyMdHs/lwJvn15DGbnLDs6kJz1ATUmoBX16SDqOnJOVvIyHXVF+zVzl/efmW0KVvLhuWBTHm5dN1/Na1o2r26kZ9fWFVzVlSwoaljdiwVHtvJs4/xep5QQy5L5Ve12YTHe7OukV1ew82LAtmwzKtr9XEeSdZPb8xQ0am0OvaLE13se3L+DlCE2Dj8mA2LrfozollzYLGDLk3hZ7XZhET7s66d2rWdXTaunmYmLkskvdea0Zejp6N74Ww8T3NpolvxrDmrVCG3JNMz2uyiIlwZ92Smrpq1WDvsiA2LNNsmjgvjtXzghkyMpVe12UTHe7GukXBddO1MR2atC1g6LgEXhnZETdPEy3C8tAbNL9x/7RT3D/tFF8uacz3HwVz7+R4WnbK481vtT6YR/Z60yBIa11ZMLYtBoOZh1+Kw69hcY22n8NReawq7OkLpZQlQoingG2AHvhQSnlECDHG8vly4CUgAFgqtIdVIqXsXZPuBavZE0I0QBtR0hJoDHgKIR6ofJ6U8v1zbdlGbFtbcNCwdH740vpSUXmyMwwc/cuTvBw9qYkuZKYZ8A0o4Y8ffHn61g58PLcxj06zvSKyz6BMIv/1IDu9LK6+e1wyu7f48uSgDsx6sgXjZ9v+g9zzmmwCgot57NrOPH59Jx6ddprsDAN//ewLCP762ZeWHerWF/AcqYlGJg1tyzO3tGXcLNtLV1URGFzEpPnRzBrfhuIiLftlZ+j582etdKjZbX0/O71B8sLyk6xf0oi4SDfyc/UUF2q6P3zZgHbdbO+zV5nsDD2evlqA5+ljJjuj9jU6XRtoL39w/yLyEvSEv+9Jh1FV1wgm/e5C7Nfu9Ho5E9Acbe9XMvljmi97p/ji264E90ZVB5hV5a97nkrm86XWB8t1QvXZqzP19YUpZ4w0bFxWax8YUkxqYlntTuvOWp6PP+HK4OHpzBrTghYdCmjcsn7rS7fuZNGNdmXwXWnMGtuKFu0LaNyy4JLSrKw76K5UZo9rRfP2+TRuUbOuI9NWbzDz4rJIftwUwG/b/CvaG6b5hvgYNwYNS2X2U21o3s5ae8uCn8CQYlKTytlbPn2Hp2n2tq/dXnumw+CRZ5m/9RCvf3EUL78SQio92/5DU9j7fcX0kBK+WBzKiAnxfP5WE+6ZdIprh6Xw3Yc1B6lV4ag8VmasjZs1klJukVK2k1K2llLOshxbbgn0kFI+LqVsIKXsbtlqDPTgwjbjDgZipJRnpZTFaFWQV9lL3MPLRJuu+fzzq1ftJ1dBxD8eNGlViE4vcfc04RdYQkFeWfLkZOkpyLc9uVp3yqfrVTnM+uQEPa/J4YmXEvBvVEJWmvbjnJFisKrDf2WEkORk6jGbBfm5egxGSfjfnrTtqjmNtl1yOXOy7gtxnxs8AZCXoyM/p/6LkPs0KGbmskiWzGzBmbiy/ugH9/rQrovtdgshmbbkJL9v82XPVi1Y9PAuC4q698/h1In6L0Z+cI8XfQZmAdBnkFZ7XBPFuWVNyhnHDLj4mck+aSD8fS9+eaIB+Wd17HlWszf1XyOHF3tx1aIMDOW66De8opgBq9LpOz+TklyBf7eqS7NV5a/23fMY+XQSsz45gX9QCTOWxdY7Dc5Hah7Z2k1Rnnr5wmMHPAhtWURQ00IMRjMD7shgb7kmuoenJLJ6XjAGI+j0WtpLM7i51689/eEpCayeH4LBKMt0JbjVoauEIzUBHpqcwOq3GlfUNVPad6w6HJe2kmfnxBAX5c6XK8+vUXrouXhWvxWKwSDR6Wy1t7Ccvens3e5TZu/UxHLpi9X22jMdMi3dlM6edmHv9/70vyOFhOgyZ/fn9gaEtq5YMfHjhob0HJiBl5+JwnwdOp3W1aWoDr/BjspjZTiHL7yQ8+zFAX2FEB5oTReDgD/rIjRx3inCeudidJG065bHK4+1pP9tGezZ6ouUdet8mZtlYNNHDZm34TgGo2Tl7FCuH5rOoLvSkGYoLhIsmmbbAAKAdYuDWbdY+3/SwpNsXRvAmThXpi4+yY33pOLqJlk52/bq5L9/9WHAHeks+CICo4vkm1WN2LvDl679spn72TGEDhZNb26z7jmaty9gzCsJmE1ap9nl/6t5QEJVTHgjhrCeORhdzLTtkktKogsBQUWMnqkN29/1VSDbPm/IhvdCeG5eNLfen0x2hoG5z1nX9Hz1LZn0GZSNX2AJA4elExvhRlykGzfdm0Zhvo7MNEOdmp8r569XR7XgyhuyWPBVFLnZOuZNqDkfZJ0w8NfLPhg8pKWWLgu/DmUB/ZabAum3UKvF2z9Tc8y/PaXVSHebloV/pxL+nedF2mEjOj10fS4bfTXjLKrKX0f2lxV4Ptp91ObBP9aiplSpM/XyhWaT4N0XQpm9NhqdHrav9+fkce3Hs9+QTI7960GapXYn/C9Plu86Rky4G9FHa+93O31JDF37ZePrX8In+w+xZkEI29YH0u+mDI7960lakkuZ7s6jxIS7Ex1ec3cbR2gCTH8nmq79svFpUMKafQf55K3GbPsskH43ZnD8X49yul4s236EmHAPYmrRdVTaduqdw+BhqcREuPPud4cBWDWvCft/8qPfDekcP+hFWrLF3n+8WPb9IWIirLR3ZhPNXp1k+2f+nDyu2dLvpgyOHShvrwfLd0Zo6VuLvfZMh3mj25GdbkBvkDwxKwYvPxNLp7QiIdodISQNmxTx5BvRpecX5uv4aUMgL62NAOD/Rp9h3hPtMLiYefbdqCrtdVQesxZn8IVCXsBIUwjxCnAPUAL8Azwupay2PtlH+MsrxSD7G6Krfy1VlTigN7zQO8ZWWWJ7baI1CNf616RVhSysXxPUheTucOvnyLKFz8Ps18fkHPvMO8mSaTaXkHy8Q2WfHuOsPn/XrzP/sqap4b/CZe8LHYDQ2XcU5TmczhcW1X3gXc3C9o8Fvojfa3dNgLuaXW13zX2m7Ze1L7ygK2hIKf8H/O9C3lOhUDgACUKNsq0zyhcqFJcJTuIL1QoaCoWibtixn4oQ4kMhRLIQ4nC5Y/5CiB1CiEjL3wblPnveskj4MSHETeWO9xJCHLJ8tliImqZiVSgUCjvgBH32VLCnUCjqhn1HoK0ChlQ6Nh3YJaVsC+yy7COECEObe6qT5ZqllsXDAZahTVfS1rJV1lQoFAr74gQzE6hgT6FQ1AkhpdVbbUgpfwEqr+93B/Cx5f+PgaHljq+XUhZKKWOAKKCPECIE8JFS7pFaZ+TV5a5RKBQKh2BPX+goLmifPYVCcRnheMcVJKU8o91KnhFCnJs8MBQo3/P73ELhxZb/Kx9XKBQKx+EE00upYE+hUNiOxNZl0AKFEOWnF3m/igXAraW6hcKtXkBcoVAo7ILtvvCi8N8M9sy1L3dVJxzQF1yaHfNbJYzVTNxWTxw2LYCD0HnYb66lc3xxTSe7awJc8U+y3TUPj6xb/hLY3CSRUofpBpKEECGWWr0Q4FwCVLdQeLzl/8rHLw8cMdbEqXyhY3odqSlSNHSeNU8WXxfu7nW73TUBXog6b3XBevPk7XVbbakOvvCioPrsKRSKuuH4EWjfAA9b/n8Y2FTu+L1CCFchREu0gRh/WJp8s4UQfS2jcB8qd41CoVA4BicYjfvfrNlTKBT1QwIm+zkuIcQ6YABac2882hx0bwKfCyFGoa06MQLAsij458BRtEmJx0spz1VRjUUb2esOfG/ZFAqFwjHY2Rc6ChXsKRSKOmHPpgsp5chqPqpy2QjL4uCzqjj+J9DZboYpFApFLThDM64K9hQKRd1wAgenUCgUDscJfKEK9hQKRR24uP1PFAqF4tLAOXyhCvYUCoXtSJzCwSkUCoVDcRJf6HTBXuvOeYyfdRqzSWAqESyc3IRGocVMX3qS+BPaEPr3X2lM1CHbptSYtfYEbbrk8/WKhqxbFISXbwkzlp/E6CLRGyTvTG9CTLi7zfZ6eJmY9ekJiosEbu6SD98M4cBuL8a9dprWnfLJzdYzb0IzsjNsfxRtuuTx2PTTGIySY/96sHKWNuvEjfekMOHNOG5t2dMqnVmrj9G6cx6bPgpi3TuNCWlWwIylJ2jSqoCZD7XjyJ/eALTtksu4V09SXKSjIF/HG+Nbk5+rr0W9ujTwZvDwNAaPSEOng+8/DeDHrxvUqlXtd6j0/Gzl9Y+O0qZTLl+vCmH90iYM+L+z3HyvNtOHX0AxcVHuzHqqPaEt8nlmVjQAUUc8+WB2c6qe3k3D3bOE15YdoKRYh6ubiVWLW9MgoIghdyVYtIs4Fe3JrOe60G/gWR5+5gTBoQUMvWLAeVp/XqnDy9IbLeA2iXdvyYmpOgpiod1SM949tM9KMiF6pg5TDni0lzSbJhECjo3RIYu1c3IOQ9gn9Zwcygnmlrpc6T0gizGvnkavk3y/LoDP3w1i1IwEel+fRfRRd+ZNaA7AoLvS8PYz8fXKhtbrvpZg0fXn8yVBjHohgd7XZxN9xJ15E5rZrPvcgjiuHJxFRoqBJwd1ALCLrc/NP8mVgzM13cFhFt3T9L4+k+gjHsyb2MKim2rRbVSDmkZgSCFTFkTToGEx0izYsq4hm1YF89i0U1wxIIMTRz2YP6m1pntnCl6+JWxaFWydvQ5KB0c8M6OLmXlrD2N0MaM3SHZvDeCTxc14bEosva/N4ES4JwumtgVg4B3JePuVsOnjxrXqenoVM+F/R2neOgcpBW+/Eka/AWfpfXUK0ce9WfCi5uAG3pqAt08Jm9Y1q1Zr38qGHPjcHyGgYbsC/m9eHAZXyf6PA/lzdSA6g6TN9VkMmn6GU396svXFJuhdJEMXxeLfooiCLD1fPd2ce1dF13+mICfwhRd06hUhxAQhxGEhxBEhxMS6aKQlGXnhvlZMHtaGjcsb8uDkJAD+2OXD1OFtmDq8jc2BHsDCSU1Z8VpZZh04LIMj+z2ZclcbVr0ZwsgJSXUxl/xcHZOGtWXqiLbMHtecx55PoPeAbFzdzUwa1pZfvvVjxFjb508zGM2Mev40r41uxdS725UGekZXM/1vzuBsgvXz6C2c2pKVs8umLUtLNvL8/e3ZvaVi8HX3uDN8+GYTpt7TgeMHPBl4Z6pV+lWlQfN2+fS4Jpvp97Rm6og29Qr04PznZytvP9+aFW82L93/6duGTLu/E9Pu78TBfT7s/j4AgMemneSjec2Ydn8nXF3N9Lg6s0bdgjw9Ux/tyfRRPZkztTOPTjjBT1uCmT5KO3ZwfwN+3a79CB3+y4+n776ClKSq5/1yaQQdVprpsNJMwzslxkBov9xMg8EVS5VnVgn8b5J0/MiMOR+yfteOt1+uXdt6jhm3JuDRtq6ppeEMSwRdqtTHF+p0kvGz4pn5QCueuL4D1w9Np1VYPmG9cxl7Qwd0OmjRIR8XNzM33J3Gtx8HWq87+zQz72/JEwPac/0dGRbdPMYObo9OL8vpplutu/1zf164v1Xpvoe3qd62Amzf4M8LD7SpqNsrh7E3hFW0dUQa335sXeBkLhF8MKsZo2/oysRhYfzfQ0m07JhHWK9sxt7cRbO3fR4urmYG35XC5k9qDyAdmQ6OembFRYLpD3Vi/O3dGX97N3pdm0GXPpl07JHNuP/rjl4vadEuFxdXEzcMO8vmT60LeJ+ceoy/fg/gyWFX89Q9fUk760rHbhmMv6cfOp2kRZtsXFxNDP6/M2ze0KRanaxEI/s/DuSxTccZvfUY0gxHvm1A7B4vju/w5Yktx3hy2zH6Pn4WgH0rGnLX0hgGTE7g70+1NNj9ThBXjUuyy5SQzuALL1iwJ4ToDDwB9AG6AbcJIWz+uUk/ayytTSopFqVzgvYekM2Cr6IY93o8Lm62h9kpZyoGR3GRrnh6aTrefiVkpNStElRKgdmk5SYPbxMx4e507ZfDvp0+AOzd4UOXvjk263bslUt+no7pS2KY89lxOvfRNIY+lsx3axoipfU5OCWx4ncvLNCTk3n+9z153B1PHy3BvXxLyEi1Lk2qSoP+t2ZSkKfjjXUneGlFDIEh9ZuAtPLzs/n6xKoDLL3BTO9rM9izUwtGm7Qs4PghLwCOHfSia9+sGnW17669Zh5eJcQc96qo3T+VvT9qzic700hxUfU1pcUpEDFKR+RzOgpPg94dDL7nn5f9p8DvWs2p+F0nyf6rYl5I/V7gP8QOTscJ5pa6FKmvL2zfI4+EWFcS41wpKdbx06YG9L0xE4NRW2ndxc2MqVgwYkwym1Y2xFRinS/QdF3K6frR98ascroSU4lgxNhkNn0YaLXu4X1eZGeU5Wtppt62arre5+u6VNZNYtOH1uumnXUh6og2uXB+rp5TUe40alxYaq+rm5mSYsHw0WfY9HEQphLrf0IdkQ6OemYgKMjTbDUYJAaD9g6XT9+SEsHwJxLYtDrEqnRw9yyhc890tn2lrWBYUqIjO9OI0WjWNF3NlJTouOvhWL5Z37RWTbNJUFKgw1wCxfk6vIOK+fvTAK4ak4TBVbPXM7AEAJ1RUlygo7hAh84gST/pQnaSkeZX5lqZHrXgBL7wQtbsdQT2SinzpJQlwM/AnXUVc3U38ci0RDYsbUTkQXcevboDk+5sQ162nuFjztbb2MiDHnTolct7Pxxj7GsJfLHc+hJcZQKCi1jwVSRvrI3m962+ePuZyMnUXqScTD3efrbPYh8QVEyrjvnMebolcye0YOLck3j5ltDlyhz27aoiArADv33fgLEvx7F8+2Hadctlz3bra+Mqp0FAcDE+/iU8P7I129b788SLl+ZCB72vy+Dwfh+KCrXnFXPMg97XZgCSXtdm4O1bUqtGQKNC5q36i9ffO8CeH8pqGHr3T+XwX36l2rXRdYtWM9douJmYV6p/dU1ZoNda3tF7a8265UndIvC/uZ5ORwJmaf2mKE+9fGFAcDFnE4yl+ylnjDQILGH3Fl+Wbj9G0ikXcrP1tOuex57t1vsCTbes0JRyxkiDhsWa7o7jJMW5kJulp133fPZsq7uPyc/V19vW6nX9WLotgqQ4V023Wy57tvvVSS8otJDWYXkc2ufD7q3+vPvdERLjXcmz6O7dUb/WCHukgyOfmU4nWfLNAdbt3c8/v/ly6A9fftsWwJJv/iXxlCu52Qbadclh7y5/q/RCQvPJTHfh2VeO8M66vUx46Qhms+C3XUG8s34vSQlu5OYYaBeWxd6fav699Qkupu/jybzTP4xFfTvj6m2i1TXZpMa4Ebffi4/ubMuae9uQ8K/W9eqqsclseaEp+z9qSO+HUvhpQQjXPXvGpvSoFifxhReyz95hYJYQIgDIB24B/qx8khBiNDAawI2qm2P1BskLy0+yfkkj4iLdKnz2w5cNeGxG/R/i3eOS2f2dH1++35COvXIZPzuelx5qVfuFVZCa6MKkO9sS1KSQuRuj+HlTg9IaMk8fE9mZ1v3Ylyc7w8DRvzzJy9GTl6MnM83A6BdP8/ky2/urWcvTs2N57ck2RB325J5xCQx7PJGN74VYdW3lNPjp6wYcP+ABCP78yYdRdnhmjmDgHSls/azM8ax4ozljX4ph6CNnSDjpRlqysYarNVKTXZnySC8aNc5nzsp/+OMXrSZv4K1JbP3C+qZno+W3xfcqOPlG9efpfcCUDQbLX305H58fDTpXcKu+hcRKVI1dPaiXL6yq2UlK2LAsiA2W93/ivDhWzwtmyMhUel2XTXS4G+sW1dzUVq3u0kZsWKq9AxPnn2L1vCCG3JdKr2uziQ53r1Mf2fraWr1uMBuWBVt0T7J6fmOGjEyh17VZmq2LrfNXbh4mZi6L5L3XmpGXo2fjeyGlvm7imzGseSuUIfck0/OaLGIi3Fm3JLSO9l66z8xsFjx1e3c8vUt4cWkEzdvmsvGDUDZ+oH3XCbOiWLOoKTeNSKJn/wxijnmwfmnTavX0BjNtOmSzfE4Hjh325ckpEdz9WAxrlrZh48ctNM2XjrBmWWtuujOenn3TiIn0Yv2K83938zP1HN/py/ifj+LmY+LLp1py6OsGSBMUZOl55MtIEg568OXTLRj/czjBYfk8+mUkAHF/eOLVqBgpBV8+3Ry9QTJoRn0qG5zDF16wmj0pZTgwB9gBbAX+RZv9vvJ570spe0spexs5v2lNCMm0JSf5fZsve7Zqv2Ie3mU1Y93753DqhB3WOhSQlaYFYRkphjrVvoHW0fUceTl68nP0HNzrRZ+B2QD0GZjNoT1e1V1eLRH/eNCkVSE6vcTd04RfYAm+AcWMfDqJWZ9E4d+omBlLo+tkc3UIAZlpWvkgI9VoVa0WVJMGe7xo101bi7Bt1zwSTjpmrd764OFVQtvOORz4vSxaSkl05bVxHZjxcEfcPEz8ti2gRg2Dsfx3N5BvaRpx9yyhTVgWB/ZZVzsgpeTcGhF5x8HgV/253r0kmbu1X4HM3QKfXmWOKHWzIOAWOzkmJ2i6uBSpry9MOWOkYePi0v3AkGJSk8oKHa07ae9VfLQrg4enMWtMC1q0L6Bxy8Ia7dJ0y7pTBIYUk5pYTrezRfeEK4OHp2u6HWrXrYm62mqT7l1pzBrbyqJbUOu1eoOZF5dF8uOmAH7bVrHWqnWY1uwXH+PGoGGpzH6qDc3b5dO4Re26Vtt7iT2z3GwDB/f5Wlo0LLphWreh+Bh3Bt15ljcmtKdF2zwaN8+v3tYkN1KSXTl2WPOnu3cG0bpDdunnrdprXWJOn/Rk0G1neGNaV5q3yaFxs/ObWmN/88KvSRGeASb0Rmh/Uwbxf3niHVxMh5syEQJCu+UhdJCXVq7pXMLuJUH0fzqJXxcHce3ERDoPTWe/DX1Fq8QJfOEFHY0rpVwJrAQQQsxGW7jcJq6+JZM+g7LxCyxh4LB0YiPciIt046Z70yjM15GZZuCt56ovXVTHxHmnCOudi9FF0q5bHu8834Spi+O48d40XN0kK2dZVyKsTPP2BYx5+TRms0BvkCx/OZR/f/PiysFZLPgyktwcfeloKVvIzTKw6aOGzNtwHINRsnJ2KL9v9Sv9/KPdR5g9zrqayAlvxhDWKweji6Rtl1zmP9eKF9+LolnbfJq3y+ePH/34ZGEoH77ZhBnvnqC4UIdZwtwJ1ulXlQYHdnvR+/ps5m6IRKeDRVNtf2blqfz8XnmspU3XPzPrBGE9szG6mGnbJYfXxnag/5A0ft/hX6H/44D/O8uQe5KREn74uiEnI2seDNSiTQ6jp0ZiMgkMBsl7c7WuWf1vSGbPDxX7VnbqmcF9Y2Lwb1jIrPf/4bvPQvl9l6VWsaSEo/fp0HlqQXeLmWZMORA1SUd+NOSfEPj1l4SOk4Q8IomeqSN5g8CjrcSnnyYhJaTtFIStttPQMRXE1Zn6+MJjBzwIbVlIUNNCUhONDLgjnTfHlw0uenhqIm9PbYrBKNFZfuekGdzca37umm5ROd2MirpTzumCTi+t1q2Jutpaq+6UBN6e1syia7FVglut/bklz86JIS7KnS9Xnu/zH3ounkUzWmIwSHS6sjRwra+9l9gz8/UvpqRYkJttwMXVRI+rMtjwQVnt5YMTT7F4ZusK6WCWosZ0SE915WyiG6HNczl90pPufdKIi/Ys/fyhcSdY/HpHDAZzubQVuFbxzHwaF3P6gAfF+QKDmyT2d29CuuTRqEM+sXu8aN43h9RoV0zFAg//soqag1/40+b6LNx9TRQX6BAChA5K8utZ7+UEvlDIC2ikEKKRlDJZCNEM2A70k1KmV3e+j/CXV4oqV0u6NLHHsJ7zNB1T+Sr0tjcdW4MsKa79pDoJOyaf6jxsH7ldG8LD9il6rKHnTttHbdfGRyN/5MyRdJszrq9rsLwq9AGrz98as+AvKWVvW+9zuVInX6gbXLp/xcAsxrxyGp1Osv0zf9Yt1pr7+t2UQauwAj5dqO0/8eJpel2XTUy4O3Oebn6+cKX3qlRXD9vX+7Nusdbc129IJq3C8vn0LYvuSwkWXTfmPFWFbjlfOP3dWLr2y8HXv4T0FCNr5gezbX2A7bZW8oXTl8TQtV92me6CELatD7To5vPpQi1Ye2JmPL0GZFl0zy8ECmNZnUen3tks2BBOTIQ7ZrP2HVbNa8L+n/zod0M6rTrm8eliLeh5fEYcva7JJCbCg7nPtj4/aYsqDjqzWzo46JnpPMsCrxbtc5k8NwqdTiJ0kl+/D2TtEq1A3m9wKi075JXuPz4tlp7XZBB7zIO5k9pVTFsvzwr7rdplM+F/RzAYJImn3Vn4v07kZBvpNyCZlu2yWfu+lo6jnj1Or36pxER6Me+FLufZOn3Pdn5eGEz4d37oDJKgsHxufeMUQsDmaU1JCndHZ5QMfj6BFldptZDF+YLPRrVi5Mcn0Bu15tytL1mmY3n7JDMmRnHsYMFl6wsvdLD3KxAAFAPPSSl31XS+CvZQwV6psAr2Lq1gL0he1fh+q8/fGrtQBXvlqJMvLBfs2Q1H+X9n8oVGxzRwVQ727CfsIF/o6Vn7STZSOdizF9P3bLe75pO3n6pjsOccvvBCN+NecyHvp1AoHIgTNF1cqihfqFBcRjiBL3S6FTQUCsUlwLnpBhQKheK/jJP4QhXsKRSKuuEEpVmFQqFwOE7gC1Wwp1Ao6oYTODiFQqFwOE7gC1Wwp1Ao6oCaP0+hUCicxReqYE+hUNiOBMx2mq9PoVAonBUn8YWXdLCXTXrKTrnxpBWnBgIpDjDBNl3rg/uLb6/1C4JcfFsdqWv9OtjW6zpCE9jWzSG6VUzkZSVOUJq9XMgmPWWneYM1vhAc824pX2ir7sXVtF03xwG61mvapLvN+jnzlS+0cEkHe1LKhrWfBUKIPx0xb43SdS5bnU3XmWytEidwcJcL1vpCUHnV2XSdyVZn01W+sIxLOthTKBSXKtIpphtQKBQKx+IcvlAFewqFwnYkSHnp91NRKBQKh+IkvvByCfbeV7oO03UmW51N15lsPR8nKM3+R1F51bl0nclWZ9NVvtDCBV0bV6FQXB74GhrKft53WH3+toyVam1chUJx2eEsvvByqdlTKBQXEimdYroBhUKhcChO4gtVsKdQKOqGahVQKBQKp/CFuottQH0RQgwRQhwTQkQJIabbSfNDIUSyEOKwPfTK6TYVQvwohAgXQhwRQkywg6abEOIPIcS/Fs1X7GFrOX29EOIfIcRmO2rGCiEOCSEOCCH+tKOunxBioxAiwpLG/eqp195i47ktSwgx0U62Pmt5XoeFEOuEEG520p1g0TxiL1urQ5rNVm8Kx6N8ofKF5XSVL1S+sAJOHewJIfTAu8DNQBgwUggRZgfpVcAQO+hUpgSYJKXsCPQFxtvB3kJgoJSyG9AdGCKE6FtPzfJMAMLtqHeO66WU3e3cd2ERsFVK2QHoRj3tllIes9jYHegF5AFf1ddIIUQo8AzQW0rZGdAD99pBtzPwBNAH7fvfJoRoW1/dqrEsEWTtpnAoyhcCyheWR/lC5Qsr4NTBHtqDjJJSRkspi4D1gPU9JatBSvkLkFZfnSp0z0gp/7b8n432AobWU1NKKc/NU260bHbJUUKIJsCtwAp76DkSIYQPcC2wEkBKWSSlzLDjLQYBJ6SU1q5iUBsGwF0IYQA8gAQ7aHYE9kop86SUJcDPwJ120D0fiTYCzdpN4WiUL1S+EFC+0ILyhZVw9mAvFDhVbj+eejqMC4UQogXQA9hnBy29EOIAkAzskFLWW9PC28BUwN51zxLYLoT4Swgx2k6arYCzwEeWppYVQghPO2mDVtpcZw8hKeVpYD4QB5wBMqWU2+0gfRi4VggRIITwAG4BmtpBt2qk2fpN4WiUL0T5QgvKFypfeB7OHuyJKo5d8tUIQggv4AtgopQyq756UkqTpXq9CdDHUoVdL4QQtwHJUsq/6qtVBVdLKXuiNTmNF0JcawdNA9ATWCal7IG2Qq29+i25ALcDG+yk1wCt1qUl0BjwFEI8UF9dKWU4MAfYAWwF/kVrLrM7EpBmafVmDY7oc/YfQvlClC+0oHzhZe4LhcZiy+cHhRA9a9N09mAvnorRehPsUwXsMIQQRjTn9qmU8kt7aluq6n/CPn1srgZuF0LEojUJDRRCfGIHXaSUCZa/yWj9PvrYQTYeiC9Xkt+I5vDswc3A31LKJDvpDQZipJRnpZTFwJfAVfYQllKulFL2lFJei9b8FmkP3SpuZNfSrAP7nP1XUL6wHMoXKl94mfvCm4G2lm00sKw2XWcP9vYDbYUQLS0ljnuBby6yTdUihBBo/SjCpZRv2UmzoRDCz/K/O9rLE1FfXSnl81LKJlLKFmjp+oOUst4lLiGEpxDC+9z/wI1oVe71QkqZCJwSQrS3HBoEHK2vroWR2KnZwkIc0FcI4WHJE4OwU8dvIUQjy99mwDDsa3cFpMlk9WYFDulz9h9C+ULlCwHlC89xmfvCO4DVln6qewE/IURITaJOPc+elLJECPEUsA1tFM+HUsoj9dUVQqwDBgCBQoh44H9SypX11UUrIT4IHLL0KwGYIaXcUg/NEOBjS2lAB3wupbTb1AAOIAj4SnuvMQBrpZRb7aT9NPCp5ccuGni0voKW/h43AE/WV+scUsp9QoiNwN9oTQv/YL9lfb4QQgQAxcB4KWW6nXQrkE36tp1yY6ANl7iJilNLvC+lLP+dq+pzdmV9bPwvoXwhoHxheZQvvLx9YXV9dM9Ud1O1XJpCobjoCCFGADdJKR+37D8I9JFSPn1xLVMoFIoLhzW+UAjxHfCGlHK3ZX8XMLWmfqXO3oyrUCguD5yuz5lCoVA4AGt8oc3+UgV7CoXiUsCp+pwpFAqFg7DGF34DPGQZldsXbcqaaptwwcn77CkUissDR/U5UygUCmeiOl8ohBhj+Xw5sAVt7sAotNVMau2TqfrsKRQKhUKhUFzGqGZchUKhUCgUissYFez9hxBCDBdCyHL7jwghcmq6xoG2bBZCrKrh8wFCCCmEsHpIuxDiJyHEknra1cJyX3suSq5QKC4hlC+0SkP5wssIFexdZIQQqywvlBRCFAshooUQ84V91zKsjs/Q1lG0CiFErBBisgPtUSgU/1GUL1QoHIcaoHFpsBNtglEjcA2wAvAExlY+UQhhAEzSDp0tpZT5QH59dRQKhcJOKF+oUDgAVbN3aVAopUyUUp6SUq4FPgWGAgghXhZCHLY0M5wACtEWi/YVQrwvhEgWQmQLIX6uXN0uhHhICHFSCJEnhNiMNmN7+c/Pa7oQQtwqhNgnhMgXQqQKIb4VQrgJIX4CmgPzzpW+y11zleX+eUKI00KIZUIIn3Kfe1hK7TlCiCQhxAxbE0gIESCEWCeEiLfYdkQIUdUIJIMQYpEQIt2yzRNC6MrpuAgh5lh0coUQ+4UQN9lqj0KhcAjKF9aC8oWKuqCCvUuTfLSS7TlaAvcBI4BuaE7uO7TlUW4DegC/AD8Iy/p4QogrgVVoS890B74FXq3ppkKIIcAmYAfQC7ge+BktnwxDm8jxVbRlic7dpwuwHW3en26W87oDH5aTno+2zM5daGsf9gCutTo1NNzQltS5DegELALeE0IMqnTe/RZ7+6Et6zMamFju84+A69DSswvwMfCtEKKbjfYoFArHo3zh+ShfqLAdKaXaLuKG5oQ2l9vvA6QAn1n2X0Zb2y+o3DkDgRzAvZLWAbQlUwDWAjsqfb5Ce+Sl+48AOeX2fwPW12BrLDC50rHVwMpKx7oDEmgEeKE55PvLfe4FZACrarjXAItGYA3nrAdWlNv/CTiOZUohy7GZQLzl/9aAGWhWSedrYKnl/xaW+/a+2HlDbWr7L23KF1Z7L+UL1VbvTfXZuzQYYmlCMKCVYjehLWR9jngpZVK5/V6AB3BWaIton8MN7SUG6IhWgi3PHmBUDXb0QHO4ttALaCOEuKfcsXNGtUab8NHFcm8ApJQ5QohDttxEaIubTwfuQSvFu1p0f6p06l5p8VQW9gCvWZpSelpsO1op3VyBH2yxR6FQOATlC2tB+UJFXVDB3qXBL2hV7MVAgpSyuNLnuZX2dUASWgfmymRZ/ooqPnMEOrRS8sIqPjsNtLfTfSYDk4AJwCG00vxstBKztejQSqpXoKV1eVTnbIXi4qN8Ye0oX6iwGRXsXRrkSSmjbDj/b7QOxmYpZXQ15xwF+lY6Vnm/Mv+g9SP5oJrPi9CWb6lsS6fq7BdCRKE5k75AtOWYJ9AZOFGLPeXpD3wrpVxj0RBAO7QmkPJcKYQQ5Uq0fdF+NLKEEP+gOf5gKeWPNtxboVBcGJQvrB3lCxU2owZoOCc70fqUbBJC3Cy0BZP7CSFeEUKcK+EuBgYLIZ4XQrQVQjwB3FmL7ixghBDidSFEmBCikxDiWSGEh+XzWOAaIUSoKJvgcw7QRwixXAjRQwjRRghxmxDiPdCaKYCVwBwhxA1CiE5oHZYrO8raOA4MEkL0F0J0AJagddauTGPgbSFEeyHEcGAKlpK2lPI42ui+VUKbVLWVEKK3EGKyEGKYjfYoFIqLj/KFyhcqrEAFe06IpaR2C1rfig+AY8DnaM0ECZZz9qL1SRkLHEQbGfZyLbpb0JzgzWgl25/RRqGZLae8BDRFK4WetVxzEG00WQvL+f8Cb6A1rZxjMvAj8JXl72G05hpbeB34A/jecm0umrOqzKdoznMfWtqspGKzyqNoo9DmAhHAZov9J220R6FQXGSUL1S+UGEdomL/TYVCoVAoFArF5YSq2VMoFAqFQqG4jFHBnkKhUCgUCsVljAr2FAqFQqFQKC5jVLCnUCgUCoVCcRmjgj2FQqFQKBSKyxgV7CkUCoVCoVBcxqhgT6FQKBQKheIyRgV7CoVCoVAoFJcx/w95/CxptYRPkAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 3–9\n", "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n", @@ -1094,7 +1791,20 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 3–10\n", "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n", @@ -1129,7 +1839,20 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 3–11\n", "size = 5\n", @@ -1179,7 +1902,18 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsClassifier()" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "from sklearn.neighbors import KNeighborsClassifier\n", @@ -1196,7 +1930,18 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False, True]])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn_clf.predict([some_digit])" ] @@ -1212,7 +1957,18 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.976410265560605" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train_knn_pred = cross_val_predict(knn_clf, X_train, y_multilabel, cv=3)\n", "f1_score(y_multilabel, y_train_knn_pred, average=\"macro\")" @@ -1222,7 +1978,18 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9778357403921755" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that we get a negligible performance improvement when we\n", "# set average=\"weighted\" because the classes are already pretty\n", @@ -1234,7 +2001,18 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "ClassifierChain(base_estimator=SVC(), cv=3, random_state=42)" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.multioutput import ClassifierChain\n", "\n", @@ -1246,7 +2024,18 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 1.]])" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "chain_clf.predict([some_digit])" ] @@ -1277,7 +2066,20 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 3–12\n", "plt.subplot(121); plot_digit(X_test_mod[0])\n", @@ -1290,7 +2092,20 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "knn_clf = KNeighborsClassifier()\n", "knn_clf.fit(X_train_mod, y_train_mod)\n", @@ -1332,7 +2147,18 @@ "cell_type": "code", "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9688" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn_clf = KNeighborsClassifier()\n", "knn_clf.fit(X_train, y_train)\n", @@ -1358,7 +2184,20 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=5, estimator=KNeighborsClassifier(),\n", + " param_grid=[{'n_neighbors': [3, 4, 5, 6],\n", + " 'weights': ['uniform', 'distance']}])" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "\n", @@ -1373,7 +2212,18 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'n_neighbors': 4, 'weights': 'distance'}" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_params_" ] @@ -1382,7 +2232,18 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9441999999999998" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_score_" ] @@ -1398,7 +2259,18 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9714" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_estimator_.fit(X_train, y_train)\n", "tuned_accuracy = grid_search.score(X_test, y_test)\n", @@ -1465,7 +2337,20 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "image = X_train[1000] # some random digit to demo\n", "shifted_image_down = shift_image(image, 0, 5)\n", @@ -1550,7 +2435,18 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsClassifier(n_neighbors=4, weights='distance')" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn_clf.fit(X_train_augmented, y_train_augmented)" ] @@ -1584,7 +2480,15 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "error_rate_change = -17%\n" + ] + } + ], "source": [ "error_rate_change = (1 - augmented_accuracy) / (1 - tuned_accuracy) - 1\n", "print(f\"error_rate_change = {error_rate_change:.0%}\")" @@ -1669,7 +2573,150 @@ "cell_type": "code", "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data.head()" ] @@ -1726,7 +2773,32 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 891 entries, 1 to 891\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Survived 891 non-null int64 \n", + " 1 Pclass 891 non-null int64 \n", + " 2 Name 891 non-null object \n", + " 3 Sex 891 non-null object \n", + " 4 Age 714 non-null float64\n", + " 5 SibSp 891 non-null int64 \n", + " 6 Parch 891 non-null int64 \n", + " 7 Ticket 891 non-null object \n", + " 8 Fare 891 non-null float64\n", + " 9 Cabin 204 non-null object \n", + " 10 Embarked 889 non-null object \n", + "dtypes: float64(2), int64(4), object(5)\n", + "memory usage: 83.5+ KB\n" + ] + } + ], "source": [ "train_data.info()" ] @@ -1735,7 +2807,18 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "27.0" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[train_data[\"Sex\"]==\"female\"][\"Age\"].median()" ] @@ -1765,7 +2848,130 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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SurvivedPclassAgeSibSpParchFare
count891.000000891.000000714.000000891.000000891.000000891.000000
mean0.3838382.30864229.6991130.5230080.38159432.204208
std0.4865920.83607114.5265071.1027430.80605749.693429
min0.0000001.0000000.4167000.0000000.0000000.000000
25%0.0000002.00000020.1250000.0000000.0000007.910400
50%0.0000003.00000028.0000000.0000000.00000014.454200
75%1.0000003.00000038.0000001.0000000.00000031.000000
max1.0000003.00000080.0000008.0000006.000000512.329200
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" + ], + "text/plain": [ + " Survived Pclass Age SibSp Parch Fare\n", + "count 891.000000 891.000000 714.000000 891.000000 891.000000 891.000000\n", + "mean 0.383838 2.308642 29.699113 0.523008 0.381594 32.204208\n", + "std 0.486592 0.836071 14.526507 1.102743 0.806057 49.693429\n", + "min 0.000000 1.000000 0.416700 0.000000 0.000000 0.000000\n", + "25% 0.000000 2.000000 20.125000 0.000000 0.000000 7.910400\n", + "50% 0.000000 3.000000 28.000000 0.000000 0.000000 14.454200\n", + "75% 1.000000 3.000000 38.000000 1.000000 0.000000 31.000000\n", + "max 1.000000 3.000000 80.000000 8.000000 6.000000 512.329200" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data.describe()" ] @@ -1790,7 +2996,20 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 549\n", + "1 342\n", + "Name: Survived, dtype: int64" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[\"Survived\"].value_counts()" ] @@ -1806,7 +3025,21 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3 491\n", + "1 216\n", + "2 184\n", + "Name: Pclass, dtype: int64" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[\"Pclass\"].value_counts()" ] @@ -1815,7 +3048,20 @@ "cell_type": "code", "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "male 577\n", + "female 314\n", + "Name: Sex, dtype: int64" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[\"Sex\"].value_counts()" ] @@ -1824,7 +3070,21 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "S 644\n", + "C 168\n", + "Q 77\n", + "Name: Embarked, dtype: int64" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[\"Embarked\"].value_counts()" ] @@ -1922,7 +3182,30 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.56573582, 0.43279337, -0.47367361, ..., 0. ,\n", + " 0. , 1. ],\n", + " [ 0.6638609 , 0.43279337, -0.47367361, ..., 1. ,\n", + " 0. , 0. ],\n", + " [-0.25833664, -0.4745452 , -0.47367361, ..., 0. ,\n", + " 0. , 1. ],\n", + " ...,\n", + " [-0.10463705, 0.43279337, 2.00893337, ..., 0. ,\n", + " 0. , 1. ],\n", + " [-0.25833664, -0.4745452 , -0.47367361, ..., 1. ,\n", + " 0. , 0. ],\n", + " [ 0.20276213, -0.4745452 , -0.47367361, ..., 0. ,\n", + " 1. , 0. ]])" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train = preprocess_pipeline.fit_transform(train_data)\n", "X_train" @@ -1955,7 +3238,18 @@ "cell_type": "code", "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestClassifier(random_state=42)" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "forest_clf = RandomForestClassifier(n_estimators=100, random_state=42)\n", "forest_clf.fit(X_train, y_train)" @@ -1989,7 +3283,18 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8137578027465668" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "forest_scores = cross_val_score(forest_clf, X_train, y_train, cv=10)\n", "forest_scores.mean()" @@ -2013,7 +3318,18 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8249313358302123" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import SVC\n", "\n", @@ -2040,7 +3356,20 @@ "cell_type": "code", "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0.00.576923
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Survived
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" + ], + "text/plain": [ + " Survived\n", + "RelativesOnboard \n", + "0 0.303538\n", + "1 0.552795\n", + "2 0.578431\n", + "3 0.724138\n", + "4 0.200000\n", + "5 0.136364\n", + "6 0.333333\n", + "7 0.000000\n", + "10 0.000000" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data[\"RelativesOnboard\"] = train_data[\"SibSp\"] + train_data[\"Parch\"]\n", "train_data[[\"RelativesOnboard\", \"Survived\"]].groupby(\n", @@ -2171,7 +3661,18 @@ "cell_type": "code", "execution_count": 130, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2500" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(ham_filenames)" ] @@ -2180,7 +3681,18 @@ "cell_type": "code", "execution_count": 131, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "500" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(spam_filenames)" ] @@ -2227,7 +3739,37 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Martin A posted:\n", + "Tassos Papadopoulos, the Greek sculptor behind the plan, judged that the\n", + " limestone of Mount Kerdylio, 70 miles east of Salonika and not far from the\n", + " Mount Athos monastic community, was ideal for the patriotic sculpture. \n", + " \n", + " As well as Alexander's granite features, 240 ft high and 170 ft wide, a\n", + " museum, a restored amphitheatre and car park for admiring crowds are\n", + "planned\n", + "---------------------\n", + "So is this mountain limestone or granite?\n", + "If it's limestone, it'll weather pretty fast.\n", + "\n", + "------------------------ Yahoo! Groups Sponsor ---------------------~-->\n", + "4 DVDs Free +s&p Join Now\n", + "http://us.click.yahoo.com/pt6YBB/NXiEAA/mG3HAA/7gSolB/TM\n", + "---------------------------------------------------------------------~->\n", + "\n", + "To unsubscribe from this group, send an email to:\n", + "forteana-unsubscribe@egroups.com\n", + "\n", + " \n", + "\n", + "Your use of Yahoo! Groups is subject to http://docs.yahoo.com/info/terms/\n" + ] + } + ], "source": [ "print(ham_emails[1].get_content().strip())" ] @@ -2236,7 +3778,36 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help wanted. We are a 14 year old fortune 500 company, that is\n", + "growing at a tremendous rate. We are looking for individuals who\n", + "want to work from home.\n", + "\n", + "This is an opportunity to make an excellent income. No experience\n", + "is required. We will train you.\n", + "\n", + "So if you are looking to be employed from home with a career that has\n", + "vast opportunities, then go:\n", + "\n", + "http://www.basetel.com/wealthnow\n", + "\n", + "We are looking for energetic and self motivated people. If that is you\n", + "than click on the link and fill out the form, and one of our\n", + "employement specialist will contact you.\n", + "\n", + "To be removed from our link simple go to:\n", + "\n", + "http://www.basetel.com/remove.html\n", + "\n", + "\n", + "4139vOLW7-758DoDY1425FRhM1-764SMFc8513fCsLl40\n" + ] + } + ], "source": [ "print(spam_emails[6].get_content().strip())" ] @@ -2286,7 +3857,35 @@ "cell_type": "code", "execution_count": 138, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[('text/plain', 2408),\n", + " ('multipart(text/plain, application/pgp-signature)', 66),\n", + " ('multipart(text/plain, text/html)', 8),\n", + " ('multipart(text/plain, text/plain)', 4),\n", + " ('multipart(text/plain)', 3),\n", + " ('multipart(text/plain, application/octet-stream)', 2),\n", + " ('multipart(text/plain, text/enriched)', 1),\n", + " ('multipart(text/plain, application/ms-tnef, text/plain)', 1),\n", + " ('multipart(multipart(text/plain, text/plain, text/plain), application/pgp-signature)',\n", + " 1),\n", + " ('multipart(text/plain, video/mng)', 1),\n", + " ('multipart(text/plain, multipart(text/plain))', 1),\n", + " ('multipart(text/plain, application/x-pkcs7-signature)', 1),\n", + " ('multipart(text/plain, multipart(text/plain, text/plain), text/rfc822-headers)',\n", + " 1),\n", + " ('multipart(text/plain, multipart(text/plain, text/plain), multipart(multipart(text/plain, application/x-pkcs7-signature)))',\n", + " 1),\n", + " ('multipart(text/plain, application/x-java-applet)', 1)]" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "structures_counter(ham_emails).most_common()" ] @@ -2295,7 +3894,30 @@ "cell_type": "code", "execution_count": 139, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[('text/plain', 218),\n", + " ('text/html', 183),\n", + " ('multipart(text/plain, text/html)', 45),\n", + " ('multipart(text/html)', 20),\n", + " ('multipart(text/plain)', 19),\n", + " ('multipart(multipart(text/html))', 5),\n", + " ('multipart(text/plain, image/jpeg)', 3),\n", + " ('multipart(text/html, application/octet-stream)', 2),\n", + " ('multipart(text/plain, application/octet-stream)', 1),\n", + " ('multipart(text/html, text/plain)', 1),\n", + " ('multipart(multipart(text/html), application/octet-stream, image/jpeg)', 1),\n", + " ('multipart(multipart(text/plain, text/html), image/gif)', 1),\n", + " ('multipart/alternative', 1)]" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "structures_counter(spam_emails).most_common()" ] @@ -2318,7 +3940,28 @@ "cell_type": "code", "execution_count": 140, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Return-Path : <12a1mailbot1@web.de>\n", + "Delivered-To : zzzz@localhost.spamassassin.taint.org\n", + "Received : from localhost (localhost [127.0.0.1])\tby phobos.labs.spamassassin.taint.org (Postfix) with ESMTP id 136B943C32\tfor ; Thu, 22 Aug 2002 08:17:21 -0400 (EDT)\n", + "Received : from mail.webnote.net [193.120.211.219]\tby localhost with POP3 (fetchmail-5.9.0)\tfor zzzz@localhost (single-drop); Thu, 22 Aug 2002 13:17:21 +0100 (IST)\n", + "Received : from dd_it7 ([210.97.77.167])\tby webnote.net (8.9.3/8.9.3) with ESMTP id NAA04623\tfor ; Thu, 22 Aug 2002 13:09:41 +0100\n", + "From : 12a1mailbot1@web.de\n", + "Received : from r-smtp.korea.com - 203.122.2.197 by dd_it7 with Microsoft SMTPSVC(5.5.1775.675.6);\t Sat, 24 Aug 2002 09:42:10 +0900\n", + "To : dcek1a1@netsgo.com\n", + "Subject : Life Insurance - Why Pay More?\n", + "Date : Wed, 21 Aug 2002 20:31:57 -1600\n", + "MIME-Version : 1.0\n", + "Message-ID : <0103c1042001882DD_IT7@dd_it7>\n", + "Content-Type : text/html; charset=\"iso-8859-1\"\n", + "Content-Transfer-Encoding : quoted-printable\n" + ] + } + ], "source": [ "for header, value in spam_emails[0].items():\n", " print(header, \":\", value)" @@ -2335,7 +3978,18 @@ "cell_type": "code", "execution_count": 141, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Life Insurance - Why Pay More?'" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "spam_emails[0][\"Subject\"]" ] @@ -2398,7 +4052,21 @@ "cell_type": "code", "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "
\n", + "\n", + "OTC
\n", + "\n", + " Newsletter
\n", + "Discover Tomorrow's Winners 
comput\n", + "Computation => comput\n", + "Computing => comput\n", + "Computed => comput\n", + "Compute => comput\n", + "Compulsive => compuls\n" + ] + } + ], "source": [ "import nltk\n", "\n", @@ -2516,7 +4232,15 @@ "cell_type": "code", "execution_count": 150, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['github.com', 'https://youtu.be/7Pq-S557XQU?t=3m32s']\n" + ] + } + ], "source": [ "import urlextract # may require an Internet connection to download root domain\n", " # names\n", @@ -2590,7 +4314,21 @@ "cell_type": "code", "execution_count": 152, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([Counter({'chuck': 1, 'murcko': 1, 'wrote': 1, 'stuff': 1, 'yawn': 1, 'r': 1}),\n", + " Counter({'the': 11, 'of': 9, 'and': 8, 'all': 3, 'christian': 3, 'to': 3, 'by': 3, 'jefferson': 2, 'i': 2, 'have': 2, 'superstit': 2, 'one': 2, 'on': 2, 'been': 2, 'ha': 2, 'half': 2, 'rogueri': 2, 'teach': 2, 'jesu': 2, 'some': 1, 'interest': 1, 'quot': 1, 'url': 1, 'thoma': 1, 'examin': 1, 'known': 1, 'word': 1, 'do': 1, 'not': 1, 'find': 1, 'in': 1, 'our': 1, 'particular': 1, 'redeem': 1, 'featur': 1, 'they': 1, 'are': 1, 'alik': 1, 'found': 1, 'fabl': 1, 'mytholog': 1, 'million': 1, 'innoc': 1, 'men': 1, 'women': 1, 'children': 1, 'sinc': 1, 'introduct': 1, 'burnt': 1, 'tortur': 1, 'fine': 1, 'imprison': 1, 'what': 1, 'effect': 1, 'thi': 1, 'coercion': 1, 'make': 1, 'world': 1, 'fool': 1, 'other': 1, 'hypocrit': 1, 'support': 1, 'error': 1, 'over': 1, 'earth': 1, 'six': 1, 'histor': 1, 'american': 1, 'john': 1, 'e': 1, 'remsburg': 1, 'letter': 1, 'william': 1, 'short': 1, 'again': 1, 'becom': 1, 'most': 1, 'pervert': 1, 'system': 1, 'that': 1, 'ever': 1, 'shone': 1, 'man': 1, 'absurd': 1, 'untruth': 1, 'were': 1, 'perpetr': 1, 'upon': 1, 'a': 1, 'larg': 1, 'band': 1, 'dupe': 1, 'import': 1, 'led': 1, 'paul': 1, 'first': 1, 'great': 1, 'corrupt': 1}),\n", + " Counter({'url': 4, 's': 3, 'group': 3, 'to': 3, 'in': 2, 'forteana': 2, 'martin': 2, 'an': 2, 'and': 2, 'we': 2, 'is': 2, 'yahoo': 2, 'unsubscrib': 2, 'y': 1, 'adamson': 1, 'wrote': 1, 'for': 1, 'altern': 1, 'rather': 1, 'more': 1, 'factual': 1, 'base': 1, 'rundown': 1, 'on': 1, 'hamza': 1, 'career': 1, 'includ': 1, 'hi': 1, 'belief': 1, 'that': 1, 'all': 1, 'non': 1, 'muslim': 1, 'yemen': 1, 'should': 1, 'be': 1, 'murder': 1, 'outright': 1, 'know': 1, 'how': 1, 'unbias': 1, 'memri': 1, 'don': 1, 't': 1, 'html': 1, 'rob': 1, 'sponsor': 1, 'number': 1, 'dvd': 1, 'free': 1, 'p': 1, 'join': 1, 'now': 1, 'from': 1, 'thi': 1, 'send': 1, 'email': 1, 'egroup': 1, 'com': 1, 'your': 1, 'use': 1, 'of': 1, 'subject': 1})],\n", + " dtype=object)" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_few = X_train[:3]\n", "X_few_wordcounts = EmailToWordCounterTransformer().fit_transform(X_few)\n", @@ -2648,7 +4386,19 @@ "cell_type": "code", "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "<3x11 sparse matrix of type ''\n", + "\twith 20 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "vocab_transformer = WordCounterToVectorTransformer(vocabulary_size=10)\n", "X_few_vectors = vocab_transformer.fit_transform(X_few_wordcounts)\n", @@ -2659,7 +4409,20 @@ "cell_type": "code", "execution_count": 155, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [99, 11, 9, 8, 3, 1, 3, 1, 3, 2, 3],\n", + " [67, 0, 1, 2, 3, 4, 1, 2, 0, 1, 0]])" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_few_vectors.toarray()" ] @@ -2675,7 +4438,27 @@ "cell_type": "code", "execution_count": 156, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'the': 1,\n", + " 'of': 2,\n", + " 'and': 3,\n", + " 'to': 4,\n", + " 'url': 5,\n", + " 'all': 6,\n", + " 'in': 7,\n", + " 'christian': 8,\n", + " 'on': 9,\n", + " 'by': 10}" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "vocab_transformer.vocabulary_" ] @@ -2707,7 +4490,18 @@ "cell_type": "code", "execution_count": 158, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.985" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import cross_val_score\n", @@ -2730,7 +4524,16 @@ "cell_type": "code", "execution_count": 159, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precision: 96.88%\n", + "Recall: 97.89%\n" + ] + } + ], "source": [ "from sklearn.metrics import precision_score, recall_score\n", "\n", diff --git a/04_training_linear_models.ipynb b/04_training_linear_models.ipynb index 5c7686a..880f0b6 100644 --- a/04_training_linear_models.ipynb +++ b/04_training_linear_models.ipynb @@ -152,7 +152,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – generates and saves Figure 4–1\n", "\n", @@ -184,7 +197,19 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [2.77011339]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "theta_best" ] @@ -193,7 +218,19 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [9.75532293]])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new = np.array([[0], [2]])\n", "X_new_b = add_dummy_feature(X_new) # add x0 = 1 to each instance\n", @@ -205,7 +242,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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8SkAiA1DcxzByJS3esHTXFZg6xUjt/xp19/2RxZzJboopamlh5OKbofgeL8F86UtesqmqgkMOCT1+JSCRAShOYxj5SFq8YenQFXjKLlJNL8DCzNhNXR188AEp4Pah3+CKhp/QYoO4avAvOO6xn5KaWRZ1+EpAIgNRXMYw8pW0eEOxeTOsWEGqtpZUbS3ckFMsMHu217qprOSDRydiNxTR2gKNzZB+vozUzGjDByUgkQErDmMYhYgy3sgLIHpbLJBRvTWeLUglIBGRbkRSAPHhh/Dcc3uSTR+LBeLaglQCEhHpRuAFEGawYUPHa2/Wr/feKy7eUyxQVeUlnF4WC8SxxasEJCKSJbe7zfcCiJ07YeXK9tZN1dNPw7bMBKD77eclmS98wXs+6SQYNqyPG4wvJSARkYyuutv61H21aVPHsZvsmQWOOor3q6o46LzzvIQzcSIU+Xmf0HhTAhIRyejuws68Ek9TE7z8ckHFAhvSaQ7qpFkVeeFDCJSAREQycrvbRo6EhQu7SQJtxQJtYzcvvLB3scDVV3sJ54QT8p5ZIOzCh6iSnRKQiCRCGCfJ7O62kSPhqquyksDvjNTI1/Ykm86KBb785fZrb/oys0CYMz9EOc2REpCIxF6YJ8m27raF32+kcXcJLa2OxoZm0qcvJNVwg7dQL4sF8k2iYc78EOU0R0pAIjE1EMYA8hXKSTKnWKD6xcGUtv6WRkoodc1UzyqGT93V62KBQpJomNftRDnNkRKQSAzFcfbnKPl+kswuFmjrUnvrLe+9TLFAal4ly/dfQ/pvk6k+exip1HV92mShSTSs63aivEhVCUgkhgbi7M/dtfjaTpL33dfLlX/4obeBthZOdrHA2LF7LvLMKRZIZR69iTlXnCdUjeoiVSUgkRiK88kqCPm2+BYv9pZZvLibVmH2zAKdFQuceKIvxQKFtlLjOh1OlJSARGJooJ2s8mnxdblMZmaBQ5csgVtugdpa6j6cQJpqqoe/RWra4YHMLNCbVmocp8OJUl4JyDm3CbjVzG7Neu04YCUwxcxeDSg+kQFrIJ2s8mnx7VnGKC1uoXrNz+CkB6C+HpqbORzgqKOoq7yaWb+dR2NLMaXNsPx61+l+7GuRx0BrpQYh3xZQHXBSzmu3A3cp+Yj0L3V1sGTJoQweHF4C7LLF11YskLnvzfLhu0hvOZrqljSpZS95MwvMmweVlTzb3Myps2eTXgiNj0NLa9ctEz+KPAZaKzUIhSSgf2r7wTn3KeBE4LP5fNg5903gy4ABrwD/YGa7CopURALXdmLevfswliwJt/oulYLUxEyxwPWdFAsccgipGZWkKg+Cyp/tNbNAczoN5Ncy8avIYyC1UoOQbwJ6DrjFObc/sAO4GfiBmX3Q0wedc2OArwPHmFmDc24p8Dng3t6FLCJBaTsxt7a64KvvcosFVqyAP/zBe68PxQJdtUyyu9zUfRYP+Sag1UAjMBWv5dMM/EuB2ylzzjUBQ4G3CwlSRILR1a0Hdu9upbS0yN8Tc/ZtCFas8Db+4Yfee20zC3zxi15J9NSpfSoWyG2ZdNblpu6z6OWVgMxst3NuDXAucClwkZk15fnZzc65m4GNQAPwpJk92duARcQf3d16YNGiN5kz5/C+nZg3beowb1rdmiGkW06lmjSpo/8Gn/70ntbNhAmB3obgvvtg1y6v0dXWsrv2WiWeqDkzy29B524DvgE8ZWb/J+8NOLcf8DBwIbAVeBB4yMz+M2uZucBcgIqKio8tXbo039XHxvbt2ykvL486jIIo5nD0NeZ160ZQX78vkydvZdKkbb7FtWTJoSxadBitrY6iolbmzHmTiy/2bh1QaMyuuZny119nxNq17LNuHSPWrWPIli0AtAwezO8OvZBPvXEnja0llJS0csutL/v6u3QX87p1I/jmNyfT1OQAKClp5bbbXvJ9+70V5THd22NrxowZq81sap8DMLO8Hngtn2ZgUr6fyXzuAuDurJ8vAf61q+UnTJhgSVRTUxN1CAVTzOHoS8y1tWZlZWbFxd5zba1/cXW37h5j/uADs2XLzK67zqy62mzoUDOvgWF2yCFmF15odscdZitXmjU22oIF3nbAe16wwL/fo6eYs7ftnNk//qP/2+6LqI7pvhxbwCorIA909SjkQtSLgX83s3UF5riNwCnOuaF4XXCzgFUFrkNkQApySp68y4iziwXautQ6KxaoqvJW0kmxQD6D/kFNvlpd7YXZ2uoVzV1yiX/rTrI4TPfUbQJyzhUBFcBlwHF43WgFMbPnnXMPAS/itaDWAHcWHKnIABR0tVanZcQ7d7JPff2e6rTsYoH99/fGbC65xHvOs1igp2QX9OSrznV8lnhUAvbUApoG/B7YAJxnZn/tzUbM7Ebgxt58VmQgC+Vix7fe6jhvWn09JzY3e+8dfbRvxQLdXTMT5LfxdBqam72GXHPzwJjYNR9xuJC22wRkZmkguNIUGRB0X5u+8fVix6YmeOmljgkn+zYEJ58M8+bxcnk5x19+udfiCUGQ38bj8E0/rqK+kFaTkUqgdF+biH3wATz33J7xmxdegIYG771DDtnTsqmqguOPb59Z4MN0OrTkA8F+G4/DN33pnBKQBCoOA50DRmsrvPZah2tv+MMfqOMU0m4m1RMPJzV3spdwuigWiFLU38YlfEpAMdVfuq3U/RGgHTv2zCzQRbFAXfW1zLrnYhqbiyj9X8fyC5N9PPWGWuHxpQQUQ0n+g8lNnP21+yOSLwi5xQJr1nhNS9i7WGDiRHDOmxm6eWC3QNUKjy8loBhK6h9MV4mzv3WthPIFIbdYYMUKb2obgKFDvdsQfPe73tjNKad0OV6jFqj2QZwpAcVQUv9gkpo4CxXI7/nBB15ma0s4ucUCp566p3WTVSzQk/7aAi2E9kF8KQF1I6pxmKT+wSQ1cRaqz79na2v7zAJ1v3qX9PNDqH7vQVI8B4MGeTMLzJ3rW7FAWC3QOI9b9rdWeH+hBNSFqMdhkvgHk9TECYWdPAv9PYsaGryFc4oF6jiFWSynkcGUllzJ8tvXkrpsotfFFjM97Z+o/14kmZSAujBQupP8lpTEmX1ChcJPnt3+ntnFAitWcNqaNV6rB/YUC1RVkX7lEzT+tIyWFkdjazHpv51IKn65J6/kor8X6Q0loC4MlO6kgSj3hHrppX04ebYVC2Rfe5NTLLDxoosY9/nP71UsUF0Hpb+A3bu92W1GjvT9V/VFPslFfy/SG0pAXUhyd5J0L/eECgWcPLsrFjj00E6LBf6cTjOuk5WmUnD77XDFFV4sV10Fxx0X/LFW6FhNPslFfy/SG0pA3UhKd1LcxW1wOveEeskl3mOvGLOKBbJnFgD2LhaorISxYwuO5YMPvEkyW1vD6brqzVhNvslFfy9SKCUgCVQcB6e7OqGmjs/MLLCgh9sQVFV5tyHwoVigt11XvU3qvR2rUXKRICgBSaDiOjidSkFq7Fve2M0v99yGoMPMAp/5TMfbEARwM5nedF31JalrrEbiRAlIAhWbE15Tk5dgsrvTsosFTj4ZrrnGSzbdzCwQhEJbF31J6hqrkThRApJA9fYbfp9PkL0oFkiKviZ1dadJXCgBSeBFAoWc8HrVvZRbLLBihfcz+FYsECdqxUh/oQQ0wMWtSKC77qW6Oliy5FAGtzaQKnp+z7U3dXXw18zd4tuKBS67zHv2qVjAT34kfLVipD9QAhrg4lYk0Gn30saN1N27gVnzp9PYfChL7mpkOdd6c6cdcwycd16vigWiKA+PW8IXiZIS0AAXmyKBjNTUJpb/7I+kH/0r1Q2Pk/rsYti0iTTX0MgMWhhEo3OkL7mX1K0VvS4WCDoR5E710yZuCV8kSqEkIOfcvsBdwLGAAXPMrC6MbSdVWN/OIx9PyC4WWLECVq4k1dBACjoUC1QPP5PSfypm9+5WSgcXU335ROhDoVqQiSA3uf3kJyPaE1HcEr5IlMJqAd0BPGFm5zvnSoF4dcrHTNjdNKGNJ2QXC7SN33RWLFBV5QWUVSyQApZPhEWL/sycOYf3Od4gE0Fucquv37f9vSgTftxmpBAJPAE550YA04DLAMysEWgMertJ1m+6aXbs8Mqfs29D0FYsMHJkXsUCuSfN3bs3kkod3ufQgkwEuclt8uSte2077P9PjT1JHDkzC3YDzk0G7gReBU4AVgPfMLMdWcvMBeYCVFRUfGzp0qWBxhSE7du3U15e7su61q0bwdVXn0BTk6OkxLjllpeYNGmbL+vOlm/M69aNoL5+XyZP3tppHN77+3DSoX/m1KanGbF2LfusW0f5n/6Ey9yGYMe4cfzt2GPZNmkSf5s0iYZDDumxWGDPfiiipKSVW255iXHj3vZtPwcpe5/FIeYlSw5l0aLDaG11FBW1MmfOm1x88cYul/fzeA5LEmOGZMY9Y8aM1WY2tc8rMrNAH8BUoBk4OfPzHcD8rpafMGGC+am21mzBAu85SDU1Nb6uL4y484m5ttasrMysuNh7bo+nsdHshRes9hv/ZWXFu6yYJitjh9VyitnQoWYzZphdf73ZY4+Zffhhr+JbsMDbLnjPCxb4v5+Dkv3/F4eYu/x/7EIcYi5UEmM2S2bcwCrzIT+EMQa0CdhkZs9nfn4IuCaE7Sa62yHfbpqg+/U7dAfubiV97ZPwt1+TXjuK6uanSFNNI+d51WlFRaS/+hCp20d7Yzp91Nk4ze7dfV5t4LorQohK5MUmIp0IPAGZ2V+cc2855yaa2QZgFl53XOD6zVhKFwJLsK2t3m0HamupXvEupa3fopFBlLY2MfKZXzGL22m0EkpLb+D2H2yj9PuDMjEUUX3xGN+Oqs5Omum0P+sOUndFCNnCLgrQxasSN2FVwV0JLMlUwL0B/EMYG+1PJa+dnax8S7DdFAukRo5keeVW0uXnUP3JfUi/91Ma55fS0gqNLfBB6/6BfrNO4kmzpyIEiK51rko4iZNQEpCZ1eONBYUq6G6Hri429FtXJ6teJVgzeOstqK3liKVL4eqrvVtKt92GIHtmgaoqOPJIUs7RvuvqoPTHHbcZZZKI4wk197jbvXvvwo0oWudJ7pKW/qnfz4Tg18kx90QXZj9/VyervBJs220I2q67qa2FzZsBOGjIEO9D11675zYE++3XbSxxGkuI8wk1+7jrrNswitZ5f++SluTp9wnID52d6PLt5/dDdyervRLs++93vA3BypV7bkMwbhxMm9Y+b9qzf/0r02fNKjieuHSLJfmEGkUi709d0tI/JD4BhdEF09mJLp9+fr90ebLKKhZof2TPLDBlClx+uZdwcmYWALAkjOh3I+kn1LATeZxaryKQ8AQUVhdMZye6fPr5u4q5NyeAVApSx2eKBf659zMLBBlj2MI4oSZlX+QrLq1XEUh4AgqrC6arE11P/fy5ukqYnY0vpWuM6qPfJbU7vWf8JrdY4Pzz99yG4Mgj874NQW9ijKsgT6hJ2xciSZPoBBRmF4wfJ7rOEia0neSM0kGt3D67hqsePo3GlmJKGcFy7iA17BU4+eSCigX8jLGn37u/tRLaJHmMSSQJEp2A4tyn3dlJuUPCLDGqB60gfe12GhtO92YSaGnl4aXNNFIcyMwC+Sg0qffnVkLSx5hE4i5RCaizk3pcpqzJ3VaHk/JTraT2+wOpdbUsn/ku6eeHUP3+Q6TmPQfFp1JaVE2jOUpLHOfNP5lnvhfMzAL5KDSp9+dWQpy/4Ij0B4lJQH35ph32t/T0b3fTuLuEltYiGhuaSZ++gNSuGwFvZoFUZSVUzoaqm0hNncry+iFZJ7n9OO60aE96hXQ39vdWggbtRYKTmATUl2/agX5LN4ONGzlg+XJ4+GFv/rT6Mkpbn6SREkpdM9VnlsKn7+myWCD3JNfdSS9u4y25rQSAhQt7H1/cfj8RCU5iElBfvmn7+i3du+q047U3mzdzDMCwYXDyyaSuq2T5fi+R3jqZ6r8vI5XyZ/LvuI63tCXMnuLrKbnE9fcTkWAkJgH1pT++T335uTMLvPAC7NrlvZc1s8Cq0lKmzpnTXiyQyjxy9eUbftzHW7qLL5/kEvffT0T8lZgEBPn1x3d1gs/97J13ej1m550Hc+dmXsyeWaDt2pvXXvPea5tZ4KtfbZ9ZoG7jGG9bH4Pdu9M9Vqr19Rt+3Mdbuosvn+QS999PRPyVqATUk3y7gLZuhZtuAjCefBL4zW+Y2/Sv3gJbt3oLjxrlJZo5c/bMLFBW1uW28pmMtK/f8ONeldVdfPkkl7j/fiLir1gmoN52U3XbBVRrzJplNDaSuVV4EeAA4+FfD2LupI1wwQV5zyzQm8lI/fiGH/eqrK7iyze5xP33ExH/xC4BNTQU97qbquMJ3qg+YD3c/iTU1pJ+4kQad32HFgbhaM58wgA479bT4JtrC4qzN5ORDvRv+EouIpItlgmop26qTltI779P6v06lp/3Fulni6l++5ekvvw/3nvjxlF9ytGUpo3GVqO0tJgrr3TU17eNAQ0rOM7eTkaqk7CIiCd2CaisrIUdO7rupvLGXozG3VBa3MLyM35E6k/3txcLpEpKSE2ZAp+uhMqveWf7MWNIAct9vsak0MlIRURkj1gmoL26qbZv98qfa2tJ3z+WxoYveHOltZrXQjr9qC6LBbKp9eEPXSwqIn6IXQICSB38v6TG18IDtfC1jrchqD7sIkqLL6LRWiktLab6qeuhsu+3IZD86GJREfFLKAnIOVcMrAI2m9knulu2/I03YPx474fMzAJcey1UVXmzDOy3n+9daZI/XSwqIn4JqwX0DWA9MKKnBZvLyrzJxCor4bjjOr24U11p0dHFoiLil8ATkHNuLHAO8M/At3paftdBB8EVVwQdVp8M5DGQgV5KLiL+CaMFdDswDxgewrYCpzEQtUBFxB/OmxUgoJU79wngbDP7J+dcNfDtzsaAnHNzgbkAFRUVH1u6dGlgMfXVkiWHsmjRYbS2OoqKWpkz500uvngj27dvp7y8PNBtr1s3gvr6fZk8eSuTJuV33VF3wojZb4o5HIo5PEmMe8aMGavNbGqfV2RmgT2AhcAm4E3gL8BO4D+7+8yECRMszmprzcrKzIqLvefaWu/1mpqaSLbbF0HHHATFHA7FHJ4kxg2sMh9yRFGfM1j3ye1aMxtrZuOBzwG/N7MvBLnNoLWNgcyfH273W2fVZyIiSRbL64DiLooxEFWfiUh/E1oCMrM0kA5re/2Nqs9EpL9RCyhBVH0mIv1JoGNASVNX510DW1cXdSQiIv2fWkAZur5HRCRc/a4F1NtWjKrMRETC1a9aQH1pxfhdZTaQp+sREclHv0pAfZmp2c8qM3XniYj0rF8loL62YvyqMtMtC0REetavElBcrpXRRaMiIj3rVwkI4nGtTFwSoYhInPW7BBQXcUiEIiJx1u/KsEVEJBmUgEREJBJKQCIiEgklIBERiYQSkIiIREIJSEREIqEEJCIikVACEhGRSCgBiYhIJJSAREQkEkpAIiISicATkHPuEOdcjXNuvXNunXPuG0FvU0RE4i+MyUibgavN7EXn3HBgtXPuKTN7NYRti4hITAXeAjKzd8zsxcy/PwLWA2OC3q6IiMRbqGNAzrnxwInA82FuV0RE4seZWTgbcq4c+B/gn83skZz35gJzASoqKj62dOnSUGLy0/bt2ykvL486jIIo5nAo5nAkMWZIZtwzZsxYbWZT+7wiMwv8AZQAvwW+1dOyEyZMsCSqqamJOoSCKeZwKOZwJDFms2TGDawyH3JDGFVwDrgbWG9mtwa9PRERSYYwxoCqgC8CM51z9ZnH2SFsV0REYizwMmwzexZwQW9HRESSRTMhiIhIJJSAREQkEkpAIiISCSUgERGJhBKQiIhEQglIREQioQQkIiKRUAISEZFIKAGJiEgklIBERCQSSkAiIhIJJSAREYmEEpCIiERCCUhERCKhBCQiIpFQAhIRkUgoAYmISCSUgEREJBJKQCIiEgklIBERiYQSkIiIRCKUBOScO8s5t8E59yfn3DVhbFNEROIt8ATknCsG/gX4e+AY4PPOuWOC3q6IiMRbGC2gjwN/MrM3zKwR+C9gdgjbFRGRGBsUwjbGAG9l/bwJODl7AefcXGBu5sfdzrm1IcTlt1HA+1EHUSDFHA7FHI4kxgzJjHuiHysJIwG5Tl6zDj+Y3QncCeCcW2VmU0OIy1dJjFsxh0MxhyOJMUMy43bOrfJjPWF0wW0CDsn6eSzwdgjbFRGRGAsjAa0EjnTOHeacKwU+B/w6hO2KiEiMBd4FZ2bNzrmvAb8FioFFZraum4/cGXRMAUli3Io5HIo5HEmMGZIZty8xOzPreSkRERGfaSYEERGJhBKQiIhEItQE1NOUPM7z08z7LzvnpuT72QhjvjgT68vOuVrn3AlZ773pnHvFOVfvV9miTzFXO+f+lomr3jl3Q76fjTDm72TFu9Y51+Kc2z/zXlT7eZFzbktX163F9HjuKeY4Hs89xRy74zmz7Z7ijtUx7Zw7xDlX45xb75xb55z7RifL+HtMm1koD7wChNeBw4FS4CXgmJxlzgYex7t26BTg+Xw/G2HMlcB+mX//fVvMmZ/fBEaFtY8LiLkaWNabz0YVc87y5wK/j3I/Z7Y7DZgCrO3i/Vgdz3nGHKvjOc+YY3U85xt3zrKRH9PAQcCUzL+HA68FfY4OswWUz5Q8s4H7zPMcsK9z7qA8PxtJzGZWa2Z/zfz4HN51TlHqy76K7X7O8XnglyHE1S0zexr4sJtF4nY89xhzDI/nfPZzVyKdBqzAuCM/ps3sHTN7MfPvj4D1eDPZZPP1mA4zAXU2JU/uL9fVMvl8NgiFbvdLeN8O2hjwpHNutfOmGwpDvjGnnHMvOeced85NKvCzfst7u865ocBZwMNZL0exn/MRt+O5UHE4nvMVp+O5IHE8pp1z44ETgedz3vL1mA5jKp42PU7J080y+Xw2CHlv1zk3A+8P9tSsl6vM7G3n3AHAU865P2S+FQUpn5hfBMaZ2Xbn3NnAr4Aj8/xsEArZ7rnACjPL/mYZxX7OR9yO57zF6HjOR9yO50LF6ph2zpXjJcOrzGxb7tudfKTXx3SYLaB8puTpapmopvPJa7vOueOBu4DZZvZB2+tm9nbmeQvwKF4zNWg9xmxm28xse+bfjwElzrlR+Xw2IIVs93PkdFVEtJ/zEbfjOS8xO557FMPjuVCxOaadcyV4yWeJmT3SySL+HtMhDnANAt4ADmPPINWknGXOoeMA1wv5fjbCmA8F/gRU5rw+DBie9e9a4KyYxHwgey5C/jiwMbPPY7ufM8vtg9enPizq/Zy1/fF0PTgeq+M5z5hjdTznGXOsjud84868H5tjOrPP7gNu72YZX4/p0LrgrIspeZxz/5h5/xfAY3hVFn8CdgL/0N1nYxLzDcBI4F+dcwDN5s1sOxp4NPPaIOABM3siJjGfD3zVOdcMNACfM+8oivN+Bvg08KSZ7cj6eCT7GcA590u8CqxRzrlNwI1ASVbMsTqe84w5VsdznjHH6nguIG6I1zFdBXwReMU5V5957Tq8LyWBHNOaikdERCKhmRBERCQSSkAiIhIJJSAREYmEEpCIiERCCUhERCKhBCQiIpFQAhLxiXPuAufcbufcuKzX7nDOve6cGx1lbCJxpOuARHzivCsHVwJrzOwrzrlvA/Pw5vX6Y7TRicRPmJORivRrZmbOueuA3zjnXgeuB2a2JR/n3K+B04DlZnZ+hKGKxIJaQCI+c87V4s1Jdq6ZPZ71+gygHLhUCUhEY0AivnLOzQROwJus8d3s98ysBvgoirhE4kgJSMQnzrkTgEeAK/HuSbMw0oBEYk5jQCI+yFS+PQbcamaLnHMvAC8756rNLB1tdCLxpBaQSB855/YHngCWmdkPAMxsLfAgagWJdEktIJE+Mu9Wykd38vqFEYQjkhiqghMJiXPud3gFCsPw7oJ5gZnVRRuVSHSUgEREJBIaAxIRkUgoAYmISCSUgEREJBJKQCIiEgklIBERiYQSkIiIREIJSEREIqEEJCIikVACEhGRSPx/jPhspUrxxegAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -228,7 +278,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4.21509616]), array([[2.77011339]]))" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", @@ -241,7 +302,19 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [9.75532293]])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_reg.predict(X_new)" ] @@ -257,7 +330,19 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [2.77011339]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "theta_best_svd, residuals, rank, s = np.linalg.lstsq(X_b, y, rcond=1e-6)\n", "theta_best_svd" @@ -274,7 +359,19 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [2.77011339]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.linalg.pinv(X_b) @ y" ] @@ -316,7 +413,19 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21509616],\n", + " [2.77011339]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "theta" ] @@ -325,7 +434,20 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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tdFyuA0DTdQKrVjHvrruxAon6ekpO/YLlqZ8RvQD1JSXEAwG6hSDa0wPd3ejxOLM2bWLZu99NxebNzN68mcKKiik9t0qAFAqFIoPMcNuWdSF2LqrFZllC3NDQZZzwj/8bX/rmb0mme6i5LBpFdisBv5ugx4G/0InVYTcFx2ZFL3AjhRlOa2zvofF0HY0tXcQT5vo66XCabqF43jzm3nM3wc0bKQxasPU1YDTWIht3Y9SmaG7uprm5l+bmPpovNRFuN+f3tHm9BFevZsmqdYhwmOj584SPHaP12DFiVitGURHhQICetjaQElpaKFq2jGVvexsVmzdTsWULJatWYbFap/VcKwFSKBSKNPv3xrjnDVbicbBqCf5+1R/jbn+W98eXcYmdzJfV+FteIeCwErA7CXrsFHhdWO1W7G4nFpsVvcBFNJGkqStEU0Mbjc0Xae3opX/iAacQ+DSB16ZTtmIFLFvGqgfuo7AILJ21yKZa5JXniL8ep6ahg+bmEM2NPbRcukoyanpJnrlzCa7bgMPlwujooO/ECSIvvUQHkHC7Sbhc9NjtJGMxSCRwxGJUbN7Mhi1bqNiyhdl33IHTf83EBNOOEiCFQnHLIlNJaLpI18vV1LzwHP/2VCXR6CfMwk5D49fH5vMWWw87Co7yoP0kQbcdV8EsrHYrNo8T3WZFczvpDke40hmiqa6NxuYuetPhNA3waIJZFg2vVWf2+o2U7KrCt2YZBQUJLK2XSDXWIS48Q+jVME217bS0hGhu6OTVmgWcZydLxItsWmUwZ9dd2IQgXl9P76lTdNTWEgGShYWEpSSSPiYRjVK2bBnrt2xhdtq7KVqyBJGlcZtsogRIoVDcMkhpIFtqaN3zG2peeI7aV49Te7GJnq4wAA5xFZ2PkkJiJcEdgRiXrH/HFt8rrCg7g27TMex22nr6aGnvpam9l6bWHhLpcJxNExQA860WCh12Zm+pJHDnnfhWLKDAFUE0XUS21JJ67XXam3torm+nsbGb1vpO+tq7AbB6PLTPfy//rP0TCUNHJ86nT9xFxYlniFksxF0u+mCgOai3oIAFGWJTvmEDNpdrUuclV22OlAApFIoZwfXcJKWUpFrraHz2KVNwDh+n7kIjkXAcALuu4bfqVPhc+O1WfK4L7OC9HIltJ+gO8XcXv0DcsPKt1gT/s+/dePt209HZNzBDqMeiUYRZx+PzFlC2fQeB7dvxLa3ArfdA43lky1liL79KfUMnzfUdZjittpVEOpymB4OUr9nAbLcbo6ODnhMnePZkEXEsSCwkpM5LVLGDg+g2G7PXr2d1WmwqNm/GO3v2DZ/XXLU5UgKkUCjynsncJGPN9dT/+qfU7jY9nPqLjSTSA/5um07AaiHgdxOwW/E4rdhcdmwOGza3A2G1sCpxiZKu1/iPmo8QM6xIdOKGpLp+NQ9Yn6FC1/BqGv6iAMU7q/BtrcS3sAQXnciG8xhtR+l7YTfn6zporu+gpbGb9oY2pCG5TCX1JX/E7WtrWeM/Q6KhgbZTp2jcvZsIELfbicRi+KjGQhwD0C0G7/vkHbzpvUcoWb0ai57d23Yu2xwpAVIo8pR86v6ca8a6SfY11FD71I9pe+rnPPLQRZpqmjHS7WgKHTZm2a0EvE78disuuxWryzYgOAmgI5biSleIpto2WjpCpNLtcIotz6DzSVJIdBK8rfx1dtz/AXxbNlM4P4Aj3gz150m27KfzqQ4u1rXRXN9Jc0MnoXTRqe5yEVy9moWrb+dMy0K+efj/kmix8mRLnIfFvZRqp0mlO1E7fD4qKisHPJs/IMmBIy6qqnQqK982Zec2l22OlAApFHlIPnZ/ziVDbpJWg9nN/8UvH3yMmsPHaWswG2VqQuB32ljgceC36fjtOnabKThWuw2b204okaItmqSlPUTz+Ua6esyhewFmVppFw2PRKNAEvkUdbFvyT5zU7+KeHd3smLsdGi4Sq/sdrftaaa5rN0Nq9R0komZIz1VWRmD1BsrdblIdHbSfOEHroUPUAr8VnyUhTY8qiaSh/L288ffW0VtYyL0f/jCBxYuHJAosBqrum/pzm8s2R0qAFIo85Gbs/jweI3l8UkpaT55Af/FJ/r/Vzfzq+Ebi0Th7vvEYC/WXCThtLC10EbDrFNp0rFYLVpcdq82KxWWnMxKnKRKnpbGT5vbewe7SFg2v1cI8m04B5lhO4cqV+O/cSeEdmygstWHtvMLtDZd4Y+3naX6xlf31puC0NXUhUwYIQdvc3+dyxb2sC7zG3J7f0n72LDVNTUSAmBBmtwSgoLycHcsFe/ZJkikDm13nr37y36ishOrqaoqWLMnFKR8gV22OlAApFHnIzdD9eTIMenwSq27w9fc/QsGF71J39ASRXjNDrVnfzqvJr5DCxkk+xDf9b2Od5yhWpx2r3UrKaqE9HKctHKflahdtXX0DzT49dp0iXcOFToEQOHWNwnXrTcHZtI7CgMDSepFU/SU69z7G2SutNNd10NzQQW9HCACLw07RqtUsWB3ECId55YSHL9Z8myQ2vk+cD3KIOUh0u53yjRuZu327WXOzeTPeWbMAuFuFVYegBEihyENmYvfn6yHe10fdgQM8+n/iRCNvMOtvUgZPPFrLm5xHKXZYKQx4CNh0fhx+A6keGwY6SeCofg8VtpO0dkdo6WylN5yerE0TdFh3UKffyVpZzUb9EDa7ncLbb8e/4058G1ZT4EmgNZ0lXnOJll8e4HJNO811bbQ0dBKLmOE0Z7CIwG3rKXG7iTQ20n7uHA2vvkoUiAH7Mqe9FgLHW7/On/wvu9lRYJREgZnWAHaqmZAACSHqga9KKb+a8dlq4BVgg5QyO725FQrFADfjzSrc3k7tvn3UPP8cNdUv0HT6LEbKwGALOlUDA/7vCB5hk7MAzaJhddmQuoXVvYfRexMkpUQjQbTxZxxsvIrDasFvt1LqtuNKpqiRW/hC7BkS2Pm11eDnf7+fnesbkA1nCJ9/nabv/ZZTte3svbCAV9o3slieYwGn8C1aSNnWVchkkp4rV+israV9716iDNbc2N1uZm3axLxdu7it8H4OfM6S9lItfODTmylfl8OTOwOZqAd0ALh92GdfB/5DiY9CcXNx4AA8/vhc7PYbF8Cumhpq9u6lpvoF6vZU03rhMmB6KUVeJ4sDHgoF3Gs9y9bE2zkS384dhS+zwn2K7qSdtr4YrfWddPaEkdTyAe6i2XoPa2z7WMtRXEkrdmEWb6aWr2Tx7/0ex167j+R3HBiGRiIp+dUjr4H9KzTXddCTDqfV6Nv5x9TPSUobukjwSc+DxC8+S83FSyTStgtNo2jRIpbv3Mm8qioqNm++JlGgYvPN76VOJZMRoD/rfyOE+D1gPfDuiawshPhz4I8ACZwAPiyljE7KUoVCMeX0j8XEYgt4/PHJZd8ZhkHb669Ts3cvtXuqqXlxDz1XmwCw2XSKvU5uKyvEK8FrtWARAmHR0B1WelOSkuRRNsmDNDeFuRwzZcCqawRcDhb53DjjKTYbh9HFEWxFQfx3vgP/9u0ULp+HM9lM76lX6H39Gea+dhiL/HckOppMYDvzfWoLuwgsv40Cu53Q1aucubwznZFmISENXu7dwH2+l5m3YQML7ruPOdu2Ub5hA1anc8xjvhm91OlkogJ0EPh/QogA0Ad8Bfi8lLJ9vBWFELOB/w6slFJGhBBPAO8BvnN9JisUiqmiP/vOMMS42XepRILGI0dMwXnxRWr37iXS1QWAy2Wn2OtgwSwfBRIKLBoiLTjSaqE7adCVSNHWFaatJ0wqXbfjcdoIuu143Hbs0QROw0AkkjgqKvDvrMK/fRuFi8ux99UROXWMppd+yOXvNtFc307r1U6MdA3Pp0t6uOR8M8vsByjrvkx3Sy8vHxJcYivzqabMsgddJEghsFkFn/3xJ7nnrV+c+hOsGMJEBegwEAc2YXo+SeCfJ7kfpxAiAbiAq5MxUqFQTA3DU5/7s+9iMQObTRuSfdefMFC7bx+1e/dSf+AAiYhZR+Pzu5ntseH1BPAaEqcmzFCVEMR0jdZEis5YktZQlJ50soAmBIECJwuKCnAZEnskjk1KiMRxLV5MoGoXvm1bKZwXwNp5ia5XD9H41Lc4damZ5roOutvTM4zqFvyLFmBbWoI1laKnoQFHyy9ZzC9JAQ1Au/c+HguZITebDZ57zuAhXc849uJpO+eKQSYkQFLKmBDiKPAW4EPA+6SUiXFW61+3QQjxFaAWiADPSimfvV6DFQpFdhit2PX55+HRR6/w3rcH8DVX89u/2EvN3r00HjmCTKUQmqC42MviUjde6caTMrCnx0UMIKRr1MWTdMYStPVGiaUbdTZbttNsv5sNgf2sEwfRwzEsiSSkUhSsWIl/1134KrdQOMsNV1+n9cAB6r7zf3n1cgvN9R1E0x2m7R4Xnvnz8FfYCLW20tPSQtvZCwOJAlabjeDy5czdsYPFDz5IxbZtfPKzPhLfMqfCSSRh7z6Nz35Whc9yjegvlBp3QSG+BnwCeE5KOeH6XCGEH/gp8PtAF/Bj4CdSyv/KWOZh4GGA4uLijU888cREN583hEIhPB5Prs2YFMrm6eFGbT51ysuxYz7Wrevittt6smbX44/P5dFHF2AYAk0z+OC7TnDfoifofu01Oo8fJ1pnzq5p0S2UlPkI2nW8hoE7mULHFJyYIemRkq54ko5ogo6+6MC8N4UeB0UeB15N43JoPZ/teYoENqzE+fKSh1m51YJ+2wqKK9x4O64QOn6K1jM1NNe00Xq1g1TSlBRnUSFGoY94PEmss4twXx/JjONwFRZSsGgRjrVrKb3rLpyzZw9JFDh1ysuf//k6EgnzM6vV4GtfO57Vc3kj5PKavt5ra9euXYellJtudP+TqQM6hvmA88lJ7uMe4LKUshVACPEzYCswIEBSykeARwCWLVsmq2Zg1V11dTUzzW5l8/RwIzYfOACf+lT2W/IYhkFf/WW+990kCalhkXG0H/0pZziI3e2ktMxHcHk5BUkDZyKFZkhkLEEoZdBkSLpiSdojcfrSyQIWTRD0uVnuK8IjwR6NIcNx6A6j2e1cKP59Er0ODKmRtGi0rHg/Van/S/OP9nG0to3O1vTNTwgKZpfhXLSISChMb2srbe3dkJ6qwG63U7p8ORVbt7L0ne9kblXVQKLAaOf5wAFIt1tDCPjIRyx87GMbbvwkZolcXdNTdW1NhskI0PuBb0kpT01yH7XAFiGECzMEdzfw6iS3oVDckmSrJU8yHqfxyBFq95rhtLqXXiLS0cH72UKj641sLjvOHa56PIly7NEExOMkogbdiRRNKYPOWJKOSJxkepDfabdS4nezxG7DbRhYQhFSkThE4ugeN76td+LfdTeFG9fg1Lvpe+wi3/73OAmpo6XihJ/6PHs4iO6w4SgJYp/v52TbUk6HNjG3fjdzOIgGFAaDzFu1igX33cfS97wH3/z5kz72qiqwWEwRslrhgx+c/Pm7GcmHdk9jCpAQQgOKgT8EVmOG0SaFlPKQEOInwBHM5IWjpL0dhUIxNtfbkicWClF/8OCA4NQfPEgynTAQmFPOwsWl+BMFeGK1WPr+CSNuEIkYtMeTdKUMOqMJeqKJgXlvigpdLJoVoNCm40okMbr6SHWHgTBWvw//PfeZgrNuBXpfHU2/e5aGZx7j8D9epbWhg2QixZ/xJJftb2C59wizLZcJddqJRmNQe5U6tvA9fk4SGzZLiu/9/cu8/c+3YLFas3Ie+yNyeTgpaM7Ih3ZP43lAdwIvAGeBd0gpO69nJ1LKvwX+9nrWVShuZSbakqevtdXMTtu3b1jCgEbp0gWsvmM5vnAP7kgMQjGSV5vpiSepiafoSqbojCaIppMFrLpGid/DvPIAhbqGPZYg1tmH0WaGybSyUooevA//XXdRuHIRyboTXH3+d5z/3j/S/L+b6Gg2w2WGALu/EFkUIBaO4es9xNrYQWiFTqDQ72fB7bcz/957ebrnYxhfdyFTkETnQmoHluxoD9XVkEyaCQjJ5K3R2HUi5EO7pzEFSEpZjTmtuUJx3ah5bW6M4cWOUkq6amoGvJvavXtpO3MGAIvdzuxVy9h872a8vR04Q2FSPT1Ez3fQGU9SG0/SlTAFZ6BRp9PG7DIfAZedAiHQw1HCnX3IUNTMLJs7h7L7H8RftQvv4tn0Ht9H454Xee1rn6fpcjPh3qjpKVkt6F4PqYCPvlCYeDwOHaYYuXSdWfPnU7F5M0ve9jbmvfWt6A7HwDEZB+DL/zI1T+P58KSfr+S6kFY1I1VMKWpemxvHMAxaT58eIjg99fUA2Au9zFm7kpUr76GgqwVbRzfx9qv0NiRpjCXoTAtOKD0NgRAQLHSzotyP32HFLSVGT4RIRwjZ3ktMCKyLF6FtXs5t73sfznIv7XufpXHffs79za9pqW0jHk9iAJrTBnY7EbdGJBxBJlLQ3o0VKCgooHTdOubffTdL3vMe/KtXD8lMG85UPo3nw5O+YmSUACmmlHwY6JxpJONxGg8fNsUmHVaLdprR74LycuZuWEXZXRvxtNRjbWmnr+YCna/HOR9P0pUWnUS6s4Bdt9BbsIt6711UFr7C7bZXiHb2EWnsRAJ9Fo2CFSuY+4G78d+5E82WoPWFpwm9dIgX/tsf09HYSUpCCrC4HSTtNsKGJJlMQSSOiMRxCsHsWbOYfccdLH7rW5n7wAPYg8FJH3eun8YV048SoDzlZglbqfDH+MRCIeoPHBjwbuoPHRpIGChasoQVb6iiLODAc7UGWX+VrhNHaO+LcTGWpDOepCeeHEgW8LrsLJgVoNjnxqtbONWxiv9d+0MS2HiiLc6X3Q+wZX2EsrvvpXDrVlK9TTTt/g0XX3iK5m/9C71dYVKAoQmE007MZiMaM6cnoC+KDfDa7ZSsvI15d93Fwre9jeAdd2DJCKflG8oLz1+UAOUhM/kHM1w4b9bwx408IPQnDPQLTuPRowMJA2Xr1rHxfe+iLGDHXXuB+MUrtOyrprYvTmc8QWcsSSSdCm0RZkfp1RVFBL0uCjSNVChCX3sv8fZeeoD9fIgEdgwsJDWNuvs+z+3Ov+fkE9+h+UtfIhZLmN2frRYMi4WIJjAMCYbE0hfFCcwOBpm9cSMLH3iAWffeS8HSpWOG0/IN5YXnL0qA8pCZ+oMZTThvttDKZB4QpJREGhs59thjAz3U+hMGdIeD2Zs3s/2/f5Qynw3HhVOETp+n8ddPcSocoyuWpCueJJlOFnBYLZQGPJQWFVDkceI0JNHuPvrae4k1dhID9AIPvi1bCdx7H7Yli2h/upn/+tcECcNAMxLEfvYp9nIQbDpxQw5MPUAihSORwqdpBJcsxrZ0KVv+6I8IbtuGo3hm90lTXnj+ogQoD5mpP5iZKpyTZazjNAyD1lOnBrybmr176W1oAMDh8zFn2zbW/v47KCvUsZ06TPOrJ2n8r6McCsfojCfpTaQG9uNz2Vg0y09ZkRe/04YWTxDp6qPvagc9iRQ9gC3gJ3D3PfjvvQ+CfrqO7afxxX0c//zf0N0RIgE8xH9ySdvFbOMF/BykD7DGkziBYpeLWRs2MP/++ymtqiKwcSMWh4Pq6moqZsqFNw43qxd+M6AEaAxyNQ4zU38wM1U4J8vQ45SsKDrJvv/7DLV791L70kuDCQOzZjF3xw5SxQEq1y2Bl/dRu/9VGg/u4VQ4TmcswQVjM1d4D4vEHjYUHGfhbNPD8dl1En0xwp0hwpeaaE2H3RzlpRS/ZRfeqrtI6hrtr+zhyv5DHPj104SjCZKAoWkkkPRLWSkHmG8cwAkE0jbNvvdegtu2UbBsWdbCafk8bnmzeeHThUxEIdwGfW3IcDv0tUF43Fl4JowSoFHI9TjMTPzBzFThhInfPGO9vZSEDvIP77nCnmoINDzOsT/ZA0DRsmWsePvbmbvlDsq9FkLP/ZorL+2jqbGTn/97nO54knRyGi6rhZDnLv6r95ckpZX9IsG24Psoje0lfKaePkOCANfcuZTf+wDOLZVEoyHaDlRz+uBemr7/I+KStOCIgaw3AJth4AFcFgtlq1Yx7557KN6xg6KtW687nDbe+cn170VxY8hEZEBcZLgN+tpN4Yn3DS6kWcFdBP75WduvEqBRuFXCSdlmpghn5g0VRr95hlpaBsZuavbupenYsYGEgXvXr2fegzuYW/lnlHoFTT96nCsvPsORJx6nIxKnL93NWQA+p40lJYWUFRdS4vdgSab45sV7SfZYMTDHY/bUrWLpirPMfvCd6LetJtzVSsu+as7+4kk6v/0dkjDw1y83FiFwGhIfUOD1MmfrVsqqqghu20Zg06asZKdNRFzU72VmMCg0bch+kelrh0SG0Fis4AqCfwHCHQRXEbiDYPdmPflECdAo3CrhpFuR4TfUD30o8+Yp+f5Xj9Lq+1dq9u6l/exZYDBhYMdnP8vcbVvxOwyuPPKvXPn5D9jzyL/QEU0MeCFWTVDksrPY56asuJCiQhepSJxwVx/hlm6uXjSnqV4qnsEqPkECDU1olO1aRUvXLzn86H8SjsZJAikBqbTaCMAOeAAnUDR/PhVVVRRv3571cFomExEX9XvJL2QiPOjR9IfN+togER5cyGIzxaVoIcJVZIqOOwj2gmuuI5lKmKIV7UBGrqsj24goARqFmRxOUozN0BuqpOXkKSwswcCCSMUJ/+RjnPadYe727ax/6CHmbtuGPdrJhX/+J2q+82+89uV/oDs22KjTY7Uwy+uk1OehvLiQAreNWChGuLuPcF0rNWfSM4DabXhXrSR4RyWJohLsV87xvif/F99t+zxJqfHlZ9/CB/k6czDrbmyahsswcGGG08o3baJkxw6C27YR3LoVR0nJdR3/ZMdqJiIu6veSG2S8b0BchozRXCM0QShahHAFzTCaaxShSUYh1IiMdppCE+2ESCfEezOWyt5DjhKgMZgp4aR8J18Gp5PxOFdffRV/3UUs8t0YaIhUAt++P+bhYDEds97HXfdaedMH/pVE7QXOfeufOf/VL7H/r3sIpxt1agJ8ditLggWU+T2UFRdis1qI9kYId4XpunCVtqiZ3Ky7nHjXrqWtuIzg0uW0vnaEoy/tp2vfyyQwQ2k1fAaJBuikkLRQRSUH8fp8lG/fTjDt3UxnOG04ExUX9XuZGqSUpqAMGaPpF5rI4IIWm+nBFC1Kh87SHo3NM0RozO31QU/9oEfTLzTJjO1pOjh84ClDOFeAww9OP9h9wMeycmxKgBRTSi4Hp2O9vdQdODAwftNw6BDJaBSAj839NW0l7+buNzq4753fouvEUc5/+x+p/89TfPtrvST7W9logoDTxqIiD2WBAkqCXqSURENRwl19NJ2qJZXus2YtLKDw9s2I5SsIazoNB/ZyfP8rRKIxM5yWYZtDt+BOGWyU1ezDDLdZLQYf/FQl933wtBlO00bvA3y9on69YzVKXKaeAWFIj80MGaPJFAaL3RSW4BLTo+n3aq4RGgNiPdB1JcOj6TCFxkgM3Z7DD775CKc/LTQBsF3rIWUbJUCKKWU6B6dHTRiwWChfv55NH/0oc7Zto3DuXFpePsiF7/0dV79+ln/7P4PhigKrhdkeB8UFTsoCHvw+N8mkJBqKEO7qo7auDSOdEm0PBijctg05fyEdXd1cOnSAtt/tJv7sC0OmjNY1gdtiwZZImuE0XSe4adOAd/Mma5QDr7moqtKprHzruMd5I6Kuxmpyj5TSzC5Lh8wWcxnj6FVTbJLRwQV1uykuxUvNMZr+hIDhQmMkIdoFHU0Y0U6IdJgeTbQLpDG4PavLFJbg8gyh8YPuyllnCyVAiillqm54Uko6L18e0iG6/dw5wEwYqNiyhR2f+xwVW7agOxxcfWkfl378Q47/yzeJpKeR1oXAZ9NZ6nebglNUgMvjJBFPEQmFCXeEuHypGZn2hhxlJXh3biRWUkZTTS1Nx4/R8/RzZip02i4BOK0WCiXYkymcgM3tZtZOMzMtuG0b/k2b0NPTSANUAFVvnvix34ioq7Ga6cMUmtDIYzQZQlOMBSiH4mXpMZp+oXEPFZpkzBSWnvq00KQ9mlgvg3mRgN0LjgAUzkP0i4zDj9Dt03fwE0QJkGJKuZ4b3kjhJcMwaDl5koYnn+TH//Zv1O7dS+/Vq4DZYWDu9u2s/8hHKF2zhkQ4TP3eFzn/+GO89IUvkDLS00hbNPx2ncVFHooLXRT5PdidNuKxFNHeMN2NXTT1NJi/ZSFwzZmFe81Geuwumi5dovXsOSKXfzsklGazaHh1C/Z4EqeU2AHvvAWm2GzfTvG2bRxubGTHXXdl7ZzeqKircFp2GRCa4Vln4TZIxgYX1B2muBQvR/QnAriLOLD/FarW7xrcVjJsikv3ZYzM8ZnMVGmhmeMzrmIoWopwBNJC40NoM+e2PnMsVUwZU50kMJkb3mB4SWLVDb720PcpqP0RdS+9RLSrCwBvRQXzdu40w2lz5tDX3Eztiy/y6le/QldzK2B6Il6bzhyXjSKXjRKvG6/PhW7TicdSRHrDdNS1E+01Y+vCouGYNwd91Vra4ylaLl+m63wNibOXB54tNQFuu45TCKzRBC7AqlkIrN844N0Et27FUVo65JhEc/ONn8QMlBeTG4YKTVtGenM7pDKExuo0xaVkRXqMJh0+sw6Gusxt9UK4jdl6O8blF9IeTefQbWlWU1i8FQhnICMRwIsQM3+uUCVAtzj5UsEe6+2lbv9+/uNLgmjkbiQWjJTBj//1NG9bfpGV73oXHcG38NtDTnYsaSBW80Ne+PRfEeszx2+smsBv01lW6KLIZaPY68LusWOxWUlEk0R6w7RcbiEeNn/cwmLBOn8usUWFtPWG6airpe/UeVKnzg/Y5LBaCNht2JMG9kQSuwSb0zMgNsXbt18TTpsI2RB85cVMHVJKM6yVTgAY0hkgFR9c0OoyxaV05ZD0ZmFzDW7LSEGsG0JNEO0Y9GiiXWCYI4WL7EBXjyksgcXp8Zm0R2N1z6jO45NFCdAtTq4q2EPNzUOmJGg6dgxpGAhtG7q4kxRg1QV/8JdbKYvG2P1MF189czcpbPzkhTh/YnmEdY4Ufr+bIrcdn8eBzWVHs+okogkiPRG6L7WQSKdEazYryVnldOl22rt76G5s4sJJP1eoYj7VzNd68TisuDQNazSGwwBLIoVnzlyCO+4cEB3v8uVjZqeNR74IviJDaPo9mswxmuFC4w5C6W2DnQGGC00qbopKTx1Gf6ZZtBOi3QwZn7EVmMJSMHsgEeClw6fZXnXPtB13PqEE6BZnOrKixkwYcDoHEgYKKipIhMMs/M2X2P+yi9KuJ7nyxYPUCsEp7bMY2JDoGEi0wANsndOI0DTiMVNwOhq7BlKiDYedcCBIlyHo7Oom1NWF0X1hwKYWyza+x7MksWElzl8bdzM7+Sr+dasJ3nmn2V1ghHDaRBne6qcf1bJm+jGFpmfkMZpURjqy1W16MaWrhozRCGuG0CQiprB0XR6aCBAPDW5HaGAvNL0Y/6KhiQAW6zX2JTk3lYef10yLAAkhfMB/AKswHwceklIemI59z1Smq3hzKsYTDMOg5cSJAbGp3bdvMGHA72fu9u2s+cAHsBcW0tfaSsOhQxz8xjeI95rV1nbdwgNWC36fjt/mxeeyMV+e4PnaBAkJukiySrxI4/lGjKRh1uU4HfR6C+mKp+jp6ibW2Qud5vZ0TeB1WHFbLdhjCayxJGdTO0ilBS0lBLE/+j5v/0bZpMNpIzHcy/nyl70DQqTSoKcSiYx0Dc066w+fZda92NymuJStHjJGI6zm//3AWE+0E9rPD01tzkyTHijULB82PlOI0CzTeuQzlenygL4B/EZK+U4hhA1wjbfCrcx0h2ludDwhGYtx9dVXBwXnpZeIdXcDZsLA3DvvpGTlSjSrle6aGuoOHOD8r3+NTGeneR02yiwCf8CD367jtuvYHDZ0hw2JIBFLsKjnJf7Bfj/HkjtYKfZQGDvGZaeH7miMvt4QRtQUHAE4bTqlBQ5cQqD3RtANCZE47uBsgndWUXznnQQ99/KLP7Kkz7GFBz68AP3GtQe41ss5dsw38F0uEwjypSPFjSKlNENbQ8Zo2thGK/LlVwYX7Bea8jVD6mgGhSZdqBnpgNbTGR7NCIWazgD4Fg6tn5mGQs2bnSkXICGEF7gT+EMAKWUciI+1zq1Ovodpoj091B84MCA4DS+/PNBhILhiBSvf+U68FRUYqRRtr79OzZ49nPrhDwGwWnV8diuLPHb8dh2fTcdu09HtVqx2G4aEeDROb1eYaE87J5K382rqThbYD1BqP8zC5H5CiSSvdwOEsGoCr8uG16bjSKYQvVG0eBKRMvCvWklw190U77iToq1bcZaVDRzDIuD5BVNzQx7u5axb1zXk+1wkEMzEsSdTaLoGOwNkjtEYGaW+Ng+4gzRSzJyl60zRcRUhrGbrIrNQ0xQX2dIw2HrmmkJNtyksweVDPRrdqYRmihBSyvGXupEdCLEOeAQ4DawFDgOfkFL2ZSzzMPAwQHFx8cYnnnhiSm2aCkKhEB6PJyvbOnXKy1/8xVoSCYHVKvl//+84t93Wk5VtZzJRm48dgEPPp5iX/B3Bqz8ldPEiGAZoGgVLl9ISfAsXejeyxHeM0s6n6T1zBiNuPmM4XQ4CVgs+Dfw2nQKrBYvVgm63YrHpGAbppIEw0d4IMSnpTkl6rBZOJO7g3xO/IYUNC3E+xN0stb2K12nDYxFYw3FkNIEALC4H9hXL0NZuxLp6NdblyxFZ6J12vZw65eXYMR/r1nUxb97VrF0b18vjj8/l0UcXYBgCTTN46KErvP/9taMun83reXwkDmK4iOAmgmvgL4pFDApETNrow0EYJ2Gc9KX/TaWfo6N9PRQX6Li0GC4RM//VYjhEgn79kBKi0kbYsBM2bISlPf3aTorchM2m91xnh127dh2WUm660e1MRwhOBzYAH5dSHhJCfAP4DPA/+xeQUj6CKVIsW7ZMVmUxMD5dYYfq6mqyZXdVFWzYkGn3hqxsdzgj2SylpPPSpQHvpvrZXr5Z/520CFTyV+t72Pqn92JxOAi3trJvT5x/2ve/0t+/hY8XHmF9YS1eacNvs+KwaGi6hm63olktpuBE4nS39hLpixIyDLoMCFkshJIpkql0mWciyQW2D4zTGEhCoop58YMQT+IuLya46x6C99xP8Y4deFesuKHstGxjt0NPj/n/GIv1ZO3auBF7Hn+83wPSeOihhVRWLhx1+Wxez/1IacBIYzThjqEejb0AXKVmAkBGZwCnbschJUWJ8KBHkzk+487oAC0s5viMo8wMm6VTm4WjELem487qkd0YU3GuZwrTIUD1QL2U8lD6/U8wBWjKmYlhh34mGqa5UYE1UilaTp4cEJyavXsJNTYC4AwEuFr8VQxhR0oLBnD4TBlNR5/mClUsdTXQbL1nSHZalO2scB/FYnOagpOSxKMJepu66YnE6TEMuqWkD0EkOdhTQEumsOsWgj43XpsFWzSB1rObPcRJIrGKJPe/tYDC9f+LnX/yJ0PCafnGWEkIuWI6x54GhWZ4HU07yIw+EnavmQAwa97QMRrdnh6f6TWFpa8J2f76YOgsM0XaYjNDZYVzuXS1k0W3bTTf3ySFmjc7Uy5AUsomIUSdEGKZlPIscDdmOG7KyfexlBvlegQ2GYvR8Mor1O7dy2u/+AUHzpwZTBiYM4eKLVtwBYOkYjFaz5zBe/g/0OS7kFixiCSzvFH+K/oCSWnlpUicT9r/mqdFgqSU6CLJHYWvkDQk7Y1ddMcSdKcMeqQkLCGVDvcKzAvP53JQ6LZRIIDeKMlIHNHVh9XlILB6OW+/6042zj7DsbZV3PUGJ5WVn6O6ujqvxQfGTkLIZLqTArI99mQKTWdG9+b+9OaOa4XGHQT/vMFpAlwBU2iMlDkWE+2E3gZk60lkpCM9PpOxDd1pJgIElg5NBMgo1KyvqWaxb0H2DlAx5UxXFtzHgcfTGXCXgA9Px05vppTXkW5WExHYaE8Pdfv3D05J8PLLpGJmNwDn3LksvOcebB4Pse5umo4d48yTTwJmQ8+SxYt4w5oIK1vey5neTdzheInD0W0kpTmNdFJKerRivl70e7zUfQfzjRforT/ACxLiGWOLFsCmCbw+Dz6HFUciSbwzBOEohKM4SvwU7awk+IY3U3zvGylcuXIgnLYKmESfzrxgvCQEyJ13fj2iNyAS19TRDBMaR6Hp0WRO5dwvNKn4QIaZ7L4CzUfN8NlohZrDWs8IPXfjeYqpY1oESEp5DLjhAavJMtVhh9GKDbPNaDerkQQ21Nw8JJzWfPy42WHAYqFs3TqWPvAAmq4Tam6m/uWXef2nPwXAU1ZG2eJFLJ5diqezBWeoB9FtTh29wNpIVenLIAT0WbB2x0kg0UhA+y9p5iCLeBaADsAKeO02/D43XqtAhKLEu8KIzhBCE7jnz2LuvXdRfP+DFN97P87y8hs6N/mWWjz8uovFrk0gyYV3Pp7oSSM1EDqbSwPG6V9kCE1Gtpij0PRiAgsyWtAUISy2wULNSAey6wI0puehSYxQqOksAv/iQY/G4RuxUFNx83LTd0LIVthh+I1uOuP8o92stmyR/Oy7Dfz6R03Mjv6WVz70XX573uxlpjudlK1bx7IHH8RIJum6coWmo0dpPHwYhKB0zRrK169lvtuBu7kBS2c71JwBQLMINLt5I4jGU7R3R2gPRehOGYSMp3k/dw+0sCnjIDpQUFhAwOvAkUqS7AyRisQRzXFw2Agsn09w61aCD7yD4M670F3ZKQPL5zG+zOuuuvra73PhnQ+finz3r1vZUn5+cIwmMig08wB6faa4BBYN8WjQrIOFmpEOZPsZqE8nBFxTqOkH76x0N4DA4PiMKtRUcAsIUDYY6UY30Th/Nhi8WUmsuqS49ac88e4fU7tvH6HGRooA/H48q1YRXL6ceChE25kz1B8wm03YCgqo2LyZhevXUdDTgaPhCkbLVWSHebMRmkinREu6ownauiJ0hOP0GgbhjOiIhundrNBeZmvxeXwuK1pfIfH2Hujuhe5e9EABpZtWE9xZRcmDv0/hhk1Tlp02k8f4piMpwPRoOgYSAe6ca2DTtxKXAptusHPWs8iaq2a22JCpnIvYd/gUO26vMgs1+4Wm9URGoWZG1pruMIXFv3BI2xlVqKkYjxkvQNMRghnpRjeROP+N0p8wkNy7l0+tbeXg0UIqYr+h/msHKZg9m6KlSylds4ZwWxutp05Ru3cvAL7581mwaxfFJcW4WxvQL50jfuE48uxRAAxNoFk0YlKjPRyjvS9KZyxByJADc930Jwo4AafLSbDEj0sYGF29xDv7EM3tpDSBp6KYuW/aQfCuN1D8e+/FNX/01N5sM9PH+LLlnUsjCeHOYYkAbeZnA+MrgsolPp77D4M9x+dRVSWpvPNe06OBgUQAGemE5jrWO+uRR84NK9T0pAs1V6ZTm02Ppr+zgEIxWWa0AE1XCGakG91E4vyj2TyaYEa7u82EgXSX6MyEgcCiRbxnSwVgp6d+EZ0XL9Lb0ICm65Rv2MCmP/1TgkU+XHWXSZ16jej+55ApgxSQEoBFoydp0B6O0RGJ051IEs3wbnQGBae18D7qLLtYo+9hYeh5UuEI4kqElN1KYFE5wTftInj/AwQfeBdWX+BGTu0NMR1eRD6NMZlC0zE0EaCvzfRKMoQGp88cowkuG0xvdvpBpti6opOt93UiIx3IxnTrmXhvxl4E2L1EDBvuWbcNyTgTFtv0H7TipmZGC9B0hWBGu9GNF+cfznDBfOqJdsojL/CbJ+rY+5KVYNMPqZD7qde20VL0dlYtW8l822E6Ll6kM/3nDASYs3UrGz7yEYKFHqznThM58jLRn38fI5UiBEgkMaAzkqAjEqczmqA3ZQxOrIb5H+8CbBYLRRXleOwa9PZysmUFX+/+GUls/JSP848rPkLVXRaK3/w2fHc/gGbLr2l9p7KtTa7GmAaFpg3ZPw9NX5uZIDBEaPzmGE3xsoHuzdLpR6TiA8WZMtIKnefM98nI4E76CzU9ZQjHisGwmcOH0Cycrq6mas4MiWcqZiwzWoCmMwRzozc6KSVP/7SDWNSPITVikSRffMtXmE81j/E8KWzo2h/zjtK/5ydNnyHVauOZ1jgfn/sQO9+2horKSooKXMhXDxJ6eT/RR75Ob7prQFJKepIpOqMJOiMJuuIJ4un7VH8ozY45fuN0uwnMKsEuExgdXSQ6QoiaehJCUFjuo2nee0letmNICymLhY4/+AHLPjv2seWTl5BNpvoBxxSa9msnPRsuNC4/uIvTUzkH00JTiMjsCNDXCG2nTdEZqVDTN29YIkCBKtRU5JwZLUD5PDXxS/tS/PpHzSy0voS3/sfU7t3L1ab5aDw/UNS5aUkjJxrfQqrX7CSQNCQnom8e6DwgNQ19/gdYePHzRHf/ipZkCiklfSmDrliCzljSHLtJDsbpdcy6G3f6dWFZKd6AFz3SR6KlnVRfH+L8ZQy7Ff+cIoJ3riO4fQdFD74P28KVeA9p/OfAU78YV9TzORPtRsnWA46GgextHurRhNsgklEDI7S0R1OcnsrZDJ1JuxcRD5lzzkQ6kb210HIcol3IzBocq8sUlqKliP7ZNB3+IdNAKxT5xowSoJGetKerZc14pOJxatK1N88/1coXD32BJCVYeDMP+/6T2+YUs97fjX75AS5ENzNfVlPcc4XKjbN44SVJMiWxWTXev+UKn392LQlpoMsEC0//EzWcoStuik13PEkyfc/qz0pzpv+1CoF/wXxcTh3R3UW8qR2amkk1NWP3uSheXE7RmmUU77qHwvvfyb4zl1mza9eQ45isqM/kTLTxmOy5kKlEOgGgf4zG9Gq20YU88qq5UL/QeEqhZOVArzNpcyPSGWcy0onsvgRNhyHWg8ws1LR7061n5mR4ND5VqKmYkcwYAbqRJ+2peErvTxjoL/qsO3SIvQlzDpFXvH9Psn+yMyRnutZS3P0bStes4S0fXs7cbauoqPxjrF0ddP70hyzo+SgHLi9gnf4i844e4q9d3+JwbCuzUrtpattPU3qfNkyhcWD+xzkcdnwL5uMghdHWRry1C3HpMkkhKCwrpOKOpQQ3rCJ4z/24d7wZ4S8d+jR89sqIxzaZcONMz0Qbj5HOhUzFzTGavmFTBES7BhcSmikOBaXURNwsWLkJ6QyA1ZEhNB3IzrNw9SAk+gZlRmjm+IwrCEVLhs6oqc2Yn6xCMS4z5mq+kSftbDyl9zY2mmKzbx+1e/fSdPw4SImwWPDOno2jtBTZ10e0s5PynqfQ+QQpwKrDn37lbbzlw58lefkCHT/9IT2PfpOL//MvCEdjdMWTJGNJlsQTNMZTNACwmw3sxobp5Vgwhcdd5KfR90ZOdq1lWfhpyiJ7EK+fJWXXCVQECKxfT3DTWore8AC2dTvRCoOTO8jrYLiXAPDFL16/p5lP40mm0LQPmfTMFJruwYWEZqYyF5QhSm8zvRlXEWiWAaGxd51Ctp0yEwFSsUGh0azpQs2KQZFxBlQjTcUtw4wRoBt50p7sulJKOi5cGNLSpvPiRQAsNhue8nIK58wh1NREKh6nu7YWR1kZS970JuZs3crcbdt4qNfO737czNren7P4l//FsW9cpDMUHQijdcWTxIzB5px2zKy0/qQBDSicXY4nGEB0dRG/2sy59mX8Xfu/k8SGVXyc/9z5Ce55k4PCXW/GsmIzmsc3qXOaLfq9hPE8zfHEJWdZZ6l4RkPN/jGa4UJjSQtNOaJsdToRwAeahoh2D9bQtBwzPSEjOSA0RboFcJodBTLHZ2weNT6juKWZMQJ0IwkH461rpFI0v/ba4JTS+/YRajIDXzaPB2cggKu4mHBrK6l4nN6GBso3bGDFO97BnK1bmbN1K0fOneOO0iDtT3yftr/4KPFz51kVitAeT3IxlqA3nShQxxbqqWIJ1Szg4EBKtG7V8c2ZjcPtxmhtId7UhtbQSPJqE96yQirWz+PVxEdIHTMz1JKahSv3PULwr2783GaLsTzNiYjLlGedJWPDxmjS4bPMGq5+ofHOMoXGHUTaC0GAiHWZ4zORTui5ArFukIPp7dg84AhA8ewhYbODLx2i6o6q7B2IQnGTMGMECCY2NjHaU3bmuololK/8fzU8+QudVbZfsqT+b4n1mDchu8+Hze3G6naT6OsjHgphsdlModm2jTlbtzL79tuxOp3s/sFlHvvWOVZ84X9S3PQkPwtHr0kUsAB2AV6ghi18j+dJYmM3cf5m7oe4zX2cZEMjqZ4Q4lINRn84rWolRbctomjbdmzrdqAtXEfyiJN/nkSG2nQzlqc5EXHJ1njSgND0tQ1Nb45lFFwKi1lDUzgb4VqbFhoPyBQi1m0KTbQdui4MFGoO+KuOwnTrmQUZHo1PFWoqFJNkRgnQeIz2lB3t7qb2pZf4zQ9r2POioLmuh5eMTwHwCp/gHQV1rLZ8A5lKEevqwlNayuL77hsQneCyZQghCJ99ndYffI+Dn/4EL74e5H93/4Ikc7Cwgw9ymjkcxCHMUFp/BN8CCAkev5fD+jtJtQ4mJ5yqXcyawqcpmVtEYO4SilYvw7dlG5aVlWgLViGsQ4s+8zntHMa2byLiMumss2RshCkChgmNppseTeEchDtoJgLY3CCTGR5NE3S8PlCoKfvX6y/UdK4YnH/G7lONNBWKLJGXAnS9A9FDnrJjBt/65K84Fvkbmo8fp44tAwWfgwhAcsbybv70U6aXU1FZiTtoDt6Hz5+l9t//lSPPPktzTS2d4Rjd8SQGsJfPDGS6GUhaqGIdBxESNE3DW+LH5fcje3qJX21G6+xhhfgpVj5KErBaUnz4jwvY9davoy3fgjZnOUIfvxX9VFb+Z4PR7JuouIyYdZaMDngxC6nBeO0JU3jiGS3+Nd3s1twvNK6A2STTyBCaUB20vgaGma0oASz2dKHm/Iy2MwHVSFOhmAbyToAiEcukBqKllLSfP0/tvn2IfVfRjL/AQEcYCayvfJmewjosdjtXYlWk0oIB/Z18zaDKf/+Hzdzz8GZ6XjvO65/7FDV79tDa0EhnJDaQKKABLk1QKAQWJGtlNXuJk0JiIcHGwFFmBxeQamkn1dWDaG5HdnXjnx2gaOcKAvNLecuG1ew0XuDFxs3sekuArds/N6XnMt8YTzxlIjqQADBkjCZDaMrRIFFszq7ZnwhgsZrdmWPprgA9l6Hl6EAjTQlgdacbaS4fOqOmrgo1FYpckZcCNNZYgZFK8avvXeCZn7Qxq+/X2E9/m3BLC2DO4vkRZzXnwncwn93MNg7hnbOGOVu3Mr+kigP/oBFPSGw2nY9/3ODg8+1slD/G8Xd/x1f/exs9scTAfhyawCUEXgFCml2iRVqMXC47lUWXKU68l+Otq1mZep5lHQfRUy5K5xQRqFxAYEEZvnWrsSxah1hRiVY6H6Fp7AB2TN/pzEtkIpIxRtNfR9MG8b7BhTSrOUbTLzQOL1h0Lpw+wbKSMlNous5Bcy9cU6gZgMJ5Q+tn9PzqYadQKPJQgJzOFH19gx7Q9soYV148NJAOve/FBI9GfkmKReis5w9t+5mFKUCa1UrlFo13b7Uxd9vnmb15Mw6vF4C+tja0xK/5zY+aKGv7CQVfeY5daUGpFeCxaJRYNDQpkYYkZUhAghB4vC5cPi8iYRBvbEELxzAiLawve5G7N5yiaE4RvoVvpeC2VWgL1yKWV6IVV9zyT9YyERkQlyEFmyMKzQIzhGb3gGYBIz44RUDH65Aw11nmAJqb04WaxcNaz/hUoaZCMYPIu1+rw57gP//Pfp79ZQ+lHU+y+w3/iZHuMGB1ubgY/R8DobQU0Lfio7zp4Xczd9s2SlatQrNYSMbjNB8/zuFvfJ3LP3+SpjNnCYXNAeZFmGLjtGjoQiIMg4QEmTQwAItFo8DvwuF2k+qNYHT3InrCiFgC/2y/GU6bU4R/cQW2hUvRFq1HW76ZF4+foWpYW5ubleFjdDIRvraOpq99QDQAM0zmCkJgYXqMxQ2agFTMFJpIJ7SdMN/3o1lNYfFWINJNNA+9do7Nd96rCjUVipuAvBOg0IULvP6X25gjBLrdTjItPpquU7JqFW9eUMJLT0IiZYbSPvYv72bp7FrqDx3i8De/Se3vnqW1th7DMOP/dk1QYNHwWi1ohsRIGcRTBjIFCcBh0ykqcGC12Ul09EAsgejswyqhdE6AQOVCiuYU4V1UgWXOYrTFG9GW3oHmG9ZlQJyd5jM1/ch4mAPVPdzzYInpoVoNnvvHn1O57NLgQhab6ckUpYXG6jC7BaQiAx4NrbXDZtR0mkITWJwen0l7NFb3NV5kVNYo8VEobhKmRYCEEBbgVaBBSvnARNZx+v0j1t7EQiHm7niNZ3/Zw6yuX7Dvjd/m2R4z7VYDvFYLZVYNXWqIVIpYSpI0UsQxc95cThuFbjsWNBJt3WjxJHT04S63EVgzl6I5RQTmBHDNmY1WsRixZBPakk1oBb4pOjv5h4z3jTBG0w6JMNU/2Uw8XkLK0IgnYc+Z1VTeXwG6HYSAZDgtNB3Qc5kh4zO2AlNYCmYPyThTjTQViluT6fKAPgG8jlmPOSaO0lI+Vl1NcNkypJS0nTlD/cGDnHj8cer27aP19deRUlIOOHUNr26h2GHFYkhSySTRhCk2ccCiCdxuO06HFRk3MHrDiEgc3ZD45xYRWDnLDKdV+LGVlqHNWYpYegeWJRsQTs8Un5LcIqXESgLZWWNmnWX2OktkTFxmsZtjNEWLweFl5wN+bN+TxBMGNqtk57qL0Hx5cHmhgb3Q9GL8iwY9GocPYRk/zVyhUNw6TLkACSEqgDcDXwA+Oe7yus6Jxx+n/uBBGg4dItZrejdWTaPQamGe04rVkMiUQSxlEI0m6B9psOsWvC4rNquFVCgGiSSiL4bdZiOwoJjALJ8ZTiv1oRWXos1dZobTFq1D2Cc+r30+NcwcDymlORYzMEbTNtBgs1JEkK8dNRe02M2pm4uWmIkAug2kTHs0nRBugJ6LVJbDc988xZ6jc9hZ2UvlFivCuTmjULNQFWoqFIoJMR0e0NeBvwIKJrJwpKGBvV/4AgV2nRJN4HTb0FKSRDJFJJ4glDHTp8NqIeC2oQtI9kTQkikIGxTMDhJYNotAuSk4Tr8HESxDm7cCbflmtPnXdhmYKPk6AZuU0swuSycADGlBk4wOLqg7zGSA4BJqmtqYt2ARkBapaBeEaqFnMB0di90cy/EtHAibbV3jZ+tDqlBToVDcGEJKOf5S17txIR4A3iSl/DMhRBXwlyONAQkhHgYeBlioiY1ftOlEkinCSYP+OR8tApw2Kw6bBZE0kJE4ArDYrfjnlVA020dglg//7AC6007MW0SPbxZtgYX0esuRWXoqf/zxuTz66AIMQ6BpBg89dIX3v7+WUCiExzO1YbtTp7wcO1bI7evauOO2JlxEcBPBlf6zisEZMhPSQhgXYRwkhI4UFjQNHFoSlyWOU8TRxOD/fczQCUs7YWPoX8JsJjSlxzUZpuM8Zxtl8/QwE22GmWn3rl27DkspN93odqZagL4I/AFm6wEH5hjQz6SUHxhtnblCyL8CrJrAZdOx6RZkNA5JAwE4i7wE5hUTKPcSKPfjLfWi2e1opRWI+behrahEm7UEYZmaMNBoHlB1dTVVWewOano0oYFxmf37ktz7h5uIJzRs1hTPffVHVN521cwgcxels8acoGkgU+a6sa6hnZ4RZqFm2pM5W9PM8nVbwemfMY00s32epwNl8/QwE22GmWm3ECIrAjSlITgp5WeBzwJkeECjig+YwlNkSDRDQixJYYmfwLwggdICArP8uApdYLOjlc9FW7gGsWwzWtkChDY9qbnZbggqpTSbZ47UvTkVH1huT/V24gltMPvs8lYq779krhvrgp6MVGhhMQs13SWIomVpwQmAo3BIoWbzxWpWeEpv7AAUCoXiOsm7OiCLTWfFnbcRKPPiLyvEareCw4E2az7awnWI5Vty3mXgehqCDgpN27XpzRlCg9WVrqNZnK6hAWSSnXdGsX3HIJ4Em55i5/Ij0NVpDv4Xzh3SdkbNqKlQKGYC0yZAUspqoHq85Qr8bpbvWo02eyHa4nVoSzcjAmUzZsDbFJqewayzzF5nqYzBfavbnCagaLGZcSaE2aU53mMmAyQ6BpfVnVRuCPDc90+w53AZVVUalTvfCFbVSFOhUMxc8s4D6nMHcXzmsVybMS6DQmOKy1IuYRypTXs0GUJjc5tZZIFFptAAyLg5yVm0c6jQ9BdqZrSewekfKNTcthy2vX0aD1KhUNxySCnNTiVGzIzO9P9lvs8SeSdAcprGckZipPoeKSVEu4d2BugfpzEGhcaPFbRSs9eZxQpIs6FmrMcUmX6h6S/UdBaBf/FgRwBVqKlQKLKElEZaLNKiYWS8TsWRqVj6s/iI3w/pYDKF5J0A5Yr9+yX33MNgj7NHD1K59AKEO4YIDTYPOH0QmJ8WGgNSMbS+dkh0mn+QnlHTD95Z6fGZwOD4jCrUVCgUY2B6IYkMcRgmIMMFwxgmNpm9FkdCWMy+jZrN/NdiB5t34L3o/2z4Mhab2SSYh7JynDedAI3XpUBKw/Rohk3lXP3dhcRj28wsMwl7XrRQuVyHwDxzegAMs6Az3jNUaHQHOPy0Jb3MWrhyMOPM5lHjMwrFLYw0Utd6FhliItOfrfA2Y1z5zbXLjOeFDAhDv4AUDrwXFhto9ozv08v0C0yeTFuSH1ZkiaE1OpLfPd1L5armDKFpS3s0GU8HNg84Ctm5I4ntMYN4Amy6ZOftVyHZZf4BWD2muBRWDPFohNVs4XO+uprZZeuG2DJT2vUoFIprMb2Q0cNUcqTQVeZ7mRp7B2kvxGVJgpEya/rsaRHR7Gkv5Frx6PdKboYH3BkvQFIaEOmCcDu7n7QRj80xvZiYpPr7R9ny/kPmgjYPOLzgm2vOQyNTZp+zRB8ku6hc1sVz3+xgz2sL2bktQmVlOcK5cjARYBKFmvnarkehuNWQRnLkMY70oLpMjS4wGOMNtothISobWH3DwlgjiEf6fX8o/nB1NVVrq6b6VOQlM0aABoVmeK+z9oEnjZ3zZ2Gz/r5ZK2M12HlnCgJzTJFJxSDZbf71F2oWzBpSP7N1o49tWRifqa5mzGnFFQrFxJDSGBwLGTKgPjSMhRFnlbcJ49Kvhi4zrheiDxUG3Q12/8B7MUQ4homJZr0pvJBckpcCJNPdmod0bw53DL2YbB6za7OvwizWNBJUbg7z3D//gj1HZrNzQwOVKzvB4gfPgmGJAAVTWqhZVWV6Pv0e0AzrsqFQZA0ppfm77ReQzJBWWlDk8EH24WGvMRED4mDVUuYAudU9GKay2McOY6mEoJySdwLkoQ/5yrcHP7B5wO6GwllpoYlDIoyZfdZr/lldprD45rD1gQBb3+UHx5qcFWpmu12PQpFLBlN6R8jIMtJjISN4JwPvpTH2DjQ9LQxpsbD2eyH2oaGs4YPqmh00feA3frS6mqp1VVN/QhRZI+8EyBAW8M1Oh8wiICSkQpDCbKTpKgLn4qGJAPr1Ta0wlVxPux6FYioYLCwcfcBcDhOPDf5OjHNPpJdLjLMHMSge/WMiVs9gRlamuIwgJqpt1K1L3gmQJgCLBu5Z5uB/xhhNvqQOKhTTzbiFhaOGsWITTOm1Zgyo24mmdDzu8hHCWCN4IkJXYyGK6yLv7ughw4G26r25NkOhyCoDXsiQcZBJhLHGLSzUho1x2MFaMDSMNaonYr3GCzldU03Vhh1TeEYUijwUIIUiXxksLMwQiIz317Q3Sb+vLOpDnv4ukysstJmV6f0CMrwafbgnIizKC1HMOJQAKW4ZBtubjJBtlYplhLFGydiaYGHhQChLd4KlkJZumD1nwbjtTdRYiOJWQwmQYkYhMJCJ8Ij9sYaEskYUkwTjeiHDQ1X2woH3YohwXCsmo41RXrxQzZzSjdk/GQrFDEcJkGJaGdreZOzCwpE8kR3FKeS5mtF3ICxDw1S6E+y+0TOyMj0RVVioUEwrSoAUk2JoYWF82JwhIxQWDvFEJldYOOCJZBQWXq5pYOGS5aOEsVRhoUIxk1ACdAvSn9Lr0BLISNs1oSo52jhIf+rvhAsLMwQks73JKOIxkfYmdWf6WBRYnuUzolAocoESoBmI6YUkxxgwHz0jK7Ow8I4ikJfqR9iDuFYc+r2Qa/pj2a8REzWYrlAoJoISoBwxpLBwzP5Yo3gi43oh1qGehc0z2IU3LR6vn7vEitvWXismmiosVCgUU48SoOtk+LzphdYIsqdmQChGLizMEJOJFBYO8Sz6Cwv7W72P3OJ9Mu1NWmKtrPTOzdIZUSgUiskx5QIkhJgDPAaUAQbwiJTyG1O934lwTWHhePOmDx90z0jpXesDWdc0dAeadWgYy1YAluCwwsIRuvRa7KqwUKFQ3PRMhweUBP5CSnlECFEAHBZCPCelPH2jG7523vShE05JIza6eKTi5jjKWAxvb6LbwTLCvOmajeMnX2fthtszlleFhQqFQjEWUy5AUspGoDH9ulcI8TowGxhRgHRhILsvDY6FjCYeRmxihYXXtDcZZ970zC69k2h+2pW4gnAGJ7y8QqFQ3OpM6xiQEGI+sB44NNoyTksCWb8nYyXLUHEYa970EYoMVRhLoVAo8hMh5TgeRLZ2JIQH2AN8QUr5s2HfPQw8DFAxq2zjT374XZKGRlJqSGZGGCsUCuHxeHJtxqRQNk8PyubpYSbaDDPT7l27dh2WUm664Q1JKaf8D7ACvwU+Od6yS5culTOR3bt359qESaNsnh6UzdPDTLRZyplpN/CqzII2TLl7IcwY2LeB16WUX53q/SkUCoViZjAd8a1twB8AdwkhjqX/3jQN+1UoFApFHjMdWXD7AJUJoFAoFIohzIwRfoVCoVDcdCgBUigUCkVOUL3gFArFLYmZzCWh/9+B14zw2bDXA+Urwz/rf83o6w5ZB0rdMWTPlbG3k/5cjmbvqHaMcTxj7Gfo94z8WRZQAqRQ5BFy0jc7xrjxTOamOnQ719wUx7ipyoncdEey93qOZ6RzkX59R3kE48pvxzjG7N9As8GyAMjWY5NcS4AQQ/+95jVjfM8o62vm+4EC/lH2kyWUACnGRU7oKWsiNzvGXn8CN7uyMZ8Wh98Ux9rfBI5nojf+cbZzR3kU48pvJnaMecIN3xSZwE1MTGK54Z+PsJ+u7mbK/MWjLMc164jRbtij7me0Yxy+zljb4ZrPDh48xJbKymvP2wjbvtk6u8xYARrxpjjhp72J3BRH2/bIN6kydwzZfXn07WTeGCd9cx7leCZ8Ux1525vLoxhXnhnT3ny6KQIsnfSN8TpvDuPc7ECApo2wHNes09XVTJm/dEL7EWM+nY69n0nd0MfZjnlT3HLtOqOct3y4MZ57vZpZazbk2oxJE0tpCN2ZazNyQt4JkNuaGuVpMX9vipC+MbYdn8Qa49wcptqFFoLOribK/GXj3KTMbVz7tDiRG3qGHWM+NY73/eByQ54WxzlX+XBThPSNce36XJsxKcyboivXZihucvJOgFJSgKt0hJsZ19yY8sWFBsGBgweprNya8fm19ubTTRHg3OmZemO8NZ8WFYqbjbwToGhSQyuZWTdFgHhKQ+iOXJuhUCgUMwZVB6RQKBSKnKAESKFQKBQ5QQmQQqFQKHKCEiCFQqFQ5AQlQAqFQqHICUqAFAqFQpETlAApFAqFIifkXR2Q0wqy7cTIlfwwtLhzyPvRXg8rLB3ru2v2yYSX89hBJkKD+xi11cnYtuVToapCoVBMJXknQEIARtx8M2aPMibw3fSxca6AlsM3vB3T6iyJ6DjL3VYOsv3UCGI7lnCO9vkkHwQmYWembW4byETf2HaO8Z0SeIUif8g7AQrHQZRszMq25ESFasQOx+N8N0wcT548wapVt4273KRFdLTXkz4GI73a4HcOK5AMX2vnmHYzdLlpZtM8AS2vXvf6Iwt8+rMJCWfG6wkut6IMZMfpjO/GEsoRbJmoNz38mG4gIuC0gkxGRt7/GHYrgVdMhrwToGwirnnKnrp9tfeBcBZP3Q6mgMOnq6mquv261x9b4DNfjyKUExLRzG3BqVMnuW3lynGWm4T4X/eDwFgCP3Q5tx2Ih0axbZxjyBF3zBfQ/PKk1xu0ejQRvV5xHGO59O98eSnIjjOje9CTDKtf3zEMs3MCx2DXQaZiE7LtZhP4m1qAFFPLdAp8P20hEK6Sqd9RFnm1upqqqjsmvd5QgSdL3vQEvGspef3106xYsWKUdSYhotf9kDLCd9IYczmvA4h3j23nNech92xZIKDp4ISWvVbg068n5CWP892kIgLZYVoESAhxP/ANwAL8h5TyS9OxX4ViJpMLge+npfc0K12l07fDLPBydTVVVZsntY6ciKAOfz8RER3Xgx58ffbsGZYtWzbKchPwkie93Ch2Dxf4MY8vO0y5AAkhLMA/A/cC9cArQoinpJSnp3rfCoVCMRZiyFN+bmxo6jnDcnd5bnaeY6ajDugO4IKU8pKUMg78EHhwGvarUCgUijxmOkJws4G6jPf1wBA/WQjxMPBw+m1MCHFyGuzKNkGgLddGTBJl8/SgbJ4eZqLNMDPtXpaNjUyHAI3k2A4JIkopHwEeARBCvCql3DQNdmWVmWi3snl6UDZPDzPRZpiZdgshrr8WIoPpCMHVA3My3lcAV6dhvwqFQqHIY6ZDgF4BlgghFgghbMB7gKemYb8KhUKhyGOmPAQnpUwKIf4b8FvMNOxHpZSnxljlkam2aYqYiXYrm6cHZfP0MBNthplpd1ZsFoPFbgqFQqFQTB9qOgaFQqFQ5AQlQAqFQqHICdMqQEKI+4UQZ4UQF4QQnxnheyGE+Mf0968JITZMdN0c2vz+tK2vCSH2CyHWZnx3RQhxQghxLFtpi1myuUoI0Z2265gQ4m8mum4Obf5Uhr0nhRApIUQg/V2uzvOjQoiW0erW8vR6Hs/mfLyex7M5767n9L7HszuvrmkhxBwhxG4hxOtCiFNCiE+MsEx2r2kp5bT8YSYgXAQWAjbgOLBy2DJvAp7BrB3aAhya6Lo5tHkr4E+/fmO/zen3V4DgdJ3jSdhcBfzqetbNlc3Dln8L8EIuz3N6v3cCG4CTo3yfV9fzBG3Oq+t5gjbn1fU8UbuHLZvzaxooBzakXxcA56b6Hj2dHtBEWvI8CDwmTQ4CPiFE+QTXzYnNUsr9UsrO9NuDmHVOueRGzlXenudhvBf4wTTYNSZSyheBjjEWybfreVyb8/B6nsh5Ho2ctgGbpN05v6allI1SyiPp173A65idbDLJ6jU9nQI0Ukue4Qc32jITWXcqmOx+P4L5dNCPBJ4VQhwWZruh6WCiNlcKIY4LIZ4RQtw2yXWzzYT3K4RwAfcDP834OBfneSLk2/U8WfLhep4o+XQ9T4p8vKaFEPOB9cChYV9l9ZqezvmAxm3JM8YyE1l3KpjwfoUQuzB/sNszPt4mpbwqhCgBnhNCnEk/FU0lE7H5CDBPShkSQrwJ+DmwZILrTgWT2e9bgJeklJlPlrk4zxMh367nCZNH1/NEyLfrebLk1TUthPBgiuH/kFL2DP96hFWu+5qeTg9oIi15RlsmV+18JrRfIcQa4D+AB6WU7f2fSymvpv9tAZ7EdFOnmnFtllL2SClD6ddPA1YhRHAi604Rk9nvexgWqsjReZ4I+XY9T4g8u57HJQ+v58mSN9e0EMKKKT6PSyl/NsIi2b2mp3GASwcuAQsYHKS6bdgyb2boANfLE103hzbPBS4AW4d97gYKMl7vB+7PE5vLGCxCvgOoTZ/zvD3P6eUKMWPq7lyf54z9z2f0wfG8up4naHNeXc8TtDmvrueJ2p3+Pm+u6fQ5ewz4+hjLZPWanrYQnBylJY8Q4k/T3/8b8DRmlsUFIAx8eKx188TmvwGKgH8R5gyWSWl2ti0Fnkx/pgPfl1L+Jk9sfifwUSFEEogA75HmVZTP5xngbcCzUsq+jNVzcp4BhBA/wMzACgoh6oG/BawZNufV9TxBm/Pqep6gzXl1PU/Cbsiva3ob8AfACSHEsfRnn8N8KJmSa1q14lEoFApFTlCdEBQKhUKRE5QAKRQKhSInKAFSKBQKRU5QAqRQKBSKnKAESKFQKBQ5QQmQQqFQKHKCEiCFIksIId4lhIgJIeZlfPYNIcRFIURpLm1TKPIRVQekUGQJYVYOvgIclVL+sRDiL4G/wuzrdT631ikU+cd0NiNVKG5qpJRSCPE54NdCiIvAXwN39YuPEOIpYAfwvJTynTk0VaHIC5QHpFBkGSHEfsyeZG+RUj6T8fkuwAN8SAmQQqHGgBSKrCKEuAtYi9mssTnzOynlbqA3F3YpFPmIEiCFIksIIdYCPwM+jjknzRdzapBCkeeoMSCFIgukM9+eBr4qpXxUCPEy8JoQokpKWZ1b6xSK/ER5QArFDSKECAC/AX4lpfw8gJTyJPBjlBekUIyK8oAUihtEmlMprxjh89/PgTkKxYxBZcEpFNOEEOJ3mAkKbsxZMN8lpTyQW6sUityhBEihUCgUOUGNASkUCoUiJygBUigUCkVOUAKkUCgUipygBEihUCgUOUEJkEKhUChyghIghUKhUOQEJUAKhUKhyAlKgBQKhUKRE5QAKRQKhSIn/P8SA5fSU97YdgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "n_epochs = 50\n", "t0, t1 = 5, 50 # learning schedule hyperparameters\n", @@ -436,7 +571,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.21076011],\n", + " [2.74856079]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "theta" ] @@ -445,7 +592,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SGDRegressor(n_iter_no_change=100, penalty=None, random_state=42, tol=1e-05)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import SGDRegressor\n", "\n", @@ -458,7 +616,18 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4.21278812]), array([2.77270267]))" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sgd_reg.intercept_, sgd_reg.coef_" ] @@ -481,7 +650,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–11\n", "\n", @@ -556,7 +738,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–12\n", "plt.figure(figsize=(6, 4))\n", @@ -573,7 +768,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.75275929])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "\n", @@ -586,7 +792,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.75275929, 0.56664654])" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_poly[0]" ] @@ -595,7 +812,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([1.78134581]), array([[0.93366893, 0.56456263]]))" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_reg = LinearRegression()\n", "lin_reg.fit(X_poly, y)\n", @@ -606,7 +834,20 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–13\n", "\n", @@ -630,7 +871,20 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–14\n", "\n", @@ -670,7 +924,20 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.model_selection import learning_curve\n", "\n", @@ -716,7 +983,20 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – generates and saves Figure 4–16\n", "\n", @@ -774,7 +1054,20 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – a quick peek at the dataset we just generated\n", "plt.figure(figsize=(6, 4))\n", @@ -790,7 +1083,18 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1.55325833]])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import Ridge\n", "\n", @@ -803,7 +1107,20 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–17\n", "\n", @@ -843,7 +1160,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.55302613])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sgd_reg = SGDRegressor(penalty=\"l2\", alpha=0.1 / m, tol=None,\n", " max_iter=1000, eta0=0.01, random_state=42)\n", @@ -855,7 +1183,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1.55321535]])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – show that we get roughly the same solution as earlier when\n", "# we use Stochastic Average GD (solver=\"sag\")\n", @@ -868,7 +1207,19 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.97898394],\n", + " [0.3828496 ]])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows the closed form solution of Ridge regression,\n", "# compare with the next Ridge model's learned parameters below\n", @@ -882,7 +1233,18 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.97944909]), array([[0.38251084]]))" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ridge_reg.intercept_, ridge_reg.coef_ # extra code" ] @@ -898,7 +1260,18 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.53788174])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import Lasso\n", "\n", @@ -911,7 +1284,20 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–18\n", "plt.figure(figsize=(9, 3.5))\n", @@ -929,7 +1315,20 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this BIG cell generates and saves Figure 4–19\n", "\n", @@ -1022,7 +1421,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.54333232])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import ElasticNet\n", "\n", @@ -1049,7 +1459,20 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from copy import deepcopy\n", "from sklearn.metrics import mean_squared_error\n", @@ -1125,7 +1548,20 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – generates and saves Figure 4–21\n", "\n", @@ -1159,7 +1595,25 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['data',\n", + " 'target',\n", + " 'frame',\n", + " 'target_names',\n", + " 'DESCR',\n", + " 'feature_names',\n", + " 'filename',\n", + " 'data_module']" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import load_iris\n", "\n", @@ -1171,7 +1625,77 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".. _iris_dataset:\n", + "\n", + "Iris plants dataset\n", + "--------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 150 (50 in each of three classes)\n", + " :Number of Attributes: 4 numeric, predictive attributes and the class\n", + " :Attribute Information:\n", + " - sepal length in cm\n", + " - sepal width in cm\n", + " - petal length in cm\n", + " - petal width in cm\n", + " - class:\n", + " - Iris-Setosa\n", + " - Iris-Versicolour\n", + " - Iris-Virginica\n", + " \n", + " :Summary Statistics:\n", + "\n", + " ============== ==== ==== ======= ===== ====================\n", + " Min Max Mean SD Class Correlation\n", + " ============== ==== ==== ======= ===== ====================\n", + " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", + " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", + " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", + " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", + " ============== ==== ==== ======= ===== ====================\n", + "\n", + " :Missing Attribute Values: None\n", + " :Class Distribution: 33.3% for each of 3 classes.\n", + " :Creator: R.A. Fisher\n", + " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", + " :Date: July, 1988\n", + "\n", + "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", + "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", + "Machine Learning Repository, which has two wrong data points.\n", + "\n", + "This is perhaps the best known database to be found in the\n", + "pattern recognition literature. Fisher's paper is a classic in the field and\n", + "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", + "data set contains 3 classes of 50 instances each, where each class refers to a\n", + "type of iris plant. One class is linearly separable from the other 2; the\n", + "latter are NOT linearly separable from each other.\n", + "\n", + ".. topic:: References\n", + "\n", + " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", + " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", + " Mathematical Statistics\" (John Wiley, NY, 1950).\n", + " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", + " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", + " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", + " Structure and Classification Rule for Recognition in Partially Exposed\n", + " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", + " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", + " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", + " on Information Theory, May 1972, 431-433.\n", + " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", + " conceptual clustering system finds 3 classes in the data.\n", + " - Many, many more ...\n" + ] + } + ], "source": [ "print(iris.DESCR) # extra code – it's a bit too long" ] @@ -1180,7 +1704,72 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", + "0 5.1 3.5 1.4 0.2\n", + "1 4.9 3.0 1.4 0.2\n", + "2 4.7 3.2 1.3 0.2" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "iris.data.head(3)" ] @@ -1189,7 +1778,21 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 0\n", + "1 0\n", + "2 0\n", + "Name: target, dtype: int64" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "iris.target.head(3) # note that the instances are not shuffled" ] @@ -1198,7 +1801,18 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['setosa', 'versicolor', 'virginica'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "X_new = np.linspace(0, 3, 1000).reshape(-1, 1) # reshape to get a column vector\n", "y_proba = log_reg.predict_proba(X_new)\n", @@ -1258,7 +1896,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1.6516516516516517" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "decision_boundary" ] @@ -1267,7 +1916,18 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, False])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg.predict([[1.7], [1.5]])" ] @@ -1276,7 +1936,20 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–22\n", "\n", @@ -1326,7 +1999,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(C=30, random_state=42)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X = iris.data[[\"petal length (cm)\", \"petal width (cm)\"]].values\n", "y = iris[\"target\"]\n", @@ -1342,7 +2026,18 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2])" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "softmax_reg.predict([[5, 2]])" ] @@ -1353,7 +2048,18 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0.04, 0.96]])" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "softmax_reg.predict_proba([[5, 2]]).round(2)" ] @@ -1362,7 +2068,20 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 4–23\n", "\n", @@ -1532,7 +2251,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 2, 1, 1, 0, 1, 2, 1, 1])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train[:10]" ] @@ -1541,7 +2271,27 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 1., 0.],\n", + " [1., 0., 0.],\n", + " [0., 0., 1.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.],\n", + " [1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.]])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "to_one_hot(y_train[:10])" ] @@ -1644,7 +2394,20 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 3.7085808486476917\n", + "1000 0.14519367480830644\n", + "2000 0.1301309575504088\n", + "3000 0.12009639326384539\n", + "4000 0.11372961364786884\n", + "5000 0.11002459532472425\n" + ] + } + ], "source": [ "eta = 0.5\n", "n_epochs = 5001\n", @@ -1677,7 +2440,20 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.41931626, 6.11112089, -5.52429876],\n", + " [-6.53054533, -0.74608616, 8.33137102],\n", + " [-5.28115784, 0.25152675, 6.90680425]])" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Theta" ] @@ -1693,7 +2469,18 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9333333333333333" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "logits = X_valid @ Theta\n", "Y_proba = softmax(logits)\n", @@ -1714,7 +2501,20 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 3.7372\n", + "1000 0.3259\n", + "2000 0.3259\n", + "3000 0.3259\n", + "4000 0.3259\n", + "5000 0.3259\n" + ] + } + ], "source": [ "eta = 0.5\n", "n_epochs = 5001\n", @@ -1751,7 +2551,18 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9333333333333333" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "logits = X_valid @ Theta\n", "Y_proba = softmax(logits)\n", @@ -1779,7 +2590,17 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 3.7372\n", + "281 0.3256\n", + "282 0.3256 early stopping!\n" + ] + } + ], "source": [ "eta = 0.5\n", "n_epochs = 50_001\n", @@ -1816,7 +2637,18 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9333333333333333" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "logits = X_valid @ Theta\n", "Y_proba = softmax(logits)\n", @@ -1844,7 +2676,20 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "custom_cmap = mpl.colors.ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", "\n", @@ -1888,7 +2733,18 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9666666666666667" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "logits = X_test @ Theta\n", "Y_proba = softmax(logits)\n", diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb index 7027715..560d65f 100644 --- a/05_support_vector_machines.ipynb +++ b/05_support_vector_machines.ipynb @@ -138,7 +138,20 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–1\n", "\n", @@ -217,7 +230,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–2\n", "\n", @@ -267,7 +293,20 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–3\n", "\n", @@ -322,7 +361,19 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearsvc', LinearSVC(C=1, random_state=42))])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "from sklearn.datasets import load_iris\n", @@ -343,7 +394,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, False])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new = [[5.5, 1.7], [5.0, 1.5]]\n", "svm_clf.predict(X_new)" @@ -353,7 +415,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.66163411, -0.22036063])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svm_clf.decision_function(X_new)" ] @@ -362,7 +435,20 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–4\n", "\n", @@ -430,7 +516,20 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–5\n", "\n", @@ -471,7 +570,21 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('polynomialfeatures', PolynomialFeatures(degree=3)),\n", + " ('standardscaler', StandardScaler()),\n", + " ('linearsvc',\n", + " LinearSVC(C=10, max_iter=10000, random_state=42))])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.preprocessing import PolynomialFeatures\n", @@ -490,7 +603,20 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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LtFW1O6mdPztdplpfTffa01Stj9LQvNyTo55CJsV6V5RjXe2cWd5D/b4nGNp6gyWjISf5oRJShUegEpByx8QF2qq1q0isWzN2fwN5Psx9akWmsu7YFe2kdr1Ic2Y0FFne6qtEpKbPDJ91O4TA0QSkyjLxup2wdAbOrhWdmbeT891fZdnO9xDr3qxFCkGnu55aShOQmrFs8jnddoCGtWtpff+dbofkqIWN0bFpudO79jNr/1HLihSUCgNNQKosratgYO2q0CWfXNnR0KV56SKFZTt7XBsN6R4/9ohcLL9Tupos8NsxKHuc2dtJZDhOpL5GOwKTHg0tu+t+Gq5dy9kP9lKZeJKhrU+Na6jqBN3ewT5SX+d2CIHjSgISkdtE5NcickhEPpfn/ptFZEBE9mb+/LUbcar84tu2U7X7+0SqX+T1lceoaV7udkhFxQb7uX/bZzk92J/3eyu1vv9Oaq64mvkr6mlq0QkGv4t39RNr76Bq9/fpWLKDoyvdjihYHP8NEZEK4GvAbwK9wG4Rec4Ys3/CQ18xxnzY6fhUYdlOBpciHZzZnKRqfbRoOxKvmNiR2O4OxdnrRLRqyt+ya5zJltOcuWWYhhu3BKaa0yvcOEW7HjhkjDkMICLfAe4GJiYgXwjLnPvIuUEad3ydw6sPU3vNIhrarvPFL+PEjsT3rr3DkQ7FRxYPMHjy1yzf0VP2RavKPcuvbGDfuksse/8n3A4lkNxIQEuB3G6LvcD78jzuAyLyBnAc+Iwx5q18TyYiDwAPADQ3N9Ob6LQ43OLiZ5YVuL2iaCwJMzx2/32fupEzZ2dNesy8xktsfeJlawKdoeRwksjgeVL1FZz6xPXMmr2JytkNJPqgty8x9RO4JDFs6O1M8PDb32I0le7JNZpK8T9e/OK477+8/d946PIHLX71FVQuWMGsTec4ec0wMnySob6fk6qtp3J2/l+53PdDefK/HwFLfzesi9d+M4115Ook+yuiJCovo7fTufd69r0bBm4koHwNC8yE718DVhhjLojIHcAz5G2sD8aYR4FHAdasXmOcaGdSqmKx5LZeyZd8sre7/e+JvdLB6qpf8vp1V7Pq+iWuxpJPoR0nezsTzFp+gZ+8+lOSJt2TK2mSHBt699wnaZL85HQ7n9n8ezZ1KF7AqbNdXHp5J23vtHJoZDPNW/L/f1rViqdYqx0r30tOtQ6ywkxjjb3RwZqGLvati9G6zrkqz97OBK3rqh17PTe5kYB6GX+a1kp6lDPGGHMu5+vnReSfRGSBMSbUm/04Pd0X7+pnUdMAnANT6c1GR8XWc/J1JJ7I7g7FCxujHLuiG94xY73x7BSkaV8vSA2d0ypPG7lRBbcbiIrIZSJSDXwCeC73ASKySEQk8/X1pOO0/7fX44qV2F51+7KxPzffZ81IJdXdS6prJ3uWHJr6wS6YuL4zsaotX0fiiZzqUByrP8us47vGGrUqpVwYARljkiLyEPBjoAL4hjHmLRF5MHP/I8A9wB+JSBIYAj5hjJk4TacKKPeaj2xvt5HkK3RtTFe7VYw2WBSddabacdIrHYlXRLdwjHZSo/uZtf8x7ZagVIYrFyoYY54Hnp9w2yM5Xz8MPOx0XDMRtPb22eRT0bqH0aWVNNyY3rfHa4uifttxMrdbwvDB16ndDXE0CXlZZDie7uiubKNXypXJijl3LyWxVHcvq69r5PjIXGbduMazpdZ+3HFyYWOUUzfC/EsHqamuZNDtgNSUIvU1wLDbYQSWJiAP8NrC8ejFM7DQ2wuvft9xUi9SVUoTkK8UGilZyYlKLSt4ZX1nRkLe0t/rF29nO35UNL7J6ytnU9t8ndshBVZJVXAicq+IXBKRFTm3fVVE3haRFvvCU7l2bD3Ovhd6xv4UmqIrd+quYu7Ue96r8oW1w7JXG6bGu/oZ2voUg3u+wom2Vxn42ApWbrrP9mloO3sTlsvu2EodAX0P+HPg88AfishngE8CNxhjTtoSWYDkP+NbVvYZn9Vni/Ft25l1fBf/ubaPypoGavF2k1G/OlJzknMtb7Jqdw+xuL/a9Lz7Xh7fccEro5dyNbVUUhttJbb6Csc2VrS7N2E57I6tpARkjDEi8pfANhF5G/gr4BZjTJeILAO+BSwERoD/bYx5yvJIfcyrZ3xZY5VvtTs5fc9sqlqi6a2nleUWNkZhU5RjLe3E2E9j7EmGth4i+eE14MDF7+VOf3n9vWyJC+cBZ2YBJl7L9uA19wFzHHntqeSLzeoK05LXgIwxL4rIbuD/AB8xxuzO3JUE/swYs1dEFgJ7RORHxhgt8vGBbPJZ1NrDWxtaWBnijeWclC3Lvth5kFWdA/Qlyi9zLyW5hCKBWCDb0dxu+a5lu3/+A0V/plD7KSdis3oUVHInBBG5BbiadC+3sWk3Y8wJY8zezNengDPAAkujVLZqaqlk1uImbTniMKvXFjS5+Euha9n6E2eK/lzutJjTsVm9FlRqEcLVwFPAn5BuDPqFAo+7lvSlWz357ldKTZYaOjf1gwLEruIZKzhZHl/oWratPd8t+DNTtZ+yOzark96UU3CZyrfngX8wxnxDRH4JdIjIzcaYHTmPawK+CfyBts3xFzN8lop5DYD3qnCCLj3qDNevi+eLFRwqky90LduB84W3jnBiWqxYbFZfZ1c0AYnIfOBHwA+NMX8LYIx5U0SeJD0K+kDmcbOAp4EvGGN2WRphAHip04FS5dD3snWy17L93a6HebLzeT627g4+v/Ghgm2vnGw/5dR1dkUTkDGmH7giz+0fz36d6Vr9OPBTY8y3rA4wCPKd8XllP5WwXoviNWKKd+22SrkJJPte9sr710qRi6eQ+jrgrGOvOZ0qOD+2n5qKFZ0QbgA+Tnpa7qOZ2/6LMWafBc+tHJD+pfO/3Oogr5SyliLdb6x8pSQXz09/hcx0quD83n4qn7ITkDHmZ7izr5AqU6y9g5rDP+AXG47RUNHs+5YjudVBU5WyBpEml5mJd/XDwTeYdXwXHZv7qFoZxZpTguIKTandteFeWpncYMbX7acK0F5wFvF6f6tc2Wt/hiN7uLAhztyNbb6/8HTiVEahX2KlcsXaO5jds53Rxm5O3zObhrYtjnWAL1YF9573/HdHYnCbjlws4qdrMFLdvSyJDrD8PXOpu/s23ycfmDyVUayU1Wt21+8DOcfw44+lz8aVo1pXwYUtLY70fcs1kyq4oNERUJgtsWbrbrflm8p4KdbOZwZ/z5Ob0+XKdkQ43yUcXvEzlu08R6x7s6/6w+XjpxkBwJWLsAtNqXlt80c76QhI+Z5TF83ZZWFjlFn182m4di0Nt1SzgqO+Hwn5aUZAuUcTkPK9fFMZSeO/6qDZTUsyjTCVUyLDccuqENX06RRcSKXbvzS5HYYl8k1l9HYmaF3nQHtpCznVAFOlxdo7qI8d5eSSE8A8t8MJJU1AFvHlFeJN+oGnwidbBTqSfIXeTUmq1uv2I27RBGQRLy6sKn9ysiFm2GSTz6XanYxeVUnDjTc5WvmmxtMEFCB+qzxSeTjUCNNuXp4RaGqpZGhxC4kb12jycZkmoADRyiNVjJMnKF4+4dERpndoFZzyrdhgP/dv+6xte6IEjZ6g5AjISNPvdARkE50Os19u7ze/dgPOR+rrMl3KvX0RrR9p93dv0RGQTbx8thkZjrsdQtmc2hnSaUdqTtKxZAdVu79PrL3D7XACJb5tO1W7v8+rLT/jSM1Jt8NRaAIKLb9ffJevjb3fLWyMsnLTfVStjxLb0MPIO48xtPUp33dFcFtyOMnQ1qe4FH+Ovs19zN3Y5njft+kKy/SyJqAAKVRh5IXKIysVamMflF/WFdEt1N19G6nfXsyS6ACp7l5NQjMU7+rHJBIsau1h9IZKGm7a4otrfnKnl4NM14ByuLFuY+VrhmVtKYg7Q060sDFKLwcBWLy8EismjLxcGm2nqsr0vy91xbJxo57cDQy91LS2PzF5l1QvxWclTUA53Fi38fJakVcFcWfIfEabZqdbJjVa83xhOUEZ5+Ab0ACx+rNMbLfj1SKWrT3fnTS97KX4rKQJyCZhPdt0QhB3hlTWGut4kHyF4drbOfG+eeOm3iYWsXhllBEb7OelUz9lxIyfXvZKfFbTBGSTUJ5tKsvF6s8y9+CvYM2H3Q7FN3Lb7SRuqqViTv2kdZ98RSxeGGU8sncrKYI9vZxLE5BSHlXTvJzjK0/yzugumnf0EOv+iO83qivGqvXQVHcvl603nKxuIdG2hkTf+ItOCxWxeGGU8capAyTN5OnlX/Xtcykie7lSBScit4nIr0XkkIh8Ls/9IiL/mLm/Q0Te60acSuXjVIlstiy77u7bOHPLWSoTTwa6LNuq9dCx69wKdDvw8gaG3/vo13hh47Ps+/0X2Pf7L/CxdXciCNcuusrt0GzheAISkQrga8DtwHrgkyKyfsLDbgeimT8PAF93IjY3ypjDUjodJOWWyE43gS1sjFJzxdXM/8BaVl/XSKq7d0avG3Txrn6GH3+MWcd38bM5Ozi6krzX+viliCWoF1vncmMK7nrgkDHmMICIfAe4G9if85i7gW8aYwzwCxFpFJHFxpgTdgbmxrqNrhX5ixWL1zOpvko1z4FTFxi9eAZYMIPIgy3W3kHN4R9wePVhaq9ZREPbloIXmvqliMWr61RWcmMKbinQk/N9b+a26T5GKceV24GhrLNa3UBwknhXP0Nbn2Lkncfo29xH3Yeu9nyXg1IE/WLrLDdGQJLnNjODx6QfKPIA6Wk6mpub6U10lhedQxJm2LVYk9fXsb/qCkaHKxnphd6+xJQ/kxg29HZO/TivsCPe/kQ/z/z6pXElsk8ffIm75tzL/OrStnR++O1vMZpKJ7DRVIovb/83Hrr8wSnjHUm20JOEvssjDC0d5pLL73N73r/LCt6T77VGzg0SqR2g/0O1RGo+TEVNLRWjsycdRz++dx/e/u77JCv3/RIUbiSgXsa/01qBifNQpTwGAGPMo8CjAGtWrzGt1eusi9RGvYlO3Io1/svtrF7SxdlrF3JyUf558ol6OxO0rqt2IDpr2BHvY7u+h5HUuFMhQ4rnLjxZ0tRIbLCfn7z607Eqp6RJ8pPT7Xxm8+9B95yi8Z46e4yhWDcL3zzD3DeWM3TNB5h3jXvvdTvev8Wunct9rdwy6/NXRZh7/Q0sbCySvHz43j00cnBSNVzSJDk08mtf/Vum4kYC2g1EReQy4B3gE8B9Ex7zHPBQZn3ofcCA3es/Klj6E/18fttXLG2zUu7idbHqq/vnP1D0Zxc2RqExyjHaGal/jUXbjzO8dwkXb7ibpmgwLlCcaj00m3iqEz30tR2gau0qlr3/TsvjsKNFz3Sf0y/rVEOD5XXWdzwBGWOSIvIQ8GOgAviGMeYtEXkwc/8jwPPAHcAhYBD4tNNxBtWZvZ3UXoxxkhOcqBimhuVuh2SLrT3fnXGblUIfFuV+KBRNYCV+zq2IbuFU83JON+1mcO/PWL7jeOCvD4J0kcHsnu0cWdFB/fL51N14m23rPHa06PFq2x+3uXIhqjHmedJJJve2R3K+NsAfOx1X0GUrhbo2HKNhZTO1zct9v1ibT7adyUwr1ez6sCiWwKazRrGwMQqbohxraadvWRe1ux5j+PH3BGo0lJUd9QxH9nChLU7D2rW02jDqybKjRY9X2/54gW7HEALZSqHKxJPENvT4Yj+UcuS2M5lupZqfrr1YEd1Cw01bSHyklsMrfsasHV8P1CZ2sfYOqnd+i741L8J1Ceruvs3W5AP27DMVxL2rIDP9Nr+prOfQBBQSTS2VzL9yCfUbN/liP5SZyiaQpJlZ+arfPizGuiV86GrO3HKWqvNP+L5bQqy9g6GtT1F1/gnOfrCX+o2bWHbX/badMGUvDP51/O1Jpc9PH3yxrJOQsJRTz5QmIBUo5bRZsevDwonWPSuiW1h21/0MfGwFfWteZNaOr/suEY27pmfNi1zY0sKyu+5nQXSDra+bnXL98//80qT3zkgqWdZJiJfb/pSj3OKDLG1GqgKlnEo1uza6c3IBOlukcGbeTs53b2P5jgNFixTc2IQxn+z65JHVh20vMhj3ujlTrofPdk+62NBgymoE6pe2PzNS5vQbaAJSAZNd6J/JtR92fFi4sQC9sDEKd0U51tVOrH4/s/anixTyXTvk9oaIZ/Z2UrP354xEOhjYnKRu/dUsc3CKOPekozJSye+s+RAGePrgjxlJJamKVJbVCNQv5dTTYdXoBzQBKTXGjg8LN/t5ZUdDg5fvpjeevnYo/s7GsftTs5so1n2gXPGu/ryNU8e6VQOzju+id3MflU0NNLRd52hhTL4p16cPvgiCJ7dq8BQLRj+gCUgFhB0XD5bLC/vOZEu2T53t4nTTbpYcfTl9x/ls2bc9VWXZ63aSLaepqxs/rcn8d0emxzcmijYOtVO+KdeRVHJSH7DR1Khev5Nh5egHNAGpgLByncWqZGbXmtJMjCWitq7xd3yh8M+c2Zvuv5aqWzjpvmRLkvixdwscIhdPjX2dnVK70DZE1dpVjKxbU/A1Vrp4KUC+KVeDmbQOlDSjvl2zseXEzKLRD2gCcty7i77jpz6cXvQNknzrLDDzztFWJTMvLkBPZ6TRdOJHAJgLw5PuG7rxfSzY+8Ox72XOu5u/7W3bT8PlzdS13eTpa82KTbnGBvu5/clPc2k0wayKah75rb+b8eu4OTq38sTM6tEPaAJynNuLvkGUb51lqt5qhVhZNOCHBeim5kvEY7Mm3d447xxH7s5epVE76f7kxQhHf3fy7QBzafP9tWZWrt251YbHlgIYC0c/oAlI+VyhdZa7NtxLKy3Tfr4wbAKWa8ee7UXuLZxEejsTtDqcZJwaSVi5dudmGx4r38t2jH5AL0QNlwvn0ztrBkihdZatPd+d9nPpVeveVu5W6NN5HasuHnWrs4Yt72WLRz+gCUj5XKF1lgPnp79ZWlCvWg8CJ3v0WbV25+YJjZXvZbtGP6BTcMrnCq2zzGQHTC8WDVjJi6XqpXJyatSqtTs3qyAtfy/bMPoBTUCOK7bro3KXH4oGyuHXPWm8cD3VTLh5QmPVe9mKjtfFaAJyWLbU2s0tuVX4+HlPGi9dTzUdfj+hsXPqLUvXgJQKAb9tM5Er6FOjnmbj6Ad0BBQaZvis2yH4kp/XTbL8OoWV5feRhB85MfoBHQGFS+PsqR+jxnGq9NdOWt2nZsTm0Q9oAlKqID9tz12MTmGp6bC78CCXTsEpVUBQuiIEeQorCFOkXuLU1FuWjoCUykO7IvhDEKZIPceh0Q9oAgqFyMVTSH2d22H4iq6beF9Qpki9wsmptyxNQAEXa++gavf3+UXtjzlSc9LtcHxD1028z8+l5V7j9NRblq4BBVS8q5/a3TuonPc6Z24ZZtGNd3h6bxav8fu6iZfWRuyIxe+l5V4ylnwcHv2AjoACK9Xdy5LoABc31bPs+o9q8gkZL62N2BGLTpFazIXkA5qAwmFRo9sRKJvEBvu5f9tnx61/zHRtJN9zWRGfHes0OkVqDTfWfXJpAlLKx/KNLma6NmL3SMXKEcr3Pvo19v3+C5P+THfq1I6k6xdurfvk0gQUYKmhc26HEHhufoDlG13MtHzcjpGKH0rZvTRV6SQ3131yaQIKuNEmbb8zHdNNKG5+gOUbXcx0bcSOkYrX12nCWsbtleQDmoCUGmc6CcXND7BCo4s9ffumvTZi10hlpus0To0qQ13G7YHkA1qGHViR4ThUuR2Fv0x3zxw3W/UUGl1cu+gqnvmdf7bkucr998y0lL3UjfPKKe8Oaxm320UHE+kIKMAi9TVuh+Ar0zkj7oy/zZOdz7u2vmFlFZiXKsqmM6osZ/rT69ODdvBC0cFEOgJSiumfEX/uP7+EwYy7zclRkJUXynrpottSR5Xl7vDqpaTrBC+t++TSBBQw8a5+6nY+S2TpQXbXX6AKvQC1FNOZhooN9nP4bPek5wjyB5gTpnMSUO70p5eSrt28mnzA4Sk4EZkvIi+JSFfm73kFHndURPaJyF4R+ZWTMfpVvKufWHsH1Tu/xYm2Vzl352IabtrCiugWt0PzhemcET+ydyuVkfS5W1Wkko+vu3PG16God5U6LWZH0YQVhQ9evKbIy8kHnB8BfQ5oN8Z8UUQ+l/n+zws8drMx5rRzofnfCo4ydP0lLl2ziQXRDW6H4yulJo6wLl47odSTADuKJkotfLD7Oazk9eQDziegu4GbM18/AeygcAJSM5RqnuN2CIFlV8WYKv0kwOr1m3LXk6x6Div5IfmA8wmoxRhzAsAYc0JEFhZ4nAFeFBED/LMx5lHHIvQxM3zW7RACL2yL115k9TSnFeX0Xto91y/JB0CMMVM/ajpPKPITYFGeu/4KeMIY05jz2DPGmEnrQCKyxBhzPJOgXgL+xBjzcoHXewB4AKC5ufk3vvkv/27Bv8J+CTNMtVjXpSA5nKTq0gCmNslIbTVVldZ2QEgMG6pni6XPaacwxduf6OcLB7/MX6z5LPOr8y6rWq7vfJyvHPvKuNd0I45SFDu2/Yl+Pr3nv5EwibHbqiPVPPbeR0v+N1jxHKXGO5VU9uSowrmxxZ2/efceY8y1M/lZy6M0xtxa6D4ROSkiizOjn8XAqQLPcTzz9ykReRq4HsibgDKjo0cB1qxeY1qr15X7T3BEb6ITK2ONv7SdBYOvcuTW89Stuc7y7Rd6OxO0rqu29DntFKZ4H9v1Pd46t5/nLjzp2Fn3w9v+Y9JruhFHKYod28d2fQ8jKXIr6g2paf0brHiOUuMtxk8jnyynL0R9DvhU5utPAc9OfICI1IlIffZr4LeANx2L0Gdi7R0MbX2KipEfcuTW89S2WZ98lHe50Q4oNtjPS6d+mrcJqt/6qlkxpeqFaVk/Jh9wfg3oi8B/iMgfAN3AvZCecgP+xRhzB9ACPC0i2fi2GmN+5HCcvhBr72B2z3b62g5QtXYVK99/p9shhZ7TO5G6sfbwyN6tpBj/mibztZNxWMGK9SS3S+/9mnzA4RGQMSZujNlijIlm/u7P3H48k3wwxhw2xlyd+XOlMebvnYzRb5Zf2UDV2lW0avLxBCe7Y7ux3UH2NZPm3dd8uuslnjn4oqe3XQgqPycf0F5wvqd7/niH09NQbvQzy/eaydGRSVNQQe+r5gV+Tz6gCSgQdM8fb3C6vX+htYc9ffYtmeZ7zRRmUl88LU23VxCSD2gvOF/TLRe8w40OCRPXHv5u18M82fk8v7GozZbXy31Nv1UZBkVQEk+WjoB8KN7Vz9DWp5h1fBd7lhxyOxyF++39/VqFpkoXtOQDmoB8J9tw9MjibZy+Z1AbjnqE26W4od7dMwSCmHxAp+B8Jd7Vz5yTh6hYdYqGDWu18s1D3CzFDWqDVKdL2r0qqMkHdATkO00tlcxaMJfqdWvcDkV5hNvTf3ZxsqTdi4YG4+9uoR3A5AOagHxHG46qidye/rND2Ne0gjzqyaVTcH7UqGXX6l1uX4lvBy91l3bS0GCcVKom/U3Akw/oCMhfDr7BpUi4zgRV+LjR4cELxkY9FZWhSD6gCcgX4l39DD/+GJfiz3Ew+jZHV6INR1VgBXVNq5iwTLlNpFNwHpdtOHp4RQe11yyiQbtdq4AL4ppWIWFNPFmagHygdRUMaNm1CokgrmlNNJZ4ILTJBzQBeV623Y72e1MqGMI+6smlCcij4l391O7ewaXkK+xZm6QKnXZTys901DOZJiAPyq77HNF1H6UCIaijnjOj8akfVIQmII/RdjtKBUdQEw+Un3xAE5AnNbVUMqTtdpTyraBPt2WTz+w55f3bNAF5SLyrn1R3L0P9+zny3vPUuh2QUmpagp54wLrkA5qAPCO77jPa2E33eyPUtt2g6z5K+UQYEg9Ym3xAE5AnZJPP6bYDVK1dxTJd91HKF8KSeMD65AOagDxj+ZUNDKxdpUUHSvmAJh5raALyiNTQObdDUEpNIUyJB+xNPqAJyBO024FS3ha2xAP2Jx/QBOS+gT4AIvU1wLC7sSilxglj4gFnkg9oAnJVvKufup0vMDjnALvrh7TdjlIeEfbEA/YnH9AE5JqRc4M07vg6Bzcco+HyZhraNmrZtVIuCmvSyXJq1JNLE5AL4l39VDcOUb12kLkb21gR3eJ2SEqFVtgTD7iTfEATkCsiF09BI8xa3UJN83K3w1EqdMYlHQh94gHnkw9oAnJcvKsf3jmBWRrhSM1JatEEpJRTdLTzLrdGPbk0ATko1t5BzeEfcHjDMerqPk59VLdZUMpuqVSSocHz6W9CnnSyvJB8QBOQI7JNRmsO/4DYhh7mbmyjYnQ+CxsXuR2aUoE0foqtRhNPhlcST5YmIIcsahpgTtUc4hvXsyK6hd7OhNshKRUoBdd1evR3DbyXfEATkCMiF0+l/9aLTZWylBYTTM2LiSdLE5DNYu0d1Pfs4fTSg7x9bYTa5uvcDkkpX9OkUzovJx9wOAGJyL3A/wKuAK43xvyqwONuA74KVAD/Yoz5omNBWiTe1U/t7h2MJF+hd1OSqvVRVur1PkpNmyac6fN64slyegT0JvA7wD8XeoCIVABfA34T6AV2i8hzxpj9zoRojVR3L/PnXqD2ssWcvGmNVrspNQ2adGbG7et6psvRBGSMOQAgIsUedj1wyBhzOPPY7wB3A75KQJHhOHOX1jHcqB2ulZqKJpzy+WXUk8uLa0BLgZ6c73uB9xV6sIg8ADyQ+fbSVbcvf9PG2Ky0ADjtdhDToPHaS+O1j59iBf/Fu3amP2h5AhKRnwD5LnD5K2PMs6U8RZ7bTKEHG2MeBR7NvPavjDHXlhSoy/wUK2i8dtN47eOnWMGf8c70Zy1PQMaYW8t8il5gWc73rcDxMp9TKaWUx0TcDiCP3UBURC4TkWrgE8BzLseklFLKYo4mIBH5bRHpBT4AbBORH2duXyIizwMYY5LAQ8CPgQPAfxhj3irxJR61IWy7+ClW0HjtpvHax0+xQojiFWMKLq8opZRStvHiFJxSSqkQ0ASklFLKFb5NQCJyr4i8JSIpESlYsigiR0Vkn4jsLadcsFzTiPc2Efm1iBwSkc85GeOEOOaLyEsi0pX5e16Bx7l6fKc6XpL2j5n7O0TkvU7HmBPLVLHeLCIDmWO5V0T+2o04c+L5hoicEpG819Z57NhOFavXju0yEdkuIgcynwt/mucxXjq+pcQ7/WNsjPHlH9L95NYCO4BrizzuKLDAD/GS7n33NrAKqAbeANa7FO+XgM9lvv4c8H+9dnxLOV7AHcALpK8vez/wqodjvRn4oRvxFYj5RuC9wJsF7vfEsS0xVq8d28XAezNf1wMHvfrenUa80z7Gvh0BGWMOGGN+7XYcpSox3rE2RMaYBJBtQ+SGu4EnMl8/AXzUpTiKKeV43Q1806T9AmgUkcVOB4q3/m9LYox5Gegv8hCvHNtSYvUUY8wJY8xrma/Pk674XTrhYV46vqXEO22+TUDTYIAXRWRPpm2Pl+VrQ1T2f/IMtRhjTkD6zQcsLPA4N49vKcfLK8e01Dg+ICJviMgLInKlM6HNmFeObak8eWxFZCWwAXh1wl2ePL5F4oVpHmMv9oIbI+W39QG4wRhzXEQWAi+JSGfmbMlyFsQ7rTZE5SoW7zSexrHjm0cpx8vRY1pEKXG8BqwwxlwQkTuAZwAvt1H3yrEthSePrYjMAb4P/Jkx5tzEu/P8iKvHd4p4p32MPZ2ATPltfTDGHM/8fUpEniY9FWLLB6QF8TrahqhYvCJyUkQWG2NOZIb9pwo8h2PHN49SjpdXWjtNGUfuL7Qx5nkR+ScRWWCM8WpjSq8c2yl58diKSBXpD/N/N8Y8lechnjq+U8U7k2Mc6Ck4EakTkfrs18Bvkd6TyKu81IboOeBTma8/BUwawXng+JZyvJ4D/mumouj9wEB2atFhU8YqIotE0nuViMj1pH8/45OeyTu8cmyn5LVjm4nlX4EDxph/KPAwzxzfUuKd0TF2q6qi3D/Ab5M+Q7gEnAR+nLl9CfB85utVpKuN3gDeIj0V5tl4zbuVLwdJV0y5GW8T0A50Zf6e78Xjm+94AQ8CD2a+FtIbHL4N7KNIxaQHYn0ocxzfAH4BbHQr1kw83wZOACOZ9+4fePjYThWr147tJtLTaR3A3syfOzx8fEuJd9rHWFvxKKWUckWgp+CUUkp5lyYgpZRSrtAEpJRSyhWagJRSSrlCE5BSSilXaAJSSinlCk1ASjlI0ttyXBKRFTm3fVVE3haRFjdjU8ppeh2QUg7KXCm+G3jdGPOHIvIZ4H+S7qnX5W50SjnL073glAoaY4wRkb8EtonI26Qbv96STT4i8hzwQaDdGHOPi6EqZTsdASnlAhHZRbpx60eMMS/k3L4ZmAN8ShOQCjpdA1LKYSJyC3A16V5fJ3PvM8ZsB867EZdSTtMEpJSDRORq4CngT0jvl/IFVwNSykW6BqSUQzKVb88D/2CM+YaI/BLoEJGbjTE73I1OKefpCEgpB4jIfOBHwA+NMX8LYIx5E3gSHQWpkNIRkFIOMMb0A1fkuf3jLoSjlCdoFZxSHiIiPyFdoFAH9AP3GmN+7m5UStlDE5BSSilX6BqQUkopV2gCUkop5QpNQEoppVyhCUgppZQrNAEppZRyhSYgpZRSrtAEpJRSyhWagJRSSrlCE5BSSilX/H+/nBhE+6oG0AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–6\n", "\n", @@ -530,7 +656,19 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('svc', SVC(C=5, coef0=1, kernel='poly'))])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import SVC\n", "\n", @@ -543,7 +681,20 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–7\n", "\n", @@ -583,7 +734,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–8\n", "\n", @@ -660,7 +824,19 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('svc', SVC(C=0.001, gamma=5))])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rbf_kernel_svm_clf = make_pipeline(StandardScaler(),\n", " SVC(kernel=\"rbf\", gamma=5, C=0.001))\n", @@ -673,7 +849,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–9\n", "\n", @@ -720,7 +909,19 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearsvr', LinearSVR(epsilon=0.5, random_state=42))])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import LinearSVR\n", "\n", @@ -738,7 +939,20 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–10\n", "\n", @@ -796,7 +1010,19 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('svr', SVR(C=0.01, degree=2, kernel='poly'))])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import SVR\n", "\n", @@ -814,7 +1040,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–12\n", "\n", @@ -904,7 +1156,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 5–13\n", "\n", @@ -1023,7 +1288,19 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ True],\n", + " [False]])" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "C = 2\n", "svm_clf = MyLinearSVC(C=C, eta0 = 10, eta_d = 1000, n_epochs=60000,\n", @@ -1036,7 +1313,20 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(range(svm_clf.n_epochs), svm_clf.Js)\n", "plt.axis([0, svm_clf.n_epochs, 0, 100])\n", @@ -1050,7 +1340,16 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-15.56761653] [[[2.28120287]\n", + " [2.71621742]]]\n" + ] + } + ], "source": [ "print(svm_clf.intercept_, svm_clf.coef_)" ] @@ -1059,7 +1358,15 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-15.51721253] [[2.27128546 2.71287145]]\n" + ] + } + ], "source": [ "svm_clf2 = SVC(kernel=\"linear\", C=C)\n", "svm_clf2.fit(X, y.ravel())\n", @@ -1070,7 +1377,20 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", @@ -1241,7 +1581,20 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def compute_decision_boundary(model):\n", " w = -model.coef_[0, 0] / model.coef_[0, 1]\n", @@ -1311,7 +1664,85 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".. _wine_dataset:\n", + "\n", + "Wine recognition dataset\n", + "------------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " :Number of Instances: 178 (50 in each of three classes)\n", + " :Number of Attributes: 13 numeric, predictive attributes and the class\n", + " :Attribute Information:\n", + " \t\t- Alcohol\n", + " \t\t- Malic acid\n", + " \t\t- Ash\n", + "\t\t- Alcalinity of ash \n", + " \t\t- Magnesium\n", + "\t\t- Total phenols\n", + " \t\t- Flavanoids\n", + " \t\t- Nonflavanoid phenols\n", + " \t\t- Proanthocyanins\n", + "\t\t- Color intensity\n", + " \t\t- Hue\n", + " \t\t- OD280/OD315 of diluted wines\n", + " \t\t- Proline\n", + "\n", + " - class:\n", + " - class_0\n", + " - class_1\n", + " - class_2\n", + "\t\t\n", + " :Summary Statistics:\n", + " \n", + " ============================= ==== ===== ======= =====\n", + " Min Max Mean SD\n", + " ============================= ==== ===== ======= =====\n", + " Alcohol: 11.0 14.8 13.0 0.8\n", + "<<26 more lines>>\n", + "wine.\n", + "\n", + "Original Owners: \n", + "\n", + "Forina, M. et al, PARVUS - \n", + "An Extendible Package for Data Exploration, Classification and Correlation. \n", + "Institute of Pharmaceutical and Food Analysis and Technologies,\n", + "Via Brigata Salerno, 16147 Genoa, Italy.\n", + "\n", + "Citation:\n", + "\n", + "Lichman, M. (2013). UCI Machine Learning Repository\n", + "[https://archive.ics.uci.edu/ml]. Irvine, CA: University of California,\n", + "School of Information and Computer Science. \n", + "\n", + ".. topic:: References\n", + "\n", + " (1) S. Aeberhard, D. Coomans and O. de Vel, \n", + " Comparison of Classifiers in High Dimensional Settings, \n", + " Tech. Rep. no. 92-02, (1992), Dept. of Computer Science and Dept. of \n", + " Mathematics and Statistics, James Cook University of North Queensland. \n", + " (Also submitted to Technometrics). \n", + "\n", + " The data was used with many others for comparing various \n", + " classifiers. The classes are separable, though only RDA \n", + " has achieved 100% correct classification. \n", + " (RDA : 100%, QDA 99.4%, LDA 98.9%, 1NN 96.1% (z-transformed data)) \n", + " (All results using the leave-one-out technique) \n", + "\n", + " (2) S. Aeberhard, D. Coomans and O. de Vel, \n", + " \"THE CLASSIFICATION PERFORMANCE OF RDA\" \n", + " Tech. Rep. no. 92-01, (1992), Dept. of Computer Science and Dept. of \n", + " Mathematics and Statistics, James Cook University of North Queensland. \n", + " (Also submitted to Journal of Chemometrics).\n", + "\n" + ] + } + ], "source": [ "print(wine.DESCR)" ] @@ -1332,7 +1763,156 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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alcoholmalic_acidashalcalinity_of_ashmagnesiumtotal_phenolsflavanoidsnonflavanoid_phenolsproanthocyaninscolor_intensityhueod280/od315_of_diluted_winesproline
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\n", + "
" + ], + "text/plain": [ + " alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n", + "2 13.16 2.36 2.67 18.6 101.0 2.80 \n", + "100 12.08 2.08 1.70 17.5 97.0 2.23 \n", + "122 12.42 4.43 2.73 26.5 102.0 2.20 \n", + "154 12.58 1.29 2.10 20.0 103.0 1.48 \n", + "51 13.83 1.65 2.60 17.2 94.0 2.45 \n", + "\n", + " flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n", + "2 3.24 0.30 2.81 5.68 1.03 \n", + "100 2.17 0.26 1.40 3.30 1.27 \n", + "122 2.13 0.43 1.71 2.08 0.92 \n", + "154 0.58 0.53 1.40 7.60 0.58 \n", + "51 2.99 0.22 2.29 5.60 1.24 \n", + "\n", + " od280/od315_of_diluted_wines proline \n", + "2 3.17 1185.0 \n", + "100 2.96 710.0 \n", + "122 3.12 365.0 \n", + "154 1.55 640.0 \n", + "51 3.37 1265.0 " + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train.head()" ] @@ -1341,7 +1921,23 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2 0\n", + "100 1\n", + "122 1\n", + "154 2\n", + "51 0\n", + "Name: target, dtype: int64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train.head()" ] @@ -1357,7 +1953,26 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "LinearSVC(random_state=42)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_clf = LinearSVC(random_state=42)\n", "lin_clf.fit(X_train, y_train)" @@ -1374,7 +1989,26 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "LinearSVC(max_iter=1000000, random_state=42)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_clf = LinearSVC(max_iter=1_000_000, random_state=42)\n", "lin_clf.fit(X_train, y_train)" @@ -1393,7 +2027,34 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n", + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n", + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n", + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n", + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "0.90997150997151" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", @@ -1413,7 +2074,19 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearsvc', LinearSVC(random_state=42))])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_clf = make_pipeline(StandardScaler(),\n", " LinearSVC(random_state=42))\n", @@ -1431,7 +2104,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9774928774928775" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", @@ -1456,7 +2140,18 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9698005698005698" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "svm_clf = make_pipeline(StandardScaler(), SVC(random_state=42))\n", "cross_val_score(svm_clf, X_train, y_train).mean()" @@ -1473,7 +2168,21 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('svc',\n", + " SVC(C=9.925589984899778, gamma=0.011986281799901176,\n", + " random_state=42))])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import RandomizedSearchCV\n", "from scipy.stats import reciprocal, uniform\n", @@ -1492,7 +2201,18 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9925925925925926" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_search_cv.best_score_" ] @@ -1508,7 +2228,18 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9777777777777777" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_search_cv.score(X_test, y_test)" ] @@ -1591,7 +2322,27 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ageron/miniconda3/envs/homl3/lib/python3.8/site-packages/sklearn/svm/_base.py:1206: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearsvr', LinearSVR(random_state=42))])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import LinearSVR\n", "\n", @@ -1610,7 +2361,19 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('linearsvr', LinearSVR(max_iter=5000, random_state=42))])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lin_svr = make_pipeline(StandardScaler(),\n", " LinearSVR(max_iter=5000, random_state=42))\n", @@ -1628,7 +2391,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9595484665813285" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", @@ -1648,7 +2422,18 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.979565447829459" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.sqrt(mse)" ] @@ -1664,7 +2449,25 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomizedSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('standardscaler',\n", + " StandardScaler()),\n", + " ('svr', SVR())]),\n", + " n_iter=100,\n", + " param_distributions={'svr__C': ,\n", + " 'svr__gamma': },\n", + " random_state=42)" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.svm import SVR\n", "from sklearn.model_selection import RandomizedSearchCV\n", @@ -1685,7 +2488,19 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('standardscaler', StandardScaler()),\n", + " ('svr', SVR(C=4.63629602379294, gamma=0.08781408196485974))])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_search_cv.best_estimator_" ] @@ -1694,7 +2509,18 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.58835648, 0.57468589, 0.58085278, 0.57109886, 0.59853029])" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "-cross_val_score(rnd_search_cv.best_estimator_, X_train, y_train,\n", " scoring=\"neg_root_mean_squared_error\")" @@ -1711,7 +2537,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.5854732265172222" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = rnd_search_cv.best_estimator_.predict(X_test)\n", "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", diff --git a/06_decision_trees.ipynb b/06_decision_trees.ipynb index be1a74c..1b4eca9 100644 --- a/06_decision_trees.ipynb +++ b/06_decision_trees.ipynb @@ -131,7 +131,18 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_depth=2, random_state=42)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import load_iris\n", "from sklearn.tree import DecisionTreeClassifier\n", @@ -173,7 +184,106 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Tree\n", + "\n", + "\n", + "\n", + "0\n", + "\n", + "petal length (cm) <= 2.45\n", + "gini = 0.667\n", + "samples = 150\n", + "value = [50, 50, 50]\n", + "class = setosa\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "gini = 0.0\n", + "samples = 50\n", + "value = [50, 0, 0]\n", + "class = setosa\n", + "\n", + "\n", + "\n", + "0->1\n", + "\n", + "\n", + "True\n", + "\n", + "\n", + "\n", + "2\n", + "\n", + "petal width (cm) <= 1.75\n", + "gini = 0.5\n", + "samples = 100\n", + "value = [0, 50, 50]\n", + "class = versicolor\n", + "\n", + "\n", + "\n", + "0->2\n", + "\n", + "\n", + "False\n", + "\n", + "\n", + "\n", + "3\n", + "\n", + "gini = 0.168\n", + "samples = 54\n", + "value = [0, 49, 5]\n", + "class = versicolor\n", + "\n", + "\n", + "\n", + "2->3\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "4\n", + "\n", + "gini = 0.043\n", + "samples = 46\n", + "value = [0, 1, 45]\n", + "class = virginica\n", + "\n", + "\n", + "\n", + "2->4\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from graphviz import Source\n", "\n", @@ -208,7 +318,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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eGG8zgdm1axcLFy5m5coVdOjQHoCPP/6IatVq8Omnc/jXv+4DIDU1lbffnkTz5s3sxqaUCj8bDm3IaA1Jdyn1EusPrfdZnd6+nrLwZwtMW+Au4A8R2WTd9xxQFcAY8x7QB3hIRK4AF4E7jaN3BXlIw4YN7CYvAE2aNKZLl840anQNXbt2oXPnzvTpcxtly5a1eXz+/Pnp168vs2fPYciQwaSkpDB//gImT7bkltu2bSc5OZnu3XtiyT0tLl++TPXq1bLU1aJF8yzfH3zwAfr2vZMNGzbSpUsX4uNv5vrrO9iMY+PGTVSoUCEjeclu+/Y/6dGje5Z97dq15eWXx3LmzBmio6NzHJ8vXz7atGmdsa948eI0atSQbduuvibKnz8/TZs2sXlNpVT4+nbotyFRp3LOn6OQfjXGiDGmcaZh0kuNMe9ZkxeMMVOMMQ2MMU2MMa2NMb/5K75gV6RIEYflERERLFu2lGXLltKoUSNmzvyQ2rXrs3nzZrvnDBo0gJ9++pnDhw+zZMlSLl26xK239gYs/WEAFi5cwMaNazO2LVs2sWzZUoexde9+E/v37+bpp5/k779P0rNnL+677182Y3CWnxpjsiRQmdna76i+zMdHRkYSERHh8NpK5SWDbxnM4FsG57qeYJrvZOuxrTR4owHbkrYFOhTlA7oWUhgREdq0ac2oUS+QmLiaihUr8NlnX9g9vlWrltSoEcecOZ8xe/Yceve+haJFiwJQv349IiMj+euvA9SsWTPLlv6KypEyZcpw112D+PDDGXzwwfvMmvV/pKSk5DiuWbNrOHr0qN1OtPXr12PVqqx57K+/rqJy5co2R2DVr1+PtLQ0Vq9OyNh35swZ/vhjC/Xr227lUUrBiiUrWLFkRa7rCab5Th5b8BhnU87y2PzHAh2K8gFdSsCJmBhjs8NuTExwvdlKSFjD8uUr6NatKzEx5di4cRMHDx5y+kN7wID+zJgxk/37/2L+/KvJTrFixXj66Sf597+HY4yhQ4d2GR2D8+XLx9ChtltUAF58cTTNml1Dgwb1uXLlCgsWfEVcXJzNV2CdO3eiVauW9OlzBxMmjKd27Vrs3r2H8+fP07t3L5566klatmzD6NEvM2DAnaxdu44JEybxyitjbF67Vq1a9OoVz4MPPsz770+lRInijBz5ItHR0QwYcKeLT1OpvGfGVzNyXUf2+U4e7/A45YqW80J07tt6bCu7Tu4CYOfJnWxL2kb9GFtzp6pQpS0wThw9eoW0tMs5tqNHrwQ6tCyKF4/mt99WEx/fm9q16/PMM8MZOfI5Bg0a6PC8QYMGsGPHTooXL86NN3bJUjZmzEuMGvUCb701gYYNm9K1aw/mz19AbGx1h3VGRkYycuSLNG3agnbtOnL27DkWLswx6AyAfPnysXTpIq677jruuute6tdvzBNPPJUx102zZtfw+edzmD9/AY0aXcOIESMZPvzfDBv2sN3rz5z5AS1bXkuvXrfRqlVbLly4yDffLMoYgaSUyunG+Bu5Mf7GXNURTPOdPLYga6uLtsKEHwn1PrItWjQxiYnLbJb9+edJ6tWr4+eIVDjZvn0HdeuWyVUdaWkHOXiwJnFxpYC8M1xV5S1JZ5NoN6UdKVeuvioulL8Qvz76q99bYbYe20r36d1z7P926LfaChNiqkZUXW+MaWGrTFtglFJK8em0T/l02qfOD7TD0Vwo/pa99SVjv7bChBXtA6OUUooRD40AYOBQx6+d7fHF/CqeOnDKdivnX6f+8nMkype0BUYppRT9/9Wf/v/q7/H53w79lgMvHGDtE2tpVbUV655cx4EXDmSZI8XREGtPy2zZNWIXB144kGPbNWKXx3UG6rxQEYj70wRGKaUUr7//Oq+//3qu63E0jNoXZb6IM5jOCxWBuD9NYJRSSnlF9mHUmX8b90WZL+IMpvNCRaDuTxMYpZRSHDtyjGNHjuWqDkfDqH1R5os4g+m8UBGo+9MERimlFC2rtKRllZYen5/+W3h6R95LqZcyfhv3RZkv4gym80JFIO9PExillFKUq1COchU8n6/F0TBqX5T5Is5gOi9UBPL+XB5GLSKFgDZAdSAKOAFsMMbs8U1oSiml/GXdoXW5Ot/ZMGpflPkizmA5L1QE8v6czsQrIm2Bx4F4oABwGrgIlAIigb3ANOA9Y8xZn0ZrQ16eifeGG7rQoEEDpkzxTaY7ePAQTp78m0WLvspVPStX/kSnTjdy/PgRypRxbVbbjz76mEcffZyzZ//J1bVzS2fiVSp0JZ1NYtj8Ybx7+7tuzQbs6XnhINju3eOZeEXka+Bz4C+gK1DMGFPaGFPZGFMYqAWMBToDO0UkdwtpKMCSOMTH93Z63Lx5nzNu3FifxTFp0gT+7/8+ynU9113XhiNHDlC6dGmXz7njjr7s2bMj19dWSuVdOuTZfaF07876wHwHxBpj/m2M+cUYczFzoTFmrzFmljHmJqCL7SqUt6UvdFiqVCmKFSvms+sUL16cEiVKOI3DmYIFC1K+fHlEcq7qbU9UVBTlygU++1cqr+hxbQ96XNsj0GF4jQ55dl+o3bvDBMYY864xxqWfUsaYrcaY770TVvA5evYoHT/qzLFzuRtm6In0FpnXX3+TKlViqVIlFrC8Qho27PGM4+bPX0CTJs0oXDia0qVj6NixM0lJSTbrHDBgEH369MuyLy0tjapV45g4cXKW66a74YYuPPTQMJ55ZjjlylWkXbvrAViyZCl16zYgKqoY11/fiblzPyNfvoLs378fsLxCypevICdPngQsr4eKFSvJihU/0KhRU4oWLUGnTjeyb9++jGulH5PZkiVLad26LYULR1OmTHluuaU3ycnJAHzyyae0bNmG6OhSxMRUol+/Ozl8+LC7j1qpPGvLhi1s2bAl0GF4jQ55dl+o3btHo5BEpJCIFM68eTuwYDPm51f59eAqxvz8SkCu/9NPP/PHH3/wzTeLWL782xzlx44do3//Qdx9911s2/Y7P/20gkGD7K9pMnDgAJYs+YZTp05lucbRo0fp3/8Ou+d9+ulsjDH8/PMPzJo1kwMHDnD77f3o0aMHmzat49FHH2H48Oec3k9KSgqvvfYGM2ZM57fffubUqVM89NAwu8d/++0yeve+nS5dOrNuXQI//PAdHTp0IC0tDYBLly4zevSLbNq0jkWLvuLkyb8ZMOAup3EopSwWJy5mceLiQIfhFTrk2X2heO/ujEKqBrwN3AAUsXFIhLeCCjZHzx7lo82zSDNpfLTpY17o8Dzli5b3awyFChVixozpREZG2iw/cuQoly9fpk+f26hWrRoADRs2tFtft25diY6OZt68BQwZMhiATz+dQ+fOnShf3v69xcZW56233sj4PmLE88TFxfLWW28gItSpU4edO3cxcuSLDu/nypUrTJkymTp1LJ2sn376Se67737S0tLIly9nXj127Kv06XMbY8e+nLGvcePGGZ/vu+/ejM9xcXH897/vUL9+Yw4dOkTlypUdxqKUgsbNGzs/KEQ4Gtr7Sg/7v4R6el44CMV7d6cF5hOgIvAocDPQI9sWtsb8/CppxvKbfqpJDUgrTMOGDewmLwBNmjSmS5fONGp0DX369GPq1Pc5ceKE3ePz589Pv359mT17DmBpEZk/fwEDBzpezK1582ZZvu/YsYNrr22RpX9Lq1bOJ8OKjIzMSF4AKlasyOXLl7O0CGW2ceMmOnXqZLe+DRs20rv3bVSvXpPo6FJce20bAA4cOOg0FqVUeNEhz+4LxXt3uQUGuAa41hiz3VfBBKP01pfMzWqBaIUpUsRWo9dVERERLFu2lISENXz33ffMnPkhzz03kpUrl9OkSROb5wwaNIC2bTtw+PBh1qxJ5NKlS9x6a2+H1ylcOGscxhi3Ouemy58/6z+99DrSXwm54/z589x008106dKJjz/+kHLlynLy5N906HCDyx2NlcrrJrw0AYCnRj0V4EhyL/MK2P44LxyE4r270wKzGSjrq0CCVebWl3SBaoVxRkRo06Y1o0a9QGLiaipWrMBnn31h9/hWrVpSo0Ycc+Z8xuzZc+jd+xaKFi3q1jXr1q3L2rVZJ8BKTFzrUfyOXHNNU3744QebZX/+uYOTJ0/yyitj6NChPXXr1uX48eB9b6tUMJr08iQmvTwp0GHYlHQ2ib6z+trsj+GLMk9jCRXhcA/gXgIzFBglIr1EpIaIVM28+SrAQEs4lGCzWW31wYQARWRbQsIaxo59lbVr13HgwAEWLlzEwYOHqF+/nsPzBgzoz4wZM1my5BsGDhzg9nUffHAoe/bs5ZlnhrNjxw7mz1/AtGkfAHjUMmPPc889yxdfzGPkyBfZtm0bW7duZeLEyVy4cIGqVasQGRnJlClT2bt3L0uWLOXFF0d77dpK5QVPvPgET7z4RKDDsMnR3CS+KPM0llARDvcA7iUw+YBywAJgJ7DPuu23/hmWNjywlrQXL+XYNjzg/VaG3ChePJrffltNfHxvateuzzPPDGfkyOccjkQCy2ukHTt2Urx4cW680f2pfKpVq8aXX37GokWLaNq0BZMmvc2LL44ELB2PvaVHj+7Mn/8F3367jGbNWtKxYxdWrlxJvnz5KFu2LB99NIOvv15IgwZNePnlsbz11pteu7ZSecFTo54KytdHjuYm8UWZp7GEinC4h3ROlxLIOFBkA3AKeAtIArKcaIwJSE+fvLyUQLCaPPkdRo16if/977jNEUWhRJcSUCqwnlv6HJ9v+pxLqZcoGFGQO5rekTEqxhdlnsYSKkLtHjxeSiCbusCDxpglxph1xpj1mTfvhKpC0bvvTiUxcS379u1jzpy5jB37Kvfcc3fIJy9K5SW/r/+d39f/HugwsnA0N4kvyjyNJVSEwz1k5s4opEQgFsvrI6Uy7N69h3HjXufvv/+mcuXKPPDA/RmvkZRSoaFny55AcLUQOpqbxGC8Xhbuc8SEwz1k5k4CMxWYJCJvAX8AlzMXGmM2ODpZRKoAHwPlgTRgmjFmcrZjBJiMZV6ZC8C9zupVgTdx4ngmThwf6DCUUrnQsJn9iS8DxdncJL4o8zSWUBAO95CZOwnMHOuf02yUGZzPxHsFeNoYs0FEigHrReR7Y8y2TMd0x7LCdS2gFZakqZUbMSqllPLA0rVLs3xPOpvEsPnDePf2dylXtJzPy2wJprlJgimWdL54nu7WGUjudFKIdbDFOTvZGHM0vTXFGHMW2A5UynZYL+BjY5EAlBCRCm7EmIUIOZrLlHKVZZK+QEehVGAE09BlZZsvnmco/R25nMAYY/5ytLlzURGpjmVm3zXZiioBmed+P0TOJMdlBQpEcPFisqenqzzu4sVkChQI2yW+lLIrmIYuK9t88TxD7e/I5QRGRF4RkQdt7H9QRMa4UU9RYB7whDHmTPZiG6fkaEIRkaEisk5E1p048bfda5UpE8Xhw4e5cOGitsQolxljuHDhIocPH6ZMmahAh6OUX7So3IIWlS2jVTN39kzv5JnOF2XKfb54nqH2d+TOPDAHgL7GmDXZ9l8LfGmMqeZCHQWAxcAyY8wEG+XvAyuNMXOs33cAHY0xR+3V6WgeGIAzZ5I5efIily+nojmMcoWIpfWuTJkooqNzPxmfzgOjQkHVCMuE6mtPraXdlHakXEnJKCuUvxC/PvorxhivlwV7P4tglHQ2yevP0xd1eoOjeWDc6cRbDrC1vPHfQIyzk60jjGYA220lL1YLgWEiMhdL593TjpIXV0RHF/LKDyGllApniQcTgeAauqxs88Vw6FAcYu1OAnMAaA/szba/A5a+Ks60Be4C/hCRTdZ9zwFVAYwx7wFLsQyh3o1lGPVgN+JTSinlofIVywOwYXHwDF1WtvliOHQoDrF2J4F5H5goIgWB9GWBOwPjgNednWyM+RXbfVwyH2OAR9yISSmVh61euZoBXQew71LYLsfmd7kdarv12Fb6fdyPL+75gvox9V2+bigN3/WEN+/PF0O6g3GYuDPujEJ6C0sS8zaW2Xh3Ypl0brox5g3fhKeUCgX9OvWjZlRN6hWvR4OSDWhbsy2P3/24V6em/+KjL2hfu73X6rPlzRfepHvz7tQoVIP+Xfv79FrBZvgDwxn+wHCXjnU01PaxBY9xNuUsj81/zK3rh9LwXU+E+/0FgluL1RhjRgBlgNZAG6CsMeZZXwSmlAotj418jO2nt7P1n618tuIzKlerTO/revPtgtD5za5aXDWeGv0UA+4fEOhQ/G7OB3OY88Ecp8c5Gmq79dhWdp3cBcDOkzvZlrTNXjUu1xkOwv3+AsXt1faMMeeNMWuNMYnGmHO+CEopFdoqV6vMv8f8m9vvup0XH38RYwwXL1xk7L/H0rZGWxqVacRd3e9i/+79Gef069SP0U+O5t74e6kbXZfOjTrz4zc/ArB+9Xqee/g5Duw9QN3outSNrsvqlaszzl342ULa1WpHg5INeOiOhzh31rP/NfUb3I8b42+kZJmSubr/UDRu6jjGTR3n9DhHQ20fW5C11cXVVphQG77rrnC/v0BxmMCIyAci4srwaBGRgSJyl/dCU0qFuvg74jl2+Bh7duzhP/f/h91/7uar375i/ZH1NG3VlMG3DOby5avLqn028zPue+w+tvxvC8OeHcbQ24dycP9Bmrdpzqv/fZWqcVX588yf/HnmT9p0bANAamoqv3z/C8s2LmPlnyvZumkrH77zYUad98bfS8NSDe1uX83+yt+PJSgNHDqQgUMHOjzG0WrGmVtf0rnSChNuKyRnF+73F0jOWmAOAb+LyHciMkxEWotINRGJEZG6InKbiEywHvcwsNHnESulQkaFypaVQE4mneTruV/zyruvUDamLAULFuTJF5/k+NHjbFxz9X8bXXt1pcONHcifPz+3DryVRi0a8fWcr51e59lxz1KkaBHKxpSlW69u/L7uat+bjxZ9xJb/bbG79R7Q2+v3Ha4cDbXN3vqSzlkrjKM6w0G4318gORyFZIwZLSLvAvcDD2DptJvZWWA5MNgY851vQlRKhaqjhyzTOEk+ywDEbk27ZSm/fPkyRw9eneqpSvUqWcqrVKuSUYc9ERERlC5bOuN7VJEozp3Tt9vu+n7R9wDcGH+j3WMcDbU9cMr2BI1/nXK80kwoDt91R7jfXyA5HUZtjDkBvAq8KiIlsczbEgWcBPYYnaNfKWXH4s8XU75SeeJqW9Z7/WnHT1mSjewO7j+Y9ftfB+nUvRNwNQly19097ibx10S75eOmjuPWgbd6VHc4GdJ7COB4pmgdvuu+cL+/QHJ3FNI/xpjNxpgEY8xuTV6UUrYcOXiEt0a/xRezvmD0xNGUjSlL7/69ef6R5zl2+BgAp0+d5tsF33L+3PmM8777+jt+XfErqampfD3na35f+zvxd8QDUK58Of4+/jdnz5x1K5aPl36c0W/G1pY5ebl8+TLJycmkXknFpBmSk5NJSUlxUHtoal6xIlUjqlC14t9Ufb4RVSv8A/SkYMGbM47ZemwrDd5o4PJIonRJZ5PoO6uv3/p4OIrT01j8fZ6/6wwXbo9CUkopW94e+zb1itejfon69O3Yl792/8WCXxfQ4/YeALw+7XVq1KlBv079qFe8Hl2bdGXJl0uwrDJiccd9d/DBxA9oULIBk8dO5v0v36danGUcwXWdrqN9l/a0rdGWhqUakvBTgtfvYfjQ4dQuUpt3Xn2H3378jdpFanNDvRu8fp1AO5FkXWX9tkEQeRpuHwAs4tKlxRnHhMp8Lo7i9DQWf5/n7zrDhcuLOQYrZ4s5KhVoupija/p16ke7zu147Hn3fmAq91WNqAIxm+DBayzzoxtg6mY43pgDqQfZemwr3ad3zzj+26HfujSrbuYFAf2xEKCjOD2Nxd/n+bvOUONoMUdtgVFKqbzotkFZv99+dfK+UJnPxVGcnsbi7/P8XWc40QRGKaXymphNUG7r1dXpBJi6FZCQmc/FUZyexuLv8/xdZ9gxxoT01rx5Y5OaelQ33YJ2u3w50ezd+z+DpaHe7jZu6jhzIPWAOZB6wIybOs7hsenHHUg9YBo2a2j3uP7/6p9x3OLExQ7rXJy4OOPY/v/qb/e4hs0aZrm+3lPo3xM9r34ud2c5r9wTzTAFxxQ0dy26yyf3VGtKLYd1RtwSYRiNZetp/7jM9zRo0SAjFcUrf0/5H8xv7lp0l1f/niJuicioM1z+7bnw39M6ez//XV6NWkQKAY9jWYG6HNlab4wxjV2tS6m8RKQorqy6cY5znDQnMz47kn4cwBWu2D0umeSMY0+ZUw7rPGVOZRybTLLd465wJcv1HdF7Co17AmA0cLkQ/9vyP4eHuXpPYGk1SDyUSLdy3Rwe58k92Zt3Jl1qWqrD8szS61x7aG2OSecyc+fv6UraFRIPJXLSnPTa31NqWmpGneHyb8+d/56yc7kTr4jMBG4FvgCOYMmMMhhjXnLryl6inXhVsDPmHwDy57d0Lly+XTvxKvf9fTGJsauH8UKbdykVFZiOnH3bV+SfkxE59pcsk8oXvxwJQEQq3HWpZ78Tr8stMEBvoK8xZrlXolIqD7HMAWlRo1AVB0cqZdtHm8ax5cRaFu6YyZjW7wYkhn/s/FL9z8kI/Xet/M6dTrwXgINOj1JKKeVVxy8c5YvdH2JI48vdH3Li4rFAh6RUwLmTwLwBPCUiOnJJKaX86J3fx5Bm0gBINam8vXmMX6/fqlVFWrWq6NdrKuWMw1dIIrIw264OwE0isg24nLnAGHOLl2NTSqk8L7315XKaZTjt5bRLfLn7Qx5r8gJlo8r7J4bjjhfUVCoQnLWm/J1tWwD8AByzUaaUUsrLMre+pPN3K0xCwmESEg777XpKucJhC4wxZrC/AlFKKZXThuOrM1pf0l1Ou8SG47/5LYaYGMvrozJl4KSNjrxlyvgtFKUyuDMPzA/AbcZkHSguItHAV8aYTl6OTSml8rzjYzaCjaTheBnAwYv7a6+1n2ysXetZLI7O88X1AuX4haM8+vOdTLn+M7+9plPuc6dDbkegoI39hYD2XolGKaVUFraSAkf7c3ueLSNGDGXEiKF+u16gvfP7GNYm/er3ztLKPU4TGBFpJiLNrF8bp3+3btcCQwF9OaqUUmFq7tzpzJ07PdBh+IUOWQ8drrxCWsfVNQm+s1F+EXjUm0EppZQKHq+88n6gQ/AbW0PWAzVxoHLMlQQmFstapXuBlsCJTGWXgOPGGNcXnVBKKRVSBgxw/PooXATDkHXlOqevkIwxfxlj9htj8hlj1lm/p29HNXlRSikVDoJhyLpynbOJ7O52tSJjzMe5D0cppVRmng5d9uaQ5+XLFwHQpUu8X64XKMEwZF25ztkrpOwv/goCBYD0FDUflhl5UwCHCYx1NeueWF45NbRR3hH4Gthn3TXfGPOyk/iUUipo+GIosaPRPY6u56m4ODAm+17LeO19+ywFtoYZp99fKA9BXnLLxkCHoNzg8BWSMaZY+gbcCfyOZch0Ia4On94EDHDhWh8BNzk55hdjTFPrpsmLUiqk+HsosaPreRpLzuQFLL979sz45miYsQ5BVv7izjww44HHjDGrjDFXrNsq4AngLWcnG2N+Bv7nWZhKKaUCZ5F1czzMWIcgK39yJ4GpDpy3sf8CUNUr0UAbEdksIt+ISAN7B4nIUBFZJyLrTpzQZZiUUspfHK2MHehVs1Xe4k4CswZ4W0Qqpe+wfp4IJHghlg1ANWNME+Ad4Ct7BxpjphljWhhjWpQtW9oLl1ZKKeWMvWHGJy4ec1imlC+4k8AMAUoD+0Vkv4jsB/YD5YD7cxuIMeaMMeac9fNSoICIhFD/daWUClcCiMNhxjoEWfmby4s5GmP2iEhj4EagLpZ/0duA5cbY7vblDhEpDyQZY4yItMSSXOn7IaVUyPD3UGJn1/MkFhF7HXmdDzPWIcjKn1xOYACsicp32F5SwCERmYNlQcgyInIIGIVlSDbGmPeAPsBDInIFy/IEd3ojMVJKKX/xxarL+/Y5P8ab9u61tVf/V6yCj7OJ7J4C/muMSbZ+tssYM8FJeX8n5VOAKY6OUUopb/HFnC2esj33iqU1xHZCYeHoHv7+236dpUsHz737UijPSaOcc9YC8ygwC0jG8YKNBnCYwCilVDDx95wtjthra3bWBu3JPRgTXPfuS5nnpNEFGcOPs4nsYo0xf2f6bG+L80+4Siml/G3IkHiGDLG/jEAw0jlpwp/Lo5BEJMKXgSillApOP/ywmB9+WBzoMNyic9KEP3c68Z4WkVXASuuWqCtRK6VU+Js+fWGgQ3CLvTlpHmvygvaFCSPuzANzK7AWuBlLAnNKRJaJyAgRaeOL4JRSSgVely7xDleiDjY6J03e4HICY4z53hgz0hjTDiiBJaE5ArwM/Oqb8JRSyjfszYfiqzlbHBFxb386R/fgqM5gundfcDZfjQoPbs0DIyIxWOZy6Qh0wrIG0irgR28HppRS6Xwx5NnRebGx9svsTfSWnjB4UmZvWHPp0o7v3RFHw6/dNXv2NAAGDBjqvUp9aMktGwMdgvIDlxMYEdmKZUHHRCyvkB4AVhtjUnwSmVJKWQXTsF9Phjw7K/Pk/jwt88Tzzz8AhE4Co/IGd1pgigOpWFafPg+cBS45PEMppVTIu/POXC93p5TXubMWUmURqcnVV0iPA0VF5BfgR2PMRJ9EqJRSKqDGjZsW6BCUysGdUUgYY3YbYz4A7gH6AV8B3YHx3g9NKaWUUso2d/rAXAvcYN3aApHARuAttBOvUkqFraSkIwDExFQMcCRKXeVOH5hVwHrgJ2Ay8Isx5rxPolJKqUzKlPFsJI4v+HMUUvr9eVrmLa1bVwJg3z5dlVoFD3cSmJKasCilAsEXKyQ7Gp7sKGFyFIu9OkuXdn6ePZ7euzeHnpcrV8GzIJTyIXc68WryopQKG94euuxpnbk5z191rllzxPNAlPIRtzrxKqWUUkoFA01glFJKKRVyNIFRSinlUHx8c+Ljmwc6DKWycGstJKWUUnnPli0bAh2CUjk4bIERkadc3fwVsAoNL700noiICkREVCB//oqULl2XVq1uYuTIcRw7dtwn19y5cw8vvTSeU6dOZ9n/0UefERFRgXPnvN8P3RjDuHGTqVatOUWKxNKxY282bdri9eso73O0IrOnqzX7+zx/1blw4ToWLlzneTBK+YCzFphHXazHABNyGYsKM8WLR7N06WwATp8+w8aNf/Dee7OYPv0Tli6dTfPmTbx6vZ079/Lyy29xzz13UKJEca/Wbc/rr7/D2LGTeOONF6hTpyYTJ75P1679+P33lZQvX84vMSjP+GJoti9WxvaUN+ts1EhfH6ng4zCBMcY4WFReKcfy54+gdeur/+Pr1u0GHnzwHjp2vJX+/R9k+/ZfiYiICGCEuZOcnMzrr0/h2Wcf5ZFH7gOgTZsWxMVdy7vvzmTMmGcDHKFz3pwrJBg5uj8I73tXKtxpJ17lVyVKFOe110ayZ89+vv/+J8CSCAwfPoZq1ZoTFVWNa67pzNKlK7KcFxd3Lf/+90uMHTuBihUbEx1dg0GDHub06TMArFz5G7163Q1AjRotiYioQFxc1tnB9u07QNeud1CsWBz167dj/vwlubqX335bx5kzZ+nbNz5jX5EihenZsyvffvtDrur2F1/MPxJMHN1fuN+7N02aNJpJk0YHOgylsnArgRGRUiIyQESeFZEXM2++ClCFnxtuaEv+/PlZs8bSMbBv3/uZNesznn32Mb7+ehYtWjSld+97cvQlmTv3K1as+IX33x/P+PGjWbp0Bfff/zQAzZo14s03RwHw5ZczWLVqMfPmzcxy/qBBD3PLLV2ZN28mNWvGMWDAQxw6dHWCrrS0NK5cueJwS01NzTh+x47dREREUKtWXJbr1KtXiz//3O29B6ZUgE2e/BKTJ78U6DCUysKdxRxbA0uAFKAscBioYP2+H3jZB/GpMBQZGUmZMqVISjrBihW/sHTpcn74YR7XX38dAF27dmTXrj28+upkPv98esZ5Fy8ms2jRJxQtWgSwtHbcc8+jbN++k3r1alO7dg0ArrmmEdWrV8lx3ccfH8p99/UHoHnzxlSo0JjFi7/nwQfvAWDMmAm8/PJbDmOvVq0ye/da3i/8888pihYtkuM1WIkSxblw4SKXLl2iYMGCnjwipYLK44+PCnQISuXgzjDqN4FPgceBM0An4DwwB5jh/dBUODPWVe1WrPiZ8uXL0bZtS65cuZJR3qlTe2bN+izLOV26dMhIXgBuu60Hd989jLVrN1GvXm2n1+za9fqMz6VLl6JcuTIcPnw0Y9/99w/i5pu7OKwjMjIyy3dJX6XPxr3ZKlMqFD3xxOhAh6BUDu4kMI2BIcYYIyKpQKQxZq+IDAdmY0lulHIqOTmZv//+h5iYshw+fJRjx44TGZmzxSR7y0a5clnHf0ZFRVG0aBGXh2VnH5lUsGABkpNTMr6XL18uxzWyy5yUlCxZgrNnz5Gampol1tOnz1C4cBQFChRwKS6llFLucyeBuZTpcxJQDdgOnAMqOjtZRGYCPYHjxpiGNsoFmAz0AC4A9xpjdPakMPTjj6u4cuUKrVs358cfV1GpUgXmz5/p9Lzjx7P2rrx48SLnzp332nBld18h1alTk9TUVHbv3kedOjUzjvnzz93UrVvTXhVBxdGqy+HA2f2F87170x9/rAd0OLUKLu4kMBuAa4GdwEpgrIjEAIOA3104/yNgCvCxnfLuQC3r1gqYav1ThZFTp04zYsQr1KwZS5cuHRARJkx4j6JFi1C3bi2H5y5f/jPnzp3PeI00f/5SRIQWLSzzyRQsaGnxSE5O9ig2d18hXXddC6Kji/Hll4t4/vknAbhw4QKLF3/H/fcP8igGf/PFcOG4OLC+RctCBPbu9f55vhgKrsOvs7rllhYA7Ntn4y9IqQBxJ4F5Hihm/TwSSyLyDpaE5j5nJxtjfhaR6g4O6QV8bCwdCBJEpISIVDDGHHVwjgpiV66kkpBg+c3t7NlzbNjwO++9N4sLFy6ydOlsIiIiuPHG6+natSPdut3Jf/7zCPXr1+HMmbNs3ryV5ORkXn31+Yz6oqIKER8/iKeffpijR5MYPnwMvXt3p379OgDUqWPpxDtt2v9xxx29KVw4ikaN6rkcb8WK5alYsbzLxxcqVIjhw4cxduxESpYskTGRXVpaGsOGDXG5nnBjKwlxtD+35/liOLQndYbz8OuGDZsFOgSlcnA5gTHGrMv0+QSWFhNvqgQczPT9kHWfJjAh6vTpM7Rt2xMRITq6GDVrVmfgwNsZNmxIxmsfEWHevBmMG/c2kydP58CBw5QqVYImTRrkSALuuKMXxYoV5f77n+LcufPEx3fjv/99LaO8WrUqvPnmKN555wOmTJlJ5coVMl73+Mrw4Y+SlpbGa6+9w99//0OLFo1ZtuwzYmLK+vS6SvnTokXrAx2CUjmIcfbrTfqBIj8AtxljTmXbHw18ZYzp5EId1YHFdvrALAHGGWN+tX5fAfzHGJPjvxwRGQoMBahatVLzfft0jY5wFxd3Lbff3jNjrpdQYsw/iJQkIqICEP7N8LEO5u/ety94znPEUZ2OeHo9pZRtsbGy3hjTwlaZOxPZdQRsTWpRCGjvQVzZHQIyD0WpDByxdaAxZpoxpoUxpkXZsqW9cGmllFJKhRKnr5BEJPPLz8Yi8r9M3yOAblgmtcuthcAwEZmLpfPuae3/opRSgdeqlWWg6Zo1Nn+nVCogXOkDsw7LatMG+M5G+UVcWLVaROZgacUpIyKHgFFAAQBjzHvAUixDqHdjGUY92IXYVB7h674syntE7I8m8sV5vhgKrsOvszp+XH+XVMHHlQQmFhBgL9ASOJGp7BKWeV1SbZ2YmTGmv5NyAzziQjxKqSDmaMizL87zxdDlcB0O7amEBG80sivlXU4TGGPMX9aPunK1UkrlQTExTucqVcrv3F2NuruILBaRbSJSxbrvXyLS2TfhKaWUUkrl5HICIyIDgc+BXVheK6Uv9BIB/Mf7oSmllAoGI0YMZcSIoYEOQ6ks3GmB+Q9wvzHmSeBKpv0JQFNvBqWUUip4zJ07nblzpwc6DKWycGcpgVrAahv7zwHR3glHKaVUsHnllfcDHYJSObiTwBwBagN/ZdvfAdjjtYiUUkoFlQED9PWRCj7uvEKaBrwtIm2t36uIyD3AG1hWjlZKKaWU8gt3FnN8Q0SKA99jWT7gRyAFGG+MeddH8SmllAqw5csXAdClS3yAI1HqKndeIWGMeV5EXgHqY2m92WaMOeeTyJRSSgWF+++/BQj/hUhVaHFlLaTCwJtAbyxDp5cDjxljbEymrZRSKtx06tQz0CEolYMrLTAvAfcCnwLJQH8sfV76+i4spZRSwWLGjEWBDkGpHFxJYG4Dhhhj5gKIyCfAKhGJcGUNJKWUUkopb3NlFFIV4Jf0L8aYRCwT2eniGEoppZQKCFcSmAgsq05ndgU3OwArpZQKTbGxQmysBDoMpbJwJQkR4BMRScm0rxAwXUQupO8wxtzi7eCUUkoppWxxJYGZZWPfJ94ORCmlVHDS4dMqGDlNYIwxg/0RiFJKKaWUq9xZSkAppZRSKihoAqOUUsqhIUPiGTJElxFQwUVHEimllHLohx8WBzoEpXLQBEYppZRD06cvDHQISuWgCYwKiKSk+ezfP46UlMNERlaievURxMTcFuiwlFI26CrUKhhpAqP8LilpPrt2PUNa2kUAUlIOsWvXMwCaxCillHKJduJVfrd//7iM5CVdWtpF9u8fF6CIlFKOzJ49jdmzpwU6DKWy0ARG+V1KymG39iulAuv55x/g+ecfsFn24IO3sXnzWgAmTRpNixbluPnma7jhhtr06nUtH374NqmpuVv399Ch/TkSqHbtqrNjxxaP63z77TF07dqA7t2bEB/fnJ9+WpZRNm7cf1i4cI7HdSv/0FdIyu8iIyuRknLI5n6lVPC58877be7fuHENFy6cp0mTazP23Xrr3Tz//HgADhzYy5NPDuKvv3YzevTbHl//0KH9zJ07jQEDhnpcR3ZNmrTk/vufJiqqMNu2bebOO68nMfEohQpFMXTov+nbtx09e95Bvnz6e36w0r8Z5XfVq48gX76oLPvy5YuievURAYpIKeXIuHHTGDcu5yukuXOn0avXALvnVa0axxtvzOTTT6dy5sxpAH78cSl9+rQlPr45t93Who0bEwBISFhJ9+5N+Pe/B9OzZzN69WrJrl3bAHjxxUfYtWsbPXo05aGH+mTUv2TJ59x2WxvatavOrFlT3Lqn66/vRlRUYQDq1WsMGP75528ASpcuS9WqcaxatcKtOpV/aQuM8rv0jro6Ckmp0JaQsJKhQ//t8JgaNeoSFVWYvXt3ULJkad55ZwyzZi2jWLFodu7cyuDB3Vm16gAAf/75O6NGvU3r1tczb94snn76bhYuXMfLL7/Lq68+w8KF67LUffHiBebPX82hQ/vp1q0hffrcS5EiRRk9+jESE3+2Gc/UqfOoVq1Gln3z539M1ao1qFChcsa+Zs3a8NtvK2jf/kZPHo3yA78mMCJyEzAZiAA+MMa8lq28I/A1sM+6a74x5mV/xqj8IybmNrsJiw6xViq4JCUdASAmpmKW/ceOHaJMmRiX6/n552UcOLCHO+7okLHvypUrnDiRBED16jVp3fp6AG699S6ee24oZ8+esVtffPydAFSuXJ3ixUty7NghatSo69brqoSEn5gw4QU+/vj7LPvLlClvNwlSwcFvCYyIRADvAjcCh4C1IrLQGLMt26G/GGN6+isuFVx0iLVSwad1a0v/tOyrUkdGRpGSkuzw3D17dnDx4gVq1KjL77+vpUOHm5gw4WMbx213O67IyEIZn/Pli+DKlSsALrfAbNiwmqeeGsS0aV9To0adLMelpCRTqFCUrSpUkPBnC0xLYLcxZi+AiMwFegHZExiVhzkaYq0JjFKBUa5cBZv769RpxN69O+yWHzq0n2efHcLAgQ9RrFg07dt35e23X2Lnzq3Urt0AgM2b12Z0At6/fzeJib/QsmV7vv56NnXqNKJYsWiKFo3m7NnTLsfrSgvM5s1refTRO3j33S9p2LBZjvI9e7ZTr14Tl6+p/M+fCUwl4GCm74eAVjaOayMim4EjwDPGmK3ZDxCRocBQgKpVdeRKONEh1koFnzVrjtjcf9NNt/Hzz8to3bpjxr4FCz7mt99WcPHiBYoVi6ZXr4Hcc8+jAMTG1mLChE8YPnwIyckXuXz5Es2bt81IYOrXb8qiRXMYM+YJ8uWL4K23LC01des2Ji6uDt26NSQuri5Tp36Z63t68cWHSU6+mGV4+IQJ/0fduo0wxrBq1Qoefvi5XF9H+Y4YY5wf5Y0LifQFuhlj/mX9fhfQ0hjzaKZjooE0Y8w5EekBTDbG1HJUb4sWTUxi4jJHh6gQsmbNtXaGWFemVau1AYgo94z5B5GSRERYfkvN3gyvVKg6e/YMffu246uv1uT6dUtCwkqbHXUD4aeflvHVV58wceL/BTqUPC82VtYbY1rYKvPnMOpDQJVM3ytjaWXJYIw5Y4w5Z/28FCggImX8F6IKNB1irVToKFYsmueff4uDB/c5PziEnDt3hmeffT3QYSgn/NkCkx/YCXQGDgNrgQGZXxGJSHkgyRhjRKQl8CVQzTgIUltgwk+4jULSFhgV6uLjmwOwaNH6AEei8hpHLTB+6wNjjLkiIsOAZViGUc80xmwVkQet5e8BfYCHROQKcBG401HyosKToyHWSin/27JlQ6BDUCoHv84DY30ttDTbvvcyfZ4CuDedovI5T1tENm3qx5kzv2R8j45uT9Omnzut09PrhVvLjVLBIhj6pSiVnc7EqxzydF6W7MkLwJkzv7BpUz8qVLjTbp2AR9fT+WOU8p1GjZoHOgSlctC1kJRDjuZlcSR78pJ5v6M6Pb2ep+cppZQKTdoCoxzyxbwsntTp7Ho6f4xSvjNp0mgAnnhidEDjUCozbYFRDkVG2p4o0N7+3Nbp6fV8EadSymLy5JeYPPmlQIehVBaawCiHPJ2XJTq6vd39jur09Ho6f4xSvvP446N4/PFRgQ5DqSz0FZJyKL0DrLuje5o2/dzhKCRndbp7PU/jVEo5p6+OVDDSBEY5dfp0IikpRwFDSspRTp9OzEgMHCUpFSrcSUrKvoyEokKFOzOO88VcLzp/jFJK5R2awCiHdu58lmPHZmXak5rx/cKFvR4Nldbh0EqFlj/+sMzAq8OpVTDRBEY5dOzYJw72p9osO3PmF1JS9tkd1uwoEXE0HFoTGKUC45ZbLDO56zIYKphoAqOcsJ2k2N9v4emwZh0OrVTwadiwWaBDUCoHTWCUExHYTlbs7beIjKxESsohm/sd8fQ8pZTv6CKOKhjpMGrlUPnyg+zu93SotCM6HFoppZQrtAVGOVS79mtA5j4vEZQvPyhjf26GStuiw6GVUkq5QhOYMOPpisyW0Ua2k5RTpxK4+roo1frd4syZ1Vnqyfx9x46ngWTAMppox46nM2L57bdruHLlWMax+fOX57rrNrp9v5npatRK+UarVhUBWLPmSIAjUeoqMSa0e5W3aNHEJCYuC3QYQSH7EGSwvH6pVWu8wx/kOYdKW5Qvfw+nTiWQnLwjR1mhQnVITt4DXLFRY37rlmyjrBD585fIkrxknJW/PDVqvODRPXh67/5gzD+IlCQiogKgIzlU6ImNFUD/7Sr/i42V9caYFrbKtA9MGPF0RWZHQ6VtJS+Adb+t5AXrflvJC0CyzeQF4MqVY7oatVJBKCHhMAkJOhJQBRd9hRRGPB+C7NlQaV/Q4ddKBZ+YmIqBDkGpHLQFJox4viJzhJv7fUdXo1ZKKeUKTWDCiKdDkB0NlS5UqI7NMst+ew14+YFCdsoKkT9/edtn5S+vw6+VCkIjRgxlxIihgQ5DqSz0FVIY8XQIsrOh0omJHbP0hSlUqA4tW64E4Oefq5C1L0x+OnQ4aC2LJWtfmEJ06LAPcD4KSYdfKxU85s6dDsC4cdMCHIlSV+koJKV8TEchqVA3e7YlcRkwQFthlH85GoWkLTB5iC/mSXE0f4yjMqVU6NDERQUjTWDyiOzzpKSkHGLXrmcAPE5ics4fk5rlu70yTWKUUkrllnbizSN8MU+Ko/ljHJUppULL8uWLWL58UaDDUCoLbYHJI3wzT4on88f4f24ZpVTu3H//LYD231LBRROYPCIyshIpKYds7vdcBLYTkvT5YxyVKaVCRadOPQMdglI56CukPMIX86Q4mj/GUZlSKrTMmLGIGTP0FZIKLn5NYETkJhHZISK7ReRZG+UiIm9by38XkWb+jC+cxcTcRq1a44mMrAwIkZGVc73QYe3ar1G+/D1cbVWJoHz5e6hd+zWHZUoppVRu+W0eGBGJAHYCNwKHgLVAf2PMtkzH9AAeBXoArYDJxphWjurVeWBUsNN5YJRSyjPBshp1S2C3MWavMeYSMBfole2YXsDHxiIBKCEiFfwYo1JKqWxiY4XYWAl0GEpl4c8EphJwMNP3Q9Z97h6jlFJKqTzOn6OQbKXv2dvSXTkGERkKpE8NmRIRUWFLLmMLR2WAk4EOIggF/LkE8W+yAX82QUqfi1W2f7v6XGzT52Kbp8+lmr0CfyYwh4Aqmb5XBo54cAzGmGnANAARWWfv/Vheps/FNn0u9umzsU2fi236XGzT52KbL56LP18hrQVqiUisiBQE7gQWZjtmIXC3dTRSa+C0MeaoH2NUSimlVAjwWwuMMeaKiAwDlmEZWzvTGLNVRB60lr8HLMUyAmk3cAEY7K/4lFJKKRU6/DoTrzFmKZYkJfO+9zJ9NsAjblY7zQuhhSN9Lrbpc7FPn41t+lxs0+dimz4X27z+XPw2D4xSSimllLfoUgJKKaWUCjkhncA4W5ogLxKRmSJyXER0aHkmIlJFRH4Uke0islVEHg90TMFARAqJSKKIbLY+l5cCHVMwEZEIEdkoIosDHUuwEJH9IvKHiGwSkXWBjidYiEgJEflSRP60/n+mTaBjCgYiUsf6byV9OyMiT3il7lB9heTK0gR5kYh0AM5hmdG4YaDjCRbWGZ0rGGM2iEgxYD3QW/+9iABFjDHnRKQA8CvwuHUm7DxPRJ4CWgDRxhhdkhlLAgO0MMboXCeZiMgs4BdjzAfWkbaFjTGnAhxWULH+3D4MtDLG/JXb+kK5BcaVpQnyHGPMz8D/Ah1HsDHGHDXGbLB+PgtsR2d5xrpsxznr1wLWLTR/q/EyEakM3Ax8EOhYVHATkWigAzADwBhzSZMXmzoDe7yRvEBoJzC67IDyiIhUB64B1gQ4lKBgfU2yCTgOfG+M0ediMQn4D5AW4DiCjQG+E5H11lnRFcQBJ4APra8cPxCRIoEOKgjdCczxVmWhnMC4tOyAUpmJSFFgHvCEMeZMoOMJBsaYVGNMUywzX7cUkTz/6lFEegLHjTHrAx1LEGprjGkGdAcesb62zuvyA82AqcaYa4DzgPbLzMT6Wu0W4Atv1RnKCYxLyw4olc7ax2Me8KkxZn6g4wk21ibvlcBNgY0kKLQFbrH295gLdBKRTwIbUnAwxhyx/nkcWIDldX5edwg4lKn18kssCY26qjuwwRiT5K0KQzmBcWVpAqWAjM6qM4DtxpgJgY4nWIhIWREpYf0cBXQB/gxoUEHAGDPCGFPZGFMdy/9bfjDGDApwWAEnIkWsneCxviLpCuT5EY/GmGPAQRGpY93VGcjTAwRs6I8XXx+Bn2fi9SZ7SxMEOKyAE5E5QEegjIgcAkYZY2YENqqg0Ba4C/jD2t8D4Dnr7NB5WQVglnV0QD7gc2OMDhlW9sQACyy/D5AfmG2M+TawIQWNR4FPrb9Q70WXwskgIoWxjBh+wKv1huowaqWUUkrlXaH8CkkppZRSeZQmMEoppZQKOZrAKKWUUirkaAKjlFJKqZCjCYxSSimlQo4mMEopj1lXJn7GQfm9InLOXrm/ichHnq4sLSKjRWSmt2PKdo1hIqLzWSnlAk1glApx1h/KxrpdFpG9IjLe1bVYRKS69dwWvo7VX7x9TyJSDngKGOuN+hyYDrQQkfY+vo5SIU8TGKXCw3Isk9LFASOBh4HxAY0ovPwLSDTG7PXlRYwxKcBs4DFfXkepcKAJjFLhIcUYc8wYc9AYMxv4FOgNlmUUROQ/IrJHRC6KyB8iknla/H3WP9daWy1WWs+7VkS+E5GTInJGRH4VkTa5DVRE4q0rGSeLyD4RecU6e2l6+X4RGSki71uve0hE/p2tjtoi8pO1jh0i0kNEzonIvY7uKdP5j4vIYRH5R0Q+tM4U6sgAsi1VYn2uT4vILhFJscY5zlqW3gJ0pzXOi9ZVihuLSEMR+U1EzlufaWy2ay3Esg6Ts5iUytM0gVEqPF0EClg/jwWGAI8A9YFxwPsicrO1PH0xvpuwtOLcZv1eDPg/oL31mE3AUhEp42lQItINS3I1BWgA3Af0AV7NduiTwB9YFsR7HXgjPXkSkXxYFhG8ArQG7gVGAZGZzrd3T1jvpyGWdZ/uAG4FHncQcyksz21dtqJXgRewPM8GQF/gYLZjXrLGfw1wCkvryjvA89YYCwFvZztnHZZp+nOdLCoV1owxuummWwhvwEfA4kzfWwIngc+AIliSmfbZzpkELLV+rg4YoIWT6whwFBiUad9+4BkH59wLnMv0/WfghWzH9AbOcXVpk/3AnGzH7AJGWj93w5K8VMpUfp31Hu51dE/WZ3UQyJ9p33RguYN7aGqtKzbTvqJAMvCgnXPSr/9Apn09rftus/d8Mu3/HzAk0P+2dNMtmLeQXcxRKZXFTdbRPvmxtLx8jWVxufpYfsv/VkQyL3xWAEuiYJe14+oY4AYsi/hFAFFA1VzE2RxoKSLDM+3LZ623PJYECeD3bOcdAcpZP9cFjhhjDmcqXwukuRjDNmPMlWx1t3JwfJT1z+RM++pjafFZ4eRame8jyfrnH9n2FRGRwsaYC5n2X8x0XaWUDZrAKBUefgaGApex/HC/DJCpf0U8cCDbOZed1DkLS+LyJJZkJwXLD+yCDs5xJh+W1ypf2Cg74SA2w9VX3mL97ilHddty0vpnSa4mWOLBtYyDfdmvX4qsz0MplY0mMEqFhwvGmN029m/DknhUM8b8YOfcS9Y/I7Ltbwc8ZoxZAiAiMVj6k+TGBqCunVhdtR2oJCIVjTFHrPtakDUJsHdPntgDnMHS6rLNui/9uXbG8nrLa0SkBpZWsw3erFepcKMJjFJhzBhzVkTGA+NFRLC01BTF0vk1zRgzDTiO5ZVFNxHZDyQbY04DO4FBIrIGS1+aN7iaGHjqZWCxiPwFfI6lL0tDoKUx5j8u1vE9sAOYZZ1ELwqYYK0rvUXD3j25zRiTJiLLsSR0X1r3nRWRycA4EUnB8lxLA82NMVM9uU4m7YG9xhivJkZKhRsdhaRU+HsBGA08A2zFkgDcjnWosbU/yGNY5jo5gqX/DFhGCBUF1gNzgZk46TfjjDFmGXAzln41idbtWXK+3nJURxqWkUOR1vNnAa9gSV6SndyTp6YBd4hI5hadEVhGGL2ApVVoHlA5l9cB6I+lY7FSyoH0Xv9KKRWyRKQJlmHeLYwx6310jdXAf40x/+eL+q3XaIiln1FtT1uMlMor9BWSUirkiMitwHks/U+qY3mFtBnf9ht5AMt8Lr5UEbhbkxelnNMWGKVUyBGRu7EsmVAF+AdYCTxpjElydJ5SKnxoAqOUUkqpkKOdeJVSSikVcjSBUUoppVTI0QRGKaWUUiFHExillFJKhRxNYJRSSikVcjSBUUoppVTI+X8NuOpmHU2CfwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -257,7 +380,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf.tree_" ] @@ -298,7 +432,18 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0.907, 0.093]])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf.predict_proba([[5, 1.5]]).round(3)" ] @@ -307,7 +452,18 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf.predict([[5, 1.5]])" ] @@ -323,7 +479,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(min_samples_leaf=5, random_state=42)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import make_moons\n", "\n", @@ -339,7 +506,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–3\n", "\n", @@ -378,7 +558,18 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.898" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_moons_test, y_moons_test = make_moons(n_samples=1000, noise=0.2,\n", " random_state=43)\n", @@ -389,7 +580,18 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.92" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf2.score(X_moons_test, y_moons_test)" ] @@ -419,7 +621,18 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=2, random_state=42)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -435,7 +648,130 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Tree\n", + "\n", + "\n", + "\n", + "0\n", + "\n", + "x1 <= -0.303\n", + "squared_error = 0.006\n", + "samples = 200\n", + "value = 0.088\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "x1 <= -0.408\n", + "squared_error = 0.002\n", + "samples = 44\n", + "value = 0.172\n", + "\n", + "\n", + "\n", + "0->1\n", + "\n", + "\n", + "True\n", + "\n", + "\n", + "\n", + "4\n", + "\n", + "x1 <= 0.272\n", + "squared_error = 0.005\n", + "samples = 156\n", + "value = 0.065\n", + "\n", + "\n", + "\n", + "0->4\n", + "\n", + "\n", + "False\n", + "\n", + "\n", + "\n", + "2\n", + "\n", + "squared_error = 0.001\n", + "samples = 20\n", + "value = 0.213\n", + "\n", + "\n", + "\n", + "1->2\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "3\n", + "\n", + "squared_error = 0.001\n", + "samples = 24\n", + "value = 0.138\n", + "\n", + "\n", + "\n", + "1->3\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "5\n", + "\n", + "squared_error = 0.001\n", + "samples = 110\n", + "value = 0.028\n", + "\n", + "\n", + "\n", + "4->5\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "6\n", + "\n", + "squared_error = 0.002\n", + "samples = 46\n", + "value = 0.154\n", + "\n", + "\n", + "\n", + "4->6\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – we've already seen how to use export_graphviz()\n", "export_graphviz(\n", @@ -452,7 +788,18 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=3, random_state=42)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_reg2 = DecisionTreeRegressor(max_depth=3, random_state=42)\n", "tree_reg2.fit(X_quad, y_quad)" @@ -462,7 +809,19 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.30265072, -0.40830374, -2. , -2. , 0.27175756,\n", + " -2. , -2. ])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_reg.tree_.threshold" ] @@ -471,7 +830,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.30265072, -0.40830374, -0.45416115, -2. , -2. ,\n", + " -0.37022041, -2. , -2. , 0.27175756, -0.21270403,\n", + " -2. , -2. , 0.40399227, -2. , -2. ])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_reg2.tree_.threshold" ] @@ -480,7 +852,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–5\n", "\n", @@ -524,7 +909,20 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–6\n", "\n", @@ -577,7 +975,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–7\n", "\n", @@ -612,7 +1023,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_depth=2, random_state=42)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.decomposition import PCA\n", "from sklearn.pipeline import make_pipeline\n", @@ -628,7 +1050,20 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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HDmf7jEvcL2/1JUdOFUacoQqMiBRS3Kwdj8fD++9/xOrVq1i69CPeeONVHn44gY8//pz27Tt4/ZyBA4fQo8f57Nu3j7VrV5Oens4111wLZPXDAMyf/1/i4uLyfV7FivlnPhWM7bLLrmDr1t18+OEHfPrpMq699kr697+BV155vVAMRfWy5Jw3xng95+14UffLe31UVBQej6fI1xZ3W5+8Prf6kiM9I511yescikiUwIhImRhjOPfc8zj33PMYN+4ROnY8k3nz5vhMYLp2PYfmzVswd+4sVq9eyVVX9aNatWoAtGnTlqioKPbs2U3PnheXOpY6deowePBQBg8eymWXXcFf/jKQF198qVAV6eyzO7F//35++GGL1yrMGWe05auvvsh37KuvvqBhw0ZeZ2C1adOWzMxMVq1amTuEdPjwYTZv/pa//OXWUr+P8mrXyfcwnpTPkuFLvB5PTUvlhhk3aFq1A5TAiLhE/freG3br1w9+LMVZvXoVn3yylN69L6Nevfps3PgNycl7adOmbZGfN2DAYF5/fTq7d+9i7twFucerV6/OfffdT0LC/Vhr6datO0eOHGHNmlUYU4Fhw4b7vOdjjz1Cx46daNv2TE6ePMl77yXRrFlzr0NgF198CV27nsOAAdfxzDOTOf30Vvz003b++OMoV1/dj/vu+zsXXNCF8eP/wYABg/j667UkJj7L448/5fW1Tz+9JVdddQ0jR97JlCnTqFWrFo8+Oo7q1WswYMCgEn41/Wfx2sVBf81Il3datRp6g0s9MCIusXs3HDtW+LF7t9ORFVazZk1WrvyS/v370q5dS8aM+TsJCQ8zaNCQIj9v4MAhbN36IzVr1uSSS3rnO/ePf4znoYf+wb/+NYmOHc/kyit7s2DBfJo2bVbkPaOionj00XF06dKBnj0vIC0tjaSk/3q9tkKFCrz33gecd94F3HrrEM4+uw333z86d62bjh078fbb83j33fl06tSOhx4ay/33j2XECN8r706b9jrx8V25/vqrufDCrvzxxx/8979LcmcgSfgKpWnVOZUiN8dYWqa4MeFQER/fwa5Z86HTYUiI8HiyprHu3Om/v/9paVto1cp7c6hIcbZu3UL16mX/++OJ2+vHaKQkHlz8IHM3zCU9I53KnsrcdPZNrq3CPLj4QWaun8mQTkNcG6M3cZ64ddbaeG/nVIEREQkTcZ444jxxxV8o5eZrWrUbKxyhVCkqDSUwIiIipRRK06q9LcAXDpTAiIiIlFKoTKsOpUpRaTkyC8kYczmQCHiA6dbap31c1wVYBdxkrX0niCGKiIj4FCrTqouqFIVSL4w3Qa/AGGM8wBTgCqAtMNAYU2juZfZ1EwF15oqISEhw227VoVIpKgsnKjBdge3W2h0AxpjZwDXA9wWuuxeYD3QJbngiIiKlV7BZ1g37JPmqFIUDJ3pgGgJ55/slZx/LZYxpCFwLvFTUjYwxw40xXxtjvj5w4Fe/ByoiIlJS4dos61ZOJDDeNhopuBjHv4Ax1tqMom5krZ1mrY231sbXrXuav+ITEQlJE6ZOYMLUCU6HEZGC1Sy7OWUzZ/7zTL5PLThoEXmcSGCSgcZ5njcCfi5wTTww2xizC7ge+Lcxpl9QohMRCVGDhw9m8PDBTocRkYI1rXrUglGkHU9jVNIov943FDmRwKwFWhpjmhljKgMDgIV5L7DWNrPWNrXWNgXeAe621r4b9EhFJFfv3j247z7fS+qX17Bht3DttX3LfZ/PP/+M6GjDwYMHS/w5b775BqedVq3cry2Rq6hmWX8t4785ZTPbDm4DYOvBrRFfhQl6E6+19qQxZiRZs4s8wGvW2s3GmLuyzxfZ9yIi/jVs2C38+utBFixYVOR1c+YkUalSpYDF8eyzhX+DLYvzzjufXbv2c9ppJR9WvuGGm7j88j7lfm2nzZw2E0BVGAcU1Sz74OIH/bLh46gF+asuo5JGsXTE0jLfL9Q5sg6MtXYxsLjAMa+Ji7X2lmDEJCLepaenU7lyZWrXrh3Q16lZs2aJ4ihO5cqViYmJKdVrV6lSJSw2X0wYkQAogXETf81Mylt9yZFThWlbv+hd4MOVVuIVcZn9R/bTa+ZFpBxJceT1c4ZyJk2aSIsWjWjRohFQeAjp3XeTiI9vT61aVYiNrU2vXheRmprq9Z5Dhw5kwIDr8h3LzMykRYvGPP/85Hyvm6N37x7ce+8Ixo69n0aN6tKz5wUAfPDB+5x1Vmtq1ozmkku6M3fubKKjDbt27QIKDyHlDA998skyOnVqR+3aVbn00p7s3Lkz97W8DSF98MH7dOt2DrVqVaFBg9Po3/8qjh07BsDbb7/FBRd0oU6d6jRuXI9Bg25g3759pf5aS/jz18ykgtWX3OMR3AujBEbEZSZ8OZ6v9n7BhC/HOxbDihWf8+23m1i4cAkffLCs0PmUlBSGDh3AkCE3s2HDFpYuXc6gQUN93m/QoCF88MH7HDp0KPfY8uWfk5KynxtvHOjz82bNegtrLcuWreDVV99kz5493HRTf6644krWrt3IPfeM4sEHHyj2/Rw/fpxnnpnAyy+/xuefr+T33w9x7713+bz+o4+WcP3113Dxxb1ZuXIdH374Kd26XURmZiaQVQ16+OHHWLNmI0lJizh48CB/+Yvv9yGRyZ8zk/Yc2uP1+O5Du8sVYyhzZAhJRLzbf2Q/b377Oplk8ua3r5NwwcPEVCvdcIg/REdHM23aa0RFRXk9v3//z5w4cYJrr72eJk2aAHDmme183q9378uoUaMGCxbM59Zbbwdg9uyZ9Ox5SZHDPU2bNmPixGdznz/0UALNmjVn4sRnMcbQqlVrtm3byqOPjivy/Zw8eZLExCm0atUagPvuu5/hw28lMzOTChUK/x731FPj6d//eh577IncY2ed1T7341tuuS334+bNm/PCC1Pp0KENycnJNGrUqMhYJHL4cxn/bQnbir8owqgCI+IiE74cT6bN+i0/w2Y4VoVp27adz+QFoH37Dlx8cS86d27HgAHXMW3aVA4cOODz+ooVK3L99Tcxe3ZWk+nx48d59935DBw4pMg4OnbsnO/51q0/0LlzF4z5czmpLl3OKfb9REVF5SYvALGxDThx4kS+ilBeGzd+Q48el/i83zffrOf666+hZcsm1KlTnfPPjwdg717vvyVLZArnZfzdQBUYEZfIqb7kLTc7VYWpWrVqkec9Hg/vv/8Rq1evYunSj3jjjVd5+OEEPv74c9q37+D1cwYOHEKPHuezb98+1q5dTXp6Otdcc22p4rDW5kteSqpixfz/1eXcI2dIqDSOHj3KVVddRs+evXjttf9Qr149Dh48yCWXdCM9Pb34G0jECOdl/N1AFRgRl8hbfcnhZBWmOMYYzj33PB566FG+/HItsbENmDdvjs/ru3Y9h+bNWzB37ixmz57JVVf1o1q10q290rp1G9atW5vv2NdfrylT/EXp0KEjn31WuPcH4Mcff+DgwYM8/vhTdOvWndatz+DAAf+utioixVMFRsQlVu1b6bXcvHLfVw5F5Nvq1av45JOl9O59GfXq1Wfjxm9ITt5LmzZFT+ccMGAwr78+nd27dzF37oJSv+4dd9zF888/x9ix93PbbXfw/febmT79ZYAyVWZ8GTt2HP37X0Xz5qczYMAgrLUsXfoRw4bdSePGcURFRfHSSy9y55338OOPW3jssYf99trlsSdDQ1gSOVSBkUJSU5NYvboLy5c3YPXqLqSmJjkdUkRYc9s3HBtrCz3W3PaN06EVUrNmTVau/JL+/fvSrl1Lxoz5OwkJDzNoUNE9LQMHDmHr1h+pWbMml1zSu9Sv26RJE2bPns+iRQvp0qUDzz8/mXHjHgWyGo/95fLL+zB37gI++ugDzjmnI717X8Tnn39KhQoVqFu3LtOnz2Dhwnfp2LEtTz75GP/853N+e20Rt/DXCsKBYvyx8qUbxMd3sGvWfOh0GCEvNTWJbdvuJzPzf7nHKlSoQsuWk6hfv7+DkfmXxxMLwM6d/vv7n5a2hVat2vjtflIyL76YyOOPP0JKym9eZxSFiq1bt1C9etn//nji9voxGpGsFYRnrp/JkE5DyrWCcHnEeeLWWWvjvZ0L3X/tEhC7dk3Il7wAZGb+j127tMOtuMNLL01h7do17Ny5kzlzZjFhwniGDr0lpJMXf+nTpQ99uoT+lgjivIIrCLuxCqMeGMnn+HHvq4n6Oi4SbD/9tJ1//vMpfv31Vxo2bMSwYXcxbtwjToflCt+t/87pECRMeFtB2KkqjC/6lUXyiYpqWKrjIsH2zDOT2bFjH7//fozvv9/OY489UaI9kiQ0uL3vIhL4cwXhQFICI/k0bZpAhQr5N7WrUKEKTZsmOBSRiESSxBWJuTs3izOKWkHYTZTASD716/enZctJREU1AgxRUY3CroFXRNwpFPouIkGorCCsHhgppH79/kpYysjX3joiRQmX2aDlFQp9F5GgqBWEU9NSGZk0kinXTaFetXpBjKow/U8r4iceT1VSUvZx4kS6fiBJiVlr+e23X6lQwX/r2ISiUOm7iHRuGuJTBUbET6pUacTx4wfZvXs3mZknnQ5HQkiFCtFUqVL+XawHDhvoh2ic4c+dmyUwCg7xje4+2tEqjBIYET8xpgLR0fUAZ8uqErkmvjzR6RDKLFT6LiKZ24b4lMC4SGpqErt2TeD48X1ERTWkadME9aKISEQIlb6LYHHbe/Y1xOdkFUY9MC6Rs4T/8ePJgOX48WS2bbtf+xCJSIltWreJTes2OR2G37mp7yJY3Pae3Ti1WgmMS2gJfxEpr75d+9K3a1+nw/CrSJxa7cb37MYhPg0huYSW8BcRKcxtfRfB4Mb3XNQQn1NUgXEJLeEvIpJfJE6tjsT3XFZKYFxCS/iLP3TpAs2aFX506eJ0ZCKl58a+i0CLxPdcVhpCcomc2UaahSTlcfBg6Y6LuJkb+y4CLRLfc1k5ksAYYy4HEgEPMN1a+3SB84OBMdlPjwAjrLUbgxtl8GkJfxGRP/nqu8jZsdotU4z9yY29Jm4V9CEkY4wHmAJcAbQFBhpj2ha4bCdwkbW2PTAemBbcKEVExK3cNsVYnOFED0xXYLu1doe1Nh2YDVyT9wJr7VfW2t+yn64Cyr/GtohImFu0ZhGL1ixyOoyAcuMUY19yKkVujjGUOZHANAT25nmenH3Ml9uBDwIakYhIGGjfuT3tO7d3OoyA8jbF2K1UKQosJxIY4+WY1617jTE9yUpgxvg4P9wY87Ux5usDB34tV1CpqUmsXt2F5csbsHp1F62AKyGpTp3SHRcJJcGYYuyvqkkoVYpClRMJTDLQOM/zRsDPBS8yxrQHpgPXWGu9ZifW2mnW2nhrbXzduqeVOaBIXcZfSVv4WbsWdu4s/Fi71unIJBjG3DmGMXd6/X0vLARjirG/qiahVCkKVU4kMGuBlsaYZsaYysAAYGHeC4wxcUASMNRauzXQAUXiMv6RmrSJhLNZ02cxa/qssO278DXFeNXuVa6qmmgxuuAIegJjrT0JjAQ+BLYAc621m40xdxlj7sq+7BHgNODfxpgNxpivAxlTKC3jv2HDjSxfHpv72LDhxjLdJxKTNpFIEa59F0uGL2HPw3sKPc5pco6rqibBWowu0puEHVmJ11q72Frbylrbwlr7ZPaxl6y1L2V/PMxae6q19uzsR3wg4wmVZfw3bLiRw4dX5Dt2+PCKMiUxoZS0SWTQKsL+E0l9F26smgRrMbpIbxLWVgIEfhn/rVvHsnx5o+yqSSO2bh1bpvsUTF6KO16UUEnaJHJoFWH/cnvfhb+qB26smviqFPlzkTo1CSuBAbJWwG3ZchJRUY0AQ1RUI1q2nOSXVXG3bh1LSsoMICP7SAYpKTPKnMT4i/ZeEgkvqWmp+Z67ve/CH9WDUKya+IuahJXA5Kpfvz/nnLOW7t1/5pxz1vptSf+UlLdKdTxYApm0iUjwJa4o/APMXz/YOjdoQJynMXENfiVu3FnExf5GnKcxnRs0KNP9/FU9CFbVxG29JmoSzqIEJuAySnnctxo1upXqeHEClbSJSPCtT14PsWQ9svmrgnAg1ZP1Qf8hEPU7XDco//FS8lf1IFJ7TbRjdRbtRh1wHrwnK6X/h3/22XMLNfLWqNGNs8+eW/bwRCJAly7ee2nq1AmfNXKWDF8CwwP4AvU3QL3NWUuR1tsM9TbBL6Vf9ddX9WB099Gl3pgxGBsfFqwWlSVOfwu14a5AUQITYDExQ7J7YAofL4uCyUrOYnTHj+8jKqohTZsmqJIiIalOHd9JRnmpQdgP+hf4P+u6QTD1u1LfpqjqwZN9nixPhAHhrVrkdJzasTqLhpACrFWrp4mJuZk/Ky4eYmJuplWrp8t9by1GJ+FEqwi7WN7qC+SvwpRSUdWDzSmbOfOfZ/J96vflDtkf1GvibiWqwBhjHgAmejk13lr7iH9DCj+tWj2dL2HJWYwuR1mHgYpajE5VGJHIE+eJA2BPxh7/3rhg9SXHdYMo7V67RVUPLpl6CWnH0xiVNIqlI5aW6r6BEIxqUWpaKiOTRjLluimOD02FmpJWYKbyZ3tYLPAskAK8GaC4wpYWoxMJP2G/CF/tnwpvw2uyj/vJ5pTNbDu4DYCtB7e6ogoTjF4TtzUIh5ISVWCstWlAGoAxZgwwEOgBHDfGfAbUA04Aj1lrw3L8Ims9l7fIasj1EBMzpEzDQP5ejC5r+KjwcREJnnDvsdnzuO8t6TanbObGN29k3s3zaFu/bZlfY9SCUfmfu6AK46talDOturxVEzc2CIeSUvXAGGMSgFFAT2vtj8BJ4D5rbVugN5BojDnF/2E6S4vRiYQ2X43A/mgQjnSjFozKHfYpq7zVlxxuqcJ4ox2r3aHECYwxZhxwN3BRzg7R1tr91toN2R//AvwGhN1/CVqMTiS0qUE4MPw17FOw+pJ7vBxJUaC4ce+lSFWiBMYY8zBwJ9DDWrvdxzXxQCVgr//Cc4vQWowuZ2r18uUNWL26i2YliUhAeBv2KYs9h7w3He8+tLtM9wskN+695IvbVhD2t2J7YLIrL6OBq4GjxpiY7FOHrLXHsq85jayG3tttwe9IWAidxehyplbnzE7KmVoNqDIjEoLcughfUcM+pe2F2ZawrfiLXMCfi/AFu0HY6bVrAqHIBMYYY4AHgBrAlwVO9wKWGWOigAXABGvtVwGJ0mGBXowOshKPXbsmlHtBOk2tFgk+tyzCN2HqhPK/YAkVNezjdPNtoPhzWnWgF6OLhAbhIhOY7GpKTV/nsxOcN4BPrLX/8W9o7pEz28gfs5C88WfVRFOrRYLPLb00g4cPDtprhdKwj7+E0hL+blxB2N9MeUZ8jDEXAsuBvMsxDrXWflvewEorPr6DXbPmw6C+5po1PTh27Mfc59HRrena9bNS3ydrKwBv06Ebcc45pfuf0Z/3CmceT9ZCgjt3huGIp4SVZs18n9u588+PPXFh2H4YQty0IF1qWioXvnghx08ezz0WXTGaL+79wvHYSivOE7fOWhvv7Vy5thKw1n5hra1grT07zyPoyYsTCiYvAMeO/ciaNT1KfS9/Vk00tVokcs2cNpOZ02Y6HUZEctOCdJGyW3XE7YXkrxk6BZOX4o4XxdfCc2VZkE5Tq0UiV8KIBBJG6JeVYPPX1Gp/CaWhrvKIqN2o3TpDp2nThHxxQfmqJvXr91fCIhImAtkgLP7htn6TSNmtOqIqMEXN0HGSqiYi4osW4cvPbWubaEE650RUAuPPXpPo6NalOl4cbwvSiYhIfm7qNYHI6Tdxo4hKYPzZa9K162eFkpWyzkISEQln/qqauK3XBCKn38SNIqoHxt+9JgWTleXLG7N8eWyeIxXp3l1TG0UksvlrRVi39ZpA5PSbuFFEVWAC2WuyfHljsjbnzutk9nERkcikzQ8lUBxJYIwxlxtjfjTGbDfGjPVy3hhjns8+v8kY08lfrx24XpOCyUtxx52jzR5FwtOejD3syfC+Qq5TQmnzQwktQR9CMsZ4gClAbyAZWGuMWWitzbsP+xVAy+zHOcDU7D+lnNw6lVz8r3lz8LbQtjGwY0fw4wmGkq5aK8ERapsfSmhxogemK7DdWrsDwBgzG7gGyJvAXAO8mb0X0ypjTC1jTKy1dn/ww3UHbfYopeVrl5Bw3C8+0mXtWF14uLpu/QzW/fyzAxFlCaXNDyX0ODGE1BDI29manH2stNe4jK9csPw5Yk7VJGuPI5tbNSnL0I82exQJP38udNc5+5HlQKrHiXByqWoigeREBcZ4OVbwd8KSXIMxZjgwHCAuztn8pnv3vV4aef0zC8mfVZOoqIY+Nnt0eX4oEmYCM9y1vqyfGBCqmkggOZHAJAN5a52NgII1zpJcg7V2GjANsnaj9m+YpectWVm+vBlwLM+RaLp3L93/Tv7e7NGfU8lFRKR4btqtOlw4MYS0FmhpjGlmjKkMDAAWFrhmIfCX7NlI5wK/h2L/S+HkBeBY9vGS02aPIuKUzg0aEOdpXOjRuUEDp0MLKW5bQTgcBL0CY609aYwZCXwIeIDXrLWbjTF3ZZ9/CVgM9AG2A38AtwY7Tv8omLwUd9w7bfYoZWGM71lIIiXlq4/G6f6aUFJwLZyyzMKSwhxZiddau5isJCXvsZfyfGyBe4Idl1vlJBv+mIUkkSNcp0oXxVvvSM508oI9J+E0ndzXjtV162cEPxgpxI0rCIeDiNpKIJSpaiJSNpEwnXztWvDE7SUuuyiyJ0NbmLiFP9fCkfyUwARUNN6Hi6KDHYhISMla16Tw8Tp1sn5Yi3cDhw10OgQpwJ9r4Uh+SmACqHv3nX6ZhSQSabwlL0UdD0UFh7vyJm15h7tKk7RNfHmif4ITv9FaOIGjBCbACiYrX33VMd+O1RUrxnD++d8EOywRcRm3Jm1162d4bdhVf03JaC2cwFECE0RffdWRkydT8h07eTKFr77qqCRGJAS5bb+pTes2AdC+c3u/3dPJrQhEiqIEpgS2bh1LSspbQAbgISZmCK1aPV3q+xRMXoo7LiLlF8jp5G5rEO7btS+A63akFgkEJTDFyEpeZuQ5kpH7vCxJjIibuK2CEAgF30fOey44tTqc3rNIJHBiJd6QklV5KflxkVDitgpCjjp1Sne8NNz6nkWkdFSBKZavRrXSN7BVrBjjdbioYsWYUt9LJJwVnHWTM0Pn4MGyz9BxO1+L0fkjaRMJR6rAFMvXctmlX0b7/PO/KZSsGFMDj6ciy5c3YPXqLqSmJpUhRpHw5tYZOv60dm3W1OqcR07ikpO05Ty6dHE2ThG3UAWmGDExQwr0wPx5vCzyzjZKTU1i27b7OX48GYDjx5PZtu1+AK26KyEvEhajC2SDcCQkbSLloQSmGDmNuv6YhVTQrl0T8m3QCJCZ+T927ZqgBEZCXiT8AFbTr4hzlMCUQKtWT+dLWLZuHcvy5Y0ob0Jz/Pi+Uh0X8bdI3LE6nN/zojWLnA5BJGiUwJSSP6dVR0U1zB0+KnhcJBgisYLg7T2Hy47V/lzATsTt1MRbSv6cVt20aQIVKlTJd6xChSo0bZpQpthEwlUgp1WDplaLhCJVYErNf9Oqc/pcdu2awPHj+4iKakjTpgnqfxEpIFyafkujLNOqx9w5BtCmjhIZlMCUmgfvyUrpp1VDVhKjhEXCkdY1KZ+yJG2zps8CwjOB2ZyymRvfvJF5N8+jbf22TocjLqAhpFLyNX26rNOqRcJVwXVNctY2KbiuidY2kZIYtWAUacfTGJU0yulQxCVUgSmlQE6rFgl3kTC1uqBIWA8n0DanbGbbwW0AbD24le9Tv1cVRpTAlEXBadUiEtq0IJ27jVqQv+oyKmkUS0csdSgacQslMCJSpEioIBScKp3zngtOrQ6n91xQ5wYNOJBauJevbv0M1v38swMRZclbfcmhKoyAemBEpBiRWEGIxPfsLXkp6niwFKy+5B5XL0zEUwVGRMJCJFSKCspZgC9LY6ATAE0qNWL3icKLZIaiPYf2eD2++9DuIEcibqMEJgSkpiZprRgJC4GcWh2JVZPCfTvrso5nBj2UgNmWsM3nudS0VEYmjWTKdVOoV61eEKMSN1AC43I5O1bnbPqoHasllIVrJaQoWg8ncBJXJLJm7xoSlyfyZJ8nnQ5HgiyoPTDGmNrGmI+NMduy/zzVyzWNjTGfGmO2GGM2G2NGBzNGtylqx2oRcb+C6+HkzGwquB5O8+bOxhlqUtNSmbdxHtZa5m2cxy9HfnE6JAmyYDfxjgWWWWtbAsuynxd0Evi7tbYNcC5wjzEmYlvNtWO1OC3Q+xC5USDfc2D3XTLZj9KrW9/7dii+jjstcUUiNvuLlmkzSVye6HBEEmzBHkK6BuiR/fEM4DNgTN4LrLX7gf3ZH6cZY7YADYHvgxali2jHanFaJA77FHzPOQ3COVWTHOHUIOzkVOnSyqm+pGekA5Cekc68jfMY3X20emEiSLArMPWzE5ScRKXIv2nGmKZAR2B14ENzJ+1YLVIygayauLVB2NdCe6ZCeG+jnbf6kkNVmMjj9wqMMWYpEOPl1LhS3qcaMB+4z1p72Mc1w4HhAHFx4VmR0I7VIiUTLpWQ0si7AJ8nbi9x2Uu27D6RHNYzdNYnr8+tvuRIz0hnXfI6hyISJ/g9gbHW9vJ1zhiTaoyJtdbuN8bEAl67rowxlchKXmZaa5OKeK1pwDSA+PgOYfsrh3asFpHSCucZOkuGL3E6BHGBYA8hLQRuzv74ZuC9ghcYYwzwKrDFWvtcEGMTEQm4ovZX8tcu3ZqhI5Eg2AnM00BvY8w2oHf2c4wxDYwxi7OvuQAYClxsjNmQ/egT5DhFRAJix47806p37vR9bVl7bDRDRyJBUBMYa+2v1tpLrLUts//8v+zjP1tr+2R//IW11lhr21trz85+LC76ziIigRMqU8knTJ1Awr8SvM7QURVGnJaalsoNM27w299FbeYoIlKMgovR7dz55wq7/hr28YfBwwezt8VezdARV8rbl+UPSmBERMrArVOrNUNH/MlfVZNA9GVpLyQRiRjhvmP1zGkzGcpQBj88uNC5nB9E4TitWgLHX7PZvPVllXd2nCowIhIx3Fo18VePTcKIBBJGeF/k0t/l+1Dg756LSOOvqomvlZPL+31RAiMi4jBvPTY7d/qvKhSp06ojMWnzJ3/NZgvUyslKYEREwlwkTquO1KTNX/xZNQlUX5Z6YETE78K91wT+nIXk7bibROrGh4HouYgkRVVNSvt1DNTKyarAiIjfubXXxJ8CPezjL5G48WGgei68vU649tiEwmw2VWBEJGKEStXEn0LhB5G/+bN6UNzraL8p5yiBEZGI4bbqSDCEwg8ifwtG0lawxybch+TcSAmMiEiY2JOxx+kQXCEYSVso9dikpqUyMmlk2K0BpB4YERGRUghWj42/hOt0ciUwIuJ3obL5oUhZBKMx2s1L+LuFEhgR8buCM3RyEpeCmx86ufFhOOrTpQ99uvRxOoywF4weG39VTcJ5DSBTMIsMVfHxHeyaNR86HYaECI8nFoCdO8Pj77/bNWvm+9zOncGLI5x54vYS54kD1AsT6lLTUrnwxQs5fvI40RWj+eLeL8rUu5L3PjnKcz8nxHni1llr472dUwVGRETERdy+hL9bKIEREZGI5bbF6EJhCX+30DRqERGJWG5bjC4UlvB3C1VgREQkIrlxhk64V038SRUYEQm4SFzCX9zPjYvRhXvVxJ+UwIhIwEXiEv5OGDhsoNMhhIxI3aU7nCiBEREJExNfnuh0CCEjWBs+SuAogRERKUKXLr6Hv1RZCl3qNQl9SmBERIrgLXkp6riTNq3bBED7zu0djsT91GsS+pTAiIiEib5d+wJaiVciQ1CnURtjahtjPjbGbMv+89QirvUYY74xxiwKZowiIiLifsFeB2YssMxa2xJYlv3cl9HAlqBEJSIiIiEl2AnMNcCM7I9nAP28XWSMaQRcCUwPTlgiIiISSoKdwNS31u4HyP7T12T7fwEPAJlBiktExCtfi+1pET4RZ/m9idcYsxSI8XJqXAk/vy/wi7V2nTGmRzHXDgeGA8TFNSxdoCIiJaCp0iLu5PcExlrby9c5Y0yqMSbWWrvfGBMLeNt44gLgamNMHyAaqGGMectaO8TLa00DpgHEx3ewBc+LiIhIeAr2NOqFwM3A09l/vlfwAmttApAAkF2Bud9b8iIiIvktWqNJmxI5gp3APA3MNcbcDuwBbgAwxjQApltr+wQ5HhGRsKEF7CSSBLWJ11r7q7X2Emtty+w//y/7+M/ekhdr7WfW2r7BjFFERCQUpaalcsOMG/jliLfujPAT7FlIIiISIGPuHMOYO8c4HUaZRdoPYH9LXJHImr1rSFye6HQoQaEERkQkTMyaPotZ02c5HUaZRdoPYH9KTUtl3sZ5WGuZt3FeRCSBSmBERMRxkfgD2J8SVyRibdZk3EybGRFJoBIYERFxXCj9AHbbUFdO8peekQ5AekZ6RCSBSmBERMRRofYD2G1DXXmTvxxuTwL9QQmMiIg4KpR+ALtxqGt98vrc5C9HekY665LXORRRcAR7HRgREZF8QukHsLehrif7POloTEuGL3H09Z2iBEZEJEy069TO6RDKJFR+APsa6hrdfTT1qvnam1gCRUNIIiJhYvHaxSxeu9jpMMJWKA11RQIlMBHksccm4fHE4vHEUrFiA0477QzOOedyHnpoAikpgRnH3br1Jx57bBKHDv2e7/gbb8zB44nlyJGjfn9Nay0TJiTSpElnqlZtRo8e/diw4Tu/v46IRJZQGuqKBBpCijA1a9Zg8eK3Afj998N88823vPTSDF555S0WL36bzp07+PX1tm7dweOPP8vNN99ErVo1/XpvXyZOfIEnnvgX//znw7RufTqTJ7/MpZfeyKZNnxETozKviJRNqAx1RQpVYCJMxYoezj23M+ee25nLLuvJ2LGj2LDhE2Jj6zNw4F1kZGQ4HWK5HDt2jIkTX2Ts2Hu5557b6NWrO3PnvoIxhilTXnM6PIlAq1Z9xumnB+d3xThPHHGeuKC8lojTlMAItWrV5OmnH+Knn3bx8cefA1mJwJgx42nSpDNVqjShY8dLWLx4Wb7Pa968C//v/z3GE088R4MG7alRowVDhtzN778fBuCzz77immv+AkCLFl3xeGJp3rxLvnvs3LmHSy+9ierVm9O27YUkJb1frvfy1Vdfc/hwGjfccFXusapVT6Fv30tZsuSTct1bQtuAAT1o3TqKdu2q0759Tbp3b85f/zqUb7/1X/n/nXfeoEeP0/12P28mTXqIK6/sSKtWlRkypFdAX0vEzZTACAA9e15AxYoVWb16PQA33HAHM2bMYezYUbz33gzi48+mX7+bC/WSzJ79LsuWreDllycxadI/WLx4GXfc8XcAOnU6i2eeeRSAd955lS+/XMT8+fmrIEOG3M3VV1/K/PmvcfrpzRk0aATJyT/nns/MzOTkyZNFPvJWjX78cTsej4eWLZvne502bVryww/b/fcFk5A0cuTDfPddGps2/c7bb39Kw4ZN6N//XD78cIHToZVYkyYt+OtfH2fAgOFOhyLiKPXACABRUVHUqVOb1NQDLFu2gsWLl/LJJ/O56KLzAbj00h5s2/YTTz2VyNy5r+R+3v/+d4z//vctqlWrCmRVO26++V62bNlKmzataNWqBQAdO55F06aNC73u6NHDue22gQB07tye2Nj2LFr0MXfddTMA48c/x+OPP1tk7E2aNGLHjrUA/PbbIapVq4rH48l3Ta1aNfnjj/+Rnp5O5cqVy/IlkjDTqFET7r//CQ4c2M8//nEvl17aj2PH/sdzzz3CkiXzSUv7nQ4duvLYYy/StGlWVWXAgB60bXs2u3dvZ9Wqz2jYsAkPPjiJHj2uYP36lYwbdxcnTqRz5pnVAHj11UW5r7do0RyeeeZBfvvtIN26XcbEia9SrVr1Usd9ww23AvDdd+vYscMPXwiREKUERnLlTA9ctmw5MTH1uOCCrpw8eTL3/MUXd2PGjDn5PqdXr+65yQtA//59+MtfRrJ27QbatGlV7GteeulFuR+fdlpt6tWrw759+3OP3XHHEK68sugyeVRUVL7nxhif783bOYlsffsOYO7c19ix40eef/5xjhw5TFLSKmrWPJUpU57k9tv7smTJt1SqVAmAuXNfZerUJF5++V0WLZrDnXdey7JlP9Cp03k8+eRLvPjiE3z22Z/VvlWrPiMjI4MVKz5i8eKN/PHHUW688ULeeON5Ro4cB8Dtt/dl7dovfMY4fvy/ueaaQYH9QoiEGCUwAmT1vPz662/Ur1+Xffv2k5LyC1FRhSsmBSsb9erVyfe8SpUqVKtWtcTTsgvOTKpcuRLHjh3PfR4TU6/QaxSUNyk59dRapKUdISMjI1+sv/9+mFNOqZL7Q0gkR2xsIwAOHEhl4cJZfPHFburWrQ/A6NGP8vrr/2LDhtV06XIhAL1796Nbt94A9Os3mJkzp/Lee29zzz0PFvk6DzzwNFWrVqNq1Wr07t2Pb7/9Ovdc3kqNiJSMEhgB4NNPv+TkyZOce25nPv30Sxo2jCUpqfhZO7/8cjDf8//9738cOXLUb9OVSzuE1Lr16WRkZLB9+05at/6zmfKHH7ZzxhmBba6U0LR/fzIAFSpktQRecUX7fOdPnDjB/v17c583atQ03/mGDZuSkpJc5Gt4PB5OO61u7vNTTqnK0aNp5QlbJOIpgREOHfqdhIQnOf30ZvTq1R1jDM899xLVqlXljDNaFvm5S5cu58iRo7nDSElJizHGEB+ftZ5M5cpZFY9jx46VKbbSDiGdf348NWpU5513/su4cX8F4I8//mDRoo+4444hZYpBwtuiRXOIiWlIs2ZZQ56ffrotX7JRUHLyrnzP9+3bRY8efQAwpmzzIm655QrWrl3h8/yTT75Mv36Di73PhKkTyvT63qSmpTIyaSRTrpuiZfLFlZTARJiTJzNYtSpr2mha2hHWr9/ESy/N4I8//sfixW/j8Xjo3fsiLr20B5ddNoAHHriHtm1bc/hwGhs3bubYsWM89dS43PtVqRLNVVcN4e9/v5v9+1MZM2Y8/fpdQdu2rQFo3TqriXfatP9w0039OOWUKpx1VpsSx9ugQQwNGsSU+Pro6GjGjBnJE09M5tRTa+UuZJeZmcnIkbeX+D4S/n7+eS9z5kxn/vw3eOGFOdStW59rrhnEww/fzSOP/IuYmIYcPnyIlSs/5cILe1O1alZj7scfv8uXXy7j3HN78P77c9m0aS3PPvsmAHXrxvDrr7+QlnaY6tVrlDiWN974oMTXnjhxgszMDE6ePElmZibHjx8DDKcAg4cXn+SUVOKKRNbsXeOKzQpFvFECE2F+//0wF1zQF2MMNWpU5/TTmzJ48HWMHHl77rCPMYb5819lwoTnSUx8hT179lG7di06dDizUBJw003XUL16Ne64428cOXKUq666jH//++nc802aNOaZZx7lhRem8+KLr9GoUWzucE+gjBlzL5mZmTz99Av8+utvxMe358MP51C/vu/fqiUyvPjieF5+eSLGGGrVOo3Onc/nnXe+4uyzuwIwYcIrTJnyFAMH9uDAgRRq1KhFly7d6Nbt0tx73Hjj7bz66nMMH34NsbGNmTo1ibi4rGn7559/MRde2Jvu3ZuRkZHBtGnv+f09JCTcwfz5M3Kfn3FGFRo2bMLKPb4rOKWVs2mhtVabFYprmYIbU4Wq+PgOds2aD50OI6I0b96F667rm7vWSyjxeGIB2LkzPP7+S3AMGNCDCy7oxb33PuR0KIV44vYyc9pMoPyVmAcXP8jcDXNJz0insqcyN519k6ow4og4T9w6a228t3NayE5EJEwkjEggYURCue6RU33J2bQwPSOdeRvn8cuRwGz4KlJWSmBERCRX4opEClbmM20micsTHYpIxDv1wEiZBbqXRcRtZs/+zOkQAm598vrc6kuO9Ix01iX7b88oEX9QAiMiIrmWDF/idAgiJRLUISRjTG1jzMfGmG3Zf57q47paxph3jDE/GGO2GGPOC2acIiIi4m7B7oEZCyyz1rYElmU/9yYRWGKtPQPoAGwJUnwiIiISAoKdwFwD5CxgMAPoV/ACY0wNoDvwKoC1Nt1aeyhI8YmIiEgICOo6MMaYQ9baWnme/2atPbXANWcD04Dvyaq+rANGW2uPernfcGB49tPWwI8BCLsOcLDYq8RN9D0LPfqehSZ930JPqH3Pmlhrva5C6vcExhizFPC29vs4YEYJEph4YBVwgbV2tTEmEThsrX3Yr4GWkDHma1+L6Ig76XsWevQ9C036voWecPqe+X0WkrXW5857xphUY0ystXa/MSYW8LYyUjKQbK1dnf38HXz3yoiIiEgECnYPzELg5uyPbwYKbRRirU0B9hpjWmcfuoSs4SQRERERIPgJzNNAb2PMNqB39nOMMQ2MMYvzXHcvMNMYswk4G3gqyHHmNc3B15ay0fcs9Oh7Fpr0fQs9YfM9C5vNHEVERCRyaC8kERERCTlKYERERCTkKIEphjHmmewtDTYZYxYYY2o5HZMUzxhzgzFmszEmM3tqvriUMeZyY8yPxpjtxhjNOAwBxpjXjDG/GGO+czoWKRljTGNjzKfZ2/NsNsaMdjqm8lICU7yPgXbW2vbAViDB4XikZL4D+gPLnQ5EfDPGeIApwBVAW2CgMaats1FJCbwBXO50EFIqJ4G/W2vbAOcC94T6vzUlMMWw1n5krT2Z/XQV0MjJeKRkrLVbrLWBWJlZ/KsrsN1au8Namw7MJmvLEXExa+1y4P+cjkNKzlq731q7PvvjNLL2GGzobFTlowSmdG4DPnA6CJEw0hDYm+d5MiH+n6qI2xljmgIdgdXFXOpqfl+JNxQVtf2Btfa97GvGkVWCmxnM2MS3knzfxPWMl2Na20EkQIwx1YD5wH3W2sNOx1MeSmAoevsDAGPMzUBf4BKrhXNco7jvm4SEZKBxnueNgJ8dikUkrBljKpGVvMy01iY5HU95aQipGMaYy4ExwNXW2j+cjkckzKwFWhpjmhljKgMDyNpyRET8yBhjgFeBLdba55yOxx+UwBTvRaA68LExZoMx5iWnA5LiGWOuNcYkA+cB7xtjPnQ6Jiksu0F+JPAhWU2Fc621m52NSopjjJkFrARaG2OSjTG3Ox2TFOsCYChwcfbPsg3GmD5OB1Ue2kpAREREQo4qMCIiIhJylMCIiIhIyFECIyIiIiFHCYyIiIiEHCUwIiIiEnKUwIiIiEjIUQIjIq5ljHnAGGO9PB53OjYRcZbWgRER1zLGVAeq5jl0PzAY6Gat3e5MVCLiBqrAiIhrWWvTrLUp1toU4GZgINDDWrvdGLPQGPObMeYdh8MUEQcogRER1zPGJACjgJ7W2h+zD08G/uJcVCLiJCUwIuJqxphxwN3ARdbarTnHrbWfAmmOBSYijqrodAAiIr4YYx4G7iBr2Ognp+MREfdQAiMirpRdeRkNXA0cNcbEZJ86ZK095lxkIuIGSmBExHWMMQZ4AKgBfFngdC9gWdCDEhFXUQIjIq5js9Z3qOl0HCLiXloHRkRCkjFmKdCBrHVi/g+4wVq70tmoRCRYlMCIiIhIyNE0ahEREQk5SmBEREQk5CiBERERkZCjBEZERERCjhIYERERCTlKYERERCTkKIERERGRkKMERkREREKOEhgREREJOf8flQjuniuwuuAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–8\n", "\n", @@ -681,7 +1116,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_depth=2, random_state=40)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf_tweaked = DecisionTreeClassifier(max_depth=2, random_state=40)\n", "tree_clf_tweaked.fit(X_iris, y_iris)" @@ -691,7 +1137,20 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 6–9\n", "\n", @@ -735,7 +1194,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree = tree_clf.tree_\n", "tree" @@ -752,7 +1222,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.node_count" ] @@ -768,7 +1249,18 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.max_depth" ] @@ -777,7 +1269,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.max_n_classes" ] @@ -786,7 +1289,18 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.n_features" ] @@ -795,7 +1309,18 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.n_outputs" ] @@ -804,7 +1329,18 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.n_leaves" ] @@ -820,7 +1356,18 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.66666667, 0. , 0.5 , 0.16803841, 0.04253308])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.impurity" ] @@ -836,7 +1383,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 2)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.children_left[0], tree.children_right[0]" ] @@ -852,7 +1410,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(-1, -1)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.children_left[3], tree.children_right[3]" ] @@ -868,7 +1437,18 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 3, 4])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "is_leaf = (tree.children_left == tree.children_right)\n", "np.arange(tree.node_count)[is_leaf]" @@ -885,7 +1465,18 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, -2, 1, -2, -2], dtype=int64)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.feature" ] @@ -901,7 +1492,18 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2.44999999, -2. , 1.75 , -2. , -2. ])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.threshold" ] @@ -917,7 +1519,26 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[50., 50., 50.]],\n", + "\n", + " [[50., 0., 0.]],\n", + "\n", + " [[ 0., 50., 50.]],\n", + "\n", + " [[ 0., 49., 5.]],\n", + "\n", + " [[ 0., 1., 45.]]])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.value" ] @@ -926,7 +1547,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([150, 50, 100, 54, 46], dtype=int64)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree.n_node_samples" ] @@ -935,7 +1567,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.all(tree.value.sum(axis=(1, 2)) == tree.n_node_samples)" ] @@ -951,7 +1594,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 1., 1., 2., 2.])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def compute_depth(tree_clf):\n", " tree = tree_clf.tree_\n", @@ -980,7 +1634,18 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1], dtype=int64)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf.tree_.feature[(depth == 1) & (~is_leaf)]" ] @@ -989,7 +1654,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.75])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tree_clf.tree_.threshold[(depth == 1) & (~is_leaf)]" ] @@ -1090,7 +1766,24 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=3, estimator=DecisionTreeClassifier(random_state=42),\n", + " param_grid={'max_depth': [1, 2, 3, 4, 5, 6],\n", + " 'max_leaf_nodes': [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n", + " 13, 14, 15, 16, 17, 18, 19, 20, 21,\n", + " 22, 23, 24, 25, 26, 27, 28, 29, 30,\n", + " 31, ...],\n", + " 'min_samples_split': [2, 3, 4]})" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "\n", @@ -1110,7 +1803,18 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_depth=6, max_leaf_nodes=17, random_state=42)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search_cv.best_estimator_" ] @@ -1133,7 +1837,18 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8595" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -1195,7 +1910,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.805671" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.base import clone\n", "\n", @@ -1253,7 +1979,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.873" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "accuracy_score(y_test, y_pred_majority_votes.reshape([-1]))" ] diff --git a/07_ensemble_learning_and_random_forests.ipynb b/07_ensemble_learning_and_random_forests.ipynb index 9854d5e..1f83c64 100644 --- a/07_ensemble_learning_and_random_forests.ipynb +++ b/07_ensemble_learning_and_random_forests.ipynb @@ -131,7 +131,20 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–3\n", "\n", @@ -168,7 +181,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "VotingClassifier(estimators=[('lr', LogisticRegression(random_state=42)),\n", + " ('rf', RandomForestClassifier(random_state=42)),\n", + " ('svc', SVC(random_state=42))])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.ensemble import RandomForestClassifier, VotingClassifier\n", @@ -193,7 +219,17 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lr = 0.864\n", + "rf = 0.896\n", + "svc = 0.896\n" + ] + } + ], "source": [ "for name, clf in voting_clf.named_estimators_.items():\n", " print(name, \"=\", clf.score(X_test, y_test))" @@ -203,7 +239,18 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.predict(X_test[:1])" ] @@ -212,7 +259,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[array([1]), array([1]), array([0])]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[clf.predict(X_test[:1]) for clf in voting_clf.estimators_]" ] @@ -221,7 +279,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.912" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.score(X_test, y_test)" ] @@ -237,7 +306,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.92" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.voting = \"soft\"\n", "voting_clf.named_estimators[\"svc\"].probability = True\n", @@ -257,7 +337,19 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "BaggingClassifier(base_estimator=DecisionTreeClassifier(), max_samples=100,\n", + " n_estimators=500, random_state=42)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import BaggingClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", @@ -271,7 +363,20 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–5\n", "\n", @@ -319,7 +424,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.896" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bag_clf = BaggingClassifier(DecisionTreeClassifier(), n_estimators=500,\n", " oob_score=True, random_state=42)\n", @@ -331,7 +447,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.32352941, 0.67647059],\n", + " [0.3375 , 0.6625 ],\n", + " [1. , 0. ]])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bag_clf.oob_decision_function_[:3] # probas for the first 3 instances" ] @@ -342,7 +471,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.92" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -361,7 +501,16 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6323045752290363\n", + "0.6321205588285577\n" + ] + } + ], "source": [ "# extra code – shows how to compute the 63% proba\n", "print(1 - (1 - 1 / 1000) ** 1000)\n", @@ -411,7 +560,18 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – verifies that the predictions are identical\n", "bag_clf.fit(X_train, y_train)\n", @@ -430,7 +590,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.11 sepal length (cm)\n", + "0.02 sepal width (cm)\n", + "0.44 petal length (cm)\n", + "0.42 petal width (cm)\n" + ] + } + ], "source": [ "from sklearn.datasets import load_iris\n", "\n", @@ -445,7 +616,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–6\n", "\n", @@ -478,7 +662,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–8\n", "\n", @@ -518,7 +715,19 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "AdaBoostClassifier(base_estimator=DecisionTreeClassifier(max_depth=1),\n", + " learning_rate=0.5, n_estimators=30, random_state=42)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import AdaBoostClassifier\n", "\n", @@ -532,7 +741,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – in case you're curious to see what the decision boundary\n", "# looks like for the AdaBoost classifier\n", @@ -557,7 +779,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=2, random_state=42)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "from sklearn.tree import DecisionTreeRegressor\n", @@ -581,7 +814,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=2, random_state=43)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y2 = y - tree_reg1.predict(X)\n", "tree_reg2 = DecisionTreeRegressor(max_depth=2, random_state=43)\n", @@ -592,7 +836,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=2, random_state=44)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y3 = y2 - tree_reg2.predict(X)\n", "tree_reg3 = DecisionTreeRegressor(max_depth=2, random_state=44)\n", @@ -603,7 +858,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.49484029, 0.04021166, 0.75026781])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new = np.array([[-0.4], [0.], [0.5]])\n", "sum(tree.predict(X_new) for tree in (tree_reg1, tree_reg2, tree_reg3))" @@ -613,7 +879,20 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–9\n", "\n", @@ -679,7 +958,19 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GradientBoostingRegressor(learning_rate=1.0, max_depth=2, n_estimators=3,\n", + " random_state=42)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import GradientBoostingRegressor\n", "\n", @@ -692,7 +983,19 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GradientBoostingRegressor(learning_rate=0.05, max_depth=2, n_estimators=500,\n", + " n_iter_no_change=10, random_state=42)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gbrt_best = GradientBoostingRegressor(\n", " max_depth=2, learning_rate=0.05, n_estimators=500,\n", @@ -704,7 +1007,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "92" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gbrt_best.n_estimators_" ] @@ -713,7 +1027,20 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 7–10\n", "\n", @@ -774,7 +1101,25 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Pipeline(steps=[('columntransformer',\n", + " ColumnTransformer(remainder='passthrough',\n", + " transformers=[('ordinalencoder',\n", + " OrdinalEncoder(),\n", + " ['ocean_proximity'])])),\n", + " ('histgradientboostingregressor',\n", + " HistGradientBoostingRegressor(categorical_features=[0],\n", + " random_state=42))])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.pipeline import make_pipeline\n", "from sklearn.compose import make_column_transformer\n", @@ -793,7 +1138,26 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 10.000000\n", + "mean 47613.307194\n", + "std 1295.422509\n", + "min 44963.213061\n", + "25% 47001.233485\n", + "50% 48000.963564\n", + "75% 48488.093243\n", + "max 49176.368465\n", + "dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – evaluate the RMSE stats for the hgb_reg model\n", "\n", @@ -815,7 +1179,22 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "StackingClassifier(cv=5,\n", + " estimators=[('lr', LogisticRegression(random_state=42)),\n", + " ('rf', RandomForestClassifier(random_state=42)),\n", + " ('svc', SVC(probability=True, random_state=42))],\n", + " final_estimator=RandomForestClassifier(random_state=43))" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import StackingClassifier\n", "\n", @@ -835,7 +1214,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.928" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stacking_clf.score(X_test, y_test)" ] @@ -933,7 +1323,18 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training the RandomForestClassifier(random_state=42)\n", + "Training the ExtraTreesClassifier(random_state=42)\n", + "Training the LinearSVC(max_iter=100, random_state=42, tol=20)\n", + "Training the MLPClassifier(random_state=42)\n" + ] + } + ], "source": [ "estimators = [random_forest_clf, extra_trees_clf, svm_clf, mlp_clf]\n", "for estimator in estimators:\n", @@ -945,7 +1346,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9736, 0.9743, 0.8662, 0.9666]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[estimator.score(X_valid, y_valid) for estimator in estimators]" ] @@ -1000,7 +1412,24 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "VotingClassifier(estimators=[('random_forest_clf',\n", + " RandomForestClassifier(random_state=42)),\n", + " ('extra_trees_clf',\n", + " ExtraTreesClassifier(random_state=42)),\n", + " ('svm_clf',\n", + " LinearSVC(max_iter=100, random_state=42, tol=20)),\n", + " ('mlp_clf', MLPClassifier(random_state=42))])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.fit(X_train, y_train)" ] @@ -1009,7 +1438,18 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9749" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.score(X_valid, y_valid)" ] @@ -1060,7 +1500,18 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[0.9736, 0.9743, 0.8662, 0.9666]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[estimator.score(X_valid, y_valid_encoded)\n", " for estimator in voting_clf.estimators_]" @@ -1077,7 +1528,23 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "VotingClassifier(estimators=[('random_forest_clf',\n", + " RandomForestClassifier(random_state=42)),\n", + " ('extra_trees_clf',\n", + " ExtraTreesClassifier(random_state=42)),\n", + " ('svm_clf', 'drop'),\n", + " ('mlp_clf', MLPClassifier(random_state=42))])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.set_params(svm_clf=\"drop\")" ] @@ -1093,7 +1560,21 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[('random_forest_clf', RandomForestClassifier(random_state=42)),\n", + " ('extra_trees_clf', ExtraTreesClassifier(random_state=42)),\n", + " ('svm_clf', 'drop'),\n", + " ('mlp_clf', MLPClassifier(random_state=42))]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.estimators" ] @@ -1109,7 +1590,21 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[RandomForestClassifier(random_state=42),\n", + " ExtraTreesClassifier(random_state=42),\n", + " LinearSVC(max_iter=100, random_state=42, tol=20),\n", + " MLPClassifier(random_state=42)]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.estimators_" ] @@ -1118,7 +1613,21 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'random_forest_clf': RandomForestClassifier(random_state=42),\n", + " 'extra_trees_clf': ExtraTreesClassifier(random_state=42),\n", + " 'svm_clf': LinearSVC(max_iter=100, random_state=42, tol=20),\n", + " 'mlp_clf': MLPClassifier(random_state=42)}" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.named_estimators_" ] @@ -1151,7 +1660,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9761" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.score(X_valid, y_valid)" ] @@ -1176,7 +1696,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9711" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.score(X_valid, y_valid)" ] @@ -1199,7 +1730,18 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.973" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "voting_clf.voting = \"hard\"\n", "voting_clf.score(X_test, y_test)" @@ -1209,7 +1751,18 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[0.968, 0.9703, 0.9641]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[estimator.score(X_test, y_test.astype(np.int64))\n", " for estimator in voting_clf.estimators_]" @@ -1252,7 +1805,24 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([['3', '3', '3', '3'],\n", + " ['8', '8', '8', '8'],\n", + " ['6', '6', '6', '6'],\n", + " ...,\n", + " ['5', '5', '5', '5'],\n", + " ['6', '6', '6', '6'],\n", + " ['8', '8', '8', '8']], dtype=object)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_valid_predictions" ] @@ -1261,7 +1831,18 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestClassifier(n_estimators=200, oob_score=True, random_state=42)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_forest_blender = RandomForestClassifier(n_estimators=200, oob_score=True,\n", " random_state=42)\n", @@ -1272,7 +1853,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9735" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_forest_blender.oob_score_" ] @@ -1316,7 +1908,18 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9694" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "accuracy_score(y_test, y_pred)" ] @@ -1369,7 +1972,28 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "StackingClassifier(estimators=[('random_forest_clf',\n", + " RandomForestClassifier(random_state=42)),\n", + " ('extra_trees_clf',\n", + " ExtraTreesClassifier(random_state=42)),\n", + " ('svm_clf',\n", + " LinearSVC(max_iter=100, random_state=42,\n", + " tol=20)),\n", + " ('mlp_clf', MLPClassifier(random_state=42))],\n", + " final_estimator=RandomForestClassifier(n_estimators=200,\n", + " oob_score=True,\n", + " random_state=42))" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stack_clf = StackingClassifier(named_estimators,\n", " final_estimator=rnd_forest_blender)\n", @@ -1380,7 +2004,18 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9785" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "stack_clf.score(X_test, y_test)" ] diff --git a/08_dimensionality_reduction.ipynb b/08_dimensionality_reduction.ipynb index 2fbbb25..244dfd3 100644 --- a/08_dimensionality_reduction.ipynb +++ b/08_dimensionality_reduction.ipynb @@ -175,7 +175,20 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–2\n", "\n", @@ -243,7 +256,20 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–3\n", "\n", @@ -279,7 +305,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0n8UwtgEp8ouRWpfjuy58l0U2ewU7i/VI2xvaAb47J9gTAIHWdQixFa0FEMH3g5eilIPrvg0II0QDWhdjWXejVDn+xOFiWfejVC2W9Rd833Y8FxuugTCGsRKtp+PfEbiY5iPA2IlkyJMv/nSoCUT7DSRfMnJX1fLyopVOpwczEl3XHSzAlG+6ujv+E4VvXxh758ZkuG9Yk7d+d00aIboIh3+F7y45PCey6/AXJx1A43lTESIv5sO/BobxFJb1V4TI4ronAWcMe17rUG4sefF3kHIzQiSBJrSO4nkLEKKTUOgXCJEGYihVkttfvgSvCQgMYzMASs1BytdzY9iAbb8bw9jA9hy4/PnIjjlLO3CPvHGMKdHOf/A7+qf7+/tpbm6mp6eH1atXU1lZyYIFC4hGo/u0j0Mt2mPZ0h4LX7gdcZzTCYd/j9ZZfLErwPMO2+XrpdxIOPwzhGhDiKacq6IQrctRqg4h+nL/VwJZPG8GO34FpFxLKHQLWhejdSGm+SgFBR49PScMeVUC1z0J01yKH67XjNYGSh2BlBuAgdyCZwzTfA3wUKocw4igdQwhomhdmotuiaFUBYah0boOz0sgREduH+9Gyp8jRDtaFwEdKFWD1gmgfTRP9ZuG0cqIHMuMGdHONwgA3xXS3d1Na2sr3d3dxONxysrKKCgoYPHixfu9j0MtTId6/+MNpeaTzX4EKV8BonjesbkQuZFwCYd/jpSv4mcyZjGM1XheGK1LgSjZ7PuwrMcRoh/Pm4lt//dOW/FD+Ax8NwdoXUw4vAoYKtoC1307Sk1HymakXI+Ur6F1KZ53BEJsQ8r6nDB348dlt6J1Aq1DaF2Si+GuwLbfj9YVKLUCKTfl9l2A41yGv/j6AUzzXoRoQes5OM55jMXqE2PF0s4XjHozM2ZE23EcWltbaWtro7+/n9LS0sHSplJKXNelqanpgPYxWtbqgVyg/ymWtmGsRMpNaF2WS1zZmy+SxjCewTDWUFMzAMxHqRkoNSP3vJuzamNA0Q7vTSJEM5DFz2a0EKIPKdeh1AJs+7143ol43lvwXQy7Er4ihobnCZEZkgQzFIFSh6PU4UhZQyjkx2v74YN2bjshhHDQOkw+EkUID9v+CFA4eE6k3IhSM9F6AlpPRKlJg0k2WpfhOB8afpZ0akwI5FDGimst8Gm/gbS2tjIwMMCUKVMoLCzc6aIcTcE9EPLj2J8vzRvhnnFdd7BTd74w/Y4dwQ82lnUPodAd5JNcTPNpMpmvsCcL0bL+kluQE0ya5BIKNZFOfwd/Ia+NSOTbOdeBxnHeieO8Z8i747ntD206G0WpOtLpHwJDS+XuehyuewKm+RRCNOAv/oXp67tgt+NWaj6O8y4s616E8HDdJRjGWsDMCXYWCOdEuQgQSLkR3ze9Gcv6B/l4b9c9Ha2P3O3+dk/eTz86/Sz3hbEwkbiuG4j2G0Vtbe2wJJkdGQ3BG61tHAp2N3alFO3t7TQ3N5NMJkkkEoOhkvnOHzt2vRnamiov7tlsls2bNw8Kff73jn/vfhKwCYXuyImVgW89r0bK9Sg1d4cxtBIK3YyUjSg1GdN8NBeeB6GQQIhtORfHUYTD1yNEG74F6xeG8rx5uSxGAJNs9iNEIt/CT24RQEEuPnrn2ua7JkYmc1WugJSDUrNxXY0QfTu8LpsTXolS0/C8M/C80/AF08Lz1mBZt+VcMzpXiApcdwmh0O+Q8uXcuVmP6x4HlAAK03wczztlSIblzoxsNGgM4z5M81EAlJqbc7Hs27rP/jJW3CPBQuQYYqyINowNF0c+Lr25uZne3t7BKJqCggIcx9njF2hoNmle2Lu6uojH48M6fu/4mvzfO3bKzvf3C4cdFi2yESKNaQ7guxGidHU1YttlgxOAaTqUlV2NlL1AOGfd5mOoBVK6QC++ywGk3AwU5PZoAAopG4aINnjeqWQyFqHQrYCD6x4P2ESjn8jFY38Ypfam1Vs0l3Kep2OH53uJRL6LEK25c1lHNvsVtlv73QjRheu+nWz2fzCMlQjRlksM0hjGAyhVC9ho/SpSvo5Si3Pv9Scr3yKP7WGcHlKuRoh2pFyPYSxDqfn4oYJr0Pp+XPeivTjeA2csiXZgab9B7E243mjs41AK/4FmROaFuqWlha6uLkpLS6mtrWXBggWD297bsY3U5sk0TSor969gUX4ScF0HIQqxrM3kb/kNw0WILtLpHqRsI5uNYlmtFBZ24Xl+vHIopAiFBFp7uXhnjdYufsu+V5k1q4hwuBU/7VxhGIru7jCO07XDncCxuO4JCCEIhX6WszyzSPky0ehTZDI/ziXS7D+WdU9uYXACoJFyC6Z5P677boRoIBL5H2Agdww1ZDLfI++uMM2/An0I0Ymfol6IlF0o5eLXAV9DOPxjtLZwnMvxvJN3dcaxrF9jGMuQci1C9OL70DvxvFNQqix3J/CfRWBpv8kYLeE/EPZV8PMp+du2baOzsxPP86iurt5lAtGhYugkIGUh/qWl8f3CISZMeImJE/+K79/1cJwLsCwLP4Vb4CekpIAEUmZzE8AZTJ58OJ7nkU5/mkjkB0iZBjz6+pbQ0TEFz+sadieQ/w2aY455AK37CIcHcsk5aUzzc2zYcC2eVzui62ekv3f8zPzF0LzbQQBhpPStbsv6PZAaXEgUogHTfADXvTjnv/5jLnmmKRdWWIFSJkJ05SzuyWhdgxA9hEI/JJstQqmFw/avtSYarc+l96fxi1yVIkQ7Qgwg5Ua0LsqFNL4xjCVLOxDtgGG8UZb2wMAAzc3NtLW1UVBQQGFhIZZlMX/+/P3a9xuJHwsdJR82BykM42XyAgcay/oHnnc4Um5ECF/cPW8BUragdYSOjiri8SuIxfIugvk4zi+QsgGt40QiE5k6dXfnUxONRnMFmfKx/wrLSjN16ip6ehYNE3nbtndyAeX/zmb9SaSzsxOACRPC1NS0YNu+GyoS6aKtrZBkcjOTJm3N3TFkcusGYNtNKPUQhYVfzyX0+MckRBtKzSGTuQ4QRKMfQuuJSNmaK1bVTyTycRznHTjOZ4ecT00kshXoAfrR2sJfrO0FMgjRiFIzcN3zh50Pf1KMsHeRPOOXsTB5HEwC0d4PDsTFsrv3plKpQaEOh8NUV1cP1k7p7u4mkzmQ9llvHLb9X0Sja/BFwk/tFqJ/iHVqAF5ukfCMXCLMVDxvCf4iosPatetYvHhHn24s10xgbxA4zjm5utmwPZtSEg7rfer3197eTn9/P9Om+f5wrRdimhFisadzWbpnYZpvo6AAbPsIIpF7sO0Q/qJkmo4Og4qKn+C6NlqbSJnCcQpxnDIaG+tobV2LYUjmz1dIuYV4fBNaZzGMDJ6XxDBuI5NpoafnKxhGiEjkN1RWPoIQTbnwwjAQQalpaF2A41yC551LfgFWiDYs6+ZcSGQUx/kgSs3b6+PfG8aKpQ2BaAfswGhnNWYyGVpaWmhpacE0Taqqqjj66KOH+Zrz7x0vKDWbdPr/MM0nAQPHOY1Y7HNAEn+hUeFHVNSi1I6t26K5nwM/Xse5hFDozlzUicxt08olqOwbw2uPhPC8T+B5H8BPQ49QOlhu+0MIAfH4I4CJ41xKbe2m3KJsKX6jhgJMM004XMuUKW+jtnZezqXzDeLxazFNByHSeJ6flel3wVlPOr0arTPE44/T11eBbRcTj6/HNPvJZqOk0xHa2k6gs3MShrE2596RTJr0GyyrD6UqkDKDZf2U7u4vEgp1YVl9CCrRzBkWHrqvjCXRfrMTiPY+MhruEdu2B4UaoKqqiiOOOGJYW7ORGCsJDHuDUlOx7e1lRNPpq4lGr8YXbIVtv2sEwR5tYqRSNxGJfB0pt6J1Edns/+AXYDoQPIRowU/iKdvhOQvH+RiOczlCNBOJfB4hmnMTRxitixCiBwhh2x9FqQVISU4oD8O2f46Un8MwViFlCVI6QIhotIi6uhr8aoIFOE6UkpKJwCSEaEbK3xOPK2bMeIHp05tx3Vqy2ekoNUAiMYBt16K1Qikz5+e/k3BoA54HGkVn1xLa25eMGB4qpdyj3z+VSmFZ1oivGUtrL28GAtF+g3Bdl9bWVrq6ulixYgUTJkzg8MMPJxKJ7PnNHPq6KQeKUgtIJn+XS+8uQeuRsgz3HsN4iXD4xwjRg+seQzb7RUYKkdN6Mun07w9oX0Pxi1F9BSm34ZdWPR/H+TQ7J+wITPPv+D7nafilYNuBLEotIJu9Zqe4dZ8KstlvE41+Ipfg46FUKUoVotRkhIhhGCBENrfNllyYH1jWjRjGs4BJKORhWb6bxLKKMU2NHzLpIoQgHtuK1gvIVzssLn6N2tr/YsdM0x2bjYzk93ddF9u26e/vJ5PJ7PSaHbe3twvAu/r7P92iD0R7H9kX8fQ8bzDpJZ1OU1paSiKROKD6KeObwkGBORCEqCcS+Sr5RBbT/BeQJZv93wPe9p4IhX6KlJtz4Xoay/o7Si3E804ZYZxJhDDRWqD1dLSOo3U12ewP0Lpil/vQejrp9M+JRj8A9CKEjZQtCNGI1jMYGPgYpnljbsFxFrb9SYTYgmE8j9aT8d1ADpZ1J553Jo7zISzrJqAbUHjeaRjyBbYvSPrVBoWw2fHSHpqEtTvS6TQVFRV7XCvITwK7WvTNTwC7miB2bCcIYBgGy5YtY+nSpfT39/PFL36RwsJCEokEH/vYxygoKNjleD70oQ9x3333UVlZyWo/vpSuri7e8573sGXLFqZMmcIdd9yxT2sgB5tAtPeRPYm2UoqOjg5aWlro7++noqKCGTNmkEgkSKfTvPrqq/u93wAfw1iJXx8kQn6h0zSfJZvVjIYvfHdIuT4XKy7Ix6FLuXFE0XbdkzHNx/B9+X4Ei22/d7eCncc0H0XrCrQ+HMgvJt6FbX+FbPZoWlr+lzlzCrCs2wiHv0o+o3L78edDLm2UmkM2e82QolUVCGsrUjShdRlCdKD0xFz25v6zN9fo3k4Ce0s+83fSpEmccsopfOpTn+K8885jYGCAgYGBPe7nAx/4AJ/+9Kd5//vfP/jYddddx+mnn85Xv/pVrrvuOq677jq+//3vj8p4R4NAtEcBrfVgdmJPTw9lZWXU1dVRVFS0wwLWgbk4xrN75EDxa2KvAiSh0G05VwNDMgdHZ/Fy5/12kEjcQzjch5RvR6mpGMaL+DW1VW4MI7dAU2ox2exXsKw/4sem/zeed+Ze7jnD0K+nH9aXHjIuh1DoulySTjFCrM9Fh+T95h0otYDtWaTFKFU8+H7H+RiWeRdC1vu1U9x3st3yTmGIZ4BetJ6J4jD2dG4P1UKkEALTNKmoqKC8vBwhBKeeeupej+Xkk09my5Ytwx679957Wbp0KQCXXXYZb3nLWwLRHonxYknmhVdrTW9vL83NzXR2dlJSUsLEiROZP3/+QTmW8e7TPhCk3EA0+lH8BcAk+S40vk+3F60hm/2fUd+vEO1Eo5cRDneitcI0/04mcw1SbstFgXh43im47um73IbnnTKiFb4nPO8tObdPL76VnsTz3jr4fCjUgpQvI0UXGpGrhJivG96L656M617KrsW2FMf96AiPZwmJ65FsRoswiIdw9Xvx9Gl7HPNY+Q4f6DhaW1uprvZrv1RXV9PW1jYawxo1xoxojwe01riuy+bNm+nt7SWRSFBdXc3s2bP3aoX8P1l4D4Rw+Fs5sTbJ1yLZ7hpxcN2Tcm299hWNaT6EYTyF1lXY9vsZuhBnmnchRHduEVBhGDaW9RfS6Vtyfu3IEB/y6KLUEdj2VZjmXYCH556EIZ9EyueR8nQSiRUYchtKFwEaQ76C1tXY9qeA/StFACDZgBBbUUzJPZLF5B48tjcmHongun7jCER7L0gmk4NJL7ZtU15ezty5c/fZL3eo6paMd6RsZnt0Rr78qsJ3BRjDikbtiBCbkLIl18VmwpDHOwiHr8IwluX+NzHNf5BK3Y1f+AmE6Ge4UBkIMYDffPdghyuSawi8BEM+Qyh8Degw4FJS8ggD/aUoVZnLgkwi8BOvIqGvkbWvQ7NjKOJe7xW0GHLY+a70u18veDPFaU+YMIHm5maqq6tpbm7e73o8B4sggHIXpNNpNm/ezLPPPsu6deuIxWIcc8wxlJaWUlZWdkjqG/ynWjOeNx9fNDT5KoBaW2jtl0V1nHeM+L5Q6GfE428nEvk08fiZGMZjgL+oF4u9PVcKNpMLn/OQcgvR6Edz3W/IuTUkQmQRwkEIB9fdW5/06GFaf0KrArQuR+uqXA2VXrSuzC1qCjQFKF2HEE1Y5q/3e1+KqWgKEboZ6EOwDY+T2ZNUvJmuzQsuuIBbb70VgFtvvZULL7zwEI9oOIGlPYRsNjuY9CKlpKqqiqOOOopQKDT4mkPZ5/HN9MXYF9K9VxHhI5iJZhCQ2nIiqRc9VMbATS6i4MIMRvHweHcp1xMK3QwoP9Vbe0QiXyCZfAHL+n0uwQXyESD5RT4plxONXkI6/Qc87xgymasR4udoncG234Xj/HeuSXBfztoufAPOwI5WriCZWkBB4nUEjfiCaiC0jWYAITbtckuCLUixCgjj6ePYefyFOPqLmOLvoDvxOBlP5ycqjWQVggY0lSiOYGgdk/FoaV9yySUsXbqUjo4Oamtr+da3vsVXv/pVLr74Yn7zm99QV1fHnXfeeaiHOYxxJ9qjfRuWb3PW3NyMUoqqqioWLVq0y+zEQ1ma9T8J0dtLaulSdH8/mTVr0OmjkHGb9NMrcDYvIzR3LtETTkBlehi4916KLrts+PtFA1qboLNoJ+8Hz+C0rCU8uTd3HYXwqwtCXhh93/kA0ehFpFL343ln0ta2iFQqxZQpdYTDV2KaD5PvI5lO/x6lZiFEG6b5EPmaKr6ve3Rw3XcSsr4H2gZc0BY9PWdSXHQlpvkbLPOXCO0h6ECIDJoEI7VUk6wlJL+DoBFBN1qUklG/QDPc1aOpxNEfRLICQReSdSjmY/APLB5AEwKyeByLywfw73zGp3vkT3/604iPP/bYY2/wSPaecSXaB9Lqayiu69LW1kZzczO2bTNhwgTmz58/pKLcwSPwafvoZBKvsRF32za0ZaH6+tBaIwsKSN9/PyX33UenlBhTpuBlMphTpqBTKWSkBIx2UIrsSy8ROeUU7K1b6X/ySQaefhphGCTe+lYKjpwBuGjXRggJUqHSIZqu+zVl5xVTeQ4IK++7zbte3Nxvv4xrNPpJUqkHBz8zw3g4J8w2Qri5dPAvkMncRDT6npx/WWNZN5LJ3LqLjMd9x/NOxeMRLOMOQOBkT8B1y9GU4bofxJJ/BNkPaLSqQuAh2IZmCqAxxD8xxT8wWIkfgZNCE0FQT0R+nrT6AzA0Rltj8ltMlqGFgdAeDudjshRFHYMdiXgRj7PQHFh2a8C+MS5Fe3/It+RKpVI8//zzVFRUMHv27N1mS432GN7oWtxjFXfTJpLXX4/7yit4AwM4WuMmk2jLwuvqQtk2SImKRPDWrEFUVuI1NSGjUUgkIJdVZ2/ZgopEUJZF5u67saqq0J5H1+23YxR8HCZ+kWjRd9BCorMhtv3saDKrXqWv4jR09miqLnoaYYL/NcjmRpdvJhHLNRHwY7GFEEhZT767uv+YxjBewbJuyYUe5l0N/VjW9WSzvxyV82WIJzHlk7m4a4OQuY6Ksj8C3wMUWtWiVH7h0cLvqOPl3vs4IXETinIggxSNKKrw1waiwAAGr+IN6TYvaMDkWZSYDBoErxPmB2idwKMcRCx3niT5aJ6xYGkrpf4j6py8qUVbKUVnZyctLS309fVRXl5OOBxmyZIl+32BjQe/9KH+8uwOe+1a+r70JdwNG1CpFCKRwOnthXgcu7cXJ5kErdGA57qYUqJbWrCkxHAc33s7cSLJNWsQUuJpDdEo4aOOQubulFQySXr1aqyJ72LTdzYSqo2g7FJ6HvknRkkJZnk5mdZqBtZtpGBuO4gweB7CckCBcqMI08Ozy3B6+uh74gl6//1vEme2Uvcul6HZkH4tj2343XbymDmrG/wONh47d4/fe6R4BbQk/3VVupB4dC3guzI8fTiGXInWCYToROnpaOoAMHgKTSEQzz3WgKAfjZU7hu1d4beTxRdkiWQtkk25Y8hicj+uPh0h0mgq0fjxzGNBtP8TGiDAm1C0tdZ0d3fT3NxMd3f3YEuu4uJihBCDhewPBYdyEXMsoLNZ0n/5C15zM9pxUI6D196Op5SfcD0wMGzJzXMcZCiEEQohCwtJXHYZ7sqVpDZsIFRXR/jwwzHKyxl48kmc+npCE/yQPpXNIuNxjHicogsuoeeuu9BeK9q2iR17LMq2cTs6aP3bDOJf6UbrPtAagYWyPbxkCrRg/Q9mk6r/NNXveZ1Z1/QidAgvIzAi+c/B9K1P7wRM8zm09sVOCBfXPZNw6Mu5OGs/WSaTvYH9abSrmQjCwy8MIhAiheNMwQgDCGzv65j6dgyxHk9NxVHvA/KlfRPk/faKSQg9EUEPoNBUo5iBx+E77K8GTQlCN+UEW6CYgGIxBv9GMIDiKBwuxLfYxwau6waiPdbYlXDlW3I1NzfT0dFBcXEx1dXVzJ07d6fbpQP1iwcLkfuH7utDdXSgkkmc3l4828bxPLTr+gWEcoJN/vMhtzQYChE+7DCMSZNIXHgh4p3vxP3hD9FaYxb51muorg4vlSK7ZQtojVleTsGxxwIQnTuX0BVX4PX3Ez/+eDrvuYe+hx9Guy7a8+hbX0XJkla0krQ/XIDy+tFuK8lNEbyBtSz4qWDCGQMI00IYIC3w7BDSigNqsEOMIIkVugO/7OwHEChM82/k0+sNYykh6/+wnW/s5iwpBM1AZFictavOxRCPYsg1gECrQto6L6Nu0LMXw1WX446wRUe/i7BYjqAegUaxCFv9N1JsA0px9Rlsr46YQdCLphibL2HyewxWoKhG6cMBC8VkHD6GYsHwz3eMWNpv9qa+MIZEe2+LzQwVzP7+flpaWgZbclVXVzNr1qzd+rUO1GI9lO6RsWZp65wrQwxZF1CdnWDbiPJyhGX5Vd2WLUOvWIFyXZJLl+Jks3iZDMr1y4Rqw0B73qCFnf/fCIeJnXUWxoQJGAUFyHgcISWJt76V7j/9yX+vbSMLCii/4gpUfz9ISWT2bIxEYnBMRiKBkUhgVlXR/Kc/IcJhRDhMtqOD/pVJ0k1TUek02cZG7GQSlYFQRQJhulSe0Y1yBUJKJNKfYOypmIkYSs1DebXE44tAG2hKSafvQOvphMMfz+09fy0aGMZz2xM6d6KTqHk5UrwGQuN478L2rs69P0LW+39I9QoCh7auSlxvV9vxMMXvsMRvEaTw9LHY6iv4ZV4NlD4GTRlKg8EThLkm964FmOJfCGw0MWz9VRy+iNLzsLgDQTeCDIrJKD0FqZ7H1I/6bixxFr4v/dCLduDTHmMIIUilUjQ0NNDW1kYkEqG6uppp06bt9W3RaIj2oXjvWEJ7HpnbbsN95BG04yCnT8c45RTcpUvxVqxARCKYRxxB9AtfgJ4e1AsvoMvL6fzHP0g1N6NtG+EXhfaXy0wT6brgeX4ch5QgBJFjj8VzXQwpKfnIRxBSotJpkps2ke7vJ/vii8hIhNjChYhwmPjcubh9fXjpNDIW8/cxFMch09CAymSQ4TBeby/askgcfTSZ+nqU46AdByMeR+QmDuUIZFSAUr41aRl4xuU46fcheIFo6B2ojAOYyHAzkfAHaV/1G/SEBAUTFAiN9hQIGzdbs8tzGjauRYpX0RSB1ljyTpQ+Clfl+zxaKH2Uf/51B9A34nYs8TNC8keAAi0wxYMIusnoW9neYxIkzxMSP0ZRBDiEuQePRSgmA72ExHVk9E14nI2mAsk6tBYYajVR9d8I6nE5BiGKsPRNJCInICgCXUNudfcNJ3CPjCHyLbl6enrYsGEDNTU1I7bk2htGQzgPhcW7L5ONbdtIKUe9YLzWGtXaSvahh8j+6leIUAivuRmeew4eegjd2oqYPBlTCJx//QtRVYW1aBF2Swt9Tz5JpqHB3waA64JhgOdhVFSg2toQsRjCdTEKC0lVVqILCnBsG2fbNgrq64lXVtL44x8zsGIFdn092aYmRChEf1MT7Q8/TOL441HpNAhBuKaGui99Catsu5tBpdOobBYMAyMWwyorI9vcDEoRmz4dq7yc3pUrwfNw+/rQQrDltxXM/HIKpIsUhu8H9vwMueSrdxCekwEM0A6eCzK0loY7/x8z3/cooqITRBduOoTTX8Crv05Q845NFOR6TQ5FylXowUqFfhNiKVYD5+/02l27IhwseUfu/fHc4kAGoetzCTHbu7ObPJ7bXyGCXsDwY7eZDBQhaELQhRbVKI4GFSHsfhpBEnKLmAar8DgDoZuZUvn/CImHEd4sbOOzIN74+tOBe+QQM1JLruLiYubOnXtA8dSH2j1yIPvdHY7j0NzcTFNT0+Bjft/B7ZPM0LZRpmnu9LfjOHR2du70nGEYoDXpP/8Z+4kncF98Ed3ZiTVpEkJKtGnibN2KrTViwwbCdXWY8Tju8uX0P/YY9vLlpAYGwDDQSiEtCx0K+QtrhoEIhwlNnYqXSkE6TeSYY0g2NWFVVSEsC5VK0XbDDdR85zskX34ZGY+T3rgRrRS6vx+iUSgspPuRR4gffjgF8+eTbW6m6eabmfzVrw49icTnzCHb1ITb04ORSBArLsYsKyNcW0vJzJnEFy+m66GHEKEQZiJBwfGX09qxlZB8DLU1ReOjU4nWPEz1eefRvqye0rm523EpQdtkOyPM/fhSImWd2H0W0vKQErY9+AHQMbb+8Y/Mu+oq35IfIr5KT8MUz6Bz3epBoPa5LVp+GTcXd641aA90lnw9le2vjEHOC66JkO/b6ZNCY/lWPyD0NkLetQja0SSQtKCJIjARehOSVViGicFWhNqGRTGOecU+jv3ACaJHDgH5llzNzc24rktVVdWwllyjFfkxHkUbdh53vo53Y2MjAwMDVFdXs2jRol369fIdQ4a2iRr6t1KKnp6enR73PA/r9ddJ3HknblUV0VAIK5vFbWpC2zZqYADHddFC4ClFeuNGrHgcQyl0Tw+yuBiRTuNms77LIhaDbBartpbQ1KlopXxxTiaJHHUUBW9/O+1f/SoidyclYzHc7m50JgNa0/f882hviFPXtvEGBpAFBbi5a8QqLyf9+uvDjt8sKqLw+OPpf+EFjFgML5UiPm8e1R/5CFtvuomOW2/1xbeggKpLLqH0uOOwSktp2FjGlv+9HzOZITqxl/51j5HcupXm+1qIVcepOasHMNFK8tqtx7LgM8twkwqtFCqrEZaHGd2KWbCYTFcXzf/6F40PPki2q4vC6dOZ/O53UzzrGgzr/UAXAoWrT8JVI9dU2TUhHPVOQvLXoLsQXhYQSJIYLMMV7x58pcvbMXgWQb1/bTDdF2LdDEJi6+3t26R6GV/QI4BEU4qgA41Ash5wybo1GOEiBD0Y+kkc3njRDtwjbzC2bfPCCy9QWVnJvHnzRrSmR0Mw3wyhc+l0msbGRlpbWykqKmLSpEmDIY1aa2zbHtEyl1ISCoWG1VIZSnNzM9On+9ad1hr3xRfxXn0VUVKCLikhU1mJUVuLZ5o47e3Y/f142azfBkoIP2Ya/+udHRhAb9486KfGtlFa+1EbAwNQV4dbUkJy4ULklCnI1laMCRPwFi8mk82ihaBvyxZUJgPJJEZxMen+fiJHHEHv00/7i5y59HTtechwGIRA5MoPuN3dhOvqdjrGCZdeSmTSJDLbthGqqqLkLW8h+dpr9C5fTnTyZIQQuAMDdDz8MBPOOQdl2zT97GcMPPcckeJiss3NFB93HM0PPIBZWMTq79ew7d5KpNkDciEDm3uY8xHHv8a0AClAaHrXteI5nWTa2lj3859j9/ZiRCJ++OHvfsfcz30OXfkPpFgPRFF6Nrsq0rS7SA1Hfw7tTSCsv4GmAE0xYBPmGpSehRILcxvx0DqOQT2KOrJ8AU0pEEJTid8JJ49fBleJuUi9BnDQFOKIdyN1IwYZtDZyC8nKv1vQCr+9mQli/2PU94XAPfIGEwqFWLJkyW5fMxZE+1CJvlKKTCbDCy+8gNaampoajj322AO6SLXWuC+/jLt5M7K8HEyTgRtuIPPXv6KSSYyiIkJ1dahNm8B1UaaJcBxwXZxIBLurC21ZfpieUiCE/6M1IhpFmCbewABIORjGpwBt21jJJMUnn0zp5ZfjRSJ0/u1vdP/pT6T/8Adib3sbzgknMHDzzahcpAnRKN2f+ARi7lx0RQWiowMdCqGzWfA8vIoKpGmStSw61q/HKCoifN55NDc37+QOip1wAoWnnIKUEiEEXiqFGOL/N2IxMk1NfqOLlSvJ1NcjYjHMoiJUOk3/qlW4/f2ULl6Ml0phd3Tg9PdTfuIsIpXL2PjnIqa/pxsRAjBo/XeITXc0MeEt3RiFhei2NmLV1SAldnc3TkkJXS+/TNmRRxIpP/IArxQDV59DiF8DLoIt5DMXw3yJtL4DgAhXAmkUVRhqOVFWoNQsPHEktvFVECD0Zgy1HK09tC5EiH6UmIrQGWzj03jGOUj3OYTaimm0InL1TlzOxXJvROoNgMaTJ+EaF4E4uJEdfs3zwNIeU/yniXY+/ryxsZGuri48zxvVGimZv/6V1O9+Nyi0Ff39DGzYgBAClU77Hs/NmwlVVeGZJqbn4Tz1FCmtyfb0IKJRzOJiVDqN7O5G5SIssCxkLIYCPClxlBrcpzRNjEQCmUhQ+J73ECkro+fxx+n57W+xystBCDJ33QVCkFi0iPTWrTg9PaA1kXgctm2j8JxzGHjxRZyODrTrElu0iIqPfpTQtGm46TTOwACiogJlGLiuSzab3cnl4+QSbNxt29C9vdgtLRjZLEY8jm5vJ3LYYWzcuJH0pk24poksLSXT0eFPQH19JI46ikxXF0Y0illWRmyyzcLP/RphuAip6dsYZes/SujfYtP6bAmxadNJ9/cD/qTgZbOY0Sie49C5ciWubdP06KNULllC0fz5OH19RMrLSUyZMuJ1sXuK0BQjWY6f/JKrp8IABs/lLOoBNJVIvQ0/DlGgqcTQL2Kqe1BiISHv2+Rrl2tRgCMuRAgLTy5CC39RUxnH4IiPM5C+jVC0CC1mI9U6DL0RJRf5x6uWosRUlHH0fl2ne0vgHhmDjBXRPtjYtk1TUxPNzc1Eo1FqamqYOXMmK1asGBXB1raNdhzSt9+OrKpCmCbacQg/9xyYph+/oBSe1qQ6OsgODGAWFFAwYwa9UpJNp1FCQDqNVgqruBiKipCeh5bSz3aUEldK7JxgD2Y5ui5eXx+irGzQvdH79NOIaBSZW7uQ8Ths2oScMAEvk0GaJspx/FTzUIjIrFlUvPOdZLZsIVRdTeGSJYh9uOPItrfz2je/ycATT+ANDGDV1hItKiIaDiM8j/gpp1D+3veiQyGSs2bRKSVy0iREaSl2UxPRE08kdM45tHzz60innWy34Ky/D2DG0rm1QE1imsLuH2DzAzEKjpqFmDYNZ2AAp7UVKx4nvWULqqUFL5kkPmUKRfPmIYTg9dtvJ1RWRqS8HK0UdeefT9UJJ+x0DLu9DoVBVl9HlLfiZ0NKFDNylrDG91XnGxskyReAQhhoHUfqjUi9DgijhR99I/Q2hIjgGjv42YXAMy5kfWMFR5f2E1J/RapXEdigHJQ8BoggdCNwcEU7cI+MQcaKP/pgjCFfJ6WhoYFMJsPEiROH1fJ23ZHy3fYNnU5j/+pXeM89h9Ya3d4OySR6wwZQCuG6/m/L8hcVtUbkijNlenqgpQUnlcIoLUXbNpim76cWgtDMmVR/73tk1q2j95576Fu5kkwu8geGe2eVUtjNzXT9/e8UHH88ZnGxv738OLNZmDwZp7MTMx4n29oKUmIUFuKlUsRmzSJxzDEkjjlmv87D5p/8hP41a1COg1FUhNfeTqiiAplIsPD66/GyWVLbtiFDIaITJ9J9yin0Pv00iYoKyi64gJp3vYv+1d/mxGdeRUhw02FQfnKQFgKUxgh5lMw3ic2cSbS8HNOycKQkOnMm8Xmzka9tBClJbtiAV1FBU3MzXjJJ/6ZNRAoKyBcG7rztNmqjUULx+KCbJ5VKDRZAGykKSEqJEnPI6q8T4hYURQhcNEUoFqMpxtOHY3r/ROheIItmNvnStErMwNAv5eqT5DEg1x1nxGtLG1j6XrSoRsskQtUjaUbpLhBptKjar89qXwiSa8YgY8XSHk3RTiaTNDQ00N7eTllZGdOnT6ewcOfC+qOxX/vXv8Z+8EGU56F7e1GbNuFms/4CXs7C1q6Ll7OQ8zKqcoKabWhAxmKYoRA6HsdNJv0MxGOOofy66zAnTCBy1FGIiRPp+8pXED09vhgrNay6szRNwvPnM/Dvf+O0tlJx8cX0PfUUdmMjCIFZVITxgQ9Q2d9P1333oXILjSqbpfI976FoBMtzX0iuX4+ZSEBzM8IwcJVCZTK4vb1k2ttZ/Y1vkGltxenrw00mMWtq0J5HfMkSat/7XqRRz8Rjf4G0/LuIkJVGORLtAUKBBGUbtL6gSa5fj93cTMG0aVQfLzjiipWYoT4UM0h7t/L6H/5N9+rVxGtqyHR24sXj1MyYQbiiAq0U/cCkiRMR0eigayedTqOUYmBgYMRooO3XySKqyt5GWdEKbLeK9p73oOggZDUwpWw9MmRjSDd3F/Q66CQZfQFZ4xwisogwN6O0IB8a6MldW8oCF4GHJoQSMxGiF6GbkaIeV56J2s17RwvXdQNL+41kf9LY93c/h9o94rouLS0tNDY2YhgGtbW1zJw5c4/p9/uK195O9qmnfFHOZkn99KfogQGE50EohJvNbq/34bq+C8R1yUYiDDiOb0WDH+9rmhCL4SmFyGQwqqrAdYkedxwTfvhDxJCIFKe1FSElZmEhbl6484RCWBMnYpaU4La3g+cRqqlhxi9/Sf9zzwGQWLyYlzdvZsIFFzDhv/4Lu7ubpj//GZVKET/iiAP+DCK1tSQ3bQKtSba0oGwb+5VXqDjjDDbedBOZ1lai1dUMbN6MlxPtUFUV7UuXkpgxg8ol7ehSi6E56VqD3VuCVdCLMGDLPwtpfWE6RTP7KJg8kUxnK0d+biuG5QIhhN5I2L2Aonm3ku3qIllfj/Y8Sg47zE9Asm0y7e0UTZ1K0YQJw45ZKYVt29SNEB0zFEM9Qlg/7Idr63bihReRsqsw9DJCVg9CuHiq0F84FlmyToRNLYtw3IfJ2hGK4wuoKHoaT0Vp7jqXvkw/pvnKiLH+WVvQl55OxFiLlhMw5GSkqMU2voQwpvvrJgeZYCFyDDIWRBv2zz2Srz6YTqd57rnnqKqqYuHChYMx6KOxX6+jA3ftWrL19ThdXQz86ld+PHM262cuGgbadTEA07bR5Apw5iNA0mmshQtxJkxAPP00MpXCc13/C6cU1owZaMchsnAh2nFIHHEExR/8ICIUou+ZZ2j47nexm5owi4txe3sJTZ6MVsr3YRsGsrAQEQ5j1dTgtrQQW7gQq9ov7WmVllL6tiEd1TdvBsDp7eWVD36QTFMTCEHznXcy69vfpuLM/e/VOPWKK3jtmmvwpERls4hIBKuykr5160i1tBCdONF3HzkOwrLwUimMTIa+NWtY96Mf0XYkLPm/4e4qISWtr93Oljt+jllQSdPDz3Pcta8z8cQ+hNxMqj2GMCRgoZXCzbhAK1vuupH4pGOZ/6UvYUWjuOk0W++9l1RLC8Xz5jH5vPNQtk3Pxo1o1yVRV5cL+fOQ+mXAQTE/V+N66MXSSVh/00+cERGESFMUuhYrcj+GLsb0JHKw3KsCLKKGxbzJN4K2kHozGj3oVikrfoyUcSK2N2PEOH+tNU1d51IUFoSM18k6RbT0vJV0tgetlw8b2lDB312y145/78n1ESTXjEFGS7TfyDFkMhkaGxtpaWmhsLAQy7I4/vjjR31BM/u3v5G68krs/n6cTAYnn31YVobK16jO1Z928W94Tf+A/BjqXL0P4+qrCT33HOLZZ7HKylCdnehcaJwoKED39FD25S8Tmry9nVZ6/Xpe/8QnsNvaUKkUAGY4jBoYwJo0ifjixRgVFfQtW4bT24scGKDsgguo+sQn/IzKXMJMessWolOmUDjEV935r3+RaW4mnCu76qVSbLnhhgMS7di0aSy48UZeuOwyCoQg2dhItqPDF/D2dtx0mqL587GKisi0tGAUFNC/ahXadYlPnUqmw+O137/CjEtctBIYEYOs9zNKFi2h/flVdC5fzsyLO6he0os0AFxilQNIaQAxvKyNEBohJeGyaXSuXMmEJUuIHn44ZjzO7A9/eHCsbjrNql/9ioGGBhACKxZjwjvexuSp1xFRG/GTXSrIyN+jxfau4ZK23F95oyAKZBG04rEArWuAevyFSJErxdqCYiGCdiCDJIWiFkEWobuI6puRketHPKeNjY1MnToJ6Z0F4jyUnEnZpJ3lRWs9YmJX/se2bVKp1C4nhqEMFfQ//OEPtLa20tDQwE033URhYSFTpkzZYxjxjkyZMoVEIjE4YSxfvnzPb3qD+Y8U7YPt01ZK0dbWRmNjI67rDoupfuaZZ/ZLsIfuV/X3Yz/5JCqVwu3qwquvx/3975FS4jiOL8SOgzYMVEeHn+6tNZ7jkA++c/HjB0ytyebjrCMRin/9awoiEUI1Ndjt7RjhMG4264t/dzeFl1wyTLABepctw25p8et+5PAch/DEiUy65hoGVq6k409/gnCYbDJJes0a0j09JE47jcKjjmLb9dfTdOutg0kjEy+7DHJ+a5XNwpCQQWGafsLNAWImEhQtXEjbE0+QbGz0Jw+lKJwyhWxbG+nmZkIlJUQnTiTrungDA5QddRRmLEbLM8/Q8HiMtpfnUTjdonOVZt4Xj6dgssGsyy+n/9RTKapowIi0+Qk2CKQh0MQBgdYKISRblp6KdsNIKXFzk92OtL38MgMNDRTmznmqrQ2j/adEZq0Fyv1t00RIfZ+s8aPB9/ndaQR+w+IokAItMbxHCalb8C30KfjlYDUeC5C8CqIQobcCJn5kvYe/COkhdNcuz2fI6CScvAqhmhACXOMYnOgXyQWrDyKEGBTbA0EpNSxj96yzzuL555+nr68PIQSNjY3Ytr3Pog3wr3/9i/Ly8gMa38HkP0604eAVfMrHVHd2du53O7M9oXp76Xrf+/ByBZNUJoNMJNDd3VgFBb5Ya41QCpH3SecKM6lcAoynNRm2d0Y0hEAJgXYctj3+OLOOP57as8+mu74ep7ERc+ZMrDPPxKqpIbxw4bDxZOrr6Xv2Wbys364r/xnl08yFZdF+111k2tv9hUvT9Bf/+vtZ/8lPMv/222m69VbMRGKwsl7Trbci5/jNZouPPRYjEsHp6UGGw7h9fVSefz6vfOYz9K9dS3zmTOZ+61uDlvi+MO0Tn6Dxn//EHRhASIkwTTIdHcTr6jj6F7/AiEYJFRfTuG0bW6+/Hpqb0UqR7e5GWhYD9VXYyVJSTU2kGhoomDwZaRgUzZlDSJyIkC/jT4++cHv6JBz9UdpfuoPGJ7tw3cNIt/nlYKPV1aCdXDJMYjDawh0YwMil84cLuphy3FKKJ23KuYh9YfH7PW4efnCihKy4lrC+Gj/qw8QRlxLyfpurKWIi6MCVF2KbXwftELUvBd2LpsBvEkw+wtsF4eLJXUfr1BTei+H9GzBBgaXqUeZivNAZ+/y57A1SSqSUg0XjTj755MEyDJdffvlB2edY4T9OtEfb0rZte7BQUyQSoaamhtmzZ4966JHIWc/N730vqSef9BcXPQ+ZE2iEwO7txZQStB6M1FBSIgsK0IDT04MyDDJaD2YoekqhlBp0UyRTKXrb2ynPZCg780xoaECffDL6qKN2GlPv00/z6oc/jMqFoIE/IebPjp3J0L1sGamtW32L2fN8q9k0MWIxlG2z5Ze/JNPZiWnbRMrL/cxE0/RrdQOxKVOY//Ofs/n663F7e6m84AJaH3yQ3tWr8TIZelaupO3xxznl2WcJD6notzeEy8qQsRhWYaEfPWNZ2F1dVJxwAtHqarTWNDz0EOtuvx0vkyHsuuiWFhCCaHU1oZIStOehPW+nfdv685g8Mtj5RVNIVv0QTTWFC4+haflv2PjHP6Ich8TUqTQ+8UeO+O97kaIDcHH0Jdh8l6Lp09n2yCMI3c7cs3+PNJLIiMSUSTQtaKqANEocsdPxefJUMt5PMdRStKhG6Bb8eGwr91klMPTzuQvMImtdS9j5Or5LpRCPCUi6/RBBeT6O+eGd9pGnKLoanU9ZFyBUM9J99qCJ9kiMRnKNEIIzzzwTIQQf+9jHxuQEMKZEe0+COlZE2/M8Ojo6aGhoIJVK7RRTfTBQnZ1UXHEFqdde810ZDKnp5jiDySuhXAaijkQwPI/4WWf5qeiuS/eDDzKQTkNXlz8JWBbkXBpDHTap/n5UOo2or6dvYIDGb3wDb2CA4nPPpeoLXxgs5LThC1/A7eoaHmOd/0NKHNel9Y9/JDRhAnZTk191UGukaSJiMVJNTaTvuw83lfITT/r7iZSVESorQw2xnAsPP5yFv/kNAL0vv8ymX/7SbylmWf5k1NXFa9/9Lof9aLt7YCTaly2j4W9/Q5omdZdeStH8+QjTpGjhQpKbNqGyWczCQia9610AtD3zDK/ecAM6FgMhcByHqe97H7O/8AXW/vSnpFtaUK5LbNo0Nt51F7HqaqZddBGhoiKggJT3GAYvgPDw9JHkK+2Z0Siu1kRra4lVVBApL2fSot8hvD4wCwADiz+jOJGiaecy69JLSW36EdJII8xStBHGU+0YRifoCB4LsMXHQPf7C4iiFC1qMbynCTtfgMGeNhEQuaQaIRCk8cT2cq1KziEd+iOCTrQuQogUWkug2C+ktRs8FUPofrTQ+AubAkR8t+8ZbUYjuebpp59m4sSJtLW18da3vpU5c+Zw8sknj9IIR4cxJdp74lCLdiqVoq2tjd7eXiorK5k6dSqFhYUHNUvSe/VVvPXrSV97Lcb69X7CS+65/NdD5v42AbOsjNCRR6ItC/3qq36UyLZtCK0pu/JKjNZWkj/6ESIUwigqwm1s3F7USWuEaWIedRTeJz9JavNmNn78435XmUiEjt/+Fu26TPza1wDI1tdvF2wp/cQcITAKCzFLS30LPJvFKCggPGUKTkcHbrdff0NlMhAOY5aWYiYSZBobcQcGCC9YwNwbbmDNLio6ykgElU77kS+5866FILV1627PY/uyZbxy1VV+YSml6Hr+eY684QaqTj+dlkceITF7th/el0hQerQfU9z69NOY8TgqEvHPr2HQ8+qrTH7nOznuxhtJNjSw9f77aX7yScxEgrYXXqBjxQqO++EPMaNRwMLj+CEzmU+qtZXX/vxn3FSKvs2bCcXjnPiZHtwMCJlCGibScjDE4yhdReXCBZgLLyKsXkJTgOM4uKoUKQvQqhCDNcTVifgWfQyBgyPOx1SPA/nEFonQbWhRjqALtESLGLbx5eGDEyG/Wa/IlW/dy0u7pf90Sgr/gVC9/jhkLV7orL178ygxGtEjEydOBKCyspJ3vOMdPP/884FoHwijJY77Itqe5w3GVAshiMViTJ48mWkjFLIfbbK33Ub2l79E9/fjbNw4+Ph2X+Pw75Q2DD96o6kJIhGsT38ac/FidHMzYsIExGGHUS4EnmXR/stfoj0PM5FAed7gHUSoooLib30LXV3N1g9/2C91KiX09WGUlNDzj38MirZZVISdS7AZHJthYJWX++dYSkre+lb6li0Dw0BGo0TLy5l8zTUYxcWs/uQn/feEQkSmTEElk8z+0Y+ITZsGuxDtgtmzKTz8cDqXLcPxPD8LzjSRRbuvJNdw553IcJhQcbF/btvbabrvPmZ/4QuESkvpWr6cyPz5zPjYx7By27IKCny3TiQCWtO7aRN9mzfTu3kzsz/yEcqPPJKWr3+dWG0tMicWycZGetavp3zRIgAy3d1svPtu+jZtovSww5h27rm8fvfdmJEIynEIJRJkurvpet2jYr7Cy3q4XpJwgUZ6v8dSf0FTjVPwJ79in9cGrouUCq1iQDdaJJC6BXDRTAUUIX2Tf3UIiWYAxUwAHHEJypiHIIMnFoDYN5fSrmhPnsyMyGRM5zG0COOGLkYZ80dl23vLgYp2MplEKUUikSCZTPLwww9z9dVXj+IIR4dxJ9pqSCTB/m5jT2it6e3tpaGhgd7eXiZMmMCCBQuIxWI0NTWRzS26HUxURwfZm25ClJbiZjL05zqW561q8BdjjNz5kABCkFaK4gsvxDjxRIxjj/WPd0GuCevAAMbjj1MTj1PyhS+QrqoismABdlMTvf/8Jy39/cy46iqsmhoGnn2W7KZN/vtyBaW8rq5hkSNVH/gA9T/4AToXyy2jUZQQ2AMDCK0pPv54Zv3857T9+c/0LF2KVVFB7Wc/S3jiRLRSFMydS/+qVYhwGG3bxGfMIDZj++36SAghOPovf+H5iy+m9amnAL8oVfOjj/LSlVcy76tfJVxeTvfKlaz93vfItrVRfvzxvktpyGSttUYYBkY4zIyPfQw+9rGd9jX5He+g7dln6W9qItvejtPVRdnRR+P09fHSt7/N4uuuG3mQuf2k2tp47MMfpmvtWpAS+be/0fz000TLyymaOZOB+nrSuRDDp75bxXk3dWKGMoTiCu1Bts9GWhppbsZt+wZbWq7GSH2DifNfRzkSy+hGi3K0LsCP8pD4YX3tgECLAoROIugH3QaEUMYSlJyz23O8fxi44ffght9zELa9dxyoe6S1tZV3vMOvreK6Lpdeeilnn332aA1v1BhXoj0a7M49ks1mBws1xeNxamtrmT9//jChf6P6POreXpASYVl+X0W2C7PSmlA8TuSEE0g98oifIJPruai1xrjgAoyZM4eP1fMw77gD0d6OLi4m3tVFLBbDnTqV8PTpJE46ieYXXiBU4/cx9Hp6kLEYOpPxRVn7ftAJn/nM4CYnfe5zJFeupO/55xFSYk2cSCadJpvrnuPmznPV+95H1fve5x+X57Hxxhtpvf9+QsXFlJ5+OnZTEwVz5jDtyiv9RJ89YEYiVJx1Fr2vv062pwc3mcRLp9l48820Pfkki3/xC5Z/9rNkOztRrkv/1q1UHHMM2nXJdnSAUhiWRc2FF+52P7Hqao798Y9Z99BDbLvlFgqnTiWcs9Sd/n66Vq6k7pxz2PqPf2AVFOCm0xTU1lKci3zZePfd9GzYQKSsDGEYOMkkbcuXM+vSS+lav57SuXPxpk2jd8sWRDjCyt+/yjEfb0QIkGGw4hrlSEChki/x6l+nc9LHelFeCM+1UJ6NNDrRIo7/VXZyv30B10wA0YfQnQgRJ2t+/yAJ9tjgQC3tadOmsXLlylEc0cFhXIn2wfBp5wvv5OM6J06cyOLFi3fZf3LUMirb28G2obp65wa0gJw4EVFYiNq2ze8yPvS5UIjQWWdR8l//RfaZZ/xwNcfZ7jIpLd153N3dyJYW1KRJ/hhiMWR9PfT2QsnO/fxiRxyBME1kYaHfuCCbJTJrFiXv2F7lTYbDzL39dr/1l+Ow6ac/pe/hh5G5SoTdy5bR8LvfUffRjw6+Z9WVV1L/xz8O+s+tRIITH3+caM2um97uCieV8uObcxMKQKq+nrXf/z6p+nrcTGZwImt58klOuftuWh58EGFZTLroIuJTp9L6zDO0PfssVkEBE08/ncIdLP1IRQUVp55KxxNPkNqwASeVIlRUhFYKs6CA6ZdeSqy6mq5XXiFaVcXUd7yDng0bcDMZkrkszvzkKXIVECuPPJJ4dTXbHnoIYRgs/OQn6Vz1b47+6CNoBcoTSFNjxTR2v++66m4oRymHaGEvTtb/2tqpGJFEGkEy1+xA5dxl4VzbMt8Xr0UhaesvaLHv53g8EWREjkFGU7QHBgZoaGigo6OD8vJyZs6cSSKR2KttHNAYPA/1f/+HfvBB35KeNQvxpS+hc3WdVW8vIhzGPO00YtdfT+qd7ySUL2pkWRgApknBvHmEGhtJ1NTQv3nzoGAXl5Rg9vaiysognUY0N4I00PFcvLhSvg86365rh8kpn+BiVVUx7dZb2fb5z+O0tRE79lgm33DDTncaQkpiM31/aWr9er/nY+41yvNIrl07+NqelSvZ+tvfbhdZ2/bTvx94gCkf+cg+ncaJ55zDqz/84XaXR86H7qZStD7xBE6uXrWUEuV5eLaNWVTE/JyPMtvVxWMXX0zbs8+iPQ+roIDNf/4zx91wAyXz5w+ei2xXF5nWVtI9PXRv2DC4v8qjjqLmtNOQhsGU889nyvnn49k2L3znO3SsWoWQEmdgADMaxe7rQ0YiZHp7kQUFvPb3vzPzggs47aabQGuaV6ygeE4FwrDQnotyJcpwkSYIQ9O1tZSs/BoFE14j1R0nXJjEsw20MNCUkTW+jidPRDPJbx+mJSH1Uwz1HFqUkzW+PXqCrR386JODFym1vwQFo8YgByrajuPQ19dHS0sLsViM2tpaZs2atU8x1Qc6hqIXX0T985+oRMIP1Vu+HH322eh4HG/zZgiFEFVVOL/+NZHbbiP2kY8Qvv9+rJ4eel97DaE1RZZF0U9+ghCCMq2IFRfjmiZWKEToiCPwHn8cVVaK9fvfIXp7/RT2usl4hx2G8dJL6HAYYdt4xx8P8TiitQXsLOaQjEaA+OLFzF22bK+PLT5vHuktW9C5L44wDOLzty9Grfvf/x3+BqVw+/pYfdVVbPvzn1n8u98Rra3du31Nncqsz32ONd/5jh/BksvqFFIi43G/al8mg5kLCwyXlw/LrFz105/S9corfnJRNIqbyZDu6mLDLbdwzP/9H8p1WXHddTQ8+ijp7m6cvj7KFy3CGRgg2dpKx6uv8uzVV7Pg8sspyx1j89NP0/7yyxTU1SGEIN3WRqiwELunh776elKpFKYQbLjnHlpeeIHjvvY1Bpqb2fzII1hxk1nHQziuc4uHYVzb4JWHPkjBlAuZsqSDmUf/DbsPUC7SEIQLotjGx3GNDw4el2YmCMjKn+3157ZXaI2ZvRUrexegca0zcKKfGoz5FrigXYRqxcz8Aana8cyFuJF3gdj7+joHwlgsGCWEeDdwOzBLa70199j1wHnA8Vrr1n3d5ptetHdsfmtZFlOnTqV2L8VhpDHsD9rzoLub8JYtpOvrcXt6fKHJZAjHYn7lPcNAuK6fXNLRgfuXv2C94x3oJ5+kSGuYNYvinh6s1lZEWal/693WTqy3F11XB5EwuqsTMhmMJ5cikkl0re8OEdu2oOfMw33ve6GzE11ejp4+Hfn0ExhrVoGUVDU2IWZMh4n7Z5XN+t//Jfnaa2S2bUMrRelb3kLtBz4w+Lzd1QWhkO8WGpKEIyIReletYtm55/KWp57CGqE07UjMzvmtt9x6K3ZvLwiBWV6OVV6OnU6D6xIqK0NISfGCBSSGuD56168H/LKzXq48rZvJ4OUmrs333EPDI48QnTAB27ZJNzeT6exE5xZaAXrWrWPZF77AaTffTKKujnRX17C2ZVYi4Sdr3HYbd51/PiGliJaU4KRS9GzezMu//CVmIkHh5MkUT+zACmukVCD8OOdM6AZmX/w+DPUEEfezYCiiJQLlRenJ/jcq8qn9t6BVF6bzAEIP4JknoMwFu3254TyGlf0LWk4EJKbzMFpW4oYvxkz/lsMq7iTSU4DQabSsQctCzOwDCN2PE/vE/o1xHxmj7pG/Al8Bvg58VAhxJXAJcML+CDaMQ9He2+iRXTW/3bRp0wHfQu3LxKF7e1GPPQa//CVkMlSuWYOTTKJz0RYohZ3NEnbdwVhnnc0iYjF0dzeyowN53nl4TU20uS4VTz+N7OrcHmZnGpC1obIchES0tKBLS5DdXdtdIgChCGKgH+/Y4wYfEs1NGKtfQddM8tPbO7swn3wM773v36/zEiorY/FDD5HauBFpmkSnTRs2yVWffz79GzagDWOwt6OIRPD6+0EpUps3869TT+WUhx/eq/0JKVl47bXMu/JKXvnOd6i/777BkL5wcTGRykoSkydTOHMmsz/zmWGLnIUzZtD0r3+hXNc3BoB0VxcTc4Woul991a/h7Xl+VxwpyXR14ToOaE20spJQYSEdr7zCg+9/P5VHH83kM8/0qxrmEn/S7e1MPusssj09KNdFuS49W7YMpvy3rFhB4eTJFNbVMfPEp5GGh2ubGCELITwM9W9c+T5MdWfOLRHN+e7TxKzn8cR39+tzQnUTTX4IoZoAiWXfRjZ6HZ51EtJ7FSvz/xCqB886CSf8ERAhpLcKRBSE6Y9FOZjZ+3K/H8BRBYBEeq/jiQoQMbSsw7CfxYl+1H/fQcZxnF2uRR0qtNZaCPE/wD+FEBuBrwGnaa03AAghnsHPujKAO7TW397TNsedaO9OMD3Po62tjYaGhl02v30jmyCoNWuwP/hB2LjRDzmLxQaLHQn8TjKYpl/QqbQU+vp8n7Jl+THUhoHxgx/4ad+OQ6ymBo48EpYv933SQoLjQnk5lJT6j1VXQ0U5KhbDfOwRdDzuP55OoSftUH85m0FLY3ART0Wj0Nc3bGFvX5GmScHs2SM+N+Mzn8Hp66P+T39Cuy5ufz9eTgRzJ5d0ayuv33gj7EOolVVUxNwrrqB12TLsnh7ALwh1wm9/SyLXXX5H6t7+dtb/7ncYWvvCbZqEKiooydVWKairI93eTue6dWilUJ7nf1bZLKHiYopmzKD7tdfI9vYSrqqic+1a+jZvZs7738+aW26he/NmQoWFuFpjxmKECgr87vW27V9DShEpKyPb1UX3hg2YoRRaaYSQCOFHjAjdhXJd2tdto2ziAE46iTRNQgUmWkf3+vzsiOk8ilDNaOmXxUUPYGVvQBnTCCev8B8TESz7T6AzONEv+Ak6OgvaRtovIFQvWrQQclaDlhSHkxiuAJ1GqHY0dfg1S0x21VV+tBmL7hEArfXDQogXgP8FztdavzDk6bO11n1CCANYJoT4u9b65d1tb0yJ9v6kse/Y/LayspJ58+YRj4+cQvtGirbzxS+ik0l/RT8U8i1nrf3ufFIipIR4HKO4GMM0/cXDSARRXY112WWE//EP9KRJfgMCrSlasQJ1ww2I5/6NWLUKEFBagj7peFi4CBwHmhqwa2rxpk4j0t+PueIFkAbu2eeiZg0XU11SipB+HW0iEUKdnagTTtxvwd4TwjCYd/XVzLv6arRSrLj8chrvuss/n0L4NVK0HmxTlmlrY/nnPkfP6tXEp0zh6B//eJiLYyixmhpOu/demh99FK0UVaed5nc83wWxykoiNTWYsZgffWNZOD09mLnIl0lvfSvPf/vbuclRYBQUEKuu5ogvfpEVP/whqfZ2Uq2tWIWFxCdORFoWqdZWQoWFEImQmDqVUEEBG+65BzedZvIZZ9C2apXvJhOCSGkpwvMonjGDysMOo2ltH0VV3UgL0B6IEK58N5ufeJI1f0pywTWSUEyhtY094NE8cAkT9rcWmU4xPE3TROg0hvsyQmfRhl+sSmNiOg/hRL+AG74Aw/03RvYZP+tRFqHMhUj73wjdj6cq0SKC0L0I1YLwGgAPJ/oBDnYX9jxjtUekEOI0YCG+rTbMJaK17sv9Gcr97JGxd4S7YahgjtT8du7cuXv0OR/sPpPa89CvvIJ++GHUqlUwYYLve06l/Phg/K+Lm0v2kJWVJP75T2Rl5WAFPAB6euDvf/cr9PkDH6xr7T3yKDz/HCKdQR92GPLRhxHPP0facdh65NG0pzPIdevwyivRp53l798wkC++iGVZGIaBZVmYpkn0sCMpfOFZDMdmoKKS7sOPJJRKDes3eDAQUnLkr36F0prmf/4TYVm+PxioPPVUmj2Pp97zHvo3bUKaJt0vv8wTF13EWbvxeUcqKph6ySV7tf+Cujrqzj6brQ88kOvcIpj2zncSq/RrUtv9/SQmT8aIRMjmIlFIpymdO5eTfvITmp95hlU330xi+nS/BorWfnuwhgacZJKC3IRhRiJsffxxjvzMZ6g47DD66utRjoPIRbWEi4s5+tOfpnnliax6+CvMOvF1tBZk9CcJV7+T7s2/ofXVLPd+8wjmnNqG1lnWPl7IjItLmTDyTcQeUdYSsH8Nuhe/i04vTuiDaBHyK8kO4vguEQARJxv/ASF9DabzLMqYgi8fESCFIdP4Xdsn4Fon40VOR5szUOYblxU5FruxCyEWAn8DPgOcC3wPOGuH1zwHzANu3JOVDeNMtAEGBgZ46aWXRmx+uzccLEtb2zbq6qvRd9wBHR1QWIhIp9EbN0I8js4tXgGYQmCEw8holMiyZUgpEevXgWWhZ87yLet4HATI+/+JLiyECRNwiovRtbW+kC853i+W5Dg0LjmBpto6CouLqZs8mcmRyGDoHoDYuAH53DK042DPnk9m3mG4SvkF5mMxumtqcW2blqYm7O5uVGfnYPH5/BqCyMUbD+04sjc/xpCFuZ3OpZQc9YtfsPJLX6Lh7rtBCGZ++tPUXnQRDf/8J8mtW5GhkF/PxDDw0ml61qyhYj9qJI/0OS7+5jepOv54+rdsoXD6dGpPP33w+WhFhT+JGAZmPI6XTmOZJtGKCgqnTqVi0SJCpaWsuvlm7N5etOdRsWgRserqYesuynEwQiEmnXgiWx56CK0UfVu34qbTTDrlFI7/+tdxMhle/N2txCtOYeMLJzLQ1oY0tnDhL1wKcoWzehotlt85jXRPD4RCmOHw9mNR9YQyNyBUO651Nm7o3bu9W1LGLDKxnxDK/AyhB3BC78IJfwiw0XIK0ts0aB1nI18bctLCuOG3Y7gvgXbJd3BXTKYvW0pprBTUAF7kLLzIuQf8Ge0rSqkxZWkLISYD9wM/1lr/VgjxPPCKEOItWuul+ddprY8VQhQCdwohFmitV+9uu2PnCHdDvvltc3Mz4XCY+fPnj9j89o1ANjYSXrsWXVKCGFKJTl11FfrWWyGX0EF/P0ZNDW5Tky/YoRCmlKhwGOl5iOJirKOOQqdTGN+7FtHT4xdumjcP7wtfQT70AEiFrp0I7R3Q2kLTxz5BZa49WV9fH9u2baOvr89PCDruuMFFGHtI1T3R3Ij50D/Q8QJEKET0pecIFRSgFgyviw3Q1dPDrFmzdnnhq7zQj/AztONI/sdxnJ0WjvNW/lBrv/zKK5nw5S9jWhaWZTEwMIAOhwdD+PIJMig16L6AnGtswwa8TIai2bMxhgjZ3iCkpG4XvvNIaSmLv/ENXrj2WrLpNNI0Ofb73/frkbgudl8fM9/1LoqnTaPz1VdJdnSw6dFHaXzlFVItLbiZDKF4HOW6HPmpTxEqKODk73yHlhdfxMtkKJs3j0QuoahjwwaEEGR6emh88UXQGjuZ5Jmf/Qwvk0GEQvRs3YoViRAuLKTy6KMpnTXLPwbVTrT/HQjdA0gM92mEbseJfGq3x67Mo8kU3LrDoyaZ+M8x7YdB96DMI1HmouHvs47Fjn4aK3MbQjvY0cuRbgOSFQidxQstwQu/dZ8+h9FiLEWPCCFKgQeB+/KLi1rr1UKIO/Gt7WGWR86v/ThwNjA+RXuk5rdFRUX09/cfkGAfiKXt3Xwz8R/+kLDWeOEw8qc/RZ5xBqxfD7//PeTTvXN+S9Ha6hf3r65GWhaisxOvsxNDa79115e/jPzzH6C/H11T69+mr16NePopxDPL/DC+nB9abNuK1ddDU1MT9fX1WJZFXV3dTmn2Ox3vhvXI9WtyERIaNaEGufn1EUV7T0gpCYVC+12CVmu9S9F3XZdsMrn9/3CY+Fln0Xv//X48u2kSWbSIjbaNtXIlBrDl2mvpXb4cgR+HffQtt1AwceKI1v6ONC1bxsrrr0e5LrMuuYQZ7373Tuex5uSTKf/rX9m8ahXxCROomjmT1hUreOprX8NJpYgUF3Py979P3Vvfyn0f/CBWIkE0GkU5Dk46zfRzz2XKqadSlasaaMViTDrppGHnY/PSpaz84x+pf/55lG377hmlsJRixS23MPWUU6hbsoT2deuoOfJIZp55JpmiIoRh4LkuYe9hhO4FkUsM0w6h7K9xwh/GyvwMw30RLSfjWKchhEQZC9Gykl0iCnDD79zN8wIvcj5e5Pztx6EcNmx8iMMnL/JDAt8gH/aOjCX3iNa6C5g7wuODxVmEEMWAqbXuEEJEgDOBn+xp22NKtIfGVPf19e3U/La9vf2QlWbVmzahf/QjdM71AKA+/3nE8uWIxx7zQ/CE2J5tqDUkk8hkEquoCK+2FqTE1prwtGnIn/4UMXs24q6/QEEiPzh0KIToaIdYDAYGQGm8/j7SbS2kPA+rv59FBTEi2Qw62e9HjuwGuW4VDPSh66b6PvWN63Cn774o08FCCIGVs6b3xMDAACf98pc03X8/3a+8QsHUqUy66CI/69F12XDbbfS98ALewADadXG6unjukks48u678Xa4I9jR2m+/5x7qb7zRLzkrBE3PPENbUxPT3/venV088TixujpMyyLb08MTX/2qnwVaUUG2t5elV17J4i/75U2taJTeLVvo3rgR5bpseOAByufv2qfbtGIFz990EwWVlVTMmcPmpUvBMIiVlFA0aRJdmzZhhsNECgupnDMHaVlUHn44T/3hD7S9+CJFpYK3XraSSFkPWnsgCsnFJRFOfQ7TeRKNiXD/hWX/FkUlkj4UlShjOnbsmyhz3s4D0xoz+1es9O8ADyf8Ltzoh3YpxhqDrKpCG/uX+zBajNXokd1Qiu8SsfBDbO7QWt+3pzeNKdFeu3YtjuNQW1vLggULdk6ZHqU09v2qFNjU5PuSTRPtOH65zoEBv4RoOIwsL/c7nrvDu3QbgPH663DSSXj/9V9sef11ZrzrXRi5NmT6sMOR9/0dbUhwHEQ2i5o1GzVvPurrVyE2vIpWimiikIRjM3vTa8inHgdpgPJQ570TffxJO49XKeRzT2E98g9ESxO6fjNqygwwDNTUkUX7YC/S7itCCGrOPZeac4f7Rw3DIL1pE14yub2YFZCur0c9+yyz379znLnWmrW33MJrf/4zbcuX+/HXuce9dJrXfvYzJr3znTu5eFzXJZ1OI4RgfX09/T09WMXFZPr7kYZBqqOD5pYWMuk0TlMT7WvWDDan6Hj9df519dXIWIypp5yy0/XctGIFVjSKFYtROmUK3XV1CCmZ9pa30LFhAwCh3HWS7u2lac0aNr74Iu2bNjHz9CWcddkDRGLdfiai6ASdRosEtnUZIfsPaBIIBvxsRUDSBWSRNIEniQxcTrrwHrQcPvEb9r8Ipa5HiyLAIpT5LYhC3OjFB/yZHkzGavTIrtBabwJ2bgm1B8bUEc6bN2/sdq6ZOtUXh1zKNMmkv1hYUQHnnIP44x8xMhk/McZ1EfhF+vPhbMajj6J+8QtSkQh6iKWp3n4R4uEHMO6/Dy0F3lHHsDUUprG9ncMlRA9bSKi4BF1WTtW/HkU2bobpM/0JxHGQD/4d74ijIRqFdAo2bsDo7UZ3d2E+/gCg0RUTIJ1E9HThLVrsJ9OMc0oWLBgU7MFPU2uWX3MN25Yupf3FF4lWVnLCD35AxRFH8OzXv84rN944rESrJpfhqjVOXx8TKypyzQuGU19fj2maFE6bRvONNxKKRJCmiZNr5FB37LHYzc2s/H//z/fDGwaEw9j9/XQlk9z3pS9RecIJTL3kEoQQg70NO/r66OnsxItE/FrtNTU4ySTtmzcjLIuiGTNoWbeOWFERLWvWUD5vHplUCmEYhJynCUWSeG4IOxshFHEAm2z4y7ihdxKy/5A7QpftrTKyDFYBlIWg+pDuKrzQqcOO13Ce8l+XSz/XOo7hLN2laA9d9D6UjCX3yMFkTIn2G9VubL/eV1OD/OEPUVdeibRtKCnB+PWv/dZb1dXw+98jbr4ZccstiM5Ov+pe/mKW0k/fHmH/4qUXEZkMmbPOoT+ZhMYGCu77O0e9/wPEJlSha2uHiJKCbBYyaQiF/WJPWoOdhc42jJt/hlj9EoZSaNOCTAo1fQaiuQkx0I9o2oacVIdobUJX1eyxhdRYZtp73sNL117rV9LLIYQg09XF1vvuwyosJLthAw9deikXPvwwr+SaPuxE7noyc30i/Yc0dn8/Rjg8LEojXlXFEZ/6FC/9/Of+Ailw/FVXUT15MtVXXMHA66+z/u67McJhMn19CCkxwmEmzplDct06piYSVM6bh5dr3lBbXs4Tr79Osq0NrTWhRIJjrrqKbCrFS7fdRsbzyHZ0ELZtVFkZ6ViM/o4OXM/DttMoz0UpAYaBoxJIkaWh5wwM0wPzdKI8AuTuKLAQ2ICHpjB33CpX1nWHUyJK0Xr7HaPARo9Ss4SDyXiztPeXcXWEh7obuzztNLzvfY/O11+n9v3vR1QOWdCZOBGuuQZmz4arr0bX1yO09kPeLAv3E9vrLwz6xJVi4JVXYCCFE+snkUgQnTEDerrwyivQRUXQ0oIIWeh0yq8KuG0jYuOr6EgUXTMZPe8wiBdg/PE3sG0juqoajYD6LYiebnQyhS6fgOjqQE+eijrsCIyXX4BYHDV753oTY8k9sjukaXLWAw9wz9FH+xY3gGmiHAcphN/NJvf/ox/+sO/S2oH8kVrFxSz6zGcwLItsby+PfPaztK5YAcCRn/wkpeecM/ieORdfTPUxx5BsbSVRWzsYAQKw4NJLaVmxgoHmZpTrIqWkbM4cDMtCmiZ2fz9OOs3rjz9OqqODqgULOOe662hZtQqtFBPmzydWVsa/fvxjErEYE6dMQWtNx8aNaM+jqrycqooKXu3rY+tLWex0iFihjRE2EMKl3zsTxzVIZwbocT9JiVVFzFiDpJeC8HoMmUbiYLsm0Ey/fThbmqOY5mvD/Phh8wwmiAcxVJMv+LIQ2zoH4W5CG5P8M6eTIIoHI3vGgqU9lqJHDibjSrRHg/0W/t5ezPe9j4ItWwg7DqH778e5/XZfrIfy3veiTz8d8Ze/IG+/HVJJ3LPPRn34w4P7z2azNDQ00NLSwuSCAuqiEWR5hS/KjQ2oefOR9/0N2huRy5aBFYJEglAkhD75LbBtC6K1CbFtI85nvwyO7btryDXrVUBhCdowEZ3tCDsDlomaORc9oRpSSUTjNthBtMfCF29fKJw6lekf/CAb//hH30o2DL9psZXvNq5xMxk6V48cQVV9wgmUzJ1L3RlnMPVtbwPg6W9/m5YXXyRSXIz2PFb84hcsLCujdkifwKIpUyiaMmWn7U1asoQTv/Y1Vtx8M+1r12IVFVFYV0e2rw9pmhTW1vLoN79J+/r1GKEQa+6+m6M//GHmnX8+QtUj0neTakjRU7+OcIFf41wIgRkOU33YYXTmWs4VVFcz9bh30GctIlrwBxBNOObxGJHPM0kMXeTdHmPtaheXDNJdg3TX4OlSLD2bacUZMt4EXE8O+vD7U1H63GuJihdQnk1MrKSw7wq0lmiMnI9cktXV1GeuwBMVpNNptmzZst8x+6NBINqHgD19oFLKQ+bTlrfcgti0CZVr/xXu6MD4yU/wfvjD4a/7618wbv4l9PdDsh8qJmCseAHx2U/Rcc236e3tZfXq1UyePJklS5ZgLFmC6OlC/PtZkAJdOwldMxHjsQcgnUZPnoRwXfThR2I9vdQXaKH9DuEDA8i//A71ma/4KemFxdDdCeEYuA7qqGNxTjsbY/1aREs9et5CX7BbG1Hluwn7Gkcce+21ZDs7aXjkEdCaiaeeStvKlThJv05HuKSETHc3wjCGuUfMeJyzbruNWEXFsO21LF9OKB73k4lME+269KxfP0y0d0Wqs5NX/vAHsgMDFEycSKqri96GBhLV1Zz65S/T39pKx+uvU5Qr3epms7x8++3MP7uW2MA5eHYWy9Bc8HHJzZ+ZyaTjzkR7Hpm+PoxwmMknnEBZXR19SlE7Zw6lZWUkU0fgZrNE4kXI3YXaCRMoQFnHoszFhPu/RjT7bUCijWoyJb8eTF/3mQIciZF+mHD/X1FyKkKnkfazgIWWZcRFM4nCP9FufJeBgQG/E1IuZl+lXiGm/oogSZe9kJbMW/C84d/vobH6e/uzO40I3CNjlEMl2qKx0e/z19hIJJn0a4Ts0AFcPPcsxo3/D11WgWxqQnd1ogsKSE2chHr5JQb+9lfixx3P/Pnzh9VGUZ+6AvXOd/u1QybWIG/6Kbq0DFG/xc+mzGYQyX6UZSFeXeOHJhQW+cKSzSD+/STqwouRjo1c+SJ0d+IecQzuez6AnliLe/hRmPfdifHgXciOVlRpOSQK0M3z0NXje1HSjEY57ZZbcDMZpGEgLYuGpUtpff554tXVGNEoT191FZ5t42kNWmOEQky78EKiI4RLFtTU0LFmDUYo5N/2S0l0B2HfFa/84Q8k29pI5FLYpWky6/zzOe6znwWg/rnnGNrJxrAsXMfB7P4kwkxi5cLfDVNz7IWtvPDACkIFBX7Owrp1KNelqbiY6RddhBCC1558krWPPILWmpKaGo79r/8iuhc5DGb2fozsAzn3hkR4DYR7PonQLqgB3MjbcBJXgLCQ3mY0hv86txFB3s2UxvD6kAIKCmOEQiEqc+5C4dYT7rwFLSIgCinx/k1dvBY3cengGPYUs5/JZEZ8fChSSkzTpKenh1tvvZX29nbuuOMOXnvtNYqLiznuuOOoq9uhSNpuePDBB7niiivwPI+PfOQjfPWrX93r976RjCvRPpTRI/rIIxG//S3CcwGBSCXRba3DKuKJV1b6VfNCIZSdRRkGXmsLurqGeGEhsUSCzlxa9g6DGl7DurQc6rdCeQViy2Y0GrRCKg/RuBlcF105EbXkZEgUIro60eWVqI9egUolcQwTlb8VzSf7pPpBKLyZcxEosLMYzy3FvfC/t49/jIX87QtmZHuh/dq3vIXat7wFAK0U7S+9xGt/+QtuOo0RDnPYxz/OEZ///IhW24nf+hb/vOwy7IEBv/DU4sXUvHXvMvySbW3DxmFGIiTb2gb/L589m0giwUBrK6F4nIH2djzPw+7bSGTIOp9hKiqnxzniPe+hr72dgY4OiqtDzDzsWbRdz4annuHFWw8j3dbO9OOOwwqH6Wlq4pX77uPYSy9lTwhvIwKNzlnmQjuY9mNoHQNRjJW8HYSBk/g8ypiKwEVr5ReKQqCxAAs/GkWjEcPOpbTXgupHCA+EjTYqMTJP+KKtPVADCBnb65j9kdBaD2bo9vf38773vY/f/e53VFVVoZRi8+bNzJw5c69F2/M8PvWpT/HII49QW1vL4sWLueCCC5g3b4Q49kPMf6Ro7w96zhx0QcFgJxgqKxF9fX6vx5yFocrKUJkMA91dhGNxov39GMUlWNIvhOQuOsLf1h6OQZ11Psbrr/nhg5EIZDPQ0kSypo7I/PmI5f9GWCF0QQJ6u9En5kK2DAPiBciXn8N4/gmMTa/5Yj5hIvR3oyuqoKjUTyppb4GCQj+ufIzVIB5NhJQc/53vsOhzn8NNpSiorfWbIO+C0pkzedc//kH76tWYkQhVRx1Fw5AIld1Rs3gxDc88QzjXts5JJqk55pjB56PFxZz5v//LiltvZaC9HSMSobetjfX/jrDw9AyhnN7bGcnmV0qpOWkG3U1NhGMep134a8LRftCaqQuaeekZl3uv1yQqK6mZO5eC8nI6d7jz2xXKmOkvVmsFOAiv0c/G1R7odpDlmJkHcRKfx4ucjuO8iJl5JLfoGMWXjQwIjRO5YPj5tl/HGHgEI7MKLRP+XaEswIsci3CasLpvRLqdaBnCKf4oKrL75gu7Il+PxjAMwuEwp556KnfddRdnn302xww553vL888/z4wZM5g2bRoA733ve7n33nsD0T5Q3vDoEddF/uZXyCf/5YfHlRTiTp9GKp0mkSiAzi4wDGzbpr6+nraiUg6bPIWipkZkWa65blEJuC7el76CPuJIxMqVe95/WTneF7+G2LIJZRjo6lqM/7uGfldTVlvnR0KsXA4Nm1HnXoQ+akhjgzUvYTzxEGx5DRCIxm3ITAZ6O6CwxA8XlBJSA76Yv4kFeyg7+q53R7SsjLpTThn8f2+vl9nnn0+ytZW1d90FwIL3vpfZ55037DVFNTWc+j//A8BjP/gB7du28aevZQlHLOaf4qA8ePRmC6fg7Uw+9liUUqQ2fY1oLFfBU0Ao5HHUia9w/01H01lfT83cuaS7uyndW6syfDau82/MzH0I3Q9I0AYIA7RAqC60yGVyCgMn8VXc+AeQzmpCvT8GkQTloK0JuAUfRjt+9IiRfIxQ943I7GrQWYQGbSQQXgeedQxW9y8QXhJl1YJKYnX/kmzltWDs3Fh6fziQhcjGxkYmTdruKqytreW5554blXGNNv9xor0v2zB+8n/Iv/wB4jHIZBHdHUhXYUgJ2Qzpt5zK2oYGkqmUf0t1yimYJ56IeulFlG2jFxzmNyfYH+s+XoCef/jgv7qqGnPdej8hpG4K2pB4l38e6qYOP77XVqMiUX+XRSW+JZ4oQvZ24pVNQDbXI5L9uMecgnfs8KSK8eweGQ20UsN8zkMZ6TGtNVuffpqW1atJVFcz+21v46jLL+fw972PttdeQ+bqg5gj1GrZ+sILrLz3XtrXr8dzHH7z+UIkCitRiLRCXP63C5FSMu3449G1Oy8wGoYiHIv5rcsat7Lo+DVMO2ILpCJ40ffs/poTErvgWzixj2Gm7sRK/gYpukDb+KFHJk7iyqEHjzaq8YxqMuZUjOwzQAgvchraqETbaaTwsHp+hTIqECIMohahulGhySAstFGBcJehrVyqu4yD14NwO9CjJNoHklwz0nU/VqOpAtHeDfJvd0JRoZ/IEoujPQ/nyGPoGkhRP3Mm/RdcSF1dHcXFxds/YNNEH3f8ge9fa6jfjMhm0VUTURf9N3z3G4imBlAKdfq5Owk2gI5EQSuE9v3g5IRIzVyAOv50lJ1FV1Sjqw9tnYixhGfbLP3Wt1h/771I02TxJz/JkR/96B6/tMtvuYUXfvObwXT4jY89xunXXMM/rrqK7q1bQWvKZszgwu9/f9BlAtC0ahV/+djHSPX0DF4P6d5e4mVlKA2lNTWU5Kw+IQRWYhqo5cP2nU1BV30Dl/70Byyc+QkM0eYHnvfdhWM/Srb417s/aCHQRg1u7H2Y6ftQgNBpQGMXfAkvfNyIb9PmDFxz5zIIkixCu35NbrMS4bagZQQoABFFheeBfADUAMgC0I6/tmIU7X6c+8CBRI/U1tZSX18/+H9DQwMTdwznHSMEoj0SSmH84DuITX79B0pKcGsn4zku62bNov2YJRx77LGE97EU6F6jFPKePyBeWQ4dbYh0Eu9tF9Fw3sVUzZ2DiMX9Bcj1q8F10DWTodh3x+jFJyEat6Fjhchtm9EFBWBI3NPOQ0+ZCa6D6GpHtDWhS8oZDFn4D+a5n/2MdXffTbiwEK0U/77+er9v425anrm2zYu33EK8rAxpmmitaXr5ZZb+6Ed0bd5M4cSJaK1pffVVbrvsMlK9vUSKijjtc59j87JlZPr78XLrCdLzUJ5HxrapnDiRmW99K4/ccAPFVVVUzZ5N+1qDk06X/H/2zjtOj7Jc/9/nmZm3v9v7bpLNphdCEpLQpEkTEAFBVOwFj3L86bEcjl0Uu6Ie7BUVFRURUEA6BkILgZBeN7vZ3tvbpzzP7495d7ObbDolHLk+n/1kMzsz7zPzzlxzz/1c93WblkLgzys/dmc5BZWVBO2f+oQ95niisbJ/w/a+mC+EOTC0UUq29I+Y6T/7fSFDZ+MF9x90TLoPrVEiiheYgbSbUNZMpMoi1SDarMYp/hDaqsMpuhpr8CeghhFa4RS8CW2+cNLTo0mPLF++nB07dtDU1ERtbS1/+tOf+OMf//iCje2FxKukPQnkbX9G/un36PIKRG83ur8Pncmg5y6g/p3vJtXSuoewHQf5rwegqwM9aw76xAO365Kui/XQPcjeTqiZijr7AghN9LsQa55A3n6z3009k/YrHv/ya6pnHY8+/UzfTPBPv0B0tPr5aSuA99aroaoOSivw5h+PCAZRxy3BW7jML1kvKoVcFnPVvYjBXkCgC0twT5v4+f/X0yNaa3o3biQ7NETZ/PlESkvZvXIlZijktx3Ll6dv/8c/iFZWUjpr1qT78WzblwTmScKzbdL9/ex67DFkXkEigKH2djKbN2NEIijP4+b3vpd5eWWLa9tYwSB4Hq7WSNNkeGiIZ269lWw2SyiS4z+/NcCCc1IIIUgOmKSTHo/fafCv2wIcd8ECDPUYewh7FAqhRtCHyF/aqMCJ/7/DP5mj22v/8+3S/yEw8AOkvRkVXkq2+CPowJ6oXIXmk6u4HuH1gix8QQkbjq4Jgmma/PCHP+T888/H8zze+973suAADo0vJ/7tSPtQoJ9+CtfzyIVCWBVVBFJJzMoq9J9uw4jG0Ltb/BU9D+PrX0CuedKvPlQe3pXvQL3tvfvZsabin7cRbGlElJQi1j8Hu7ajrvnvPW3FRoYwbvkZ9PfBUB/CccAuRBeXExzoQXS2IhLDiI4W9BR/ppvBPuTKe1FXvg/x0N8xNzzr57WzGXRpJd5cPzcud22BoX5UaTViqB/RvB1ZUIzK57aP1RzeCwWtFPd+9KPsvOceZL6122u/8Q1kOIyTy2HmbXczg4NsvusuGp98kkAsxsnXX0/V3LkT9hWIRqlbvpy21asxQyG6Nm/GzeWwu7r8RsBLlhArKyM7PIwwTQzLwslmyaVS7Hz6aULxOKn+fmzPw3McgoWFGOEwRjDIcEcH8dpa3vfFHqqnpfKXhiYUUfzyC1G2PBelctZ0dm/aRP2sOuYu2oafiyZfmy8x03dgx6eDjPCiQ2tCoh1pe9jFHwXzADlqowhtFL0ow3Bd96iKay688EIuHGdZcKziFeUY9GJH2sPDw2zYsIGWfBFGJBIhUFoKBYWoU0+D4pIJxCZ2bkOuXY2uqYOqanRFFcZtf4R0evIPHx4ksm0TXs0UKC5B101F7tgC3eNMj3ZtAzRYJqRToDzo70UMD2BmUv7YM2nfEGoUoTAilYThQeTW9ajaqejSCnTtVIzNayEx7K+XSqCtAHLTs8hNzyBbGjFW3o3o6+b/Itxcjvs+8Ql+OG8eP1++nFXf+AY777lnzBgq1d3Nne95Dy1r1zIyMEBmaIhUby+u4xCpriYQjZIdHmb1t741qU3weddfz5wLLyQzPOz7dodCWJEICmhdu5ah9nasaBQtJanBQZxMBuW6DLa10bl7N45S2I6DCgQIxOMUVFX51sGeh5SSKbOSjP+arYBi/sn+ul6+aUSw7r3YkQ8CxpiZitZhrPQvCA+8Nd8W7PAg3DbM1O0Y6Xv8HPSBoDXhxC+ZLf+HcNsbiTatwOr7Tl5O+NLi1TL2lwEvRVPevffheR5dXV20tvopj6lTp1LyhesxmhoRu5v8VEd5Od7H/wdyOYx7/071mtUIJw2xAvRo8wPwo2Wtwd3XnAjwc9W5NGJk2Cfl/MNhQjpFSghHoKwCOlp8K9hAAB2OIp0cunoKOhxGeh465bcxE73dqDNeB1qhhQAh8y5ueS3uqBVpZR3mmsdgoBuKy2G4H11WjbH2CdxzLzuq83os4qFPf5pNt94KWpMbGeHJ730PjV/0IvIRLkIQjMVAKcqXLqWgqorNd92FkZdCBqJREm1tk+4/GIvx2s9+Fk8IVt54o9+zM5UCfP4snjqVBZdcwkM33IBn22Pfg+d5oBSxykqcXI5cMgmWRdmMGex+9lkMyyIzMkJi0CAU2UN+Tk4QKJpDw5kLiFgWXi5H/eLF2AUX4YTfR6TvXNAB/3rSGulsQrpbUNZxh3zOpL2JUN+HQGdAC7Q5hUzFTb6V62Tr59YTTP8FTcK3cnX7CPZ9C5nbSq7qu2C8dG0BXyXtYxAvFGmLVJLcU4/TmUjSFopQWVXF4sWLxzrkALh/vA3x3DOIrZuQ992J9b4rfC8QISl3XcynH8V763uguBR6uyEWRwwOoo5fCvFJLlTHwfjDzwl2txHcsQmhXF/WVz9zglZaz5iHLq30JxOrpyDsLLq8GgqLGaqeRtSyoHoK6vJ3IR+5B5IJ1KnnoE88w79Z6+oRLY3guhgbn4VYHHPl3bivfQO6bjrerIWYLTvQyWHU1FlQUe1LEV6g83ssYcc99wD4viOOg5fLoQAnT6AK/C4tiQRGIIDyPOZdeinb7r/fj3YNg/TAAHY2y+8vuoj6E0/kdV/+MpGSkgmfM+e881h54404mcyYZNCwLHoaG3ndF79I97ZtrP3rX1H4ZK7zn5vs78cIh9FCkEwmaVy9mmhJCUuuuILObdu49WdB3vupbYBAmgZ9fQU89XAJRiyLJyWLzj+fklGXQWHht9zYC+MjXq0wsv9CqG6UdRwqsG9hS2D4u6BdtCxHeP3I7JOE2y/FLvkiXvSMfdYX3gBCpVBI8AZ9eZ92MbLrsIZ+hVP6scP+3o4Ur3qPHIM4WlLRWpPasI4Z/30NZi5LgzRouOBi1HXf3NdbOhRC19djfv3TaCsAloXYuRWKSnGq6tCxGMZffofz81swfvszREcb3gknod77oUknIsWqhxDPPUVmxlyCm54DW/vViVXVGL//Kd5/fdFfMRrD+8Ankf/8K/Le21DlVVBehcikGF64gtFidz1zHt7MfVrQoS68Eu+RuzHvvgU1fQ5q9nxETzvmv+7CveiteCe8BtnbgY4VQjCE6O3EW7j8iM/psYxALEYukUBI6RMqYASDuLncHo9yKcn09hIsLqZywQKmnXoqJ7z3vaz59a8hn982iorQWrPzX//i9o9+lLfdfPPYZ+RSKRK9vcw67zw2/v3viPxnxCoqCMViOJmM73kSDKJzOf/ayHdO0lrj2jae61I0bRqzTjuNvt27GRoZITxlCs1bU3z7c3HmHm+THAGj6PXEq/ppOP106mfOZOr4PLsWoAyE6kMTQMgAypyBsvIVfVoTHPgoZvb+0e4P5Iqux42+acI5E94gWlhIewvCGwShfS+Rvi+SFd9CRSZWGyprir++yOJbtvo2D9ooxciuYz/vnC8KXo20j0EcKWk7jkN7ezsdHR0c/+0vEcikCZZX+jfPfXehzzwX/drz9tlObtvsrxOLw9AgGCZieICw5yHCEV8uV1qO97mvHXzsXW0QDCHTaVQoglFUjA5YUFWLaG70zaK0Rjz1MKKzDV1Xj3vdjchnn/B12SecSrZn8ODHHwyhZ81HzTkOXeVLvnRZNbK9GXJZZF8nqqIa2dGCjsTxFpyAWnDYHY9eETjr+uu564MfxMvl/MIZKQnE47i2jcgrP7TWaK2JV1Vx6n/9F0IITvuv/+KEd7yDbfffz0Pf/CYiEPCbGhcV0b52LXYqRSAaJZdM8ocPfID+piYAAgUFhKJRYhUVGIZBpKSEkqlTSQ0MULNwIZ2bN6PzaRlPKZTrol0XF2jdtInBRILM0BAyvy+ArnSagZ5aEIKGJYMEo1HKpk+neJyPt/D6ifRcBCoFWiKwUbKBdNlt+QgcpP2MX4pOCKQA7RAc+gJu5I1+JWQebvgMAkPfRah8BaYWCJVACQcz/SD2XqStAzNJxD5GfPAzeZ03aMIIux01TjkinG5kcpXfsT2yHB2aXJVzNHg10j4GcbikPTIyQktLCyMjI9TU1LB8+XJCA33kwhFAQ2IYMTSAvO8feGeesyfabmlCrn7Cd9lz/FdpHYv5BSvZLJYCRkYQ0TDygX+gTjvbN3k6APTUGZDLoaXhezxks75EL5VExwt8B8E//Bi5ZR06GkM+/xRq8UmoN79/z/H3PnNIx53RAiuThmwGw7Iwchl0OIrx1APIjmawQiA1as5xqAXLwM4h162ifM2TWJ0zYMVrofDY71RyMMy64ALecvvtND38ME3/+hedoxYC+TehQCw2Rtyv/dzn/Nx2HpHSUkryLebGmlbkGxsYebnnpn/+k75duyiorAR8Vz83myVeXk5RTQ0FDQ3c/Z3vMDI4SLykhGh5OYmBAVzbxgaEZaGUQnkeTjrt9710HN90Kpn0G9VKf37CsW0iBQVc8l//5V+nOodwh/NmTA/6E4YiiBZB31zMbQOxR8Uh1AAwbv4FE3Q638wgn87TGmXM9gMIlG8VrCOgQagEWualodrBSD6BcPtRoVlkwq8nMdDIFOMWv8BGBkHnUIbvdiicXqzuGxDKBmFiJJ/AqfgwKjRRkXO0OFr1yCsF/+eOUCk1NrFoWRZTp05lwYIFY5Oc3ux5GGueRgwPQmLEnxx84G6Ix/E++1XElg2YH7/a9+gAGBlGpNMQjqCDQd/BT4EhBdhZjG99AePPv8X90nfRs/Z/EeqTz0A1bsW453ZUKIpEQWEhpFOo938M+ruR2zei6+r9arXiMuT6Z1CvORfhOuiIb+U64aGlFGL3DsgkUcXl9FsRmpub0VpTVjWdyNbnUQg8YGD+cgqffoxccQWGdDEEhB76BwNmjKJtzxDq7yRrWmR7uuDB23BeezlWrOCgHsbHOqqXLqV66VJO/MhHePi669h2991orUkPDJBNJBBC0PDa1zLrda9j20MP8eSvfoXWmpPe8x7mnH02U5YvZ9fjj2MrhRUMcuYnP4mRJ4bM8DCe4zDQ1ubL3mIxiurqeN+tt3L7ddex/v77CcfjICVdjY0+oWiNDgZxbRs8D5HvcekCIt+/UoZCBEIhRvKmUpGSEkzDoG7OHOadeiod235O5fBXkcMaLUI4sfcc9DwoaxH+xHQWCIJOoayZIPZUapqJvxLo/2Y+8W75yiU0Ag8tI7jxK0C7BDq/gcysxc+he4TCbyUjbFT4BBCmnyLRHiKfhJLpNQiVRQfyxT7uAMbIAy84ab+aHjkGcSDyyGaztLa20t3dTUVFBYsWLSI8SZPWzGe/gvHeNxPcuQ2ERFfVQEUl8r678N7/YYyffs8vOSurgK4OxPDgmCeFWrocYWdJDwxS1Nnq930MBHxt9Q1fwv3pLfsfvJSot7yPZGcrgR0bMIRGLVqKuvQdUFoOPR2jB7lnm9QIxi/8fLtQiuKaWXD88f7ftEY+8FfY+CypTIaR4WESp1/E3LMuJBQK4S1ahOzrgmwaXVxGZSaN6Q6hKmrxPIVyHXS3goI44eEe7OJKvMEBkoaF3dtD/6b1pKJF+3gYjzeuH29gP9ky0zSRx0gfSiMQ4NyvfY0FV17Jby+/HKusDDwPz3UZ7Opi1+OP89d8egQh+NvHP87l3/8+V/zkJ6z8zW9Q6TSzTjqJaSeeCPgPz8TQEP3NzSAE0jBQrsvc88+nt6mJ5ueeo6S2FiEE4YICBsNhXKWoPfFEtq5ahd3X53t8e55P2lJiBQI+qXseQiksy6KwooLjzzqLUCRCKBZDeN00hL6M0AqEiVAJrOSv/NJwNQgIEAZ29N0TriVt1pAt+xXBgf9CeL2owCKyJT+asI41/CvfmS/QgLAb88omCy8wl2z1TWhrCjKzCZlZh7Z8cyphtxAf+hY5fQrCG/G9RhAIZze4KayOryHcAVD2uG9DviiSQKXUq6R9rENrzcDAAC0tLdi2zZQpUzjllFMOTBRVNTR++FoWfffLUFAE+egHKf0GuSNDPhGn04ieLpAmxGJQXILsaIdoFCsxjHYdhFKIgV4Y6ofWXYh1z6CP3/+knnz4H8Q2rUEmhxGpBMbOLRCPo668GkorUQ1zkI1b0NECRGLYH8uUeigoQnsupeuegM6LYdpMvPZmkk/+i75AlFhRGeW106hp2YwXuQJ3dKKrvHrPuTID6Fghsr8bEY4iRoZQ85dQUlmNWVQCsQJS6TTlpWWEA4KyBQvRxROd8fY2rnccZ+zfUdP68csORPgHI/0XS8XSu3277xaaN3GSWjPU0sKzt/gP3NEUSS6R4Lk//5m555zD9HPOwdSavnXr6PnTn5hxyilsWrmSR37xCzwhfBdHxwHDYMfTT3PLtdfi2TYjPT3kMhkC+eIdFQiQGBhg1kknseHhh0lmsyAErmEQLCjASacRpkm8vBzlOESKi5l23HGEIhGSg4MsPu88pLMDrQ0/Lw35nLVLpvRnWKm/IL1O3PDZOLGr9zl2L3gS6eqn9pWZjkIrQKBlHBWYi3A7cGKX4RRfg7by15LO+ZJSIZC5bQh7F0LZxNmEJo5wOv03RQqR2R5UQCGcXqS9CyXDIIOgErjxyTu7Hw1ejbSPYbiuS3t7O+3t7cTjcRoaGigsPDTjGSEEmdop6ClTEW2tEIlCOolumAU1U1BnnY/xm5/4K49e3IXF+fXSuJ/6CsM/+S6Rjc9CLgOhMNq2oagY4wdfwf357ZN3OdcasXENVl830nWgoBCSIxh/+TXqNef7Je1vuwYevQ+6WlFVdchH/+k/WAAMEy0N7P5edmVc0lvXM9uQ1DdMR6YSiOQQjAyC5yLkxAtXbluHseYRyGXQAigsxTv+ZNScxSAl3uLTMZ55kMBQL5Ic3pzF6KJ9c/RCiCM2rtda43nePqTuui65XI5UKjVheTqdZvXq1WPbj4/eDyXS39+Du3jaNOxsFntw0N+vZRGvrEQYBpnhYUY6OwEIhMPIcWmQuz/xCdL9/b5EMBTCMQwCoRBeOIxr27i2TTAcJhCJkBoYYLinh5GuLn8eBvAAp6AAI5ejpLqa+uOPp6ezk+mnnMJgaysj3d3Yts2cFStIDg4SKy5m7oknQl5hsvSCC2hYvBjlNiGFm1eAGPk0BKjAInKhUw/ty9jPG6tT8BYCQz9GqxBoBy2iGInVGMlnwSgkW/11VHAGyBjC7kTYjQgErlGDrWqIMEKu4guoQB3B1s+gQv4Eqg7H0ShUoA7MArzISajIoWvHDwev5FTeoeIVRdqJRIJMJsPTTz9NTU0Ny5YtIzCJ7eXBoK0A7g9uwvjOVxCN29ErTsb7+Of8bt5ve79fRPO3P4KU6JopPsEODqBrp6BXnMp2T1Kx7gmMH38bYdtQWIhesMj39MhmfIIfDzuHvPmHyFUPEOxoRpWU5x8IoIMhRFcbumYqBEOocy/ZM86mrX6zgvIqckNDOI5NY88AdcfXM/uc12H17ICdmxCtjZBNQ0ER4pmV6BV7LFdFdyvGU/ehy2t89UtPG6q41J+AHP2cKTPw4oWMrF1DZFo9kfrZB7b2PAIIIcYI9lDwzDPPsHy5/9ayN+GPj/Rt2x4j/PGkPxqpa60nRPh9jY04to3KvwXYrktvczPdzc35CnA/iswlkxTlFRpb77mHke5uivLNLlJDQyS7uqiYP59Mfz/K8/xJPM8Dy6KvpYXhvj5kIICybX+yEWB4GCcYpH9ggAv+3/9jJJlkeGCAafPnk02lSA4Pc/lHPkKsqGi/50Wb02nLvYup4ZvRwvTHWvwdkPH9bnOocAvfDTKOmbofJSxkcoNfci7DCG+IUOdnyUy7hVzNl7B6foLMrkYZZXjEiXnPIdM2gc5voaw6ZHodSit0MK9gkmHc4jehg4fe/utwcax0hX+xccyTtlKKnp4eWlpaMAwD0zQ55ZRTjvjLGVOglFfifeNGSCV96d6oAZRpoj7wUdQHPop84G6M714PA/3o0nLcL90wRmbqjVchH3/At0KNF8BAr99vMbyv14P8563ItU+hjl8B7S0Yg33+q2h5te/OFy+adKze5e8ld9P3Sa97Fm0F6D7rUhae8dqxXL138Tswv/qf6EAQaurRM+cjn10Js4+DeDGMDCC3Pe+nffL10LqoHNGxb4cTXVRGtnIqqqJu8jeFlxGHS/jjMUr4o6T+7Le+hed5o04diPyPyv8rpcTIR9lbn3yS8mefpa+9Hc/zyGSz/vUjJVY4TCqRID5tmu+JrRS5dJqRnTsBP7J2s1nGJ3mEEJieRyKZZNU991BcV8dQby/du3dT09DAuW972wEJexSd9lXEqt5CxOoBrQgMfodg31dww6eSK/vmkRO4kLgFb8IteBMy/QzB1GchrxjRRhHC6QZvGG3VglkIohDpdBHymnBkAVoUIJOrEeYutFmGkXwc5S1AGwWo6GJ0oPYgA3gVh4JjirTHE3E2m6WtrY2uri7Ky8tZuHAhkUiEJ5544qiepmOknRjB/O8PINauBmngXf1R1Hv+c0KEqc69CPWa1/reHSVlfv57FJU1eB/9AsaPvgbdnVBZjfvJ6ycvrNm5BV1UAuEoiRNeQ3zjM8hYIbqyBvWa89Ez50FrI6K3EwpL8Orn0NnVRUtLC/Hz30p9ZTnxzmb0X35BqOk55LLTUGe+AeJF6HmL0ZXjohcpEXYOuXsb5qN/Rwz1IXdtxjNNdG0DIjWCqtq/Zef/pYpImEj4XVu2sO3ee31L1L3Xw884eK6LFALTsqibOROztxcpJdp1/QlqKXGzWRZfeSVZ2+bpP/+ZlO1Pssn8fjxg77M4um/hOHiGQdOWLbS3tlI1bRqFlZXMO+UUqvOtrg4FnjkTZZUTaXsNQqUAAyt5J8LrJVt96xGdq7Fz4bRj9d+EzG5FG+1osxYtLZ/AjQJkZi1G8gm8yIkY2Q3g7UIoz1fDeGmEakWJEF54HsKI45a9Ey9+8gQ9+IuBf4coG44x0h4/sZjNZqmrq+Pkk09+QScXRknb+NxHkA/ek9e8aszvfhln1lz0aedM3CAc9n8mG+8JJ+Nd+1UYHkAvWLon/7z3epW1yNYmdKwAVViCPXMB1jlvQJ10FiI5iPztd5FrH0eFwmRSKVobjkdddBVLly71LWBbG5H3/AEvGEEHQ8g7fgM7N6Ku+AC6rBp6O6C00s9ph6PQ20Hw999CB8OoqXNQU2dhrFuFat8FpkRPbfCj78A4P/BchsBgNzJiQiQMxjF1aRwVkv393PmpT7Hl7rtxs9kJfxsrKx+H9MgIbibDQH8/t372s2QzGdAaO5UiUljISW97G+d+7GM88POfkxkeHtt+b7IepZDxkj4tBLHSUqxolFhJCd1tbRRMmcLDf/87XmTPW9ro/MFkuftsNksikSBgPAzKRQvL/ywNZmZVfrLwCL3evQShtg/7JelIpNMOThdaxsjWfM9XrHj5FmXSRAXrITcAOovwsr4iS4YQKo20XdySU/EKTj+ysRwm/q8FHPvDMXVnDgwM0NbWRn19PYWFhS/Kk3OMtB+6x4+KR02eMmnk3bfj7U3a+4PnYfzvF5DPPuGbRoWjuJ//PkzZK1pybNTSkxHrn0Y++xjRVBJ31gLUxW/F+P33EU1bYdOzONJkYNpcwkUlzGnZiFcQGUvZiNZGsAIY6QTmhg1+8cQzjyDsLN6l70WufRzR3owuq8KbvwTzwb/4RlPBMMbWZ/HmL4feNigoQNXNwmjZ5m97xht9r4y+Tsx7b2bq2seJBAOIWcfjXnI1uqTyhT35LwOU53HTVVfRvXWrn67IyzfHTLTy640nXoRAh0Jse/RRVGEhtuchTRNTSuovu4x/bd7MUx//OPbatSil9nGzHoWLn3YJBoOYWhMMhTDLyqhfsoS+7m6i0SjadamqrMSyrLEcPjAhpTN+8jaSu53jo79HjkQZUUuJGR5oj9EkjwDWPPs8lhU6JJWOaZoYhjF2r8ncFoQ3hK/B1mhZCuRQgQWYyZV4xW9EBRv8c+il0LIQbYQRro2WFkL5DwxhdyKEgUxuwxh4AK/k0Drav4qD45gi7dLSUgoKXlxXsLEHwfinshD+XWsd4HSkEsjHH4RMmohrIJ7OIFY/hq70Z8gZ7MP8xXdwv/zjPdv092B+77PQ04HYtRVCYezKGszUCMZvbsBt3sZQIEJcGJjBEFXNmyESgUwabv4u3oevh0jM75ruOAR72/wIWMp8w2AH0bQVdcm79xzKo3+HWBG6oNgvygmGEU1bQCvU7MVgBdAUY3Q246VHIFKA8didyLbtuAUleAVFBNt3oB/5K+4lH2CCN+grEMMdHfTu3IkRDPol48nkmAJE5TvGeHni1YDK67Rzto2rFDIUwrQscpkMXT09bPr2t4mEQniWhRgaIqAUMr/teOJ2gbwbB5gmZ7/rXbzlf/6HB2+5heZNmwDobmmhZsYMUkNDnPOWt0wY9/hO46MwR35PKPNVlJVBCkGhsRll1iDdDsBv9WUXfYylM5ZPmLQdT/q5XG6fZUrt0UzH5U7mWikEmiAeWhhIBNmcSzDzAGSuxo6ejlP0cSLDP8VwBkmEzmXErqHGfAwVqMUceRotXLzIMlR4DubgvajIHHToxZuEhFfTI/9nMRppq5PPRK68H0bzm6EQ6o1vm3yjVALzcx9EdDSD67JgeAh50lmjO/T/jcahqw15582ILWvR5dW+8qO/G0IRf71sBh0MkY4X46y8F7ukjNjMOsJlFdDbCakRiMXRBUWI/m7kQ39DXfxO9Nwl6PVPY214BoTyc9kzFkA2hXDdia/3gRAoF2/2Eoyd6xB9nVBWjZp53B4C1gqN9vW2jo1IDIBhoSwDjYcYGcBY/yi6tAJvxfkQeensNV9oGMEgdjaLo5Sfqw6FUNkswWiUcG0tvZ2deOk0dt5S1QRcIXAdh5wQyMFBHNdFaI2nFKbr4mYyGIDFREN6BSSYSN6WZVE+fTqGZRGKRrnofe9j4xNP0NvWhmPbVEybxtRZs6iaNu2gxxIY/rGf+sDwvzudxQuuwClYgHDb8cKn4kUvROJH90fSDk95x2O1P46RegrpeoCNI6oIuZvwiOOlOzCSN9ElLqJLfwzPc3EcD6U8EkGXcvEUcZ0kK2aTyU7DcBIEVYZk7y50LD4h4h8f4R8tRj1k/h3wb0fakC8S+eaPMT/5AeTG58E0cf/7S+glKyZdXz71Lz/9EC9EbF1HMJPBuO82CEVQxWUQCCKG+tChMPIfv4d4EaJ5G2LXdvSiFX6qQgg81yM3OIATjFJQWkastAztOqjZi5Dd7X4UHI6i5y0GQLQ1+wMIBFFvuYYuR1C/5XFETT24NrgOav7Sicc2fzlsfRYx0o+unIKubcB5w/uR25/D2LkeHQojchm82UshHAMnhy6ugN3bENrA7GiH9Ai6tAo5MoB48i7cM698xea4n12/HrumBnbv9iWCQlC3YgWXXncdv3zf+wjEYgTicXLt7b51q9bgeeSEIAXEcjn88hU/ch6dXRkVmo4mJjxgOP9vAJ/Q/RUDNCxZQm9HBz0tLdTOnMnSs/ZIMg8Pk8ztyCBO0TWHvytlYw38BpldhwrMwCn9ABgxpBHAqfsueuQejMRDGOl1WM4QAgcpNBaNqFA108PbqZn+CQC6u7vJZDJMmXoqrp3G7fgRpt1LWMbwvAzaUyTtMJm+vgnRv+d5E4Z0qBr80Z/JCP+FeAhcd911/OIXv6C83C8u+9rXvnZMdbR5Zd6JR4Ex9UhpOe5Nt/uSv1B4T7uvyZBJg5CIpu0IpVF5q1YdCiPamiBeiJp9HLJlm6/kkNJPaexuRHe0kCyrwVQQtDOEAwFi6WHEhW/BW3AC8u+/g0wS7/VXIVsb0XXT/TxzVytqvGWqaTG89Awyy04muv05MEzUsjOheq8IraAY99IPoJu2+FnOKTOhoARvxXnoiikw0g9F5ajiSsx7f4sY7gPloaqmEdj0DDLZj6qfh1p4EhSWIfo7IDUMBa9MA6mnn3iC0BlnsP3eewmn02RMk6GiImpXrSKTTpPJZv1ydsdBA3nHGRQQVso3dsovM/PLx18po3LB0YjbYE8uGyGomDKFwtJSetvakEc5oW4XfYxQ7//z3fS0AhnGKdhPa7sDQWuCnddiJP8FWBipxzHSa8hO+61fYSmDuEWX4RZdBsojvPV8BGm0EfPnU+wWtFUF7hCYRf55EMJ3QgzFYMr7sbp+TdDpRZgCp+bd1BWeeMAhKaX2W22bTqf3WTae8O+++25WrlzJwMAA//Ef/0FxcTHFxcV84hOfOGIDqY997GN88pOfPKJtX2z8W5I24Oeo7/wjorcDvfgk1Omv229BiV54gi/3S6d8Nz7X9ZvlWgG8t12DOu9SCISQH77UN9lxHVwNdmEpGRkgMjJAaOp0qJpCtqgcb/ZCii9+KxgG3ie/7X+I58Htv0Sufdz3OamfjTr7jfuMxZs+D3WcT+Zi9zbEytvRkTh6wUl+/hsgVog3b9nEqkApUQ35RqVa+4SdGkGX1fppFsOk/dKPMKVxNcH62RCM+La0Wr2i89qBYJA1Tz1FemSEkGHQn8tR1dnJb/7wB6bbNoaUuJmMP0EJaCF8vXa+ScL4K8IEbCZOXo7lsoXAynt1C62xQiGsYJBp8+bR3dLC9IULqZh6dDldN/5GMjJMuvUHxArK8Uo/jgru28jgYBBeH2byUbQsZrTLkcxtR2a3osJ7Vyp6IENoGUO4Q4BCeClEro9g06dwi1+HVidOjHCtUpy6j4M7nJcJTq6+Gg8pJYFA4IiK5RYvXswHP/hBrrjiCt7//vczODjI4ODg/9mS9n870gaQdg7z42/3O7xICffehnjkbvSJZ6IWLt1HAaLrZ+J+6tuYn7ka3dNBrriMcHkVYmQIPWehn88GvFPPQ950A8qxkcrDWLic+Hf/jEwO4wVDUFzGQHMzlmVRvPcFZRioyz/gE7Xn+e3A9lpnvDWt2PwM8p+/8z26HRu96Wm8t3zMz58fDHYWMdSLLq/z/x+KQnIQHYyQW3IWoeb1IAdBKby5y16ROW3HcUiMjDB71iye27qVgryWWgPrbBsvFqO3uprKgQF0Oo0WAiUEcjQ3Ok5hMgrFHlmfwI+qx2R98TgF8fhYV5xT3/hG5p9wAp5tU1JdzeIzznhBSMSLXsDWXA1zS+ceUc7aH6zOP3jGEe2oZnBvyADKqsVIbQM1jNAOaIkORtCBGqyBe7CCRThyxsTthAFWyb77exFgWRaVlZUIISYocI4GP/zhD/nd737HsmXLuOGGGyguPkCz4pcYr0jSPtpy1cLGTYj2Zr9gRinErm0Yt/8OvfpRjEAA90s/Rh+/l9n7cctw/vQoxv9eh1r1ICKdwnv/J9Hzl6C1pr+/H/Hck8SKSwkGgpjBMEGhcZu3YjxyB6JpK7pqCtZZb0KPT2nksohtz4GdQ0+bDeWHVjUmH78LSiohFPFvtc5mRMs29OwlB9/YCkIgDNmUT9h5i1AvGMKZMRe3ohpj85Pg5PwHh+e+onLau5ua+PmPf0wqmSS9fj1Ftj3h7wvTaZrr6jCLimiPx5GOQ0FbG1Ym4/vIMHmBTI49kbaJT9qGYRCvrmb2SSf5vjapFKVVVVzzzW++aJHeIV//2kHYHRiJh7EG/wxonJJ34BZfhRc9BTO1Ck0AcFDBWajQvp2Q0BqUQKi07wOvAKUxEs+ggnVoBIbbB4EZ+277EuNwOOGcc86hq6trn+Vf/epX+dCHPsTnP/95hBB8/vOf5xOf+AS//vWvX8ihHhVeOXdiHqPR5lFVRbrOnlTIyBDksn7EXVwK6STGj76C+/O/77thNI73mRt47tGVnPya01BAZ3u7X7kYjXJcahBj0fI9++5ux/z1N/0UQ3E5oqeDsj98l74Pf93/ezaD+cV3IbY97xcl1E7D++SN6Po5Bzx2wCfSwJ6elgL8CP1QICXuqa/HfPR2SA4htMJdfCbKKALXxtj+DMJOo0MxjC1PIdIjeEvOPrR9v8ywbZuf/OAHDPb1+SXp+a4y4xHQmtzQEM1dXUghKCkuxo3FyKZSY9G0IYSf5gAQgqzWfq5aCFytcYBYRQVzVqzg9e94B4/fcQeZZJKK2lqu/PjHXzTCFk47U41fEekLoYquQEUmzxULu5XQ7g8gc7sQbi/aLEObZQS6bwDt4RRchTYqkG4rXqABFZiH2ftHdHgWXuzkPdewSiG8JKggWgkELqNZeyO1GR2ZhSdLXnFyuwcffPCQ1rv66qt5/etf/yKP5vBwTJH2S/XFj0yf66c0hgb9SUal/KhbCAiE/AYJB4AyTHY1N9PR0UFFRcVY5aJRWeuXvBcU+dGrk0PbWZieJ+HicmTLLoyedpg5G3nbTxAbnvZTIRpE6y7kb7+F98VfHfQY1OLTkavuhMJy370vHEPXHXq0o6vqcV7/fkRiEB2O+hON27cjRvoRiQF0mZ860aEIsmUr3nGnH/O57dbdu1m3di2rV61CKYVpmkxPp/fRXCggVlBAxHWJJxLIRALX88YmHUcrGK1gENfzfAmg6xIuK0NHIiQHBjBMk1MuuojXv/OdzD3hBFacfz52JkMwEnnRrmPhtBFpPoOwOYQc0ZD8A5maX+HFLtizjt1BoPtGjME7EDoLOg14CLcHLSOgXYLtX0CbU0F72OVXI+0mgn3f9XfgDqICU1CFr8Upf6dP9kYMLUwEWTSWnyJBI1QKp+gccs6cfVJJr2R0dnZSXe1b0d5+++0sXHj48wYvJo4p0j4USCmPWo/pxgpxbrgZ4+ffQu7ahrZzUFLhR6qJIdQ5l0zcQCnE5mex+3toMWOkUjkMw+Ckk07yZ6c9D/nwnehoFLlzAzpV5luenv1G5JP3+S3LrAAoD6E8nyQBsXWdv3yUDK2ArwXfD8ZH2nrFuahgGLHjeYgWoE56nW8SdTiIxNGRvcyFhJyYF8j3VkS8fCZSWmu2bdlCb08PFVVVzJm7b8eTNU8/zU++9z2SiQRtu3dTWFRE7dSpOKaJtO0xCZ4GUoBMJinIqxI85VcSjkr7BL6aQRgGVjhM0Zw5WKEQhYWFmKZJvKiId37yk1TW1Y19vpSSUDS697BeUFhDNyG8ETT570PZBHu/THqUtN0BwjuvRLgDCKcH8EDovLRFI5020KBlMdosBu0S6P4hyAA6MAVh70a6gwi3H6HSGCMrsSv+H27JxcjEVkRund+NRppoq4Lc1M/hlV6M7uh42SNtpdQLNoZrr72W559/HiEE9fX1/OxnP3tB9vtC4RVH2vACeQzU1uN96ce+zvax+zB/8nVIJVBnXoj3oc/sWU8p3Bv+G/3kgyigIRQmfdH7mHbenkbA8tafIh/6m+/7EY1BOIL7ka/5EXZlDfJvo5GzJrXibJx8ebiumgrrVvmkbhiQSaEb5h/a+KVELzkdveSF9XXw4qWoqmnIzmbfmySXwVv4mgNLIl9k3PbnP/O3v/xl7IF95VVXccnll4/9XWvNTT/9KfF4nJGBAUKmSWJggJxtg+viwFhXcFMIUgUFiGQSJ5NBs0euN+r4pwEhJSVlZUxbsoSGs85ixemnU11TQyaVIl5UhHkEnuJHC6GS5JM3e0asMmN/NxOPIdxBtAwgpAnKnShx0S5goKz8nEre2lXny+CF3en3mMQBBDK5lmDuerQsBGHixZYhvT7AQBtFqMiC/Pb6Ze9Q9EI2QLj55ptfkP28WHjFkfaRdmQ/EPRp5+Ocdv7EZVrT19dH/8N3MePJBzEra/12UOkkDXffBG/LdwZxHYxH7kSX14JhoAtLobcDkUn6ZdFnXeLnqLtboaicRLR0TF6mLr8auXMDonkrKA89dRbe+z+71+C0H033dREZTqFrao7gADVy05OYm59EmybeCeehpu076SSE8N8Qll+AbtvuF9kUV6Ir6w//M18g9PX1ccdf/0pVTQ2maeI4Dn/905+YUlfHvXfeSWd7O9Nnz2bNE08wPDiIm8uNqTqKh4b8Hox5JYgAHCGIplIEXJfcXp+l8ZvzGpZF6dSpvOWTn+TUyy+nqbmZwpISv+VX5BDUOS8S3PhlWMO/By+bH6yFWzCuA4zWCNWf9//AfxopQFg+GcsQWpb5rb9kBFQWRADMEnB7/bkXbLQRQ2Z3gzDQVinaKMFIPYJbdCGemZeb5tr8B8RLfxomxb9LJ3Z4lbT3gVKKzs5Of3IxHmdWSSGRaBQ9qh8NR7B6u9BKIfIOgf7A9trRuDHq6XNhev6Vvq0NmU5C+y4oLsf9/M8ROzaAAF1W5U8wjqYktEY+cAvyyX+iDYPKgQGMdD+88QP71ZRPBrntGczH70AXV4Kdxbz/tzgXfxBdVT/5BoaJmnaIEf9kSA0hRvr8bjsltUeVC08nk0gpx25Iy7LIZjJ84/Ofp729HTuX4/677/b9Q1yXGBDD5yszPzEr8hG6Jq+8MAwM153gwge+MiQYDHLpRz/KJddcQ+RF9sE5XHiRk8jU/BLV8mnCloM2poGdQaafQ0WW5vPXo/qW/NEZEmVV+AQcnEOu6jqCrZ9COP0gDHJ116PCcwh03oDwkgh3AG1VIdztYBSijRKf9GUEYXejzUKf7AEd8PO+x0LzAdd1/8/qsvfGq6Sdh+M4tLa20tHRQWVl5R5b1KJR35A0BMOIgV5GpsyhdPQitQJ4Z16MfOgOPz1iZ6GyDj1jctILbX+Ogr/9GDMU8otr3vUp9KKTMG7+BqJlO6BRc5ai3vJxyCSRT9/vp1GkgS1CFKxbCWe/EYrKJ93/ZDB2Po8uKN2j4c6kkK3b8CqmYmx6DGPjKpAGkdKZUHZ0KhEx1I353D1o5YFS6JIavMXnHxFxa62pqKqiqKiIph078PKdakzTJDU0hNaaaCxGMpFAOw41wGhWX+LnpyX4D8E8PK3BcbACAVKuSzLvSeJqTbykhOpZs7j4gx885gh7FF7sAjZm4ET1EaT3LAbPEBj4LZn63yK8QbSMIvB8fxlpgTBwi69EWzU4JW8DI0Zmzp0Itx9tFIL0FUi5+u+B1hhD92Akn87byMYBE9wRdGQG2qxG5NoBiVP7H+iQL089Fkjb87yXPUXzUuHfnrQzmQzNzc0MDAxQV1e3Z3IxlcD48ReQ6570CSc5gkiOoOYupunkSykZd6GqS96D3PAEYtNqCEVxr7gasXM9YngAXduArs9H2akRiu/8KU4oCmXlkElh/PYbqJPPQ+zehq70mxPILWvg6ftQ85b5D4zRno8yb7Pv2JMcybhzBBhrH8Za9y8wLbSUCKX3vMp6DgTDyJ3PYjx7n68U0ZrijQ/jVk2B4v3IyDp2YGx5zC97bzgB1bBkn4jf2PE0yoqMFeSI/lZEfxu6cvqk+9RaMzgwQDgSGevIMx6hUIjTzzyTb193HblslkAgQN2UKWSzWeyREbKOQyiToQrYexpwNObc+3EhhcCwLOaffjprVq1Cex7RWIza6dOpbWggeoj9Rl8u1Ig7Ed6IX3IOoHIEOq/Hrv4iyCAaA7/jeQYVXYFd86WJO1BOvo3YXsU5QuAVX4RXfBFORQeB1m8gM41oq5TctG+gInP80nUZBSPEsYR/l6a+8G9M2iMjIzQ1NZHJZKivr2fu3LkTogXjfz/ll5QXFEM2jRAS5zt/gaopeE89NWFf8o5fIPo60AtXgJ3D/PFn0CVliEgcLQTem/8LfeoFMNTnR5/B/AUfjvrOfru3o6MFYwSoQxHoaYWTLkBXTkH0tKELS7GGevCqp2EUVxzw2OSGVRiP3gqlNaA8jM5d6EgB2BmEVqjCMryZSzCfvAMdKwHTT/2oQASraxcs3Je0RV8r1tO3o+KlYFgY6+730yj1iyaumMv4xTtjG0pwHSZDf18f13/uczTv2oWUknddfTV1tbUM9veTzGRYtszvY3nXX/9KOBTCs22059HT0UGqrw/PcQgDpcBkhdIaJkxCWvj6awXMPuccPnbTTax+4AHu/NnPyCaTNBx3HO/8zGf2iRqPNfc4gzSgxi2Rfmojtxtl1mDktqONKCo4g+yUG/espmwCLV/HHHoQEDjlb8Kp+c9JlUE6WENu5o2gnLEJSwCsfT1ojoVI23XdV3PaxyqOhrRHJxdTqRQ7d+6kvr6e4uLifS8410WufcLXTwsBsUIYHkA2bkZVTdlnDHL9E+iicj8i9lxEchgqatAVdT6J//WHOCee6+9PGohcGuJxyCT9KL5hIeLJu9GxQkAjsilU9XQwTby3fBx5/x8QHU1kps7Dufg9BA6QalBKkVrzCEqbiJyDlAYBM4wOF2ENdyGV6+errQA6UoDsbkZT5J9b10aFYpOf9+4mtBX0KygBHStBtm3dh7RV5XTM5+9HheIQCCMMA104eSrnu1//OhvWriVn2wwNDfE/11xDZVkZZWVlpNJpoqEQ577+9TTt2EFyZIRQMIgaGcHu78cUAgsoZ0+br0m/8/y/NjBsmlihENFYjEs+/nG/3+gFF3DKBRfsZ+txx38MFY/0qjOoMR/J66UFWhhoo5hg+/UAaB1Fi0qUW0lo81tQ8RXkpn4Gq/sPmH1/AxlDGxGs3j+jAjXgCWSmCR2ehlt+0USvEHnwtNaxQNqvRtrHMI6EtPeeXAyFQixdunT/GxiG3zXGsX3Zm9Z+jnBcl/UJYygqh45mCIbA9d3i9Gi1ohVAe66f647EGXrjh4n/9X+hrxPMAN67P42ePh/R34HYud4f7+LT0cv9Th9iqAc9ZSZ67lL6iVMenfzVXSlFR0cHu3fvZpYwiWmFSo0Q3L0ec7AHJSV9815DLlhE8KkHGerqY6B+MVP6BrE6OzCkIGXFGIrVEG9vn2CHaVkWISOAHBcxCyeH2tvnRCnEcA9khjF6m0BInNPfDrE9+nHP89i2ZQuZTIZ/3nUXieFhcrkcErCUor+/n+q6OqKGwS++9z3OPP98gsEgCaXQQ0Ng2376R2sK2CPTmwyjajfbMPAiEXQmg5CSN3/sY8xecgjl/scohjieTN2PCPV8DaFyOMVXYHX/GoxoXr/tITObkd5m0CZGZhMisxOZ3oVwekEM+ArAQAVWx01AKdoqRCQ2INO7sKd/ghe7n+MLjVdJ+xjG4ZD2/iYXn3jiiYN9CN57P4Xx0y9DcgiERM0/AX3cSWNjoL8b496bYaDH78HY3gR9nWjX9iPzQMBvsDDYja6f56dCAGfOEto++C0aSgogNYLc/BRi4+OoE89HX3K1f9MVlvr2rM+vxLj9R/jSEo+K0unoq/57wlCVUrS1tdHa2kpFRQXLly/HnDkV+YevY255wlcNxOKQTVPdvRV3xUVQU0VFLkPutNeili5DdTXhuh79GQjlO8On0+mJVphpl4q+Eay2JwGBDoToL12E2LJljODDmUGKdq1H1y7CMA0MrbBaN6PnnYaQEtu2+dy11/L4v/5FX08P6VTKt/Q0DF+dlr/x+vv6KCktxc3lyGUyLFmxgjWrVpFta/Mj93y3mHzmFpioXgbQlsWAUlQ3NBAxTfq7uhDhMO/49Ke5/IMfPKTr51iF1hqv+GLSJW/wF6g0Vs9NjD2+VAI/fRLwUxvaxUw8jtZxn4xlENwsMt2I8HajzWm4ZeeiQ0XI5FZErhsdOnRp6bEQab+aHnmZcChf/KGQ9n4nFw8D6rWXomvqfTleYQnqlPPGurGbuTTBGz6MGOr3J/Q2PY13yoU+qQdCEC/G+PON0N+Jnr8c76pPjOUEhRBIO4v5u/9FPvMAWnno6gZ4+n68q/4bveSM/AAUxt2/8mV6gRBoTXjXJnJt26G8As/zaGtro62tjcrKSlasWIGVL/jwymqwz3sHcrgbHYoimzcg7DSiN4Ox7hHUzCXo4ipEfkLOLKvBihQQam2nqKiI0tJ83jI1hEj0Q7gUXbgIlp6A7GlGex5OcQ2FgQiO44yRu071Yrsu2WQCz/XwPBdzuJvdq58GabBq5UruuPVWssmkv/+8o55SCi3Ayn+3Wmt6OjuZMXMmqUSCD37843x+925au7sRhoFQCsvzcNgzyajwo2pDSuqXLuW4178eJ5vlyXvvRWtN9dSpLD/rLN58zTUvO8EcLmRmM8H2zyDcXtyC1yHI91v00gTavoORWIMWhQg15E9OjhXcjCvCwUFbFQivB+FlfGLXIJSNsBuxeoZwKvMtzw6z+vVYIG2l1KuR9rGKA5H28PAwzc3N+51cPFzouYvRcxfvszzWth2G+qEsr1ONxDBWP4Dz7k/nFR7gfvqn+91v2T0/Q7Ru8nPgoRiyrx3VUIbx0C24Y6Tt+R3Ti4KjB+6bSmUzNDU10d7eTk1NDSeeeOKkDyRdVocurkT0t0O0CDwXnR72vUV6WnBe/0Hk7k2Yj/zOL623QgTmnANFRf7Hde7EWvkH0B4oD2/xeXgLzkDV+UU5Zv4nFApBLoVIJKGyEqOqDuF56FAxYqQXNee1lC1cged5/PZnP8POZhFCIKTEc10MIIQfMUsJdjbL7sZGolrzfHs7bz3tNM665BLecc01/P7LX6Zn584x/bWCCcTtAVYoxEd++EOmzZ+P1pqTzj6b1p07Ka2qYtmZZ77s5HK4EHYrkR3ngfIfdAG7kVlyK+gVhHZcgzH8IJBDaNDSyE8qR8BT+QpIAI0Xmgm6CC0LkM4OhJsALfHPvIfwBjCSG3BLz0EHDjzRfSzi1fTIMYy9SXt0crG5uRnDMJg+fTpFRUUHvTmPKjqYxGt5v4nVvTfVmmDnTogWoge6/SpKB7AzkBhENG/yi16UQs1Y4HuZlFajUyPkkGwezlFTxUHfHnRROe6JFxL40zf9PHu0ED1zKWiFu+x8dKyIwF0/QEeL0MEIpEcoffqvpKfOBuVhPf5ndLTQb4bguRjPP4Cqm7/PpKIY7MR67Pe+jatWePXHo5GI1BDu9CXc9Ngmfnv15/zOJKPFLkL4UT4QwY8Ho0EL1/XIao+w9POySilSyQSr77+f52+7jdTQEOTX99jz4Bg7ZmDRJZfQnUzSvXr12JvElEWLME2TpqamsRz9+Hz96P/3d9O/nOoRc/geyE84AqDS1Mp/4G04HZnZhRjrtaMRXg4lin1JHgoMjVCOXwiWyqFieYWS64IWIIL+frWNRuCWnY0z5YOvyEj71fTIMYyxxrz5ibeWlhYKCgqYN28esdjkyof97eOILrTBHuLNmxDJIUQ6gS4qR+TSeBe9ayzKPiCkxCkoQ2sHYZi+nNB1oKMRXVyK8avPIAa6fSMn00JJk2RPByNmhJ5z38fMxcuprKw8pKF6J5yHbWexVt6KVz4FrCAyPYyaeyIiOeiXLQfzk4mRAgy3FZlN+QRsZ6EgT9CG6d/I2aTvKjgO5jO3k/U0Nz+1iy3NHcwuXsNVX/wuodqZrHzoIW76xS8pKCzEMAyaGhsJBALY2SzKdX3SlYIZlUUURkNsaO5GKo1EofMuINrzsHu6cXL2hJJpCYwKC0eXBwIB/vt73xsrNdda43nehNz86M9ozn5/XckNwxgj82QyiVKKTCazD+EfiOxfEAiLMcLWe6x3jcyGfOCQN4/K/02ohG8GJeN4XgnmyDqE0AiaEbk+VPFSnPjFWMN3IHTa315rdLgep+ZdIA+/c8yxgFeLa45haK1pb29n48aNVFZWcsIJJxx5B4/DxXA/1uevoqKrzVeVJAZh2my8130Eddqhee4KIeg9//0UPPhLdNU0RF8HqrTSf5WdeTz0tUNfGxSVM1wzD93djHPGmym/4sMkdu067AeNd9LF6IIyjM1PgGnhvPat6MppkB7xb3Y74zdEyCRQVhAVikIgjC6qRAz3oAsrfLKWBjq+R6ObTCRYdetv4F+/5R87h3muM40RDLHStlkz8DF++Ie/8PfbbqOtpQW0JhgMUlJWioVHUXkhiXSOSChCIDlEUUiCcpFSYrkKS2iU9n1C0Bqd27eYaO+zYFoWBUVFDHZ2Uj1jxti5Hm0CezgYT/aO49Dc3EwgEEApRTKZnPAAcF13rF+hEGKM7PcXzR8u2btFlxDo+hrCzY5bOH6NfEu40fPijiDcRsDDTLeMO1Ha13KnW9BVr8PxbMzskwg1hLKqyB53C1hFh3Wexp+vlzvSftV75BjE6ORid3c3NTU1nHzyyUcc4Ryp1ls+8xAM9eHES7CiUYxYAaQTqNMvPqz95Kpn4F77S0TXbnQ0jty9GXnXz/xUSXIQVxh4I4MYU02iNVMh2Y03/lidHKLxebCz6LrZUFJ9oINFLTgFteCUicsjBThnvh3rX78H3Y82A/SvuJygYYEQOKe9FeuxWxB9rRAI45z1jrEqx8GBAd52ycV0tzShXJf+VI6ZpRHCwkabDuvWPs9fP3s1D/9zFa5t+wVFuRw9IyOELJPTls1FeC5mKMzGlkH6u9uRQlMgJHpc5imnNNGgAe6+zR1Gvz0JCMMgVlCA1pqiiqPPx44n+3A4TCgUoqSkhKJ8vn9/2Jvsx0fxe5O94zgTrsHxZL83wYdLfkpV55sB5eeFPEDovHPfqC9hHgog4y8f33HYHyHCS+NVnA6FJ6ASp6ODJXjlp4G1l0XvYeBYIe1Xc9ovE/Ym1OHhYZqamsjlckybNs33o6ioOKov6IgLdNzREEfkXdaMccsO87Pjxei8/7XOptBKMdzfi7BdCtwcZuU0grEo9A6iKqaMbYuTw/j9lxBt2/10jGHhve0L6CmTd7s5ENT0ReSqv+CneWJFOO1dYykH4qU4F37Yj8TNoP9ZroNs38zvb/wRHS27iQct3EAAlczSlcgyPW6gIkUM9SW4/nf3ks7ZSO1PNFr4p8x1XP587xMETUlJPAzRYs668GIiToaVd9yDGS/AzaVxHZcCw2DujBqeW984etb98wUgJYFIAJ11iMXCCCm4+oYbCMePnHyOFnuT/aHiYGTvpbtwnBgWw3uiag0ag6yuJKAHMXQmT+b+38jlr28X/y7PnzwvehwqtgDiElV20gt38C8zXiXtlxkHmlwcHh4+6v0fKWmrxadi/EEQ6m1GBsMQCKGu+E//jx27MG/+KqK7FTVzEd7bPu3rrcc2VojnHyayazO5YBHMmgVSks1macpZmDNOo2H7SoIlZSA1wk7CmnuhsBy1aI9ndmDns4jWbeiqvJdHYgB5/6/x3vfNIzsZoRh6P1WQ/gfmycdzsR69CeP5++hd/Sxkk6RsgUMA0zBIu5oUFsMjGT//rDRC73HcG4UF2BqyjmI4laUs5rGruZVrP/tZnn7wMb8rdzCIk8sghaB83hLEhkbQewq3pYDffPh46mdNp3PQoTvhUrVwGcWvvxAAkeoHO40OF0Lo2DR+Go+Dkb3ICsyNgIqBSvn5awFKzcXKuMjAwJ6TM1q7P/q78ucxhYQcJax2Poi75tmxzztQ+mb094Plil+NtF9aHFOkrbWmra2N3bt3U1hYuN/JxfETRkeCIyVtMdgNwsVQNiKTg1AF6jUXQWoE87vXQCaJjsSR61chhj+J+6lfjylNjL98G/nkP4goRcC2UcOtbF1yKcMjI0yfPp3K930KkfsorpPFuOMHiOcfRtcUAWD+8Su47/821nAXpIbGbFsRAoIRv2z+RYbs2onY+Qwim+A1c6dwy6YhHNdDkEEAQVNSXljA9MIinly/A6UVJhMJW4z/V0DO1eSyORzHYcrs2VjBIOmREQKhEDnbpay6mjdf+2lW/v0uspmsbxEtBYvqi2iIZ/EKa6gqhOpUP1r3Y+eSyI5GjKan8t12BO78i9Al0zhavJykpEP15KZ+hdDuzwEhPK3Q4rXIZDsoA21UIWgGBLjjnm6eXy8qkDiFZ+Es+SlLQuVorXFdd590jeu6JJPJfaL98ffKKJmPJ/VUKjUWTI3/20s5Meg4zqs57ZcDo2R6oMnFl/PmMW7/CYSipOtmEw6HMUb6kI/egT7uFL/pQT6y1sUViJatMDLgR9v9Hcin70GX1uDaNqnECMGVt1G+/A3My3fxBnzrVMNAbHsaXTPDtxQ1DGheh/nNt1BtBDCVi+hvRzSt8+1WY6Wo0y4/wKgPD/t9mHk2UrkgBItqi8Zkd5Av3XAVzf1prlk2l6fX70AJP+06GQT4HteAbTu84U2XEy0o4PpbbuFbH/oQ3S0tlE+ZwpduvpkpM2fyjd/9nP/9xCcZHEmxcG491161DN233u/MIk20YYKbBieL0fwUurDaT105GYyt9+Ge9P5DU/Yc7jl5CeFWvINU9DUENnyZvp4BKqL9aDTC7kHLMrQoQJDcMyHgCtASL9oA0SnYC78LIV/5I4TYky8/zDTOKJGPJ3ylFOl0mlwud1hkv3ekP7rsSMj+1eKalxFTpkw54E3yQrj8HfE+chmfRF3PrxTMJH1vkFDEL4bRyn8P9fJ57mD+hrCzePiKC8dxMEyLWLyQUGHMj5aH+xDDveiSKgjHfTle6yaEUpDzyUhHC5EVDZiDbf6NGY75nx0pQJ3x1rEhjsohXddXY4w+EMY/7PZ3UxzogahK6lCRQozuXeQyCuWpfRQcOcdjZQ9ccOkl/P2vfwPGpVRH21IZkvKCMMNJP/3x4YuW8JbpCs/JMn3+fH6yciUAa9asobahAYAF51zEr3/nwXAXwrAQ/U2o0HGIjB/diewwzrK3+kWnQu6xsrXCiPQAePaYb/QxBzvhpzsChXuc9PaG1oiBZwit+wwysZPydAbp2H6FujAQ2RSIICpYgfAGfSMp5dtoiXyFqTaPPtc/nuzHY2hoiJqaGgr240G+P7J3HGeM6A9G9gci/FQqRS6XO2LSvvXWW7nuuuvYsmULq1evHnOXBPj617/Or371KwzD4MYbb+T8888/wJ5eGhxzpH0wvJykrc64HOM3XybS3470XIR2Me64Ebn2AdSU2cjd2/ITlALvkg9CKEIymWRX1xDTzCiFuWFUpBBvuA/q50FZHWLNfZi33QD4rb7cC94Pbg7heWOEjZAQjhPoagTLAiuAyndHF/1t4GTQAf/NRLVsQu54hqAZ8isYo0Vjx2q0bcZ65u+gHNwFr8Wdc8oEohiVr41K2EbPFYCMleBc9Am49wc07HzGX77XOZRS4inNd375a0484yx++b3v0dPWRigUQijFqeecQ0lVJese+ieL6iUff/8VzJo+BTHQgm5Zi5px8sQT7mQRmSG0FcRd9Hpk905w0uiFr0P27kC2rkU4OdzahXgLLgIvB9KEXBKCMUTPDmT3JoK9O/Aq5uAtvhIdKzvs7/1FgdYYu/6B0fYoAvDKF+POvgLMvR4uuX4C6z+H1Xs7QmXAMBFxgXDxyd6M5jXaLlrWgAqiRQbJCFqYoHM4U98DgZIX8VAOnNPeH9kfyn73R/aZTGZs2Ve+8hW2b99OIpFg5cqVCCF4/etfz3XXXXdIn7Nw4UL+9re/8R//8R8Tlm/evJk//elPbNq0iY6ODs455xy2b9/+skf0r5L2YUCddQVy9T8Rj7XntWYWSInoa0cqD/fyj/mT93UzGJmygMbnn8dxHBoaGij47G8wbvs+unkzyYalWB/4CiQHMW+7AR0t8nXf2RTmrd+GQAhtBRCpQb8sWe3RAWNnIRzzC16cnF/aboXwPA+xcw2B27/tvw14Lmx8BPsdX4NYMaJzB9bd30MFIyANrId/iWNZuHNOIZVK0dzcjOM4VFdX7+n4Pu4ceZ4HBVXYV34VXJvTN7yDRx9Zies4Y2MzLYs3v+tdaK254u1v54q3v53djY0079xJ7dSpzF6wAADzyUWI5ACE840SsknM5/+ON9SGmnEqOlZGUcczhBpv9idCwwV4DafizT5jz3hKpuLV59UPwbz7omHiHvcGjC33Inq2Y+x61E+fSImx4yFEqgfnzE9C8NCKsF5MyM6nCaz/BdoMgRAYw03oUDHe1NOw2n+NzLbiFZ2C7FqPOfgYQrugNOBijHZY96R/DZpxQKGD1ehwFZgxlMohnD7cmktxqy99eQ/2CHGoZH/LLbdwzz338Pzzz/P1r38dz/PI5fbuALp/zJu3b79UgDvvvJO3vOUtBINBpk+fzsyZM1m9ejUnn3zypOu/VHiVtA9vQ3RFHXZxNaHhdjACPjmmEmDnkDvWMPi2L9DY1Iy3bRszKksou+/niDs2oqsb8N76KYaNCB3t7RQXliF2b/abzuajZEJRX2XS0+SXlgdCPjEblh9xKxcVL0OU1iH62gCN87qrcaUJWmM9/he/9Dzi27eKnmbk9qdRS1+H3LHa9/IeVyDD+ofYLspIpVLMmDGDkpLJo7HxE7/ayWE+9zd+cG4ZnxucwsodfdieZsacObz/Ix/h3IsumhCp19XXU1dfDzD26qtK6gl0bkNZIeRwJ7LpKbypS5BtG5Ata9HxSqZsuRMZjYFlocobMFf/DnLDeHPPBSufdgpG2Ru6oBp3xbuRu1ZhtK5GF9X5bypmENnfjEh0oYMzD/+7f4FhtD6CFgId9iN/kepCdjxBYOD7yMwuQGP2/h2dlQg75UtAJP5EQb4QEqUQ7ggKD6wSnBlXg85itd0GQuLUvgl3+rtf9GM51tQjhmEQeQEaMLe3t3PSSXtkkXV1dbS3tx/1fo8Wr5L2YUItOh3x4K17cte2/8qK5+A+djsJHWT62z9FUUEB5rfejWjZAtFC2Loa83v/gfjoL/ZEsiW+057Opv1JyPQIBMPowjJEJoEOhBGuC4aFrmxgcNoSUuf/B9XSRo/04ZXUoKsaxrw8ZG8LorsJrCCqqgGEQIzm183AWKmz53mkBvoZsi3Ky8uZN2/eAW+68TlwuekBjF1PUzhlNj/4WANioBX3nP9ETzlu33OVJ/vxkbvWGmaciGcnMXatxmhfh1szH69ylr//jo14Pc14wsArqECk+zG23o8uqEBuvAv6m8md+F5EXoo4aa5eiPzxasRAM7g2SAsdLvLTJ8cAhBwVT2tEbgCR2oll7EZEe3xfbDMI2kXSgdZhMMZdr6MNMIW/D6E9MvOvQ1WfC0Lg1Vzkp66OkWN9KaCUOqB65JxzzqGrq2uf5V/96le55JJLJt1mMo54uR9O8G9K2nDkigB9wtl0n/Mu6v51M0bfbpACJSVuOI6sqGXa7mdxY1HExscQu9ZDqa9kEIEQDPdjdO7CSmQR21b7apKrvoB5y1cgnUCHwniX/RfGPT9BRQpAuehcBtGxA8rrcMqmMGJ7hKrqsMqnEwgEMPJEJbev9lUlCb+60RjoQE1dgJq+GABvwRmIdQ+SbtpM1nGIxmJUX3YNlJYiunb4efHSaT7hBSL7bcQr2zf7eWEh/DcAK4TobvSbHif70bEydIVfRr5/FYAFiy9CL7oAvepXyJEupGniOA6J4SG0nSVeNR3DTiDSvX4JfTCOLp+JHOnE6G/Eq1qwz3c4IRdfWI+pFEZ/I9oMIdwsaupy3EgleB7GQCPGroeRno1Xtxw15UTIDCLcHDpS6pPmuGvlhb5Z3bozCPStRwzvQqabfOMnmfF9aNwRtBcDIw5CI0R24sYKMCTaKEUHStHBInTZiXvmJ4RxyAZmLwSOhUj7YN3YH3zwwcPeZ11dHa2trWP/b2tro6bm0H3GXyz8W5L2UV1gQjB40huwz34rxh0/pO7xPyNLK7EKiiGXQUuJ+c13IXZvQnQ1Q6IfPW2hXxGiPAI71zDjgZswo1HfFe+K/8H53F8hOQAFZWAGEK2bEBse9aPk9i3okhp0cpCyp2/FTQzSsuzyCXIrgOlP/pZYoAizNEww2YdEkiibyYhjYPT00N/fT2LWG5hd301xQQxmn4gurcO893+RO570JX29zaiyeogU4p7zIdSsfSvmdGEFsmU9OpRXIzhZZM92xMa7/fz+cLef0gnF8OaeiXfmB/eoOfaGlKg5ZyBX/ozB3m5y2TTFpTV+IwYhoGcnMjWAjpVC3SKMaDHCTmAZAnMvSejeUT2GRFfNxyuZBtkEKlYOZhBtJyGVwlj7ewgX4UkLueVudMvTGMlOPwUWLCB7/LsQ8cqxfXqeNyFNdLQaZFW1DHvRfxB4/ttoXYwIDyPMcQ8dN+n7YisJxqhhFPlKyFFOFmgzjA5Vo4OTt3R7KXAskPaLUVzzhje8gauuuoqPf/zjdHR0sGPHDlasWPGCfsaR4Jgj7YOR8suZHtFa09/fT3d3N7FYjPlXfgSzY71fdDPS77+S1s1BbFsNhWW+RHCgC1q2QGEpauGphFb+gUwwAvESvyT9r99ELXgNlNWNfY73pk8jjj8bsf5hZHoQlIPo2o4RLqS26UnK3v1F/zj6WjH//h1ETzOkRlDhQrySaXjeTPRgB15RFV1dXQwPDxOJRAiU1bLD8Rso0NhJwRMPMX3tXdiFtRR078DMJPBEB064FPMf3yF5xVcxyqaMSayEEHhL3oDoaUL07faj84rpyJ7t6OIpkB5Ctm/yqxGLa7Ee+Skim8C98FMTz3/3NmTzapQRoCXcQH/hycwy1lNdXoE3+3TcqvnIrQ8j4pWouoXIVI8/aZns9Ym3pH6f72YfEg0EkMEwunI2CInMDGE0rcR49hf+G4JpoiK+jYDIDWA2PYA36wK0kMhUL6Ftd5A94QO0t7czMjLC1KlTJ0Ty438ff32MjuOgUkshUbWvwet/hkD7jQiZj6bHX5ae9n2xR7uuC9CEcAhhmlG0WY0qOg57zqf+rVIhk+FoDKNuv/12/t//+3/09vZy0UUXsXjxYu677z4WLFjAlVdeyfz58zFNkx/96Ecvu3IEjkHSPhheDtIeLavftWsX4XCY0tJS6urqiJaU4H7mD8hH/4pIDaOOPxPj3l/7E4tCoMungJTo4krUldeia2cgvvsMysjbX1pBX+s90ucXyox+npR4s1cg+jsJDnX4N6RhQHoEnUv7K9kZrN9/CjIjEC1CpEcw2zcjDQMTQUYY7CyaTUlxMYsWLZr0YpPPD2LsKsItjGO1Z1GRAgwnQ8YIoB2HgZ0bGB7KYds27qjHivKoS9jUbXnQL6rpbQIrjBMoJdy1E2lnwAygQnFEMIpcdxec+7GxDu2ifQPmv35I2tUkB3qpDBhMm7oAM92BdoOYa/6It+BC1Iq3jH2ebnoc2b4BHavAnXceRIr3OZZ9EC5G1SxGtj0H0kA2P4ouqIVgHNmxDu0kEcV+paTIJRBGEDmaEoqVk+tt5vnnn6eyspITTzxxwvnbb65+/DKlMDofx+xaBTKAPe1C7MLZE0hc2MOEum5DqH72bXZp4Dcp0H66Awt0Fh2fzU51AVNf8ymOlT6Or/RI+7LLLuOyyy6b9G+f/exn+exnP3s0Q3vB8Yok7ZeqjF1rTW9vL7t27SIWi3HccccRiUTYunXrnu0Ly1AX7+k5qLatxli30pdnBUJgBlFnvhl10kWQTSHMADKTGteNPYDOu/SNFsaMHp8RCPiErbVfHYlAGAYoD9HfhkgNoYvyr/CVvhfJYO0ienMaufhcFh0/eVcb0bcb0dcCykUApgRphRB2GkqnUBCLIOww9QuXoisaJmwrn7kNa8dd6FAEJQyMZA9ae2jDws0msVwbzwiQydhIO40WgnVPPYEORrEsi5p1N8NIAiMQoszuxhoaQHQ96+uo60/2e0tuuQ8157W+b4g0UDNOR804fZ/jOMiXjFp4MbqkHtn+HDrRgK5b6i+vOR5jx/3ogV3++ZUmOl4NuQQ2AYZat+DEalm8eDEhE8TANkCji6aDGcLo34jIDqFj1ejiWZN+vGxfhdH4R3S4HNwE1qYfY5/wP+iCep/knTTB5z6NkdjsO2p5AuS45h4y5ks9hQlG3h9cxklM+x862sqpcjxkfv3DKaB6MfBKJ+1XGl6RpP1i57S11nR3d9PU1ERBQQHHH3/8hHLf/W6vNSI7gkgPwWAnAOqEc1Gve5//91CU1Du/hvzFJ2G4Fx2K4r3nm+hwHDUuZzqqBhHRQnRVg69ScW2IxH2SEdKXu2nl39jSIJtK4mRtuhe9nrq5xxEITG5mL7esxPzn9/wATitU5QzEYCeqqAox0ouOlSIGOvCWX4Yun77P9sbWhxGGhEjc70Do5cDOEB9pQrs2wjKRoQiWsMECd+mlLD/tLEZGRtixYwegKCouITDUhFAerhlEOBpvqIvE7k1kIhUEU700Pv0kbqgI0zQJBAITSp0DwsMKBLDC8bFlhmHs+71IA123GBUpRA7sGDdRB17tUryFV4BWiJEWjPW/x133FA4hYrNfR+C0D4M3jLnm14jRXHe4FB0rx+h8Cl/CoXEXvB1Vf47/3Sfbwcugo7XIzlVoDESqE4y8FntgI6qoAbTG3HwD5tBdiOCelmC4EoQCGUHL+Qi6QQ6jA0WgPXJGNc+1xamvr8c0zUkj/VFMlr4Zxd4k/3KR/QuJVzvXHMN4MdMjWmu6urpoamqiqKiIJUuW+D0QJ8GkcqDmDchVf0U3zAPPAzuLGGjF+O21yMZn0cXVyNdcRfeJVxBqmIFacp7feCCfehgl61GohiXo6hmIrl2+htu1cc95t08gxdW4yy9Br/oLmWwG0zCxzn8/DYtO2P+Buw7mfT+EaKlfwKMUsmcX9lu/jS6tBddGDHZAuBBdWjf5PsKFfi9CxwYrgMgMgWHgzTsbAhFE5xZ0IApmCFW/jPTSN7FryxaSySSzZs2iuOydmKt+hnBGEKYEK46OlWBlhwlETYho9JQVFJ12LlqICVVwdjZNeP2fCbY+hVKKocpldNWdg+OpCSQ1vsQ5EAhgGZKSQDWhtk1IM4AhwVv0ZmT18YiBnThP3EGfW0bB9BkUqkFUJIBcdR2ybytkB/EaXgehYkTfVoz2R1F1p+QlnzbGlj+hak/F2P5HjJYH/HROqBRUDtn9rF/hqBXIAF59vnu6m8Louh1hOHs6EgsAhRYl2It/hnDS6HANqEFU72N0DcFQ4aUsnbt0vw/ksetmvK5+tIx9koKpQyX7g+Xqj5VI+yVrhvIy49+StGHixauUorOzk927d1NSUsLSpUv3S9YHHMNwj6+UMEz/xwogmtYjMwPguYj2ncSfux9ZWIexJgrPP4T73m8jDHPyiz4Qxn7f9zFW/wMx3IOasRQ1/zQABgYH2VVyAmWnl1IXMzCrG9DTjh/bVO58GrnxQQiE8VZcji6bBk4GPMdP24Cfb5cGOGk/cg9G0dFiP2rsa4ZcEl0ydaxyEcA98a1YnVsRnVsg5futqGnL9xS6hAtQx78B+/hL2L17Nz2btzN9+vSxJsu6aCmu8Z+Yj/0E0b0VNW05GukbPYUL0VNOwFt6ha9EwW8hNkpScuuTmP3Po2vmAJqCoc3UxJejZr12wve6d8mzbdsMTj2LsBJoO8VQ4TwS/QbZ9ieI9j5H3fAIxOKksja2MineeAupsiUElIXlutD0CM70C7CkgfBsxnooSguhNaJnDUbjnchUu//m4eX9M4IFjOk83BQ6XDxuu0RemhfwC2e0RhPHPuEvqKqTx67LlpYWulKlzF4wm7n7KX7aG0caLe+dq99HkcO+RJ/JZEin0yilcByH8ZiQv3+Ro/pXO9ccw3ghI+3xfSZLS0sPuXXZfiP16pn+K7id9YlxpN/3ERnu81ewfYWAUh7DBAmu+xftD/4VXVVPYdMzmKaJO/90ZMW0sShRhuN4Z1w19hnDw8M0NjZimibz5s8nGl3uf/a4ccgtj2Ld/mW0FUR4LnLLSpx3/whdUosun+b7lRRW+pOYhoUunbpnY6UwHv0F5sZ70VJCIIJzyZfQ5X5uW085DuctNyCan0W4ORjpxGhbB4kehJ1B50boVlF2rF5NbW0tK1as2Ofm1HWLcN70vxjP/Rm56wmEtHBe/yXUrDM4EGTPNnSocMyxTwdiiL4dMI60Jy19zgxibfy9r/kGqpL9bIldDqEQc44/kYJNm1AF1XhKw8AOpBVCRkrwtIOR6kDnkgz1tGHk+jDcEE7zRlwjTtAZxI7Wkd65hem9m3GNIBhBBGBlO8hWnoKhs0ihEXYbRuutaG8Ar+Y8VMkKjL77xmmqJd7Ut4wR9vDwMFu3bqW8vHzSc/hiYO/POFCOWGtNa2srHR0dLFy4kEgkst+ofu/lozhqBc5e+3qVtI9RvFCvYd3d3WzZsoWKigqWLVt20FfOQxpDZT3uu76GefPnIJtCl9YiBlrzFqsmkAM0UZWBoV2IbJL6B29E2CPg2SgjgPfob9l58XUk41UTdNhKKWzbRkpJcXEx0WiUgYEBksnkxFSAZWE9eYuvo44U+G/e/e3IzY/gnfYOnEs/i3XXd5AdW9EF5TiXfgZiJcjtj2E+/CPEcAekBlENp4AVgGQ/5v3fx3nbjWOHqcun78l351IYv30PxvYn8ZQmYxVij/Sx7LTXHtgzwgzgrXgH3rKr/Mj1EL5XXVCN7NyAjpT4Of50Pzp88OjT2HkfIjOAKpjKSGIEu207tbF1RE/9AAJQiZ3I1lVIIdHRUqRoIBqyINqAMF1k/3YqCyy8hnehq5dgbPwtItGJKl5MZs5biQ5sx9jp4hkRDLcLqTNgKVTfOtKRaor1E0hcZMsG7N23Mhw5ldbqD7Mg0EjQaQMRwo7Oob/yo4iBAdrb28nlcixYsOCQm1W/lEin02zevJnCwkKWL19+RBOARxLVw/5z9R0dHQd8O/6/hFckaR+pesTzPNra2ujs7KSsrIwVK1YctvPYKPYX7eul5+IsOhOySXS4AOtTpyF3b8qXFQtQGpnuZdRsOtC1AdC+MZIRQAWDzG9bhXPVVwH/BmlsbCSXyzFr1izC4fDYK/9oV/HR30d/Zvf0EEgP4WUcpJCEMmkGujpJ7NrlE/vZn8AyDAKhkE/2ndsw7/6671kSjCE6t2FsuttPl8Qr0E5mv+dBJLpxlWKgchnSClIYi1K/+17sM67cd2WlwE75hk1C+FH9hjswNt8D0sA9/grUnHMnJ/BUn58+EQLR9ixycCc6EEFsvxunai66ak8ZvRjajWx9CoSBN+1URGaArAvJpmeJkqIoGMATCbzckJ9rXnQVavqZ4GbRsSpk25OYG37nj8OKYL/uR6i6U8fG5Z68RwIWAIiXQfEMAsPPAy7IINoIEwlkiMo1eRVIAIEgSJJytZVQpWR4+j/RQxv95gPGNIa7hhkcbPa92g2DjRs3jn3OPnn6vXyoR5eP6ulfDIyPrufNm0dhYeER7+twovpRTJarV0px0003cf/99/Ptb3/7iMfzSsIrjrSPBJ7n0draSltbG9XV1VRXV1NWVnbEhH2wFI02TFS4AKUU+rL/JvibT/m+Hxr/FV3l/NdiKf0cM/j/9xzf/S6TIJvNsmvXLlKpFA0NDZSWliJ6mjAe/T14Nt7iCyf1+wCQkQ9h3fl1dECg3Rw6VkhgyeuIRqOTEn3BzkeoGx4i6wYIZBIUeVnwbBwritnTSK7cpKe7ewJhBLs2Yjx8I7nOHRjZIQrnnEEgHPMfTtlBcPNGV6PnrGsz1oNfh+wwRMtxzvus78S39s/ogmrQCvOpX+IKicg3NFBTlqFLGxDD7VgPfsm3XHVzyKGdqJpF6KKpYKewVn0f+w0/8CdC+3dirvwaQis/T7ztXnaFF1DTvZ4yEggjgEgOIVK7MVofAiuMN/dNeNPO8p30tIeafjZO2TzI9KEjFRCr2vckKw9j19+QPWv8NI2ZBTGa07XR8VlgSD93rZ084QvQAiE8whYEi8ug+EwymQxtW7cSCAQ49dRT93nrmyxPP/rgTqfT+ywfxd7Ngg9E+gdLv2QyGTZv3kw8Hj/i6PposfcYe3t7+fCHP0xtbS1r1659QUyiXgl4xZH24UTaruvS0tJCR0cHtbW1nHTSSZimyfbt2496DJNhb521EAK94mJsw8J88m9oK4QYacfY9IjvbeGOs48cbdjqZGkpX0jLunU0NDSMmTmJniYCv3i/b1AlJMZzd+G843uohmX7jEMtOBvHCGBsuB8dCOOd9GYKK2dQqPWkHVxkZASr9T7ixaUwlEMMhUB5mMpFhYvA9I3mx7qID7QyfdU3cYwgIlhKyXAr7vbH6a9dSjAzgFs8lcGeQaxAyp9IVDkK/3kd2rAQhXWQHsC690uo0gbfxMkM+umO7AjWPz+DLqwFI4ix8W84Z38WufNBf3KveCrkRqB7fT56lRCMQ6ob2fEsqmYpxvZ7QJp4kXJGhofx+ndTPv8EorEwZHL585xFpobQbhpVPAtz9fcw1/0cHSoCJ4EunAaRCtw5V05O2IC58ScYjbehrThGaic4A+hAEUI7aK3AHQFZijZiCC+Xf2gLX9JnFaGK5u2ZaOzqYvbs2ft1WTxSP+rRZsF7v4kl8s04JusMP/pZo8RumuZYO7Fp06ZRXFw89mB4uXTRWmseeeQRPvOZz3Dddddx2WWXvezqlZcSxxxpH+zkH8qX4zjO2M1QW1vLySefPOECO9rJzL23n4ysJ0j3ll2AvewCAIxHfoPctcbvNjJK1FYYLU20a9M9/VTE8otZUVU1YR/Gmjt8wi70i2lIDWI89rtJSRshUPNOR807HbTGePw3mL+72vc6WXIJ7jkfneAHomacjJqyGNm2HjJDYJioGadAOI60swTDcRoaGlBK0dbWRnpnE9FwiEDVDIQAXRzH2v0spk6Tm7KI9NJ3oIFUKsXQ0BBG306MoX6ywRJI9AAQyrSTTdpEMt24sRrifWsx0/2Afx7duhWYbhr5/J8RpoW28vlKM+S/leQSvsqlZz1ycAfmk98FIRHJVlR6gIwsxKg4gaKyClQkgI5WoiuOQ3Y9i8h0grTACCKHGkHl0OEFIARyaAeM7EZVLcF6/As4p38dXbZwz7nNDWBu+hHm1l+hQzUQqEVnA8icQkfLIdPlR/n2CG7DW1HTziOw+l2IXB8oG1WwDPvEnzGckWzd+syLOtFoGAaGYRxWrndUBTLaCb6pqYlAIEBNTQ3ZbJbdu3fv43sDHFLqZr96+sNALpfjy1/+Mhs2bOCee+6hrm4/0tT/wzjmSPtgOBDhOo5Dc3MzPT09TJkyhZNOOmnSaOCFUKCMz6ntj6wng3f62xHdjZiP/9mffIyX42bTvnH74gsoeOc3KApMomBxx0nNwP89m/DNmaz9K17kxvswH/0lOl4OQmKuuQ0dK8M75Z17VjIDOG/8CrL5WcgMY679G6K/GdwsSBP7gk+NFRtVVFQw5/hlBDvuZVRgLKSJnnEK6h2/xhKCfayLaksIbIlTECv0PchTfciBNtxoECPZjB7ZAUqgrIjvMZ0aJNe1jbQMovvaGC6eS8HgDuxIJQaKiFmKyLmI1rWERraTqVwMVhHB9pU4ro2QQeJiGPqfQsenomPleDNeh7HtDkS6F40AbSOcEbRyQUh0II5ItoEZ9ntPBgrAtTG2/xnljKAKGyBQSHDluxHJFoSbQqR2or20b9aUbkMLE104G5HpwZ31TtxF14IQZM99BpFpRwfLcUSUnTt3kk7vZOHChUSj+3qCv5yQUhIIBOjt7aWtrY25c+dSXHxg2wCt9T5pm9FWYuMbBdu2vV89/f5IPxAIYBgGUkq2bdvGhz70IS677DK+853v/NtUQO4NcRDyOnpB9GFitOXV/jAwMEB3d/eEbhO2bdPc3Exvby9Tp06ltrb2gJFLY2Mj0WiUqqrJX30PhqamJizLorLSj3oPhaz3hpdJ0t7eTnvvALVVldTV1iInI+s8RMt6AjddM1bWLnt3okMxCMdwzr4G74z3Tbqd9ffrkVsf8Z3yALIj6PIZOO/48f4H59rIXU+BnWY4WsvWviyxWIyGhgZfEqk8rHu/hmh+xs/VCol7wedQ0/Zf2CM3/gPzqV8ihER0b0EV1UDlXN8lcOdDqMI6KJ6G7HgeXBsVLkJme/x8d7gEbQbA8xCDW1ChIuyyhaTKjifadC+ZSDVesoeCkU0IIUjGGghlugg53WTCdSgrgpRguUNY2T6/ClIrf+zaAyOA13ABcngHIt0NVgxVewqy+0kQNjpS6R/j3LdjbfuJnwZJdyHSPYBCxRaCofJNCsCbfiXu/GsmPGS11vT09LBr1y6mTZtGdXX1MflKn8lk2LJlC9FolJkzZ75oxLi/PP1k6Zzvfe97PP/88wwMDFBfX8+0adOYNWsW3/nOd16UsR0BXtIv8hUdaedyOZqbm+nv72fq1KmcfPLJh/SaeTQuf0opwuEwjY2N7N69G9h3Zn98tDD6+2jEMKoNb21tpbq6mhUrVhzSjaGnLsJ5x/cxHvsdcvtjaO35jW1zSax7bkBXz0XNPnWf7VRhBdK1Eck+Px/s2KjpB7GXNAMkak9g586d6GGPefPmTZSeSQPndZ9Btq6FbAJdPhNdMuWAu1QLL8apXYxI9mI+dD2E8w8RK4SOliOUhw4VoaoWIjs3IN0EqnQWlM/y0yD920Fn0LUnIMwQoWQngWFJThrk0gkKYgUE00CohKLaWYiOAUQConoEnRtAeBmcotnkYjWEetagjDBaWuSCZb53SufzgCDoOGTMKLJ9LRG3i1y0Hu0ZSK0wNvwMT9oI1esrgcJlCCeBO+ONeHPfAcHJI9JMJsPW/ETjCSeccFjy0pcKWmva29tpa2tjzpw5B42ujxaHmqcfGBgA4Mwzz+TGG29ESkl/fz+pVOpFHd+xjFckabuuy5YtWxgcHKS+vp5Zs2YdVk7wSFz+lFJjKZGysjLKy8vH/rb3hI9t29i2PfZqOLo8m81i2zaWZRGJREgkEuzYsWMCse/9ijj+uFTDMlTDMkKfnIXwnLF2Z2K4E7lt1aSk7S27EvPxXyM7tvrjlRI51Or7mRj7fv3OUDe7G7cz4FrMnLX/yTGkgZo2ST79QOexeAq6eApq6onIpiegsNbvlB6vwqtdjNG1ES0MnNd9GWPjrXt6OQrhVxoKb6zVmB0swW7bTP/C9zGl6z6EcNEF9WBZiJE23wdEmGBYCDuFUA6mtjGiNYhADBEqhqqlhLSD0bMSHSkHYaAKTyFYdRb0r0O27STsbAdb4BpluCKCNHuRKpk/IOgOn8HmzAqM9Tv3eVCbpsnQ0BDDw8NMnz6d8vLyY7IAJJvNsnnzZiKRyMumDJkMjz76KNdeey2f+9zneNOb3jT2ZvLvohLZH469K+gAyGQyNDU1MTAwwPz588dKo18s7E3WQoh9Hg5CCEzTxDTNCaZS4/fR09NDc3MzlZWV1NfXY1nWPq+Co/Kt8f8fP6sfTXRQNNiIiBTSkB5B5FtVgUBojZPox3WcfXW6gQgIUFWzx9QWons7on0DeuqSsdU81yV1x5eJbPw7s0MhjNoFOMfd8GKcVtxTPoSVSyI716OliXPqf6LmXYDr+fllpIRUF+a2f6JjVeBm/O4zwsBzHZKpFMJOEi2to+qsD+DYV4GdhHApsvt5SPcSeOCjezrZCxPIIvJl+zpU6L/P5oYRIxvR0kJHq0GDHNmJnPUmzOanEDIHCBBgqS7MWAMQRHgC8ABJeXiQk046aZ8H9/DwME1NTYTDYUpKSujr66Ozs3O/krzJHtgvtvZaaz321ncg9cpLDdu2+epXv8qaNWu46667mDp16sE3+jfCK4K00+k0u3btIpFIUFVVhWEYVFdXH/H+DqqzPgSyPhhGGybs2rWLeDzO8ccfP2EWfzSNcigTUXL7KgJ3XY/2HLTO59A9B6GyaARaBmiJ1NO3fv0EUjBNk6C2OS6bw4uUIgwDqRSGp0gPD0Amg2VZ9PT0MPL035i39R6symkIYUDXVsyHvot78ZcP67j3gfIQXesRro2qmAuhQggV4lzwFbDT/tvCaMQ/LvL3VnzAlzY2P44OFeKc9t8knr+NYNODRCNRrGgY+7Wfz5/MmP8DqJrloDXquZ8gh5rBHgYMf4JRK0SyG1VQh6o9GS1DmF43GEEYfQhqF3P9l5Cppvyi/HUiNCpWhUwMokfTINpD2IP+0PNKDcMw6OjoIJVKsXTp0gN+v57nTcjfjv6eyWT2yeuOYpToJ0vB7R3lH4jos9ksW7ZsIRQKsWzZsmPmDWDnzp188IMf5MILL+SBBx44ZsZ1LOGYPiOpVGpCgcmCBQtIJpMkEomj2u+BXP6OlqwBBgcHaWxsJBQKcdxxx00agR8OrL9dh5YmhAt8g6L0AMLzzfEFIEzJ9PnHMW22PxEod63GvPtrkB4iN+M16PrlBNqeQ1kxsFPYgTgtbpzhDRtIJpNIKWkYacVxPTLJFIaXJZTqQKy+maFgJblFl2Ptlavf+7zI3U9jrvwuIpfAm30O7qkf9sd+z7XI9uf86DkQxz7vSxApRRfU+G8B+4MZxDv5P/FO/k96e3tpbGykasH7qV9+Fdgj5IobIFY5+bZC4J7031iPfwWUn8byqpbizb4Ec/0PkYObEbv/4XfiKT8eo28tZNoQzgBIF+GNyzkL8qZOClW2DJneCcoGYSK8LF6tL+Xce6Jxzpw5B42ODcMgHA4f8vUxen1ORvQHK7IZ/91lMhmGh4epra2ltLQU27bRWr+o1ZQHg1KKP/zhD/zkJz/hpz/96YQu6K9iIo5J0k4mk+zatYtMJkNDQwNlZWUTzGNeaGvW8fK9oyHr8WZOc+fOfcF8I0RqEJ3vPo4QfrGGFfR13oaJDsaRmx9CzT4N0buLwB8/4rv3mUFCm+7BW3AeLL0Mq2Utuvh4kqd+iFRvhlDIHHuoyI0ZrO5HUSEDo6vRV3AEYpSu+Tl9uSQ9sy+dNG0jpaQg08mc1V/GNYIIM4D5zM1kkwl05TyslqdR8WqEkMiejQRvvgxdUo+OV2O//vsQ37+CJ5VKsX37dizL8hsS5N9UDqW0Sk09HTv2I+TAdnSwAFV7MrLzCeTQVj9SFgLtZpAD28CUiHS/nzuXgHL8lIrOe11rFx0sxV30GXT5cqznvwBuEq/6bOwTvvWSTTQKIY6I6EdTN6NBkJSSuro6PM+jo6Nj7Hsd607ERKKfLGUz+vsLQfRDQ0N89KMfJRQKsXLlyqMqj/93wDFH2i0tLbS3tzNjxgxKSkr2uSBeSGvWF4qsk8kkjY2NKKWYOXMmBQUFB9/oMODNOQ1j04PoSJGv11aeH+1JCxwb4fSNycvk7uf80vhIkb9xpARj+2PkPvM42WyWxsZGMt0pZs2aNeHmUPPOxdv5GOb6OxCejQ5EEZWzMNFUtT5M8cX/M/nYPA+x5vcEDIEbLUJrhSsEgZ0P0+8ZBHI2NgmM3DCxVB9KBEg4FoGuRjJ3fIqukz+3DzlIKWlra2NkZITZs2dTVFR0ZCdOKIytP0EmW1Cli/Bqz8kvz19TRgiRG4BICB2fBtJApBsBBWYUvCxoB1V8PPbpN4MVxZt6Kd7US/1zdogVjS8nRom+t7eX5uZmZs+eTWlp6QG3mWxyfe+y+dHl44l+f/4oe/8+vsDm8ccf55Of/CTXXnstV1111TEpgzzWcMyRdm1tLbW1tfv9+wsVaSvlG+ePkvWRaK1HzZxs22bGjBlHTi4HgXPF9b650rZH0aE4OhRH5JJ7KioRqFHr1FFfaz/5DZ6NDvoFHX19fTQ0NFBeXr7vsRom7iVfheIazMd/ii6q81MadgbM/asJDMPAiBYhDYOAZfn+KSPtoD2CqhMZDBCORxEiiUyBKCinoKAQ7QQJZDvIFBaOFWIkEgmGh4dJJBJjE3Bbt26dIA+bLPobnR8wTRMpJXL3w5gbfo7R/S+0EYRgIbLrKUSixR+0m/UtVO1BVPlShNuNSLWCCKCtUoTTh9YeBIpQNedgn/KzfUyshoeH2bZtG6WlpS+ZdeqRIJfLsWXLFgKBAMuWLTukUviDTa5PhlGi31/qZu8c/TXXXOP7nA8Ocsopp7Bq1Sq01rz97W8/2kP+P49jjrRN05zw9N4bR0Pao9tZlsX27dtpa2vbR1u99++jxDCe5PY2c5rsjeAFRSiO884bcQD+f3vnHtX0ff//5ycJCSBBCBJBrXKL3BTxgh5ddVovda6jilvbXaqdW2tt1zr72zxzbVd7psy19nxt1Z2vs86y7Te19kf1q19ru05tO9yprau0XgMoGBAI4aYJ5P7+/ZF+PktCCBdz+8DrcU5O4JPA5wWf5JnX+/V+XZxORP9mCpzKJFcpPAdXY6Z4V+zWmT0fzpSJkDRdc1WqORkuT3kIIxSKvsWF42Cf8Qikl46BMxnAJDJwTjts33zWr3kOzUJIv/gbuNbrkNy56eoTkjAO0roKsJhEcF1tgLXbNdEmcQIkHAfYjHCmThFSJzs7O6HVahEfH4/CwkIPcXE6nbDb7T0ya3xl24zs+Deya9+Ak7MhmnWDs5nALB2uqke7GW2TNyNB+9+QWA2wJ0+Fbe52SI21kH/0E8BmBDgFHInT4Mx8BCxuAhxj7/cQbJvNhpqaGphMJuTn50dcRSMPP4WptrYWGo0Go0aNCur53IW+L2pra5GcnIz77rsPzz77LG7fvg2DwTBsWqveLRFXEelwOPyKttlsxqVLlzB9up+xWl7wfyPvWQP/EX9eDLzf/O7H+E0dvlzX4XBg5MiRiI+P9ynycrk8qJ6X7IMdkH20F4yTgHM6wRLHwvJMORDtiqEzSxdM/3oHBt11SDWzkDpj8cB24W83QXb+ANDdAadmAZya+X3/jMUI2edvQXb2dVcPDvkIV1FMdxssJXvA4lIgqzwA6ZVjrtmNscmwFb8OS/QoVFVVwWw2Izs727UPwBiklw+62qNKpLBPfQIOjWtUl+T6e4j6Yg/A7LBPWg1H9nc9RDXqH89C0vgvMIkM0juXXBWP3NelilIHbNEpuBM/FbVjnoIJ8cJrLdrahETrNXByJbqSvgGZYoTH9ZTJZLh9+zZ0Oh3S0tIitqIRcKXMXblyBTKZDBMnThx0N8tAwxjDoUOH8Prrr2PXrl2YO3duuE0KFCF9IYhOtC0WCy5evNgv0e5NrAf6ZrPZbKirqxPK5BMSEnzmWbuLPN+PRCKR9OrBux8bUCMdxiA9/y4kVZ+AJYyFfd4aYIQrntrZ2YmqqirExMQgMzMzpN4L13IVioM/cnXL+zo0I2m/ChabCHASOHJXwD7jScBuhkM5FvW6Wtxq6UB6RibUarXw90uvHUHUxy+CyWIAMHB2C6yLdwBSGeTvr3OV8gOA0wbbN38Hh+ZBwYaoj34Jyc1TgCIRkvbPXJuJHP6zpoxSgskUYIn5sCz9X0Hwvcuq3a9rd3c3WlpawHEc5HJ5rx3xfIVv+PtQCTw/4zQrK0tYxUQCt2/fxnPPPQfGGP7whz8EveIyxFAZuz/625qVj7HdjVjb7XbodDo0NTVh/PjxmDVr1oA9aF/Vkr6W9u79VvyJvHA/fQW4GSXCz3R3d6OqqgoOhwPZ2dlQKpWehnS1Q35sEyQ3PwOLHwPrd0rBxvjuxw2nE9ILByGpPw+mSod95o9dnnMfsCQNnGMKwTV8DnBRkHTdAuMAKEYCHIP0SjmcqVPROiITsf9vATKtekyMjoM15b/g5BYJv0eqPQImjRKqH5nDBmn1cbgGRzAg6utUQasR0quHPUTbnrcKct1H4MytAOSu1Gv5CHD4uopRIgMk0ZC0XwHMBiDGJWy+yqr5jcbOzk5MmjSpx0Zjb2Ebvruh+4e4e7aN3+s6yKwMq9WKq1evQiKR9Dt2HSo+/fRTbNiwAT//+c+xevXqoH2A6XQ6rFq1Ck1NTZBIJHjiiSewfv16tLW14eGHH0ZtbS3S0tLw9ttvi/pDQ3SettVqRWVlJYqKinw+PpjOe75sqK+vF/pwjxs3LmQbTXwIxpcH733v/nyHw4GEhAQolUqfnrzywGpI679wCZ7dDERFw/zUB4BS3cOGqPdegLTyMFyKBzhT8mFd9bbHUINesZkh/eIvkLRWQ3LjfXBg/xHfrg40Jc+D0vQlRthawSmUrjJ2OGF5+CTYSFflW9T7z0Ci+wiIdr2xuK422LOXg4MDUm25cByWTjjH3Qvr0j96mMC1XoG06l1wpluQNvwDYGZwDgMAqWuoAQDOaUX39y4CUb7TMt03GtPT0wN2/Xv7EPe+987K8Cf0HR0d0Ol00Gg0EeVd2+12bN++HadOncL+/fuh0WiCer7GxkY0NjZi2rRpuHPnDqZPn44jR47grbfegkqlwq9+9Sts27YN7e3t+P3vfx/IU5On7Q+JROLT0w6EWLs3c0pJSel3M6dAwi/B+8r15b3AW7duIT09HSqVysPr47MxbDYb7KYOTL3+KSyyWMBqAwcpJN1G6M7+D7rT53kIgIJZkXzhEJhCCY6TAGCQtFyDpOELOMf30WgKAKKi4Zj5OBwA5Mdug6s9AyaLgdViAWezIGZMNuKunAaiv06LlCkAWze41suCaDsT0yG7VAZ01gCc1LUhOGUNwByQ3jgJmNtc7oRMAdvUdT1MYEm5sCe5ukDa265C2vARpDVl4Ez1gN0ESOSw5TzuU7CDvdE40B7X7mEbd2E3m83o6OhAS0sLGGNQKBSoqalBTU1Nj7BNbxk3wQzb6HQ6rF27FnPmzMGpU6dC0iSLn0oFAEqlErm5uWhoaMDRo0dx5swZAMDq1asxf/78QIt2SBGdaHsTCLHmd9rr6uowatSoiFteuuOeFZCSkoJZs2b1/cHisEH+QTTkUXJAInMt1a0OJI+dANPXFXF8vwynsRWJNjvszCIssyQOK6ouX4S5M6ZXMfAlAtZvvghJ40U47zRBJpWCS78X0XPWAdr9Lg9b6qo0BHO62p8CkF76K+T/fMktndEBWNoB5gBLzIJl+TuQat8FmB2OrGKwpFz4g6lyYFflwJ6/BtKat8EZ68CSCuG451s9/q8DrWgMBe5hG/dGSXq9Ho2NjcjOzoZa7blach9k4C703g3M3MM2/srjvTtV+vu/MMZQXl6OV199Fa+//joWLFgQnH9MH9TW1uKLL77ArFmz0NzcLIh5amoq9Hp9WGwKFKITbT7rI1Bi3dLSghs3biAxMRHTpk2LyLaZPG1tbaiurkZ8fPzAKu+kUbAt/AWi/rEdcNrASWRwTpiF6Lz7EC3xEnyWCenVbyKq9qxLVO1WsMRUTPjGctgkCo9wDT+CzJcIAK5Mn+jclzFW1gF5TBycyXmQ3+nGiNkvY2TF8+CcdoAxOHJWgo0uBJgTUR+94BJsvh8WAzi7EZKGf8GRmAWWkAH7zP8z8H+eJAoOzQ99PiSG1qk8VqsV165dA4BebZVIJFAoFK7e5/3EX451b2Ebd3E/ceIETCYTPvvsM1itVuzcuRNZWVlCHUQoMRqNWLlyJXbs2BHwQrdIQHSiDbjEQKfTISoqCgqFQvD0+hvK6KuZU6RhNBpRXV0NjuMGvWR3zP4pmDoHkltfgSnVcEwu9hg5JsBxsJbshuz0K5DqzsOpSoN90fOQK1WQA32e22q1orq6GiaTCXl5eVAoFJ7eXlcbmiQ54CZvh+J2DcyykbijyAZ37hxiOTOmW7sgBTx2UxgAi0MK5quL4V0ghopGd/R6PWpqapCRkSEM4AgUgymPdw/HxcTE4OTJk0hJSUF6ejrKysrQ3t6O8vLygNrZFzabDStXrsQPf/hDlJS4NupHjx6NxsZGpKamorGxscfKRGyIZiPS3bPW6/WwWCweG3VWq9XD6/ZeuvPfWywWNDQ0ICYmBllZWRHdm9diseD69eswGo3QaDRBq7gMBIwx1NfXo76+HmlpaUjxmnHZF06nEzaLGcqy6ZB2uSoqecwxE/DlrH2wsKhePb3eiqT4KklvgrXRGAxsNhuuXbsGp9OJnJyciFoJOBwO7NixAydOnMD+/fuRk5MTNlsYY1i9ejVUKhV27NghHP/lL3+JpKQkYSOyra0Nr7zySiBPTXna7m/MwYRB3Duh8YJ+584d6PV6MMYQExMjpATyv9OXwHt/f7dDSfuLw+FAXV0d9Ho90tPTPXKYI5H29nZUVVVBpVIhLS3trtppSm5+DPl7T7h6XTuscIz9BqzL/y8g90xh7KswyldzK6lUCplMhu7ubjgcDqSkpCAuLs5n3DZSaGlpQXV1dVC867uloaEBa9euxfTp07Fly5YBhWOCwT//+U/MnTsXkydPFj6ES0tLMWvWLDz00EO4efMmxo8fj8OHDwd6VTW8RZvfRAlEzBrwbOaUmZnpM8bFn9Pda/eVbtebyPcm+AMVeb4p/c2bN0OeajgYzGYztFotnE4nJk6cGLhVi6kZkvZqsFg1mCowaWL8Bu7169eRkpKC+Ph4j/it+3V2f8358+SDOaSA964dDte4t0jyrhljOHbsGEpLS/Haa69h0aJFQXMq1qxZg+PHj0OtVuPixYsAgM2bN2Pv3r1CemNpaSmWLVsWlPP3k+Et2rdv3/ZowzpYseYHJ1gsloA3c3IXeX9i70vke3vzG41G3LhxA0lJScJ0m0jFfSWQlZUV9L4Wd4v7RqNGo+m3APq6zr5Evq+Qjfc199WP3B2DwYCqqiqkp6dj9OjREbXKMplM2LRpE1paWvDmm28GPS/8448/RlxcHFatWuUh2nFxcfjFL34R1HMPgOGdp/3qq6/i+PHjwq7zyJEjhZmMycnJSEpKQnJyssexhIQEQdzr6upgNBphMpl6be96twx0d947BYu/mc1mGI1GtLe3C8Le2tqKtra2Hh3sfHnzoW5az2fbXL9+XRhKHMkrgbvdaBzodfbenOOvMz90oLd+5O4b6R0dHWCMIS0tDTExMTCbzRETsrlw4QJ+9rOf4ac//SmefPLJkFz7efPmoba2NujnERMR52kLJ/46ra+9vR3Nzc3Q6/XQ6/VoaWkR7vkb/4bgO4UtXboUEomkh7iPGjUKarUaSqVy0B58oOju7kZNTQ0sFgs0Go1H2Ma9KtKfN+/t4fUWkw/EMt5oNEKr1UKhUCArKyvs8cu+EMtGI59qZzAYUFtbi1GjRiEmJqZH6p2/VVugr7UvG3fv3o3y8nLs378f+fn5Afm9/aW2thYPPPCAh6f91ltvIT4+HjNmzMBrr70W7rL04R0eGSw/+clPsGDBAixatAgGgwEtLS1obm72KfL8uDKJRAKVStXDe3e/V6vVGDFiRMBE3mazoba2Fm1tbcjMzERSUtJd/15/Iu/+tS+R9yf2fJvc69evCwMJIn2qiHtFY05OTsS2TuWx2+3QarWwWq3Izc3t88Owt8IZ7xCO+7ix3srgvY/5+mBramrCk08+iby8PGzbti0sqbHeot3c3CxMs3rxxRfR2NiIP/3pTyG3yw0S7VDAZ48YDAbBi3f35vmbXq+HyWQC4HrxJyUl9Sny/IacuxjbbDY0NjaioaEB48ePx5gxY8Lm6ffW38TXst5qtUIulyM2NrbPDJtwzhj0rmiM5NapPK2trdBqtYNKkewv3mXw/jJteC2wWCwoLS2FQqHAl19+ieLiYsydOxcZGRlhaafqLdr9fSyEDO+Ydqjgm7anpKQgJaX3OYU8vND5Evnz5897CH1XVxcAlzerUqnQ3d0NnU6Hp556CiNHjkRnZyeampqgVqsxatQowXsJlcj01d+EH0gwevRopKenCx63t7ibTCa0t7f79O76E5MPVO8LMVU0Av/xri0WC6ZOnRpU77W3Mnh/8KuqpqYmvPHGG3A4HGhpacGVK1ciogc2XygDAO+++y4mTZoUZotCy7D1tIMNYwwWiwWPP/44uru7UVJSArvd7hGX58M4ZrMZACCXyz28dv7Gizt/L5fLgyLwFosF1dXVsFgsyM7OHnRoobccal+eHg+/hPdXKOMt8mKraARcrQi0Wi3Gjx8fkauBixcvYt26dVi1ahWeeeaZsO8FfP/738eZM2dgMBgwevRovPzyyzhz5gwuXLgAjuOQlpaGPXv2CCIeJig8MpTgwwt9wRiD2Wz2CNH4iskbDAZYrVYAQHR0dJ8in5SU1KdH6y5+vc6QDCK9ZV34Ent3zGYzYmJikJSUJLQz8Cfy4cRutwsTenJzcyOubYLT6cSePXtw4MAB7Nu3D1OmTAm3SWKCRJvwD3/Nurq6+hT51tZWQexiY2MFkefj8nwc+Omnn8b48eORnJwc1th0X9hsNlRXV8NoNAqhG38bsDz8pPC+ql6D8Xfz3vU999wT1r2M3tDr9XjqqaeQnp6O7du397v/yGDxVTAj8kEFJNpEYOGvsdFoFES+vr4eW7duBcdxmD17Njo7OwWR59PL4uLievXi+eMqlSok5f13s9HoPincn8B7l7z3VfHaV5GMw+FAVVUVurq6kJeXF3HeNWMMH374IV544QVs3boV3/nOd0LygeKrYGbjxo3BHlQQTEi0idDw1VdfYfLkniPH+Bz5O3fuCDnyvOfOe/P8ra2tTSj7jo+P98imSUpKEkI0fK58YmIiJBLJgMRhsBWNg8Vd5Ptqb+At8ryg2+12tLS0QK1WIzU1FQqFok+RDyVmsxkvvfQStFot9u/fjzFjxoT0/N5ZH9nZ2Thz5ozQiW/+/PlCC1oRQKJNiAte5Ds7Oz1E3rsgymAwoKOjA06nExzHISEhQRB2d2+eF/7ExES88847mDp1KrKzsyN2o5EXeZvNBrPZjLq6OnR1dSE5ORmMsX6JfG9fB0PkL1++jHXr1uHhhx/Ghg0bwlJt6S3aCQkJ6OjoEB5PTExEe3t7yO0aJCTaxNCmt2pXd4HXarU4f/48Jk6cKBQFJSYm9pkjH85q146ODly9elVo9uXPhv6Ea9xzp93L3f2FbPyJvNPpxL59+/DnP/8Ze/fuxbRp0wL+P+gvJNqDZ9jmaRPhgxdVvlApLy+vx3P27NmD3bt3IycnR+j42Nra2iNH/tKlSx6FUHy1q1QqDVm1q8PhEDZHp0yZ0q+NvIEOHXAXeV7ULRYLjEajx3E+VOUu8n/9618hkUhQUVEBlUqFnTt3Qq1Ww+l0Rky4ZqgNKggm5GkTQ46BVLt2dXWBMSZUu3qHaLz713hXu+p0OjQ0NPTLuw4l7iL/5ptv4v3330dmZiZSUlKE+oC33347bJuj3p52CAYVBBMKjxBEKOHjzq2trcJGq3v6JC/+BoNBqHaVSqXo7u5GbGwsFi9eDKVS6RGfD1e1qzsWiwW//e1vUVlZibKyMowbNy7kNvjCV8HM8uXLgz2oIJiQaBNEJMMYw6pVq6DRaLB06VK0tbX1WgjVn2pX9y6Ugap2vXbtGtatW4cHH3wQGzdujIjWrkMYEm1/HD58GJs3b8aVK1dw7tw5zJgxQ3jsd7/7Hfbt2wepVIo33ngD999/fxgtJYYyA4kHM8bQ3d3tIer9qXb1Fnhe3N17y/sq7ec3Gvfs2YOZM2cG5e/3R1paGpRKpTDe7fPPPw+5DSGGNiL9MWnSJJSXl2Pt2rUexy9fvoyDBw/i0qVLuHXrFhYtWgStVkseBhEUBrKBx3EcYmNjMWHCBEyYMMHvc3knymQyvcBwigAAB49JREFU9UidbG5uxsWLF/1Wu167dg1z5szBJ598gri4uMH/gXfJ6dOnI36ikVgRnWjn5ub6PH706FE88sgjUCgUSE9PR1ZWFs6dO4fZs2eH2EKCGDy81xwXF4e4uDhkZGT4fb57tWtzczMqKytRUlISMRuioeLw4cP40Y9+BK1WK3wwrl+/HsePH8fZs2cjbijy3RAZ+T4BoKGhAffcc4/w/bhx49DQ0BAWWzZv3oyxY8eisLAQhYWFOHHiRFjsIIY+fLqiUqlEVlYWVq5cGXbB5jgOS5YswfTp0/HHP/4xJOf87ne/i8mTJ2PLli0AgO3bt+PAgQM4efLkkBJsIEI97UWLFqGpqanH8a1bt+LBBx/0+TO+YvPhfPFu2LAhkgaPEkTIqKiowJgxY6DX67F48WLk5ORg3rx5QT0nx3EoLS3Ft7/9bWRmZmLr1q04deoUNBoNdDodHn30Uej1ekRFReGll15CSUlJUO0JJhEp2h9++OGAf2bcuHHQ6XTC9/X19SHvp0AQBIT3nVqtxooVK3Du3LmgizYALFmyBEVFRXjhhRdw7NgxFBUVAXB1eNyxYwcKCwuh1+sxffp0LF26tN9DISKNIRMeKS4uxsGDB2GxWHDjxg1UVVWFZeecZ9euXSgoKMCaNWsiohz35MmTyM7ORlZWFrZt2xZuc4ghislkEqpSTSYTPvjgg5BNljl16hQqKyvBGPMIiaSmpqKwsBCA64MkMTERBoMhJDYFBb4PRC+3iKO8vJyNHTuWyeVyplar2ZIlS4THtmzZwjIyMtjEiRPZiRMngmrHwoULWX5+fo/bkSNHWFNTE7Pb7czhcLBf//rX7Mc//nFQbekLu93OMjIyWE1NDbNYLKygoIBdunQprDYRQ5OamhpWUFDACgoKWF5eHtuyZUtIznvhwgU2cuRItm/fPlZSUuKhC+589tlnLCcnhzmdzkCevi8dDehNdKItNm7cuMHy8/PDasPZs2c9XsSlpaWstLQ0jBYRROCora1lY8aMYS+//DJjjLGvvvqKcRzHTp8+7fE8g8HAcnNzWUVFRaBNCKloD5nwSCTR2NgofB0Jg0cjKbOGEBeRHlZra2vD0qVL8cADD+A3v/kNAFctx/e+9z1s2rRJeJ7FYsGKFSuwadMmzJkzJ1zmBoSI3IgUOxs3buwxeDScsAjLrPFmGFbQiQKHw4Gnn34af//73zFu3DgUFRWhuLjYZ1fGcKFSqXDlypUexw8dOiR8zRjDY489hvvuuw+PPvpoKM0LCiTaQeAvf/lLuE3wQAyZNVRBF3mcO3cOWVlZQoHPI488gqNHj0aUaPeHiooKHDp0CAUFBThy5AgA13vU19QmMUCiPQwoKipCVVUVbty4gbFjx+LgwYP429/+Fm6ziAjHV1jt008/DaNFg+Pee+8V+owPBSimPQyQyWTYtWsX7r//fuTm5uKhhx5Cfn5+uM0SCEcFXV+sWbMGarXaYz+ira0NixcvhkajweLFiyMilTOYRHpYbbhCoj1MWLZsGbRaLWpqavD888+H2xwPKioq8O9//xvvvfcedu/ejY8//jjcJuGxxx7DyZMnPY5t27YNCxcuRFVVFRYuXBiRG3OBRAxhteEIiTYRdnxV0IWbefPm9WjCf/ToUaxevRoAsHr1aiE+OlRxD6tZrVYcPHgQxcXF4TZr2EOiTYSVcFbQDZTm5makpqYCcFXZ6fX6MFsUXCI9rDZcoY1IIqw0NzdjxYoVAAC73Y4f/OAHWLp0aZitIniWLVuGZcuWhdsMwg0SbSKsZGRkoLKyMtxm9AuaGE5EAhQeIYh+UlxcjLKyMgBAWVlZr22CCSKYiG5GJEGEgiE4MZwIHjTYlyAIQkSEVLQpPEIQBCEiSLSHMIcPH4ZCoUBdXZ1wbP369cjMzERzc3MYLSMIYrBQeGQIwxhDUVERpk6dir1792L79u145ZVXUFFRAY1GE27zCGKoENLwCKX8DWH8DTsFXNkQn3zyCRYuXIh33nknzNYSBNEfyNMeBsyZMwfnzp3DsWPH8K1vfUs4fvr0aRiNRpSVlZFoE8TgoY1IInD0NuwUABYsWAClUhkmywiCGAwk2kOYyspKlJSUYOfOnVi+fLnH+CWCIMQJxbSHKHV1dVi2bBmee+45rFmzBjNnzkRBQQHOnDmD+fPnh9s8giAGCXnaQ5D+DjslCEJ8kKc9BOnPsFOCIMQJZY8MYxYtWoTKykqYTCaoVCocPnwYs2fPDrdZBCE2qPcIQRCEiKCUP4IgCMI3JNoEQRAigkSbIAhCRJBoEwRBiAgSbYIgCBFBok0QBCEiSLQJgiBEBIk2QRCEiCDRJgiCEBEk2gRBECKCRJsgCEJEkGgTBEGICBJtgiAIEUGiTRAEISJItAmCIEQEiTZBEISIINEmCIIQESTaBEEQIoJEmyAIQkSQaBMEQYgIEm2CIAgRQaJNEAQhIki0CYIgRASJNkEQhIgg0SYIghARJNoEQRAigkSbIAhCRJBoEwRBiAhZH49zIbGCIAiC6BfkaRMEQYgIEm2CIAgRQaJNEAQhIki0CYIgRASJNkEQhIgg0SYIghAR/x8uhNPZvWeluAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–4\n", "\n", @@ -303,7 +342,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves plots for Figure 8–5\n", "\n", @@ -330,7 +382,56 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves plots for Figure 8–6\n", " \n", @@ -402,7 +503,20 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–7\n", "\n", @@ -561,7 +675,19 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.67857588, 0.70073508, 0.22023881],\n", + " [ 0.72817329, -0.6811147 , -0.07646185]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pca.components_" ] @@ -591,7 +717,18 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.7578477 , 0.15186921])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pca.explained_variance_ratio_" ] @@ -614,7 +751,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.09028309326742046" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1 - pca.explained_variance_ratio_.sum() # extra code" ] @@ -648,7 +796,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "154" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d" ] @@ -667,7 +826,18 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "154" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pca.n_components_" ] @@ -676,7 +846,18 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9501960192613035" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pca.explained_variance_ratio_.sum() # extra code" ] @@ -692,7 +873,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(6, 4))\n", "plt.plot(cumsum, linewidth=3)\n", @@ -713,7 +907,33 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "RandomizedSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('pca', PCA(random_state=42)),\n", + " ('randomforestclassifier',\n", + " RandomForestClassifier(random_state=42))]),\n", + " param_distributions={'pca__n_components': array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,\n", + " 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43,\n", + " 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n", + " 6...\n", + " 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426,\n", + " 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439,\n", + " 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452,\n", + " 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465,\n", + " 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478,\n", + " 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491,\n", + " 492, 493, 494, 495, 496, 497, 498, 499])},\n", + " random_state=42)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import RandomizedSearchCV\n", @@ -734,7 +954,15 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'randomforestclassifier__n_estimators': 465, 'pca__n_components': 23}\n" + ] + } + ], "source": [ "print(rnd_search.best_params_)" ] @@ -743,7 +971,25 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GridSearchCV(cv=3,\n", + " estimator=Pipeline(steps=[('pca', PCA(random_state=42)),\n", + " ('sgdclassifier', SGDClassifier())]),\n", + " param_grid={'pca__n_components': array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,\n", + " 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43,\n", + " 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n", + " 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n", + " 78, 79])})" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "from sklearn.model_selection import GridSearchCV\n", @@ -758,7 +1004,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'pca__n_components': 67}" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grid_search.best_params_" ] @@ -793,7 +1050,20 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–9\n", "\n", @@ -888,7 +1158,18 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "IncrementalPCA(batch_size=600, n_components=154)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_mmap = np.memmap(filename, dtype=\"float32\", mode=\"readonly\").reshape(-1, 784)\n", "batch_size = X_mmap.shape[0] // n_batches\n", @@ -914,7 +1195,18 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "7300" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.random_projection import johnson_lindenstrauss_min_dim\n", "\n", @@ -927,7 +1219,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "7300" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – show the equation computed by johnson_lindenstrauss_min_dim\n", "d = int(4 * np.log(m) / (ε ** 2 / 2 - ε ** 3 / 3))\n", @@ -981,7 +1284,22 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GaussianRandomProjection fit\n", + "4.05 s ± 327 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "SparseRandomProjection fit\n", + "3.85 s ± 647 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "GaussianRandomProjection transform\n", + "11.1 s ± 507 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", + "SparseRandomProjection transform\n", + "5.37 s ± 640 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + } + ], "source": [ "# extra code – performance comparison between Gaussian and Sparse RP\n", "\n", @@ -1025,7 +1343,20 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–10\n", "\n", @@ -1045,7 +1376,20 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows how well correlated z1 is to t: LLE worked fine\n", "plt.title(\"$z_1$ vs $t$\")\n", @@ -1097,7 +1441,20 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 8–11\n", "\n", @@ -1142,7 +1499,20 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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bShj9Sko5VwhxgxDiBq3MfOBXYDYqc8/7Usq9OVNMtZFSEv7mG/ynnUb5KacQ/vxzZCRS081ycHCoDRSMg3nnw+yTYN1giJTXdIv2OBxTgd0YuXEjZQcfDAUF4PcT/esvwiNGkPbFF3jOPLOmm+ewC5FS/gz8bNr3tunzi8CLu7JdewoyFCL61VdERowgOncukTVrwO8HIPD337i//JK0779HCCtzYwcHh72C1S/AqschqiXhKp4CG96FrpPBnVGzbduDcATX3ZjgU09Bfj6EQmpHNAplZQSuuw736acj3O6abaCDw26MjERg1CgiX31F5M8/kQUFUF6ORC1VSW2jtJTI2LFE//wTt2OT6eBQPQoWwqIPwL8FWp0Obc4A124kooTyYdWjEPXH9kXLoHwJbPoUmg2oubbtYexGT4WDmchPP8WEViNlZcilSxGdOu36Rjk47AHISIRov34wfjyytDQuRINRp1qxv7SU8OjRCYKrlJLIjBkEvv2W6MaNuPffH5GWRmTqVFz77EP6VVft3BtxcNhVbJgMf90NW2ZCZhPodj90uRasViHKN8G6P8FXB5qfBCtGwvirIBoCGYZlI6DhIdD3D3D7rK9Xugo2ToC0BtCsZ0zIjQSgfA2kNQFvdvw5kXIomg9pjSGzZdXvUUoomgr+VVDnMMhoGztWNAmED/DHnxMtg/zvHMF1B+IIrjsbKWHCOJg7G9rtAz37gKeKX3soBJ98AtnZ0LcvZKglB1G/PnL58sTyfj+hTz7Be8stuJo23QE34eCwByMlzJ8H4TAEgjBpEtHvv0eOG4eQkmgqdaSnI0tKKO/Zk+i8eYh998Xduzeht94iunp1RbEylLArAJGeTvkzzyCHD9859+XgsKvYNB2+OxnC2hJ50XKYcAeUb4HD7o8vO+N5+PdRcPkAAS4vyLJ4W9BwCWz5F5Z8Bp2vjj9fSvh3ICx6C4RH1eHJhJ5jYMMPMO9prVwY2l0Dh7yqPi8dDHPuA+GGaBAaHAtHjgBfvdTuMbgJ/u0J5csBF8ggNLkQ9v9A1empR2IUQlRZb5PUruGQEo7gujMpLoZ+PWDJIiV8+nzQoBH89jc0SVGgfPppJag++qiauQoBP/+M7NwZd/v2iJkzlXbIeE4kQviFFwi/+ippI0cSXrKEyLRpuLt2xXfFFbjq1t3x9+rgsDsybSr0Pxc2b4aAH6Qa06Iydc9VCURDIeQbbwBKKI2uX09k3LiKzzo+lPDqAtyajWx02TK29O1L4I8/wOsls39/cl95BVedOjvmHh0cdjZTHoGwyQkpXAb/PgOH3AXuNLVv/V8w/QmlFY0EYmXdFlrZcBksHZYouK4ZBYvfgYhBsxkugd97gCiFqKEdyz9StqXh7jDnXoiUxY7lT4Ap50P3P1K7x/8uhtIFIA2rnBtHQJ3DofXNUOdoJbxGSogTYF3p0PzG1K7hkBJOVIGdyZMPwPy5UFoCwQCUFMPaVXD7dYllZ82EC86GE4+Fwa9DURGMHQvPPKNmmCUlShAuKkL27Uuoc2f44QdckQguLGYgoRCytJSSvn3x33svoY8+wv/AAxTvsw+RxYt3/r07ONR2Cgvh1J6wZrUSWgGEttpHbOhJ+pLMzkZ6vbgjEaVFTeGyHiBqqF8GgwR++01pfMvLKfvsM7acfDLRSARZ7ngkO+wGbJmJpbZRSihZG/s8/51EAVcvZ4XXIv3pwiEQLjVXAIH8xLojZbBkCPg3xAutAqUxzc+DglnW1zYS2grbJsQLraDMAFa/qdXpggN+h7S24MoGdx1wZUD7lyHniMqv4ZAyjuC6sygrg+GfKIHVSDgMY36FYDC278lH4ZhD4KfvYMpEuPd2aJILPU9W9ZgIl5dXRBKA2GDpRv2gLm1fBJTDVmlpRZvk1q2UXX89gUmTKPvsM0KzZ+/Am3ZwqOWsWAGX9Ye5c9QkMWxhI45a+dPR+5SONGxpkQgZoRBpKG1qZRiF27gAWsaBOxgkNGMG69PSWJeVxYaOHfGPGZNC7Q4ONUTuPjYHosreVSdYhKWAG7XY7cmCfa9PLBsusbmWjfAbDSrbWR19gHQBIgJ/d4fiBTZ1akTKEoVWneDG2P+ZneDwpXDQONhvJBy1CZpZ3IPDduEIrjuD156Hzo2huMj6uJSxgWrtGnjuidgxYfprdXo4rARS4z7Dafrmtbl2eNw48nv2pODGG9l89NFs6dMHGQhYlXZw2HP4awLs2x6+HA6BAMydC2X2Gk2jgOpCTQx1oihBVZSXx/W5yjSuUjvX+L80fK7YIhEV1UBKIkuWkH/66QSnT6/K3To47DqOeEzZmRrxZML+18drTdufHz8rNCJ84M1RAqs7Hfa7CVr2SSzX9iJwZ1qc77bugOlNwFtH1a9LPMZy4RKYfbP9vQFIK8law2WasgoBOYdBvZOhbIEKkbXhfQgXJL+GQ8o4guuO5tsvYdCTUGZeytBwueDo7pCm2fy89bp9XZaSZyJW3UkfRO1+YFlWhiwpQZaVEfjzT4qeeMKmpIPDHsKF5yjjVR2bcQjUOGUULKPENKRuIM3iHGN/sxo/zfUAGHU4RsE3QQj2+yl6/HGiZWUqAcLGjWweOJCV++/PmpNOovTnuBC+Dg67lpY9oNfnkNNGCZDebOh6Bxz9PKz6HeYPhW0Lof0FmhBogfBCj8/gmMFw3gI48gXriAQdr4W6XZSAC8pBy50JBz+tCc+Gc9yZyjkrvSl4c7Xy5golbPnT3lwBVCQBPIYYeAbc2YnlZRQWXAyzT4AVD8LSO2BKKyicYH8Nh5RxnLN2NK89FxNaBfEPeWaWcrR67b3YvoApdIYRcwdzu5GaTWsqns76QGosKzEtUQL4/ZS9/z65Tz+dQq0xIkVFSL8fd6NGTuB1h5ohGISvv4Afvoa69eHK6+HIYxPLjfoONm+J36dLkvrSoWGfkPGa0KhWRNcV2T3tblT/0iMHGOsIAmGtjEfbZ7XOYSf0lowaRUmdOogGDQj7/UT9fnX/8+bhnzKF+k8+Sf277rJpmcP2IoToA7yG+gnfl1I+Zzp+JvAk6nEJA3dIKf/a5Q2tKTqcBe3PVHamnnQoXgWfdwL/VpTXYwQ6nEPiwKghIyp2a2W40+GUv2HV17DmJ8hoBh2vg9zOkNUEpl2vTAOEUCGy0hqoS/acDaNbWy/5u9OsheRoGGZdCJt/Uf/rVLwzvNDkvMTztoyA/FGxRAT6ufPOhqM2aNEQHKqLo3Hd0WzcEPvfuH7occO9D8PM5dDeYA907oXKqNsKfbQEaNUKtIQCbsNu45hrRlps+uCboDHato2Ciy/GP3KkZfpKKaXagkFCmzez/NRTmd+oEQtat2ZR586U/v23TStqM2uAp4DzgTuAmTXZGIeqEgxCvxPg3pth9E8w4jM4tze89XJ8uXXr4MqLE8/3oFSeYVRf08QNEYoJlx7UwkcasVl+simablturLIcKPN6CaelkQ5koMwMfECOTX1Gk4I4IhFCmzYRLSqKs5OXZWXk338/oTVrkrTOoboIIdzAYKAv0AXoL4ToYio2BugqpTwYuBp4f5c2sjYgBHgz1Zj2y7lQshpCxRAqUeGuln0HdfZNHPOEG9qcnvp13D5odzF0/xwOG6SE1mABzLgJCIJLgohCpAj+Ok2FxkpvCm0HgMs0+rnSoOVl1tdZ/TZs+ik+UgFoE94MSG8Gbe5JPG/DhxC1WHWVQSicDGVzoGQSRB0TvergCK7bSyQCf+fBDyNgaz4cfbwyB9DRPTuyMuGSq1UsViNHHQO9+8TP9oxrigJV36WXVixl6ParuvYn2Y+oD23mZUg3MQHYBYhQCP+wYRRcdhlbe/euEF5lMMiG3r1Z5vGwwOVifloai5s2pfS335DBIDIQILh4MStOOYXgypUpf201z0rgclSW1FXAJOBW1NjjsFvwwVsw8x8IlGkPsYTyMnj6Qdi2NVbuq2HxNuH6bM/oJRXUNn3OJgRhn4+oEHHmAsmEVokSWCMoebgYKNH+jwhBzo034k1LSzAHME8+paEO88qkfkzfMByXwSBLOnSg6Ntvk7TSoZocASyRUi6TUgaB4UBcXm0pZYmUFevNWSQ1RtmDkFH47z34tCt80B7+vBs2z4at8xLNAsKlylwnrWFsqd+TDRlN4JhXt68dS16PjwWrE/FDcJv6v8sLUP9YZULgzlF/6x0NB7xkXefSJ0FaCZcuaH0nHDUbfA0sjtv99BJWXALzj4KFfWBGI8h34jhXFUdw3R7mz4EuDeG8k+C6C9T/m1YrkwC3iPdeLCuGA5vB9f3BGOJGCPj6Bxg6HI48Bg45DPr2A6n9NB63GpD/mQKhUMLAWaHQNe3XB1q7pK96sxI0tmVlhMaOZcsBBxBasIDQ/PmU/v47gWg01hWjUUQ0GndeNBQif8iQVL61WsIQVERNo3Y5CDzK3jLe7HZ8/xWc1BX2bwyX9YOn71MCqXlWFo7A4JehYBv8OQa+/VxpNvROYjREtVmxEw/cj6+wEHd2Gm63mjva2oujnqIAsZw5CYuRwSCRb79VTmEW6P1UXxXxEG/mEyZmWmB8Os1rIzIYZO0llxDOz7dprUM1aQGsNnxeo+2LQwhxthBiAfATSuu6exEOgL8gub2nTjSsBNPfB0DenbBltko8MPNN+Lav/UqijMDFS5WgesBtcOzrcNFiyEr4OqvGuh/tGhqL+erJhGPHQPdJcMh70H0iHDcuJkQbCeZDcLN1lcINOQdCYFX8dyWjmolAAMuXi6cUQquVNjZaBNFiWHENlP1XlTvd63EMLapLJALnnACFBfH7p02Co0+AyX+pMuZzRn0N/gAMHRnb73LBuReoLRKBTm3AFVVqVRlRM9RJE5RDl83AZxyDJRA5+WTcWVmwaROh6dPjw29hHX0krqkLFrDphBPgvvuAmGlBFDUoG00CAQgGCS5cmKTG2sZMrL+BEGDzsnKoOYa8BC88ojSqAL9rg5R5JhcBIiFlLvDqc+B2qZBXulGp2bxOd4DUzdfcbrj+enjyKVi3Ttluu9Q5Lhnv2wUgvV7Cbjd+KSEcRkajBD0epEUqZiml6uvRRCMAfY++EqI3LURMCA6bTzKcq5/jASJSUvzdd9S75hqbMxyqgZ1FR/wOKb8FvhVCHI+yd+2ZUJEQA4ABAE2aNCEvLy+h4pKSEsv9Ow0ZhaJVUK6tVLh9kNsGfDlWhaF4LZRvpsTbnLzQftDkcVMZF7iEGr/iEJDZFP6eBuyjtg3Ahn+2/x7KrgLPhZaHSsLZFt9nE2AbYNgf1cZJlw/ChRAchO1IOW09sB5c4yGjo4pa4F8CkWKQZwAGe12hvUSEwNIIKH8G+PJ3/e9eTWq6nY7gWl2m/JUotOpMGo+tfiYShl++hXtughcGJxqE/z0BigoTVSmhEHgyVHlthmd2vKoYk+vXJ+2bbxC5uUi/n8JmzSAYjItHGSZxDDcTzs8HKePe2C6UbV7QVFb4fGQef3yS2mobdVEvLTMSKNy1TXFIjt8Pgx6LCa06ybwO9VWNSCRmeKqXNz7QgpjB6XE9YNSvsYgfTZpAerqqSyh/ChHRVj9dLvB6Ef3743vzTTyzZiFLSnAddBAbO3RQ/dV4mawsPFddBS++aBmbOYKaHJqlI6+2L4jlcBd3Gzoev5/yn3+m7tVXO06TO441QCvD55bAOrvCUsrxQogOQoiGUsotpmPvAu8CHHbYYbJHjx4J5+fl5WG1f6cx7FRYMS4+G5U3E66aAo0PiC/727Ww9AsIl5PXahA91g60FutbHANbZylnqEhQdSBvJhw6FNqfYO0MtT38NwYWPENiT3GRV/fX5N9n0WyYcT4ENaV6egvIrA/Rf6w7nhtD1B8XpLeHDs/CojsSbVuFB1o/BemNYPWdStNqpu6Z0PG7Xf+7V5OabqdjKlBdSorsl1Ok5kFphwQ+/xDG/pZ4bOtWlS/dijQXXHihSh3rdiPq1UP06qXsZtPSkB4Pok8f3GvXInJV6A+Rnk7Wzz/jcbsTTPvA+n2jE7Vw0rKLVymEoPCDD1jYpAmrzz6bwLx5SWquDVxksc/oxuZQKygtgREfJ0bfMP9EuuG21RvNMpSGidy6MPjdmNAK4PHAU8+qSCCabY3LC64MgWvIYFz5+bg/+ghXVhaeY47B27s37qZNyR08WJ2jOVOK7Gy8RxxB5oMP4n3wQXUNjyfuSdOytif0LxdqfPTZ3Jrxq9AnolGgdNQoCl94oZKbdqgCU4GOQoh2Qggf6gUyylhACLGP0GYKQohDUT9b7bbZKF4P31wMi36BoD9+KS4cgMkm20//Npj3uXX2KyMuLzQ5Ei6ZB/UPUsKbDKsEBL9fCnk37Ph76XgreOsRNzoJH7QfoEJt2REugcknQOki5YQVLYeyJVCgaYHNpkgJqSqjENoA69+2dshyZarEBPVOtbaXdWVB3So4pjk4gmvKLF0AW7fAb5qd2hHHbd+MMRCA265RmbSMHHMcBGwydPjLYMp46HUCjP8Ttm7FNXo0rvx8XPPm4d66Ffcvv+BKT487zVVSgsjISNCc6h7OmcSHjNXNDox91Qr9/eYSAiElwblziWzaRPH337P8yCMJ1GrTgTOBXBLjLkSJrSs71CjfD4NDm8BTAxP7idXPow8qViT7Ob1uuOEm2Kdj4rHrroezz1Y269oAJgDxwD2IZUvh779hxoy4SWzWlVfSeOpUsm67jYzLL6fe0KE0HD0a4fXie+ABMpYuxfvyy9CsGTI7G4SwjA6if9ZNAaIuV8JtVMgYqKc2gNLO+sNhVv/vfxR+/32SG3dIFSllGLgF+A2YD3wlpZwrhLhBCKFLYecCc4QQM1ERCC40OGvVPsry4Z1DYO5XsX3GcBYyAlvmx59TvEaZEZhJCF/jga43QaAAts1VQqtOuBTmfwQfNYEhXvjyEFgzdvvvx1sHmp8as60VPtjnZjh0cPLzNnwd3z4juoO00SnEGNanAiu1kPFwBnibQtO7laCqIzIgrR00uCR5Gx3i2OWCqxDiQyHEJiHEHMO++kKI34UQi7W/9XZ1u2yJRuG+q+GMQ2HDarjnCji2JWxcC9dXI2aiUc2yeSN8aoqY0rgx1LO4fZd28vp1MOZ3OL03jP4VUMv0on17RI6VPRJEpk+vSA8LMe9o42bU6rhQdnUewzGr+aoeMkhIGW9DKyXR8nI2P/mk7ddQ8wjgFWLryPomUUP/JzXXNAdYsQTuuUaZB5QY4iKngpUEaOelCEAEpk60PlRWBj98Z3LAkFBcAt0Og1NPheOPhw4dVCYuDe/++1P35ZepP3QoGeecg/DEVDSuFi3w3XorWatXkzF8OKJFi4oVEivKUVbXEbc7QT6AmKxRbPEVrDr3XBZ06MDK88+nfObMZF+CQyVIKX+WUnaSUnaQUj6t7XtbSvm29v/zUsr9pZQHSymPrvUxXKcNgUChhR0q6qFy+6DVMfH7c9vFp0+F+CwdUSAqIBKFVX/Cql/j459W1B+C8k1KYMyfCT/3g/VaSMVFH8HwdvBhGow8GNb8nvw+wqUw93kY2RSWfqbMgyQq9NSyd6BofvLz/eusoxFAbBnDuKzhthCbZBBa3qUE1IQ63FD3JPV/i6egwzCocwpkHQEtnoT9JsfOkyHYNgyKRtsL0w41onH9GDDncfsfMEZK2REVj+h/u7pRtvw4HH76CvzlSogtLYZtW2DAGfDIC/DSe9CgMbjcUL+hWsY3xrgxx7kxLsVEIvDpeyRwx92qHiPmwbi8DO6+TdnMNW6sliUPPBAscpq72rZVtnpJMHoym0P/GIVb47GKJllpniMRyibU9iwh+6PEdd0AMmr4/+Oaa5YDfPNJTMuaLFixFRVLAYbXm501vwc1ELVuZ3185QrVt41EUXObUAiKiqCkBJYvh5NOSrBtTYZwu/GcdhqiSROIRCyVwhIVUkuiNK54vZbCKygb2Wxty9I2dyRCcNkytn39NQsPPZS5bduy5u67CTrxXh2Wj4OwXQIcoYLyF62F97vBT9fD1iXgy4bD7k5M7ypNHyIBGHsblG9TSQBMVSf053AZjL8J/nsVJt4CJSuUo9TWWfD7mbBunHUzI0EYfSz89xiECtWk0hgrLhqAhZWYzNQ7OrGN5nvTB74I6hpGAdWVCW0egfp9odWDINJUNi13DrhzYf+fYmlhhYC6/aDzr9BlCjS7G9xZqs51/wP/f7D6elhxHsxtCf7abnJXM+xywVVKOR7Yatp9JjBU+38ocNaubFNSvngbyi3sVrZugkVz4JJrYe5GWBeGr8eA29ABjEsMYG3kbV4CBbjjLqXNybTIx2xkyWJ49FHYvFkJ1XPmwBlnwKRJccXcZ52VGD/WBoG197J+K7pNusewJbX1rdVIlJ7KPKMAa8cth11GYYGKBgDWUpqdIJuWppb+3QJENOam70bZxhiX+byovpmWDjfcbl1f02YQMtmc29nLlpfD75Voh6wIhfD7/Qm3qGtRKzSrgQDuFi0sBVw9UYJxFcWFMgWq+KqkJLRyJVteeYUFBxxAYPHiqrd1hxBG6SceBV4GltVQO/ZyfBYhoHSadVOa1QXfwIbpMPNDeO8QWPYHHHgdnDAI6rRVy/KNulqHk4oEoHhj6u3J/w+m3KWE2Lh6ymHaA9bnrP4aSpZA1MIGXqK0yYVzrc6MUb8HeCxWK63eMRKIpkGLO6DOUVD/NDjgW2hzvzre+gE4fBl0GAydhqosWXWOTn59gKKfYcub6gLRYrWFN8LSU3eDcXTXU1uiCjSRUq4HkFKuF0I0rukGVVBs4QEI6gE2h6YSwjLUDaBCg0RMD2BGBlxgkbEjPR1efQNOPBY8lcwtyuOXOGRZGZx6KtFQSNXjckEgQPqBB+LfvDkxRFcVMGpdXcQW1vUYk3HtAAJbtxLcuBF3VhbuFAXnXYtAWfhaTEyQwOvAjVgbSjjsUGZPhcFPw9L5UL8xFBeC1wUhu7zmJD50zVpAaZFyKrE67kKpJXW7tawsSM+A196FA7taX6dePTj/Ivjmq1hfsxtHpIT8fJg1C15/HVatQh56KJENG5ALFyIOPxz33Xcj2rY1tctFWSRCMUpL6kNzsCIxJawQAh/xcWJ9JH+R62G1KuqQkmhREatvuokOv/wSZ8aw8wkDNwMLUUYQbuA71CLbqbuwHQ5sW2693+VTQqtRGyvDECmBL3urdK45LeGMr2BRKTRtAaOvTaxHRiB/Ppw8FMZcpZbMpSaYWSKpCFmX0FYbzeP635SpgBURVBz0BkeAzTAOqHG7ST9Y/ZFpv035qIR2j4PrGevjac2hyeVJLmhB/hBrx65IPpRPh8xuVatvD6e2CK4pk0oMvB3KWQMgoAaskiYtybtzkN4Q2FoCxuv7y+Hup2wqElSEstLjOaZnwD6d4+vQWbQAHlF1lbRoSd7Tg6zrrMJsLHr22UmPG23m9P/9LVsyb5DVtSv3wQ8DKz//HABP3bqkt2lT4WldGbsuTtzlmI0fSkoakJd3vXb8E6DDLmjHXsyE0XDD2cr5EGD5otgxc8w3I7pdi+4wUbhBhYwDe+ctgMw0pUkdNw06dKz8mRz8LmRkwqcfqUErJwOKy1U8ZiPhsDIbOOYY8PuJRqOE//ij4rCcPp3o0KF4Jk7EdYAhxJDbTUTKBDvVBDweMraplYA0YmO8wD4us0DL3GXa75aS4j/+YEaTJrR95x3qn2eRb71a5ANfAwuATsB5QCPD8d+0Y7pQpK/rPg/0QE0kHXYJ25Za74+GYeOseMGtQn8iVUSBbYth2MlwyEhodbyKnWzFlhkw7nY4fxoULlDj1cYpMOdNe4HTijo27+DMVpqgbRGJR6Ci++QenCi4BrbA5j/AnQ6NekPrm2D9lxBNDFWXQP3eKmpCcDMsuBIK/lRje8NzoMML4GuS+n3pRGx6voxYC7R7ObVFcN0ohGimaVubAZvsCqYSA2+HISUM6KVirwJ5dw6ixysD1TGPFxYGY+Ueux2GfQBFNg9+Whr8Ng3G/Q7r18Mxx0OvU60HTSnh1JPR0+XlPT2IHg8OTCxnEdwxmTBpLB5XJiuLUCiE1BysdPckCcwbNIguAxOvHUUNPVb6W/0dZ1wkEj4fOUceSdfx4y3OSGTXxYl7CRUBOya45uVdRY8eH6P0XUIrc/IuaMteyqM3x4RWM3o8qLDhszE2lC6VuVCDVNgmlJyRYAA2rodzT4a3PoXuJyUv7/PB62/Bi68om9bcXDjuOOWMpcdkzcqCq6+GBx+s2JdgchMKQShE5I47cBkEWkpL8Xk8+K3MhnQ8HjzZ2RVaX7OZoJWCGbQIAxb7IyhZP7R1K8suv5y0du3I6ra9Wp3lwLXE8udOBUYA7xGb/P1u0yI3MBs4ajvb4JAyGQ1UlAAzaTlAKHHJ3qyBjIahPB+ymsJRD8GUZyyW+QNQtgnG3wVn/6z2tT8T0uvB1EfV8bjyJHrtuzPhMBuFUIdrYcErJEYWNzDnUcgdFvu87C2Ye7cSPnWO+B72HQQLtP1RG4FR+FS5oikw49h4x7aNn0FBHhyxANwWTlrJqHshlFr48snyRGc4h1oTDmsUcIX2/xVA7YnhYhfyKhyGVx5RWtbJf8LwD9Xga7e84EuDDp3hxjvhiRehT7/kmp6M5M5UgLLlMzigWFlqGvGApulNVzZwaWm4cnJI++QTpNdbYQqoywrJHg7dTj0ZacTs7qLBIIUTJ1I0eXLl97VL6YO9948eFusPi2MOOwR/Oay00fxAvGegIN5O1RgOQ8fK49eOjevgwlNgcopOhGlp0KiREmTHj4cXXlDa1d694bPP4NprK2zWk62DyL//TthXJy3N8gl0paXha9+e+tdeS/skKxASEt5VEmsRUUe3mJDl5Szo3ZvlN95I1GR6VDUGoQwcdCEipH02OsfYDegS9eM67BK2LYcyiwyBwgVH3w3dboitXtiNaeHymOB59INw7s8xR0ajg7KMwMrRsdjmwgWH3gd9RirHJCNRQLrBV1ednN0GThgKrSzMSALbYO5LIPWXgwHjKz1UGBP+iubA3IHKJjZcHNumnAHNL4cT18NBn8NhP0OXIeBKV5tIU387PQuZ7eG/U9R9Ge+TKIQ2weavqDLZJ2L71tjyRtXr28OpiXBYw4BJQGchxBohxDXAc0AvIcRioJf2ueYRAnqdqbSrCUh49wW4rCeM/DSmMbKSRTMy4fYHwZuiraQQcMU1aqA0eluY1SyZPmjUsOJjssw6oJn4de+O96GHcJ9xBp6BA8mYPx/Ky0krLa1wtvIRc8DSZQOjIKvbtdqha2yjKJ2lbgsrIxH+69uXwDrbhDM1wH5YLzwYv+zaY3JthxCijxBioRBiiRDCNiqHEOJwIURECLGj1oarh5Tw+VtwUhuSi3mon0HPbmV1zPgWO/9yyMlVGtBUCIfhqfth/VqYMwv+/UdlrquM9HS4+WYVx/W33+Css6Bu3dSiCtSpE/85KwtvVhaNUKKbPnGsl5ZGh48+ovPSpbQYMoS0rl3xdeuWMOGVLhelLhelHk/FxFXvg9YJouOJAuGtW9n09tv4589n/WuvpXCWFTOw/i1nG/afg7WAmgEcWM3rOlSZyS9XrOjFIaMw/gnYsgja9VJL6d5sa+HVmx2fErbVCeDLjGk/4iLqRGD5T/Hnt+4DLU6Id+zyZMFB98FlW+HqAFy0AtpbvKqiIfj1aFjyrhJMIzL2LjBfO+JXmbF+bg6zbo8J28YxVZbBnFthak+YczUsexZyj4Dui6DT89D5OThuPrS7Cwr/UkkKXKY6XID0w6ZPoPifqjlVRbeBsPEDCa1OvZ69hF1uKiCl7G9zqHauxT42GObNhA0WSyrBAMyYBBs2xB5SPauGLtnVrQcXXQ2t28K6NdC8ZWrXfeYFGPOrihwAsY6oG7ZJoGEj6HUavD1EXb6yfpKZifvJJ/F0716xS5aUEBowIOG95CGmUdWPuYkJx8mE5AixQOhmwgUFLLzsMg6yCNtVM3TEev4WIWYwUbsHVCGEGxXwvBcqNeVUIcQoKeU8i3LPowwNa5bPB8OgexOcC5NiGfhbQ6C0PTfcAw+/DKNHwbIlMG82zJgKa1dbD9QA//wNB7dWx11utd14Nzz0dLwWMxRS7c3JsV6Jad0aDj4Ypk5FRCLW5rmZmbhuuSXh1KyRIynp25f60ahy+vT58J5xBt4L43OvNxg2jE3duxPdtk2F0JKSQCBAaTQK0SgpWOjFkeBUKSWr7rgD4fXS9KabqlhbOtaOjl5ggna1w4ELgOHEpsYe4DHgA2AeKof9+VW8tkOVWD/Tfgk6GobFv0BWY7h+LpSsg78fhzV/xzJmudMgtzWk140/t9P5MP8za5vTn/vD5XNULNhQKcx4GQqWQlpDyN0H6nWB/a+DFieq8sKrTA/K1kNmC+UUprP6eyhbG38dPVOHuWsK7Sn3r1cbxCSfirJR5ZylP5JbfoVt4+GI8dD2tvj6ZIAKd0dhqEcfRkr/grknQXY32O8XZepQGekHYqkOEj7I6VX5+XsZtcVUoPbSsDGMng8nnmZ9XEpYZwrnotvhZadDZjZ8+CbceAkc3hZuvypxJhYIwCP3QLt60CwNzu0Nq1ZY5jSvmN1lZsFHn8H3I1O7j1atEJ9/jjAIrQCR339XqS0tsFIe6yuzySx4QsT8ZqwoGDeOonHjKm3yrqEVcAzKsEFHojye9Ziu96GiC9yK8gv8mqQ2VbueI4AlUsplUsogSio406LcrcA3JLEh3yUUboM3Ho4JrXbCqJnKyrVsrUxysrLg7P5w98PwwQiYvgIOODj5ubpQG4mo8FfvvAqffaD2lZfDrQOgeR1o2wAO6QR/2mT6GTkSunSBrCzcOTkIl0tpSHNzIT0d1wUX4L7//oTTPMceS+7q1WS8/jrpzzxD9p9/kjVsmDrfWK51a5ouWULuwIFkHnUUonVrii0imWQBDYEGxMfEMM5vk81zV995J/lfVWXJUwLHkqgL8aDeCA9p2wnAh0AZkAPcBLwDPAB8ilqMG47KqJrM0MFhu2h2aLyNpxkZgWAxrJoArY+DC36G45+E+p0gty0cfidcPomETnn8i5Bp45wUDcPcj5Qj19fHwr/PQMFCKF6pnL0iwZjQGo3AlIHwaUOVhOCzhjD98djYmf+vStUaVz8QdYHwxIRFQeJAJkx/jRhD5ETKYJHWVwMbYO4lkJcNs89X7TAbmet/ZVDZxxb/A6setv4uzLhzoOmjxItkXnDlQOahEK7ZV3Zto7Y4Z9VuPB44rjfk23n+EdOCut3KtEAIyG4A60xq/i8/VlrX+wxZpa46D/4co+z9APJ+hx6HgLARD11umDhNxYwtKY5JiVZGp2lpcN11uF5/HWGlJUqStlbvv3YljIrlZPviLgcgJeuefpo6J56YpOSu5GnUYDoSpTEyD+l+YDxKXHejQvn8jPIRrBVdqAVgfNDWAEcaCwghWgBnAyeh1F67nmAALjoS5s9Q2ktjVIDqRmnTJTEBrF0JZxwOeYsh2xSX8dEX4KI+yjTAbHJjRO/H5eXwxotw2bVwzSXwxy8Q0ASpZUvggn4wdjLsb9LGN2umwmHNmIHYsAHvYYchAwHkkiWIffdFNGtmeysiN5e0q69OfruhEEWnnUZo0iQoKcGL+vE3o6ZamcRit+pbLmoFpBzVNytSyGIvvEaDQZZdey3lq1cTLSrC26ABDS68EF8TK6FkNXAbaj6k/5C6XUdQu6pxoqe/rFYBrwGHEkuzAErQDaGcJh12CkffCTM/gmAS05ZgCWzWEly6vXDk3WpLRnp9OOphGHdrouNVNAjTXlD2rgWL1RK+TrgMVv4CW2ZDw4Ng5lMwf0h8Rqvpj0PhYjjxM8jZR5kVmCMTuFzgzVVCrR5tpKoYQ3IVTYbZ58KWUcSM3kh87Vu9U6QfNn8M7V5K7bpN7gPf95DVHULrlPkC22D9AKXlrXcDNH056Zi9t1ArRt1aSUE+TBmr7FOP6gmnXwRDLbJcQWy1y+2Bo3vB8afA/ofCuTaC2eAX4N4n1AO4ZFG80KoT8EPQRuPQZX/ovC9s3Kg0REJVpTtWV5CdDS1a4HrySWuhFXD37Gkb21XX4yT0R23zEG8+oM8V3YbjZmdwva6Sv/8mtGkT3sa1wX7Ug9KkDgC+xX7ADKPuzo8Kmp4H9NwF7asUqx/XLJO8CtwnpYzYPQvAzgs3F41SUlRI3vEXQPcLKm+tHR6v0qqWaRMM83kul0qFXL+R6YAb3h0JK5ZCJEJJ05bkPWgd5i12ikclFDjyODj82PhjApg2DTbn25+fmQnzNGsNIWDhQrWZqEroN5mfT6RvXzjllIRjYZKnzbBy3jRPTiMtW5I/aFDF/k2gbHLDYfjiC9I7dMBtttFlCdDbtE8XmYuIj2ViRjcU3C/hSElJFnl547CfZThUi/wlULgW+v8I4x6CVX9jafzly4bG1TCTanUitr9ZJAAb/gFkbFleR0rYMBEaHAj/vZwYoQAJSz+HFidDuwthxn1aGe258gIiDEFTn7QSXoU+Q7UgisFWtgS2WKxq6mUqezStTCaS4c6FjuNh5WlQ8gcQjCVX2DoYfJ2gwY1Vq3MPxBFcjUSjMOl3+OQV+GcM+NKVB6TLBW/9BFkW2TWMeDzQ4xRo1xmuO9s+2H84BKtXqDSTi+bbe0J7iFdUpKUpj+a3P1KfmzSBww6HyX+DlKqpbpDShex2BOLssxG33orIsF/YF9nZ+D7/nGD//hAOIzXnEn3FxLwaond1FxARAiFl3HvBqPjNRsWljKIW4uPeUYEAC3v3Zv8ZM2yF6poh1S5RDkyklgiua1A2DzotAbMH3GHAcO27bgicKoQISym/MxbaaeHmvnqXvPxSegw2hVYzjx165l3zwwfQthN8/ic0agqfvwNP3pk44QPoPwDuexam/Q116sJhx8aib3w5FO64irz7X6THMwOtxy59Ztb3LOjWDV58wtph6+BDYfy/ld15pVQl9FtBr16EjKG0NHS78mTyfxT11ApiX7N+jv5Vbx40iEYDByaYFOhijbtOHQ7ftAlXmm5a8x/wMCRY1wpgX5RQGyS5Sr0OsRdd7Gp5edfSo8di4HaU8YPDdlFeAJ+dBav/AY9PJeo49k64fCy8fZBK6arbvQo3pNWBLtWwNa67D3S5AhZ8pmxZE9CerAjxr1uXB7KagwxDKElE4+kPQYuekNkGAloSTjv7d13AjLu8C3yNIFhJVi+3oa1W9UK88JrwznJDvdOTX8OKwmFQ8ovFtUOw8Q6oe5lKKbsX49i46gQDcPWJcMfZMPE3pWEoK1GZeIoL4MZToWlLyMhKrqrvfBBcf67S2NrhckGW9uB16ARBm1mZrqYEFfrqxJNg1mI45ND4MsiKpQoBuMJR3NOn43riCUSHDirBgZQwZQp8+y2Y8pR7zzyTzOXL8b70Eu5+/aB+fdthRl8R8aan42rY0NI+1ijc5qKWLxO+MSkJLFlC6bRpNleqKY5PcsxNbLnIg7IgrBVMBToKIdoJIXwoA8FRxgJSynZSyrZSyrYoI92bzELrTkFKeO9ZePYWZUdqtaRmXNd2G/aZ2bgW6mlRNNp3joXeMZKRCVs3wxHN4ebz4JIToWs9+HeiOn70Ccn7rz74ZOXAI89Bp30TM+SBihBy2K6POSoqBEbTfioJwYUh/BWxVdRkcU7svqXiuHBehTYlddHXLoOE3qKIVofu8KL/DWnnjUTZwVbBQ9vBmq8uhVWTlIOVv1Blxpr4Gvz3JVw1AQ64UDlAuXzQ+Qy49h/wVjEeqc7JQ6DXh9DoYCUEWxH3kwrwZkHrvsr21i7hAEDZOvj1OCiYFaskmSRjfnTcmXDUGOX4ZEaPCSlQSqtkRAWIdHBlQNQDrrSYeZ8rE7yNoG0lqzpmwutgzTUWjdaQQdj2gc2xCJT+AoWDwT+palENdjMcwVXnq3dg7jRrDQ6oh6CkUHkOu12xwc/jU0uXLje06QiP3KKEYKOXoZnDjoIG2lJm5/1U9izLa2p/BSAiUC9XaVl11q6F6dPiy+uO8MEglJaqZAennQadOkHPnnDllbDPPsgbbkAuX44sVjNb0aQJvltvJWPUKLLz8/FcdJFtk0T79jRct47ms2aRbrBT1cP4ZKA0rJnaZvc1RP1+Cn/6yeZoTbAEpWzMRN2J+YVbitIhF6G+6H67tHV2SCnDwC2oaAHzga+klHOFEDcIIW6o0cZ9/zG897RaZYBExwij0FoZoWAs7NxRJ0Dr9uA1DD4uoUwJxv2stEmhoLKdKS2CC7vDiiXwwI2qnPHaoCaTGVnQqAlcfC2MnwUdO0ODhnD5NWrZX0cIlfXu9nuq/n1sJ+nXXmsZ6kvXoJoxDl0h4pVCyXxUzOfGESf4H0h8Qlnj2YsAOzt2Y+CuCDGh1ULLxEyUT6FDtSnbCkv+UA5QRkJlMOElyGwAZ38KD5bDwwG4cCTUaVF5vZEg/PUMjH0A1hiEJSGg8wXQ71trJzDhUqGzPFkqPmp2K+h8KawZqya4R7+G5ZMpgLQGENxGXPD/ypYadOofDSdMgNz94fBvlBDr0t4hHgyxZ7GPQqI3JGMfOPBn6PwpHLkKDlsLrZ+ERldCmxfh0EWQlsJ3qBPaAOENqHWRJBRbmC6E18GqjrDxQtgyENb1gnXHq7BdeyCO4Koz6mP77D2gBMHN62HZfCVEuqVyxIqG1bFoBBb9B0vnxQxN9Xh2Oi6U4Pn6J6qDf/M59DkCNq2tfPBOT4f9TPZG+VviY8Pa9bPycli6VKWjLCoiEggQeucdQvvuS6hxY8JXXIH0x9vTurR86lbvg/RLL8VVrx6eZs3IveMOPOnpFZNUXRfpIzZ5tdYRAZEI659/nk1DhiS58V3FcOB0lIdzETHNqq6bcqPuKg11h0WoZdLagZTyZyllJyllBynl09q+t6WUb1uUvVJK+fUuadh7z0C5abnQTmitTJJq1DRmriMEfJkHJ50Gbs3AW0hIT1NCq7k+GYVbzlfJBowDnkClgH3nC1hZAvM2wKvvQZt2sTIvvg6PPK2iFmTnQO9TlWNWm7ZV+y52AL4zzyT9sssgI0NtOTlEhGAV9varaSefTL2hQ4HErzaZYYzRXKACl4ucY432vrnA9YYzjH9DqIleQ+KxrFnD7iX2JCozl0O18Bdar1AAlG2pXp3/fQab58L4x2Dic/B5L/jxmnhNX25baNVDhc8y4k6H8yfC6T+pkFqBbTDzVfj1PPiyGzQ5Dro9Hq/1FIDbB42PVbayRrMig99UAsIFnlw4OwI9JkLdg9X+JqdDj/mwz0NQ/6iYAKuT7DHN6Qbd/oK6J0JaS1hyNcw6FIryoNkt0OwmFSnASGAlbBsJpTYxXssnkZJI5jb0Jymh9GdY1Q2CyyFarJzCZCn4p8G2JyqvbzfEEVx17Dq1/vCW+2MPm0QZgUYiyi7W+HQb5RzdaUuP4O8Gtm6E07rBwAFwz/UwfSoUbIvN9Fym6+r40uCK6+Lb1nnfxLZa3oOsaHtcxqtgUOVUHzGC8HXxdXuaN48bhoyb92QVcjdaVkbhAw/ECb1WTcjA+kFTX6ufJXfeSdQkOO9aCoFHiSWxFSibPaMFoHHTbTherInG7l5srSSMi5UQm5munnejZi89Ex56LX5fRhbMm66tgJiuZyX8LpoT772o99NQIGZKYIXLBTfdAfNWwroiGPGjWimpAYQQ5AwZQr3p08l+6SVy3nsP3n6bYEYGG4g9sRIlNm5MT6fhiBG4tWgGUdSUaxOQr5XxEP+60Rdu9FgAQSDqciEyM9l35EhcPvMS65mGM3VpQpckZgCXknpWrGSz94tItKV1SIm6rZWzlRmXBzr1qXp9/gL4aYCaEEY1XX6oFOZ9BctNNtinjYCO5yvh1eWDOm3hjO+gcVeY9iSUb1Y2rTIMoRLYOh8mPwyHPAzHvq0iGujjYzQIa0fFp3auEFwtlv4FQFRlx7Ja+s9sDZ0fVnFipUkbHdYqiBvUPJBzNHSbCL7GUDBGxWwt+BWCq2DbTzDneCgcb2hfFFZcA3P3hRVXwaKTYN5BEDLZ2LobkZJJTHAGRIrVmL7xSlh/AUQ2xL6Liir8UDy08vp2QxzBVeeca9RAaMQorRkNsCtLUWWlSTJuhQUw4gO1lG91nvFXEULZw/76t0o4YCQtDV58NbaMmcKvaWm7Wl6OHDECWVBQsUsuWBB3yxUWax4PctEiAEoGDyak/W+8BXMzXEA94u3pwqgB1A+UBgKMyc5mxcsvIy1iUu58/iLm4mocOPU4ruaXiV5uK3AhKv6kE3MygfIyaGQT/sluhUEAvc+FEZPhpDMgt756/hs3gRULVZ06Y0ZB4dZEJ0g72ScaBVc48Xh6BrRsm8od1Ro8++5Lxo03kn7hhTS57jqyDzuMCLARFZxqDbAeCLndbPn2W9I7dyaKEliLUQKrHyW8lmr/66YEetgs3UFTAlGPh4ZXXkmuZQg73SDIqALTqYcSXI8lZkCkB+yqKn7g5Wqc54DLDWe9Dd7MmADnTlPazpMeqXp9y0YroddMqBTmDovf58uGvp/CTdtgwFq4ehm06aVsbdf9Gb8CAhANwMJPVbzX5V+ryabRbM7410haSyXkGsfRivKVDI51DlEmC2YiGdD2Mah7EtTtCfu9D93yYuYPy2+DqHEyJdXnFXfFdm15D7YOV5rQaJGK8epfAMtMuZgyjwGh2yvYIIDIOsh/BvxToOQbpV01UzELTSGT326II7jqnHMtHHmSGsSEwYZVR/9o1KQmixGnl/EYyhqrFDLJ0oZ2zr6dYH25srXbb3/rsldcDd//Aqf2g0MOgS77xdvjpafHOVDZzue8Xtgcy10t6tXD4/HEydsewJ2RgdDC4ZQNG5Zy5iOB0rnoqWONURsBiERYfPfdzDjrrJTq27HoM3Uracou5om+bwHwJnAl1rZ+eynlZXDFkbBppfqsf42VvJcBGPst/PIFZPhUKJhgCaxfDkOegMu7K8dJgOWL4gXZypBRpdUxxmUD1T/Ouyz1emoZQgiyunSp+GycW8twmEhJCd7WrSnOykqYuOqCagSToGouFwyy/sMP8a9cadGCNJSZjdkoKB24CvWjvwwMQyUaGAz0tSifCj9W45wdQ2VplYUQlwghZmvbRCFE15popy37nw0DxsOBF0KrI+G4O+H2OZCbYjbHUDlMeAbe3Bd+uyvRXlZnwdcw7Y1EG9FQOZRsiGXfkjZjoABC2+D9XFj1BxCNVxzZLuFLSO+onK6M/duVAWnm8HioWK9LX4K/joFNf4I0DdKuNMjaF3x1ofnV0PU7aHZFzKRARqF8XmK9AKUzY/9vegMVkzXu4lD6N4RiY66y++2sNpEFruyYAG7cZACKhikTgYR6jXgh69wkx3dfnHBYOh4PPPUxnLU/hPOVM4mxsxgxyje6o7kVZk8IQSywaSoOf0sXwfEHwg33wQ/D4Yrr4aBDEssdd7zaQGmfPv4Y3n5bCZUXXwz77QeXXgrBICIctr60ywVt2lR89F1+OYGXlXYj7iERAu/pKsSHMArIKaBHPylJUmbbDz+Qv6Nih6ZMd+zTJoSpXHj1AyuAP1AD8l5OJAL3nAPL5ygJyKhqr1jyS3K+vww+f0OVMcYyDpTDikUw9nto1hr+tslcm5mttvxN1g4Wel9M80LztjD4C6hvtsPcvSiYMMFyvwyHqd9HLQWXJjHH0YXVOKEX01MfClEwfjxNL7MS8v+HWsYfi/rBw8DlwFmGMh20DeAglH3st6gJn55GoRTrWAd6a6qbqWL7SDGt8nLgBCnlNiFEX5Sn55GJtdUgLbrBRV9U/TwZhU9Ogg2zYoKn3QQ0VAx5/4P8BXDKYGVzPnoALPxKaUSjETjyAehyCfjqQ5nBvMcoO+rJB8xSSsXyH/FjcelyKHODKwpeTcoTEuoeAC5T4oxwGUw4EsqWxxyY3B7w5Cg7UZEGGS0hOA+W3A0iCgsENO4Pkc3gXwo5R4GrjtKiJhAF/wpIb2sddssFuIOweD9o+iLUv0r7Dnywz1wIzIPQClh3rhJUE3CDuw6qr1hMIIQAdz1o8JTFubs/jsbVyNCXoWhbzAMarJVwZmHUDqtjLsMxTyVpPSSwbDEUFcAn70DfY2NpKHUWzocRw2DqFDWDdbvhmmtg6lSYMwceeADOPhumT4cbbsDTo4cyMTCmkszMxPXMMwiD7Zq7Uycy3n1XlatTB+rUQdStS/bPP1cIrNk33YTQPJx1J6w0YppV422AWiDMJLmi2gPMO/vs5N/LDicd5fxhhf4sVDbTKAf+rqTMXkA0Cv0PhCmaUGk2m9H3VTZlDgXUUqGZshIY/jZc1gP+HW/KuIGKKtCwCfy1Ct75Tn224+jjYMJC6HpYJY2p3YQLCyk3mezoCJ+PzE6dCBUWgsdjbwaP9fw8rkwkQsmUKTY1pAHPowJbfAiMA262qEXHh0oBOwWYDPwCNCM+uqxVy7rZ1LfTqTStspRyopRym/ZxMiqe8s5FShj/BjzWBu7JhjdPhjUzd/x1lo6GTXNiQivEz3DMD0+oDGZ9CKUbYdwdsGiEypQVLFZC45SnYej+UG4IG2mnH7BL8RYlfiwG8ETAo0+/wsoMoXAWFM2GzeNi567+GMpXKKFVfx+JsBJC3ZmQ1hjCa4n5PWh1bvkcCkYrwXXz58om165TrX1WaVSjBdZtB4jkw7pboMCQXlkISN8fck6DtIOoEBqMWlfWAenYhhpzSRDFUD7GpnG7N3u34FpaDLP+hjVLlefz9x+pUFZVQZ8lplpW/8aP663CYpmTD1jZxuoEy+G+W1V0gGAQ+p8F3bvB7QPgjJPhuEMh3yZ+bOfO8MYbiHHj8M6ahTj3XGjeHHH44Xi++ALPzTcnnJJ26aW4u3Yl67PPyBoxgjobN+IxeBRn9u9P5iWX4PZ44ixEBeBLSyPriCMqzAqMKx7JQol7gUhBAdFAAP/y5URKkulndyQXAE1tjunLMZUJr5UkqNgbGPctLJ8f+5zMHObAbvY2sFJaJ/DwpcG0CbEIIMbsO14v9LsIvpms/u90QPwELaGu9ESToN0Rl8s2iYe3bl3WfPIJY5o1IxxKnAhY/TxGd0TjPgms+/RTVrzyCgtuu40NX31FNKHO+qjEA6kmDPCgprMAxshtFXH9UJNHgRJ2a0yDZJVWOVmso2tQ0vjOZdR98MP/YNsqCJbC4rHwWnfYaMjQJiXM+wmGngsfngGzRmhOxVVg9SRlsmOF+SHSBU1PGmycCXM+jhd4QX0OlZEQ4cOKypTs+nn6AGOuJxJUGuNJZ8aycW36ESLa/xVxW/XypeBfrUwbzPUntDFqs3okofBP2PYNttGS9fuSZbDRxs64+TBwN469x/R2Sj/k3wf1HgFhipReEeKnHLbdZ13vbs7eayrw7mPw4dOxDiwEBFJYv7dSS7iBqwfCR6/G7O/szpUojedDL8J+B8H6tfDtcHjqfxDRHEfs7H70EWXqRJgyGcaOjo87u2Au3HINDPsu6S2Izp3xfvVV0jIVuFx4+1nHKxVCUP+dd9jyww/I9evjDwYCMGMGMhxO6OvZqEVBc3/3EXs3lM+Zw4wzzwQhaHzFFbR74w1c3iTasx3Cr8A5FvslSnhNIzZL0deqjNSahAQ1x09D4z/bDUYCOP40+OC5Kl5AKLMefYJp1N527gKDPokVbdlWbcsS06wiBJx3ZRWvXTvx5ORQ55hjKPzrrzhh35WeTr3TTuO/AQOQgYDlq0X/eXTllW7F4SW+f+pRCigqYvHAgRCNsu6jj1j2xBMcMXEinoQ0sNWhOYm2V0JrTR2UHFhjGYOsnmTLAUMIcSJKcD3O5nilaZVTSgMso1DcFA6yCHn09ySor72TC1ZBaT64j1Ff75w1sOQjaJAkyL+Z8gOh00uYb7kkrSV5HW2C7LtcsDQCzZ9OOK8C80pMMuxWOFOoo4SW5MnHYdxo8NaF8gshqqLjJHVNSDVjq+Xqqhc2lGK7mhfXbhesz7P+3eWHEJyP5Xfoqg/uYRBebN+2pXn2x6pJVdJU7wz2TsF19Jfw/hPExVIzLjsYMT8rRu9Go2b0x6EqsLmdXawRAWxYowTXZi3gxrtgyCDYtCF5uwVKuM2uAx+9k+gYFQrB6F/U/iRpXnc0cutW6/0WGh5Q4l4jVF71MImmBRUK7EAACWz+5BOEx0P7N9/cQS22ow7KTnUMcB4qwZSOJBY5QJ+tmL1QJ6PGqz1Ai1dd6jWO/2wruAro3g8+eRkCweSTNZ0GTeC+V+DBa6zrrN8Q5s+Et59WMZX37QoDn4F7rlSrKzouF+TUhb7npXhTtZ99P/mEGcccQ6SoiKjfj0hLI6tLF4rWrUNq/cj4arKSAfR5dYYQRKQkYHeONtmPlJRQtmQJy595ho7PVXUCYsXDppaAloAe2J8aFFohtbTKCCEOAt4H+kopLZe/UkmrnFIa4DUz4NfHwW9hY9l4X3hwPmyYC6+dGtMe6viy4JqfoMMJya+h4y+El5olaE7zOg2ixyItjbPRDA6gQy/Ypwt8c7d1nVYmQ8YVFCus8sLo8dKtnKD1dnoH0UM8Dvu+Da3OgoJ/YWJ3EOXJJ9dGR047Uwa9DUZ8QlvGT6LIMjqqph8CHe+0/t3LxsD6JyBamFhH+nHgKYDAHOtruBpC683Wx7aDqqSp3hnsfaYCpcXwxj0kBAA2rmWb9wvTfmHaJMojPxo2eQC6lM0pxHs/BANwx6Ux7awQ0Ltf5fKOREU96HaEfYYvpH0K2Z2E56CDrFuSZJk2EzUM5RAbmirMDLQyFdqg8nI2ffghkRQjGGw/bmBpkuMS6znfbGrS67lWcPm9qZX73xDoeCAg4pf4zJu+PzML3vgOTusPHbrE+pVORpbaf/7h8NvXsHyh+vu/y+Dd7+GJt6DnmXD+NTB8gsq6lcyMYDcjvXVrjly2jM4ff0y7Z5/lgFGj6DphAvl/qJiaSZ2xTbS+4w4yjjgi7jw7ZCDAhuHDU6i1BHgE6Ap0Qdm/GldpAqikbwHiw9D5tf/bAL+jonecBwzVyu4yKk2rLIRojcpRe5mU0troeEdSt1V8PNNYS6CJFmd48R/WDorBUliQgiWDlKpsWh247A+SDlJx0dAEnPMNjL3Dvrw5XbidRtWIlRxYYS9aybnRIDTupf6v2w3a3Ji8fHora3sZM8YyLrdy8HKl2TRWL4dB0M+AZi9o1/DDmvNgcRNY3lVlyUo7xNpBS6RDRi8I2QitANnXKnOBrbeCf1yi3LObsue8uSsj4IdnrobTG8PW1bG4TEb0VSkfsTBW5uNGexijOkIS/1AIoE4OdD4k9h42UrgN+p8IS+bD3FnwxygqRQBDR6oB95TTEzs+QKf9IDe38rp2IFkvvRQfggsgIwP3qacqswgTEdQKTBrW7ypbUydDnNmdT1vUi6ecxFSULqwNmwOomK57MW06wSmX2B8XwFnXwHnXK3vVW55SyQV0IVXPgiVN5yA1QRd4axS076KE1excSEuHg46Az9+MN9WJRlW4rJf/B5fcqJy1nnsfuh2zY++5luDy+Wh0zjm0uvtu6p14IuXLlyNcroqv0phkyAoJSCFocNNNHPzjjwjz5MAGUakJj0RFGBiBEmADwGjgbFQUAbCfKEa0bQVwJzABldTgBVQM5V0zSU8xrfIjKHuht4QQM4UQ02yq2zFkN4RDLgCvaXXNmwG9H1D/p+dap1wFmPwu/PWGvb3rvx/Ds83gibrwZH346Q6QrspnP8IF+50LaTmwLYn8nt06/nMqM6skx6Xmj6WWBwzPrsul2nTAi7GwWAWTYe2QSrS7prh5qch8wg3pLZTtrlX59AOg+WOQua+yTU3vBm1HQXZPCC5SJgEl30BkEwRmw9rzYesrUO8+EEa7cR+4GkC9W0HUsZbkhA9KXoXil6DkTdjcD/Iv2yOE171HcH3hevhjeCy8jlEI1TEKpB7sNTJm7ZCdnXs0ah/rDmDaX9DnQDjnONhsCJlhJc1l58CI0XC8Zpfz2LNQvwFkaAJjWpoqM9gUdWAX4Ovenbpjx+Lt1QvRtCne448n9+efqT9sGL4DD0RkZ4PXWzFoWtm3mjHfvisrC2/jxpZldzxR1ABZhhoY/cTSwLqAp7E1uMcqNMpeREkhTPrB/rgApo2Fgi2wYRX0vxWe+Ry6HAaNmsMJZ0CdhtqgoZGeCXc8p7SuAE2aw1vfwjmXwbEnwf9egukT7V/Ic6fvsNvbnfA1aJCQ0EP3j9b/Gn33AaSULHz4YXyNGtH6llsA9ZrUV3CtLKeanH9+JS35F1hMvJAZRQmxowxl7AgC44nP4e5HCbu/VnLtHUdlaZWllNdKKetJKQ/Wtp0fruKi9+CYASqxgMsDDTvANSOhtXbpA862P7d8G/z0P/hhYOKx2V/CqJuhZKNaSfQXwOqpEI5ULmCm1Yc+g9X/6fWTFNSzFBqwiyCgYymgqT9Swm95MGMGkLEf7P84tL8aOt4O2fvCPrfGzpl3SywMlh2BpYmNSbfImKevproBEVTJBaKhxO/JlQVN7oJmj0Ln+XBAKXScpoRWgM0PWWjHo5D/NOTeDk0/VaYB3n2h7u3QeoYKeZVzuxKCjXKJKx1EhFhUBECWQvl3ENj9Iw3sHTauJYUw5ksVYseILrzqTqvG/cIFlw2ET1+PaTaFC3zexHBZdggBJ50OK5ZCmUV2C4GamYVKElO96g9gq7YqR/qSgnhBunkL+HchfPYhTJmk0r9edb3aXwN4jzySuqNHJ+xv9s8/BMaPJzhrFq7WrRlz8cXklpeTjf1Xp38FYa2MOyODti+9lLIGaPvZiDJps3KXHYsaQM0Pjc7xO7dptZ2fh0KgJJZIyYrCTdCvpXqe6zWGR4bCF1NVZI8hD8Hs8VpctQxo0AIGPKLitv72JRx0NEz/Cx69Vtl7h0Mw4SeSZojJrbcTbrT242vYkEZ9+rDp11+RJvMhvX/pY51RE7vpl1/YNm0arW64gc1vvok0OHxFiRc/JeBrZTT9BJgDrAT2A9oDi7B+GMq1sgB1UT+61fJ/PW2/WQlQhgq7dYbFOXsgwTJYPlnZp7Y5XPUfjw/OeRXOeglCfkgzRXPIyIVrfoSPz4JAqZae1UCoDCYNgV4PQ6ahn/zxiDpmJkriWGX0+wA4/GbIaqzsYrtcBf++aP2qjIRIeMdWpgy0kli09gRD8P0fsGItvJi1lv1PM3jqGx2JpISiSiazuv2amfL59vnLsTinwrhci7ta/0L7a5aOxTrsr4SCIdDwAci2mIjkPgqRLVD6kUqOIIOQfgL4/yK2oqFXVQplIyC9p307dgP2fMFVSnj7/kShVcfOriY9A+ZOAVcIwn4lhGZmQVpGvOAKSvi1tL2Jwi0PweoV8ONwNZvSO7rZ0NuN4SHXuO5OeOxl1emstL+5uXDznWqrpQghSD/hBNJPUE4Ah37wAf9dcQUiFKqwzDB+m0YNkD4fb3LrrTS+/PJd2OptWA+gEdTgOhg1iBqtcfWW7yWDqJloFJ65En79NGYCHCUmDen9zC1UIgFds7BhJdx1Gnz+HzzYHxbPBL/hu1+3BB67XKWn9PggFIRQRAmtOqFgvL25EY8Xrqi9/WNnIqWkQb9+rBs7lnAwWLGQZHzFGENx6oSLi/m7Rw/qACIajTfh0zZjlq1FDz1E80suwVsH4ApUNjlQfcgDtMZaIskAOmv/90T1J3O/cwG9UWYGZtwoN8+9gH8+hy+uVzaUUiqB9JZfoPkB6rjLnSi06nQ4AR7bBM91hvzlsf36D+tJg82LoI1BaCpYTcoYf1pvOmxZpJIVrJ2o+qwdUQnCAzKJLaihseXSxfS5ETq0gHo54PNBIKqyOEsJX/8CC7XbG/qt5IWH7KoShCLZfDu8mDGj1avkmOPhgotVdmnLrKvC9LdKeKHu6dDqDXAlSdrjSuJ8WDRUCa5WCDc0eAvqPQPhVeBpC+W/QmCiRbdzofrd7s2eL7iOHAy/fmx9zOWClp2VYBkwLRuUl8KMP2OfpYSy4sRyoJ6F+g3B71cB0r0+5Twy6DPYuhkm/KLitUb00FskanjNHSUrG447uQo3unvQqn9/6uy/Pyu7dsVNzNRYj9oYIVGQDW20yDyyU0mmC3ajNEghYrnAXMSE2l0Vd7aW8fSVSmg1YuXs6PYkJhYIh+Dth2DZHBVGzYpwQDk16styVug/g5F+l8B1e2Ysw8pY9NxzLHj6aSKlSusihSDi8eB1u4kGAgmmFRW2sNEolFqsEBFzAzDqPsNlZaz58EPa3bEUpUE1/r5BYAmq3xhDXblQ/UXXIGWgHK4GoDSx+uz+QOB7rC1zI6ikBXs46+bC5wPiNaCBYnjtZHhmrepTydi0GH5/BrasimlMjZO8sB/qmexNG3ZSWbKqgnApZ7G5w2IuANFAbH6fUN4D3iyVlEDv1DYa13BUcOGjEQpKlLWC2w0nHwaNs9UwPmkmrDEE5Vm13t7uWkrJU0/VY+H04go/5l9/hBnT4OW3wBXRzGL1ezBGS6iWeaiA0CbiXlzRMtg2RAmkEqh7LeRea19FeDmEloG3vX0ZV12VnhYg41QsX5QiHbJ3pRJo57Dn27h+/rwK3G8li0Sj0OsiaN0R0ixmQlazLLO2FVQvOvZElVvd54V2HeHj35UX8+uPQ0lRTENkp+E1amAzMqHLwXBin9TucTcj96CDaDd6dIU5k/4+0C1Kje+GKLB26FBWDhpEaJc5Z9UnMdSVzpOoqDh6pEvdBjak/b/Prmhg7SIahd8+S15G/6GtHArDQVg21zrhgJHKtB0ul3LYSs9Qk8cHX4dnP9qjogekSrisjAVPPVUhtAIgJdFolLp9+5LZoQPuzEwQImHFt6pjs/T7yR/zO8re1M5kQ7cP1yd6RwLfEJ+0oyswESXAfoDqZ4uJt2018zKxMHV7KH+9CxGLCV2oHBZWYq+4Zia8eChM/SSWZc5sR7rPyVDHMAEIB+CUZ8Fj8Q5M1gej2qzS2N3sHibhhtYnw0VTYZ9z1IqKEBYT3XSiOe245Q3Jhq3gDyrBNRCEMVNh5FgY8Wu80CqEoN0hhwNQWlhI3vDhFG/dSrEWtnHRlCks+i8/LvhOOAz5W2Dy36ru+bOIXxmtTONqpXyqIAilk2Hh8bD5KVjcBhblwuZ7IPAfBP+DTbdD4fv2F3BlqDSwoDTUgckQmKJMDaNFUPQybOoN+ddCcKbS3jYcqRy6RI7m2JUGuY+B71C7hu427Pka14LNMWcrq6XLL56DNyfArEnw6YuwaXVidABj5/OQaBYQjcDob2LemSvnw61nwg/zYeLYygdknSaNoXErOP8KuGRAYsifPYicXr1YWLcu2QUFttEZdTs8CSy65x4WP/QQ+zz5JG3vuWcnt64xcAjKe9k4KAaBz1BCaxrqYdAfjnTUcmca8YZgewFF21LzVJWoZX0z6ZnKdnXNMhX9ozqkZ8Czn0GB1pYT+6nUr3sppUuWWNuERyIU/vcfvRctYs7AgSx9803CwWCCCYGu2DZbNEkSRVPh8ZDRvi0xEwE7JMrpsQH26QbdqL4HMIxY1jo7BMqx69hKyu3GlGxOTG0M6usstY6hXcF3d1lnvNKdiVxeOEiLZ7xyMnx9A2z4D9w+5fAr/SkujydRR4aJt1ERLqVpPfphqNseThuh7m/2qzDzFSjbAhlNYP/roNNFTMibw8K1iREkAiFVdbbLFBhBCI7o04fxI0bw0pVXIlwuTn/8cfo3bcrNb72F9PuJWozJfj9M/BNGfwerlsMRJ8AND6QwDAuSaJX1fyIQXAGbngC3zeQuvBJEYhQeNZSEwNcJ/Hmw5Txlxwpaea+WVrYccEPZMKj/MWSdDy3WQ/mPIMshvQ94mldyM7sHe/boGglDbt3Y21dfm/YSm/iHgvDHF3DhLXBI98oHYNtVZOMyQFSZDDx/N/itl9ws6XIg/DINrr7VMozUnoSUEn9hIfmoQDerSFzY0Lu3/pXLQICljz1WEZty5yFQ3s4dbY6HUK/Mg1BLnHW0c34FDtbOOxk1SO8FZKeQNUl3eOx0sBJUdTxeyG0INz0H9RvHRgldOadv+rgogDSv0qimK40hoKJ3vPeYCnV1/rV7tdAKkN68uUU6VkVWhw4IIVj/22+ENbWTlaO4frZRE2t2zgJACHyNmhEqSLKMqQoCuaSeI1t/YVuht6YEZYqwB3NgP+WQZSYSgo4nJD93xWT7YxIVOiunKWxZAu/0hPWz1FgW9kNpYaKSxuyHoSNchhc18Q+Tbv8lfJDTGvbtD5dPV0KrjsutvO5Lt6lVzaJVMPU5/hl0Bq/efRdlZdbRefSqXYYoXTIa5f377+fJiy7CX1aGv6QEKSXhUIjXrruOtUuW4LEI4ebxwMypsHShEgtWLLKeZwPgbayMbH3E4jomfCcW+0Oh5EsaMqAaoidTcANuL/jaQmQVbD4dovkgi9UW3QLR9cRWJSIgy2DrAOWw6sqBrP6QffUeI7TCni64vnEblBXEh64yP0jRCBRps9bDT1LOV8lIRXkqgfIA/PCF0vimQlo6HNsrtbJ7AEIIcjp2jIsxuYmYqYBd346WlbHypZd2QQsjqGVKu9YEUfZ3n6BeneXEv+VXoHKv7wWhmKaPAW+SxRtjRpuXfoKbX4C2+0GTVnDOjTD0X8jJhff+gmP6xjLhGPusLrymZ0KLdvD1THBLcEnNAzgCS+fAtccnSc6x95DWsCHNzzoLV3r8cq87M5N9H9CcPAyTdP21pu9xpadXhNM1b8pJ2q0ZAgpkJMKy555jbOuJbJuoawjMZKBi9ldlQl7Xpq4Iqq/pS2iPAt9Wod7djEPPgxYHgs8w4fNlQc+7oW4lwkhG3eTHvenQqSf8+bIyETBj9fpz5SiNqS9Hi2yQDoddr5y8IH6mA4AAdyacMRKuXwmnfQZ1TelmA4Uw/i4Il1UogabMLeXuF+azdtlyW32SAPxR5T5iHNr9paVEo1HLN/d3gweTkZODy6RKjeghgzXWroTCrRZhbl1Z0PpxqHMEuC3MKXTbfjthNpngKqR6l+nvPT1keHQ5bDpVRQVIiQiE5qZYdvdjzxVcy4rh14+sQ2DpD08U8KXDv2OhuwteuUnZwxqpeJN7VLBzkaq2ACUUmx1UtJd9HC4X5NaH/gNSr3sPIKNZvGNFCBWIah3JhdeS6btCGDwfJYwmizgrgHewt7HzA6/v4HbVMuZNhv/1BcKJL2rjC9wtoHUnlbb1/Jth+Dz4fhXc9RrUbajKN2wK9w+B9HSLugS0ag33vALDZ8CM8eBxxcdillLFaR63BwsxVaDbRx/Rqn9/XGlpuNLTSWvShG4ffUTD41XItjZXXYXbkBpan3a5srPp9OijGIMV6f1Rn1gKj0eN6FJCNEqktJRIcRn/nlOKjF4HdELNKNJRwup5wINVvAMf8Bwx4VU3VDAKrXpE2ntR0UD2QNxeuCMPznsFOp0IB50JA76BM56q/Nwed6oYr2Y8XqjXCm4co+rfMEfFa7VCmv4PlEBWK7VlNIRLfob/hpskPLcaK+u0gc5nwWV50L43THoB3moPbzSH0bdCWb4qvu5v1Q4Dr49S5gDJ0M1Q7bDUMwlB71tvpfPRR+PSbO6zssErE187Lz+okm2Wl2q+oSID6p8Gza6Djr+QcEayxuiCaGVBzPUvvOK9FgL86m/KBuhhcOWmWni3o1bZuAohVgDFaFPq7QrgvHVDcm9LiRJagwEVCB3U/3p8Jv0BSfPBt8uhUTP4epgyhrZsvOEc84Opa5BcLrjjaTj6ZHjjSfhvqhKI+54LNz6wV8WbjASDbJk0yfJYZf06Wli44xsURyEwmdigaPU20j2i78ferUWgvKwDVE3TtBvxsjbZ0u284tRyhs/HngHpNuF6jKxbrjJqBU2TASmVKcG52vU2rlGjiZmAHzatqcaN7Hm409Pp9uGHdH3zTUKFhaQ3aULZ+vUsHzaMcEEBOQceSN1u3SiYOZNIaSnuzEyE281x48dT75BD2PLnnwR/VQH+BUpordDMatEfzE9+MH8bBf/0oN5R/yM2Fa2PSvJcHfoBXwD/EMspakYPnPcHasK5B+JNg+MGqM2O9fNh4gdQmq/MCw46A068G7atgknvK41o2A/tu8NpT0Cbo2JKlFZHwKop1glzdCWPcYK4WbNnbrwZProyZipXsVLihn7vw8GXxer5+kxY/juENeXQjHdhyU9w3RylvTWpVVemGEwmRQ+SONw+H09PmEDx1q18fvfd/PnppwiLmlYvg1vOhSOOhboNXZz/1hh8DY9WB4t+A+FV9qOQKPUaZQJdc6r/b9kom/0VyQ0srmFXkfcA8LRLpfBuSa0SXDVOlFJu2e5aGreysVcVyvNYRiEQ1jwhTXiJ9Yb0dFj4LzTupwbUzGxlvxqNrzLuc70GsG0rcYKMQF3zmw/g+v/Be6O27/52c5YPG0Y0bDPD14gQ68vGd4B7p3uJFxLTtuouuEZtgBc4DLgDlQdMF3CtVI4FKA/qD4BuO7HNNcRak32h1cs1IxsGPAfLN1AprTtbO2h5vLD/EbHPBx4V64tGfOnqmEMFnsxMggUF/HbMMWz955+K96I7I4Os9u05fOhQiubOJaN5c1a0a0e9Q5RzVLePPmLsoYfi3rgRbzRqGaravPIZDYeZf++9HDN+PKqftEBlSPWjTGsqSw9rxbHALJROw44wSXPD7+lM+Qy+GKDsXqNhmD4C2hwGt/0O570BfR+HzYuhfluoY7L/lhIa7JPoAObyqoQFRofmOCcrAGny70ALSxeE/76ICa4bZ8PSX+ITIESDULYJ5g2DA69Uwmso9hs3rgtrUpAEzHNlq+NG3B4Ph/ftC0BWbi7TR47EE4nYJu2KBOHf8W46n3BCTGgFtq5Zy4zP/YQCcFB3aL6PqSFmYVP4tC2gJgzu1uDbByKbwZ0D4SnWN2D2jqxMeBWZ0HDPXnXac00FfOlwyQPxjiAASPCXQKBMxb2oDCljHbpOPWWL6hIxw2mzLV6jxvD+aPsQPBvXwJJ51bypPYflw4cTsbFB0h00JfEioQ817LkbN47L5rPj0bNB6C/kKEprqg+OLmAqyga2QNunt9SI/iosBq5hjwzbk9NA/bV6mUqU08Z7M6DNvqnVV78xnHalqd8KtXrS++LYrmP6QLv9VH/UScuALt2Uk6VDBVJK/ujZk/wpU5BGu9bycooXLWL58OF0efhh2l1zDUJ7b0XDYea/+CJlBQUUut1szcoilOKEceuECYQKC4GFwOFAH+AcYF/gtyq0vAylcX2FxEB5ZiLsNc6QZgKlMOwGFR5LX+4PlsLKaTB1mPqcVR/aHhkvtK6ZAa8cDXe44asbIRhRX6M+Xw+H4kNn2dltmtHLG+POTh+cmLULIFQKq8Yr56yzfoXMJuDNAV8drj1F4E5RQgmbze8MmCNZ9bnmGlrvp1K3lhcXE/T7K45b1eLxeqnTtCnXfvxxxb4pn37K40fex/dvBvnxHXj+Svj5feNZXohmgasZeFqqrcGdsO966LQFOqyFfRZD61+g3TRo8ZX9zRlXr1IiEzw1k0FzV1HbBFcJjBZC/CuE2H6Dz4vvh0Or6fCkPyz+UmjWFv74CrZsgGvuhS6Hx9up6vJNejqcdTU0a6VMC6wIBGDdquq1aQ/CV0d5opsdP/B4yMjMrAiFFUUJqz5iOdPDK1cy79xz4wbhHUsDrLuGviSZ0nqNhtF+5M/tbJc9Qog+QoiFQoglQoj/WRy/RAgxW9smCiG67pALH39Okkah+mDLFGPbhoLwx5fKPOfwk6FuI9XPdLvwW06GZ65TtnRuN7yTB1c9oOpv3QmuexTe/C3RhnwvJ/+ffyhbrTIhmb8ZGQqx5rvvEsIDzRw4kKVvv02kvBwZChEpLa2YusWdb3PNLXm/A2ehUr+Wobz/C4FrUY6LlTEfWA7ok/zKDIgiKKF4D7VzTcbSv5XgZyZYCtOGWZ+zdSW8foIWdcDwK+qCqtmuVVrst0Oi7GoPNEw0lyWZsOS2paigAH/WPnDNWuj3HfT6mI+mNicQTe2yQSktDbXSiNctuYHTbrihokxGnTpk5ORUlLci6nLR4+abaaClNi7ZsoUvBgwg5Pcr2T6iXGlGD4Xlc9Mg63hoOQj2+RH2Xwv7rVZbs+fAna1Sv3oaxl/EPxlcuqmg3nKv0tC6NDt0kQ2uluBqiIrLaoO3VfIvaw+gtpkKHCulXCeEaAz8LoRYIKUcbyygCbQDAJo0aUKeMQexjr8Etm1UT1ObE6C1jQbGrjeY948dAy4XJfWak1fugRMvgXPvhi3r1VMrtUfe61NLNV9+ChfeYV//trL43MmVUFJSYn2fu4Cdde3QpZeSc9RRSJPLpsvlIiwlokULooMGVSgAzC+VIiHY+MsvuDKraztnT0lJmLy81wGrdapkagc7N1L9vHIgb7vbl3AFIdyoPLS9gDXAVCHEKCmlUbW/HDhBSrlNCNEXeBfrxNipMysPZuclL/PXN3DV45UHQywtggFHw8ZVUF6itKehoBJCoxHwa9qbUe+rMDQDB6tEHdc9rDYHW8rWrUO4XNYO4qAmAvpkAAiXl7Ps3XeJlMc7qspolKDLhc/nI+qPrR5YyTWbf3+QpmcEEMJ8xRBwO2r5vy/KfMCKt4ilgzVeBez7nxdYC+w9vgIA+JJEwkmziZKd96qydzVj93rTF6BS8U12e6DZIXDIlbF9VrFkgfIgnHLe86zf+jRut5uT+/Xj2fffp06rurizniTK2gp1gW5kkqpJgM9UVv//u1de4bDevSndto0Ff/2FyMjA5fEQDYcth+xwIMDXDz/MzOHDadC6Ndl161bESDaqMcJ+mPLXKbS7/LuqTZ7LfoONF8ZsZXU3SJdbxdOVEtKOh8xzoM4NgAdCC6DwcRWj1ZigQ2RCHUOuW1kOoQnK5tjTXQnCkQXgfx+iG8B3GvjOU7a6uxG1SnCVUq7T/m4SQnwLHAGMN5V5FzXocthhh8kePXrEVzL2cxgyQJkCgEXQQWNlNsdtjF3yrhxEj48GJvoICAFZDaCoMD6zlt7Z45wtPfDwm3BmEk2V+bp5eSTc5y5iZ1575uOPM/uZZxAeD0II3C4XnlCIqN+Pb9AgggMHAkqX0hjTC8vtpu3TT9Pqvh2fzlPd80lAWxIDoPtQoX2sXkzmEBIQcyX1oYTWnRJf9AhgiZRyGYAQYjhwJjF1FVLKiYbyk4GW23XFX96HN26tPGHAxlXw/FWw7+GQu599uaFPw9qlsSggemplK0XbN0Og7xXxNq8OtjQ47DDCJiFUJwo07d4dlyGuZTA/37auiJS0GziQohkzCBUXs3X8+DijGp1wyUqiwXq4E3wSw8Df2vYCqo+NBIwpRyUwDRWZQK/ZGG5OX3sx98GAqZ69hPbHqHis/qL4/b4s6H699TlrpiemXk4FkaYmjJEQhC2cI11uOOUFOPLWeOfoVsfC4phfRzgCq7bCXSNg7WbV56ORCGN++IGr+vblm0mTuPi223hswAACWjziEPZvXt24y2gCaic6/v7BB0z64guCWp9wAV4hcAth4xej2rZq9mzWz54dlwHWKLhKYM4v/1Zuhlo6GrY+BaHlkHYghBcbhFYdqcw+XFq0ltB4KJwC5cNURizf/tDwU9h6I5QO06IdeaDuM5B5pqoiOAqKL6FiTBIuSL8Dyp+nIjpH8Htwvwq5f4KwyxZZ+6g1pgJCiCwhRI7+P9Ab5ZKdOpEwDLktJrRC8idIN5y0kjVsr0HiW1pK2LolMR2sLrMY8Xig23FJLrD30LxPH9z16hGORglFoxAIxGlydKJYuF24XHgbNkwou+PIRMVozSDeoURviXktzQqBemDSgFOAIpty200LYLXh8xptnx3XAL9U+2rBALx9F4T88aOEVb8JlMEfn8Hb98LS2dCvAZzZCAZdHx/j+I9hiaHrbFdEJHz6XLWbv7eR1aoV6XZ9RQgOGzw4bld606aWZjgSwOUibf/9OfzHHzl63Dg8detazi3yJ4SU802lLAcOBW4FSlGpSI7Q9kdR9uHFxL8BIigh1dwHQ+yVpgIuN9z4A3izqVhedqfBibfDvj2tz2l9WEL4qUrxZkK/1+GBTXDtWLjiV/BkKIFIlxqbHQVdL0uM6NPjWeV8Jdws3gRHvwAnvgKzTQFAQsEgC2fP5vfvvuP5e++tEFp1/NplvD4fLoPNtVkDZ6WR09UHXqgQWkHzYJCScinxJEn8o4sKZl8pHQGU5eezato02zoo+hTWnw3+CRBdA+W/QGhJrIKklmgBCE5TqV2lVJOIBh9Cy03QbDa03Aw5N6mikTVQfBHKRKdIbbIAyh8jfhJYApE54P/Qvs21kNqkcW0CfCuUit0DfCGl/LVKNWxYnjj4uYn9RlZGzrqnpJEQ6gm1clKtqlml8SHMyIKeZ0HH/atYyZ5HsLCQX3r3JlQUE+aSJUpNmCuEQix85hlE48Y06ddvJ7RwEypvuh4oey2Qj3ooiojPsa67kXmJGTYY9VBhYBzwO8pZ5W1UfMsdht3iXmJBIU5ECa6Ws6eUTHEC5dDv8Xhv4kqvDCX1W5DX74FYk0cOh3YHqBWL0+9NXXAFZUqwHSYsNWl+Y2ZXtEUMHEimlTZJCKavXYtr06aKtoz/6y/SX3uNcLGFF78QLHS7WZGXRzQQIPDQQ5YapjJgzI8ufI10XVgqDEf1lUu1tjQjLy+ZGYjVY/8XSujdiwiWw7DbtDRSIbW8LDwq3qsdx98O47UJi1llbmcuEBGauYAHWh6u2dAugJCM/cSr/4Eh3eGuOfF2tw27UHr+eP758C6uHZxHeUjax5cIhbjj7LMtD+m+DwRjkyKBWjjVE1h5sTYssdLRm+suCQQSEmFZJccyihJxWl63m7WzZtHm8MMtLhCBzbeDLDNFG7Co3LahEYisgNB08GlRalw5ajMS+JwUAsZqlEFwOGTclGL5mqfWCK7aMuf2OYzk1FdaV4hftdVTwBgJYx1HQ6J5ABGTP1LBrmxWHWjSVg20F90AZ12eYoV7Nsu//johMkCY+HjyOvpPIg2fy4HosmXMuOgiDhgyhJaX78jvNYQKXVWE0uxYHd+K0sbqLUvD3o2gDKUr8KDiUQ4CHrIoV23WAEaL/JaoPA5xCCEOAt4H+kopLdeDKzXFAdi8Bl7pp2xPrV6yuvLL+IMBeRcPoscXA2PlMrLgtjeh75WwaiJ89lTMREA/z+rd6/ZAv2vgquq/aGvS/MbMzm7Luj/+YOw991ikAAJXWhonFBbi1jRNeXl5NF+yhH/vuQdZVBQ3kYyiQmid9O+/5O63H2MOOYTwzJmA+rn12vWs2n6vlxPWv01ag1HAXOy1ofoPrbtgBrW2PEyPHs9gH6lTD+2i23ZFUGHqqqbv2O0Z8zqsnqWiCoCK3xQJwjsXwrPLrO0t67cGV5qaLBpfWbpBKYa/FV9vKXx3J9RtAfv0gJlfKGHMOCGKhKBwDSz+HTr3AWDR/PlccdZZLFu8uEKTH/uV452oPEA0FLKV23Stp1nO1tNRGN/CQWIRaqriUqsLwaDe8EZb2crEAeFy0aijTarwsp8hatEHrARXabG/AjdEKgktKLdhPXbZIHIqL1OLqDWmAjuEOg3g0N7gEbFZo3HaZXwQPIb9Rozl3AKO6AWtOkJmjnoBuLQTzOaMVkbrXh88OBi+nwVfTYZzrrQPk7WXUb5pE5FAfMfSBz+jvKMPRyUo8a8MtaBYEaiqrIz5d96Z4OS1fWxADbKVdfwgSnNqdgOwQjd4CAAjtreBZqYCHYUQ7YQQPlRuzbhAwUKI1ihjwsuklIu262pfPQ9Ekt9yKo95eanKvAVw0d1w4LEqSYEvXW0uYX0NjxcuTwic4GDD1hkzLM32JVC/W7cKoRUgWFDAP7ffTrCoqEIY0M30PVlZtL3kEnL324/y9espnj+/IlCcsfeFtH2e3FzSGlwNfIey/NKvakWURJ2Yla2V+ZwgsXB0+jk7hxQid+wrhJgkhAgIIQZa1VFlQgEo3KgmHaUFMG8srDGl8pz0SUxoNVK8CTYutq5XSvAXW/8cYbSJpzsxyl+wDIaeBw/mwogbNMc+0/mRIGxSCQqWLFzI8QccwNJFi5Ca57/+TtdPk6hpvcBacWHE6i2v73NnZlYIsfrzHtK2qqBPo/RoNlYyJaZ9+pOaVa8e+2iZ6RLYUgV/jKSq4SD4LDS6Rrx9iIntFnXHyS9ZkH6DddlaSq3RuO4wOh4K//4QP1s0Y5zR2L1Hvelw7RNw8T0qifGU32BDMZx4Bvz5fayc3lMkMc2uXrfPBR8+Ad37Qt0GO+T29hSa9eiBOy2NsCkJQRmqu/mIDUd6cCrjT2nUbQa2bmVK374c/t13cSksq08RqQczH4aSE1NBv4MqzIRTQEoZFkLcgooH5AY+lFLOFULcoB1/G3gE9VW+pZnjVC8z3bJZMPoD9b/dy9WssbHrY2kZ0ErzHPelwaujYd4/MH8qzBgHf46MKdT0r84l4KLboHnbKjd9byW7XTvcWVmEi4vjxEDh9dL+yivjypavW0e4TPkI6ItOLsDldnPkBx/Q+oILANRqibDKNaSIAOlxmicP8WY0xocjYtjMC8hmDYT5KuZMMDNQpgLtbFpWPVKM3LEVuA0VB2w7kfDJbZD3vvpfuJRAmJ6ltJrNOsNdP0PdptahsEAJp3bZI4WApvvBBpuY4t4M7aVrEohdxKIRmDWy+k/l9kGTLgDceOmlRDWlgtUCim6pJ1ACpo2oFbulJMeCgUDF68JIdYWcyl5vOsY+Vbp5M1tXrCBUWkpOs2ZkNdDG/WgxhE3JWirDlYsaESsMJEBkQfat4G6sPksJwWHgfw2iW8HbS5UNjMTS89yl9SX9JlyApzd4T69a22qYPU/999Ob23e+LhF5vWoJE1SYmGNOVQkIJv8Wr5XV3+xpmeB1K2FVtwAP+WHdCnjt3u1r0x5I46OOovnJJ+OxCGcVRL18/KSeZ2fL6NH8c9ppO6h1qcR8AbUiX65tJdpfq0QERgRwdJLj1UNK+bOUspOUsoOU8mlt39ua0IqU8lopZT0p5cHaVr10yv/8rJyzKm2Q4X+7EcDjg1MMJh5CQN2GsG4hrF8Mad6YGkZff87OgqNPrVbT91ZanXEG3pwchMtVMQeIAp46dWjXv39c2UggEBfaSl8niLjdNOnZE23SQ0aLFmS2aZM0xGe9I43R1k5CLbwGMEW5JzZJ7IFKNpBBbGgSxEwIdFwkCq1oLQigQmntcCoid0gpgyiD3DgjUinlJinlVKqu5EskfzX8+b7SpIb8StMZCUNpoQoNt2o2vK7ZgR53LfjM71EBDdpAwyQC/HmvKYHYDrPzlp0dplGAdfugXhvYRzmF/Td9esUpVjokfdoC9gYhRvRVAKs3rCcaRZrMIozlU7X6q0woMi7iJlhwh0K8uO++vHnMMTzVogWf9+9PyO9XDnOYVpCkzf+gBNSGX0CLDVDnPvB0Ad+x0OAjFTlAp+xeKBkA4X8gugQCQyDwHsofw+LGhEz8HeUsa3OSWsyeJbiWl0CR6QdL9ntY2eYJoEl7eG0s1GsUf7y40PoHdrnglPM0jaupe4ZDMGaHLw3v9ggh6DlyJMe8+SZNjj2WxkcfjS87O+FFVoy9ftL8S2ybOJFCzeZu+2hCYm5185vFhRpoLye+xeUoY4Zy4g09Qc39c1DKz90UX7q9U5aOeWQxD3IeAfUbwv0fQa5hJWLORLiuK/zwNqz4D2Q4fuaSlgEdD4GuTmasquD2+Th14kQaHXss0u0mIgTu+vU5+Jln8GSZApnbDGCRcBhfbq6hmOCI4cPBEB9WF3T1n36f224z1HAqoGtgw6jpaZBY33EB7wHnAT8B/YlF9BDa33SS25Kj7f/R/suoPlWN3FF9/KVQskU5XdkRicDKGfDFnTD3d8htoYRXt0/Fbs2qDzd8Hf975q+CNf/F/ED27QnnvZ4ovPoy4YRb4IznVSQBHbPCxooDzoMbJoDLxYb164lqNq3JhEbj28ToemJGt2jWnzPja8YFuKS0jIahlwtQuVpBv46xbclMAzC0xwUQDhMJBgkUFxMOBJjz/feMvOkmEGmQdbb66zLVJhqAK1uzM3UBaZBzM2T0BXd9qPsUNJ8LTf+CzPNjv2lkGZS9omyPqyqdG4muALl7ZXXcs0wF/hia6Gxltcaso/cEffLebn944jv7TD9C2AuuLdph35t3r9nMrsLldlPv4IPZ7847adi1K6tGjWLS3XcnlMsnNkIEUOKgvsRkfMnIQID8vDxyDz54O1tWD7Xi96rWoS3eCMKFMhm1U67or1aIDb6XAHcCOzOM106mRafkx423bUTvAm7UrL90Gzx3Cdz9IZyomVq8PEAN2hVonTkzHXKbwqlXQf97djvtQG0gu00bMtq1g+nTiZaW4t+6lcl33cXmf/+l+zvvACrxgG0q5WiUJUOH0umaayp2hfx+pNersgEakICvfn3cPuPCrxcVge08VGhu84SuLSol7DagC/CSVuZeQI87CeoBq0yhaR+HdjuweuiqIyZUHrkjHKQkuyV5Jw2qvEUhAXVbQt0TVb/IaawSEmTWg8WbYXGeMi3YvFRpbYUAxkCDtpBZF9gfTh0J21ZDJADCrdLC1mmmpMieX0DhemWmoJsrGG67JLMleQdr7RQuaLI//DMLgGVLlvDgiy+m/L2Y46Oab7Wyc5PJ0/VatuTsQYPirmPGfK4uJKfaHrvrh4Vg3NixCNd1EDoRZJlWMgqiLniaqyvJECWBKHkrfkD1lz9tWooqH56D6huVNKxSXOCeXKUzajoqy54luE4fHfvfrPEx6vfN6BbhPfsnT0+ZU9fSMxePF3pdBLP/gcmjlbd1xTEf9Dw/xRvYewgUFDCqTx+2/PefylgSDOLyqMfR/GKRxCLPmWfnugE92rHFL75I+zvu2AEtfAyV4ed0VFgsc6MEiGQDqP7ARYh1s5+AHeOzUWM0MuQtsHpT24XuTFhWjKgIAq8MgGPPUlqg1QstTpTg9cBXy7aj0Q6bp05lxddfV9ivAoRLS1ny2Wd0uekmGnTtWmG3asf0hx6iRZ8+lK1ZQ3rjxsx55hmiQesfPLB1Kz9368ZZy5YZzIEygG+As1F9Srei9QBLiJkMzEGZiX4O3Ah8i7JdhdRkxUaVF6k6KUXuSIVKI3eEQ+R9PpgeY1N4V8T5swnY7yS45w/jxeDxg2D9/PhxyZcJ/5sIrboarhtU5gF2z8DaWfDyoVS8hQXkHTyIHjO1dmbUg4s2gdtDMBjk/F69CIfDFcOrORIAxL8+BDEjEV2j6TH8TSaTZaGGcTuh9JJBg/hm4EAESm9vVZce8kpXU2Rb1Kc/rVbX8Vq0UwLC7ea0lSup26IFcDIE/oPwcmU+UHAbRNaqs1z1yFv0Nj16pJCmvuwdKLkXZVBnaFwy6d3quAS8l0P2nZVf00BNR2XZs0wFGrVKnLbphijJ0HvJdEM+5fn/wPNXw/1nwC8fKbs+twfufUs5kqRlqL8uN3TsCpvXwoPvQMNmWgQCl/rbsj3c/sJOuNndm7HXXcem6dOJlJUhtcEvGg7bKuyM1qNG/ad5Md6/bh2hUouMLtVBFgHTbQ6mEsXAPMjmAx9sV5NqnHYHQUa2/QvSzrvCrrwQsHCqmuDZRdzI2L1CtdRG1vz6K2Gr5B7BIGt+VeGjvNnZuNPTVThQKnLrVDzF5Rs28FWrVozu1Yvv99+fdb/9hlWmIb1/+jdvZuVXX5mOulH24KB6dFj7bHaGLAfWa/+3p3Ltg5FswzV2GJVG7thheLxQr7mF3aqJhD4lYWFefJlVM2DL8nihFZTd7JjXTdf1JV/N+PVpCLtjL2jjT+/NhDNeqXAGk4Zle/1XNq9bWV3JHH5NjxlhhxslcEaIGZ8kc84yx2M1ltHFALP21izvWY1PLrfbVjMrIxG+7N+foD5pTDsQ0k+E/Au0rFllIEtV0oDwIohsJgHph5IHYHNT2FwPyp4iTmiFSuZ0HpCe+AFUAtIFGa8nO7FWsmcJrgeeYD9ApnKnc/6CsmL4bgjccSL8OhQm/QCv3Qq3HKuE05dvVhqgsB/CAfVCmDMZ7jlTRRAYtRQefh9ufAKe+gy+/A9y6+/gG929Cfv9LB81ikgoZNnX7Ex1Evqctt/8IimYXLVlj0TKIPomyNdVZ7ckFVcC84MogT+sCu4+CAFNW9vLDrbrcDYnyKjylPb6oMeF4DVlrknLhLNurm5rHTS8deqYlu4VLp8Pb506gBI2hMcTN0HU3acq+qOUBIuLiZSXEwkGLftpxUAfjfLvnXeawt59j8pEnEpkjVJgAXADsciakPxlLlHa29tTqD91pJRhQI/cMR/4So/coUfvEEI0FUKsAe4CHhJCrBFC1KnWBes0huOuUN79dliGYDQlNilYm2jDCqrf/TNM2bzqBEphyufwxc3w5unw/iXw309qchIOwuzvtFSvxJsnCy9cPQoOv6KiqrS0NI467rgKZz6ofNqRZnM87vkzoGs/jeWNz6u+zK8LounEtKVGO1Xdl9pLLJmwj/iQtkasxqdoJGKrHxPAmn/+4feHtWQa4WWwrg1IiwQfUkLpZ8q+P/g3BP8CGYKC05U9q9wIsgCia60vZmWUixeyvwLRONap9U14IPSsTctrL3uW4JqWrgY6M1ZTJysBNyJh1QJ4626VqlJ3QvGXwqKZsG0j+MuhtFSVNU7t/KUw+gtVrvcFcM2DcMIZKsWrQxzRYJCwlsovFZMcOyWe8eVkRFQ3JJYMQ+QMYCHIe0C+rWbCljNZAbIjKlGBFW7DX2MLd3Pt4ap5sM4mNqSOMUZyWho0bg2XP544gAoBuY1gn0PU59sHw4HHqdWMrFzlCNb9HLjIicqxvbS/8ELLyYMA2p+vTJk2TZliuVphNVAbnSituocuHIQKCph5//2GI6NRAmkqRFAROJ4EXkdFc8tEiSDHoTJsGbPU66NxABU7dsc6nKQQuWODlLKllLKOlLKu9n9R8lpt2Lwc/hyqxpsIVHyjbg+0PRSOvlD1D4jdvtsHRxuidEz6DD64WsVrtSJUDoN6KCewlf/CfS1g6FXw51tKYJ36Bbx7AXx4mRJYjU6ZEoOEmAEdT06o/n+PPYaUsuJX0SdEdroluxiukliqV2nYZ2c+YI4/rL+JjaoGXbPqJd4UwbgZo/CZEaa+lGxRV6CidUz/+GO1Y/MFSvi0REJwCmxpCoWnQuFpsKUhhP4i/nk29ToP8dK3EZcL3G0hvV9sVUtfiXYHIfgaKmHB7sOeJbh2PDxxScSMlfBa4Rbogonfx5IMGAlpGUKSrRAHymHCzlk92pMo37o1JSdIPQpSsqDU+qxZRwJbxo2rXsPkEGAMFcG4ZBlEZSxiT9xs1gXMA/k0yov5WOJtU/S/xomLBCYBn1avfbWBJdOUdtQOF8pQLQOlQkn3QPkmyF8JdRurwTYjR5nR1GsKT/0UE6gyc2DQH/DODHhoGAxdCA98ah+L0iFlMps25eSvvsKTlYW3Th28dergyc7m5G++Ib2hchZcP2GC5dI/xAeLN1LZErAAFg8ZYtjTBOsgd3ZrLOXAWFTmrXmo1MmzUH3uLuITDxgXeiUqBuZuyKr/VLKBoKH9kSh4MuHaofDkv3DNh7DPMeBJV8u9USAcgUnDYeaPMOsnGHq9ik5gqYXTCIdg+kh460woL1QCqpFgGcz8DtbMghZdLavAl2Xp+/HNsGG4Xa6KCL1mbajVZMgO3RTAmFwgVeHF6NanJzowXjOZ8sRO2xuWssK3W9fi2o1p+mgQCQYhvBZCc21qRZUMfQUyX5mq6Zu+QmF8zPUvwErqdhFzPhdBCLwK0X/AHY0Z41Z8gWkQsYnnW0vZs0aEek3htJvhu5cTj1Wm2tNVCMOeh5CNVU1lfgEeL2RmV97OvZwVv/6K2+cjHAhYvnyEEAkCqR26CKX/NFEg/6+/qtcw+S4Vg50+mak4RmztyA3KMSuEWsaciXK8Go/ymtbn+R7DyRBLqXA/Ko550+q1syZp1FppXowmh0Z0VYV+LKBp1/4cBpedBEOXwH8TILchdD1RxUg207qz2hx2KK1PP51LN21ifV4eCEGzHj3wGFYnMps0gXxrj3yzMGr86XXR0S5/XMTvJ7BtG2n16gFXAW9iHRnAbjG5HJWp+CGgg2H/Qxbl9TdHc1R0kN2QhROs9wdKVVKCd66CzFzofROsnAMBzSYyGoGybTD4QmjaPib4JpPOIgFYNV2dZ0eoFD64EOq1tK6reBMsGA1d+sTtnjZ5MgGTQKsravXXqI7+TJmrN0+I9NoyDcctTeeJTWGMo7lZlaCXTYberrjkHYbPusmCHsBIT7NhVGFIoPNppwEBtfJkK7dKcNkctFoptvJyS/gsIboS3B0hOpPEiwfA1YrdiT1L4wpw9SBobni5WRnCWCGF0jZEbITWVHC5oGeqWZT2XryZmQiPp8L43jgDz2zenFOGDcOdno4UImnAabTzi1DxXiOA8HrJ6dKlmi0zDKZ2mnVdoK1o0ByQerzF7sR0CyHU/D6gtVKPIgjqYfylmm2sYbp0V/Zuxhk/xD7r4eXMBMqgYBM0bKHCXx3a01poddipBAoL2TJ/PmsmTGDD/9k777Aniq6N/2ZTn07vHRSxF0RsCKKoqKhYsKO+CnawY0csWLCXT7F38X0tKBYUFRsKFpAqSJfe4Sl50na+PyaTbDa7SR46yn1duZLszs7Olpk5c859zvn557S4l617984wgWpYhVW3odRNiya8Xlb8+GNiSxvgdZClIP1KWygD6n/W1MlOMU2/cikLcHuWurZzlDV0b3rFahWSqnwlfHS/Citnv+vxqEriYYWr1lVA4w7OMWOt2r11i2Dezy4POQ5/fJhxeNPmzTOKWi9LO21pY5ZVeM2mxbfGT4XM5ugwiW50BHv92YyobgKStOzX6TGsNjb90W0IlJXRc9gw8LQGo0F6g+xSbjbzopOAmkuhBuA5EAI3oExhVgTA0w2MFnlUsv3gnye4CgFXvgDBQHqgz2xzpBZaXcxkOY8HFV1g0PCdqSjzQJtevVQ2EVSfs4p2tQ88kHZ9+lDYpAkRv59qFCPObmLSK3cdVUAz24TPR9srr9y4holzUPy5mkBT+UEJo1qrajWQOU3n+Yw22yHefyhFx0nypHDnjVvhRONZNhc+ew7GvqUSiOzEFsOCzz/n9Xbt+PnWW/lt6FA+6dWLT3r1wkzEbvUVF1O2664Ut2yJJ5jqBwZgBAL46tdn9yuvpPa++1Jnn33SykBKs2UXKGQggL9WrVRBeTCKRxJBLe7KgSqQdwIdHFruAY512J7NwatHln3bOfY7IZMP7oRYGEwHzXU8qigA+Qwx8Ri8OwjHwm792alef1HGpvMvucSxSsdmkFJi6BHTqoF1uxTru6Z/2zWquVz5soWedtL+GpbtTjoxASAEhteL8Hho2qkTNy5YQFmzZko+qfcmiMKUyT6Q+GRNExnM751whABfH/B0hIJ3QDQhmczDezIU2iJ/yBhE74ZQIwgVQ7gXmDn8GrYy/llUAY29usIdn8FL18HfU1UndkuBUbsxBGrDgunp27GVDwaUo4lHKMcsO/oNhuPO24wX8c9FoKwsw1FE39H5o0fz14gRbFi0KM0buRL1suoYfHqVbB9Ydrn1Vopat964holrQX5A/uu5IHA2CA+Kg3ehQ4uSOVVs24/buDZua/z3vuz7g4WAVHxvO+yOk6/cBB8/AQi18HvmUrhjFOzZZXO1dicSiEcijD7zzLQ4rtGKCv7++mv+evtt2p97LgDewkLOnjePtdOnUz5nDotGj2bD7Nk07taNDv37J8z9yov6q5NPZumYMcQti9AI6ZOKCfh9Phoccohl6zBgJemCZxVwN8iPUJlUtShRgHJovMd2RRMSZaxihG6FAMpqdH+2K/gC0Lg9NGgLK+a4l3OT5jw+MB3Ymfp2GVpRg9KWxteo8djNRO0EK+lZAof1zyhyXK9eNGjYkBXLl+dsMqQCFWjDjZbjtDY2ilIRWKdyq1ArSeVVs74R1mgFbrKhjratj3NKaGC1yvvJbsiVUnLssGG06daNRnvvnb4zcAgU7qnStOZrFPC0BeaxUbxt0QS8CSdi34ngPR7kMhClICzURrkM5DqI3gnmxyStHOYoCH8PwekgGtf8/FsA/zyNq8Ze3eDR3+F/ETj4DJVNRGuGtPljn+5w4UOwfEH6sda310BFBuh0HBTXTtkCrCTogDe7w8pO5A0zGmX0mc50C6tZCZwHlZlPPcXiURuZ8lEUgTEBaA3G8biu6wSo4bALytsZ1MRq1wBZjV8e1HAXSJTdPgaAGkFKCLl4KAO02AMGfwX3fa2EVCNhptCLlEgIbu4K8ybDH1/DqKchUq22V1eouu/pBdF8QiXtRE2w7OefHeO4xquqmPHqq2nbhBDU2WMPWvbqxaFPP81xo0ez76BBGIEAsZCazAyPh6M++oijPvkkmTgkWaflAxBZt46VEyZYSnyMs7Y0itKsWpiCsi/KGUtz8DageORdUKJOFSpmawWpNMvt2eGnNl8Qhs3IQ8vmSY/36iuAgjKSjsR2M5WJUrxow5BJoqxM9y6qCWMuUAq1MzmSQghGjBxJcUkJAZt2Xjr81lpXbWWrIt0ap1NdGKTeHidqgVVdoBMaQA6jK+lsJ+tySAvCen9pot5s9RU1aMAhAwZkCq0a8T9yC63Wk8ppqDvi8D54dOESUiQFUIqVYih6N11RJAwwmqSEVrkSwkdCdSsIHwDmu6RTc6T6H30yR4O3HvLq3UKIG4UQ0uEzZEs3cLPgujfgpGvA703FvzCAqV/B/12syOd2eCzlDAm/fAYbVoPXk+LNaiqC3w8dM8OB7IQzhBA079YtQ+sKINxSTibgtGK3xuarXrqUH/r04Q8dM6/GjfMCtcC4A8R/yBiejABwAYjJIEYrYRcAF4cKBMqJ5JbEZxxKM7sDQgio1dB9/4o5Sljt0Bke/wWOOAuKainut4GaIKd+CzceqjStYYd+JyVMGbtl2v8vRtWyZZhh5wVBpDzLYgSY+txzPFdczHNFRTxbVMR/O3dm7axZ/HjNNXx++umETDNp5oVMYUICo7t3pzrp+GXLbJWUOkKkUQcwgZcVFzaJs4DPEwfY2e9a9PmD/OIsb+fw+mC3Lu7Cq78A9jsFLn4Jdj0cWu4HpwyGy94Cb0LPaI3Zqe9zlHQmkxZiY5bfkC4NZoM04bd3HHcdeNBBTJ07l7vvvx9vIki/kzxtTyTjlJ0qhlq2aG2s9dK036xVVeAWh9UNhkO7rGoHDeu5nOArLOSIQYNYOWMG39x+O1/ecAN///RTGp8co272xgiHD5DByE3KKRI8JVAWgsJ3wH8VBO+G0jngPYSsCB8P5g+o5YCbRjcMcnz2erYi8l2W/h9KRaQ/DwPLgNe2ULs2D/4aDy9eAS9cCuuXqAHAzsSOVislmN3RRL8sOsxINKy4Q8IEn+WVDRbBob2gvVs8z52wY8HXX/P3Dz+o7CqkVsh6AErPhq1g7bvWCVJY9mvEq6qYMWwY1StW1Lxx8a9B/gHhoyD2JsTrgXE1GKeD5yrw/Aiel0HsajnodVRWLLdRvhcqIPqVQMuat2l7wmXPOG83UH3poTOU8Nlid7joAYhXA/H0BxQNw4IpzvWAcv7aic0GMxbjpzvucH07C+u7p0idNnw4Yy+9NBXfVUqWjx/PiD33ZPqzzxJeswZpmkmOue7P9Q6CFidDYdNEGyIRZic1u9cARZmERkcHIokKfQUwH/iR3OrAGI5pmndEXPI8FNVO0Wy0EOsLwpH94Io34KA+cOt3MOR3OP5G2OMo2Of4zLq0NKfhNHha50e756y0F04gXAFzf3K9hHr16nH5gAE0ado0Qytq9cK3Pn6d48AqR2tUk+7zoOVtg/TXR4e/kpb/bhCkaArWtkGmy6BeLmm5X397AgF8RUUcfuON+Hw+nj/gAH64/35+evhh3jj6aD697LKU8FpwvaKYOUm/TjwFO3Tc1rRYkEug+lrwnQKFT0Dw+nRHMCeY0xLa3Gzpy1EnE3vmKLP1kBfHVUpZjloGI4S4CbXs7QqEhRBjgQaoK79LSvn+FmlpTfG/u2Dkg2oylWb23HGa/GJXSDiN9NJUHKTmbaFuUzj+P9Dt9M3Z8n80pGky6txzkybHjP2kL/itJhtBaiDzk71/G14vq37+mWa9etWgccsh0gu4i8TrDlRA9FUILrZoV61YiMqnHiXFoLKK2AawY3lsZkWbfaDACyFLZ9IqkBiwfgUsmQVN26tvX0D1QSviUTVoB4tU4o60fTHYs6v6HQ7Bqr9VmLvC0i13Tf9w/PX++2yYN895pxDU3Wcfx13SNPnx2msd95kuWe8oVEaJpb+CpwD2vBLqtod578aoWvx74py9wLwR5GAyBlkreRFQL9W6xO/FqJ5vFUfcMBsV5WMHR6N28Ngc+OENWDQVWh8AB52hYiG7ZaMTAq76Hww+EBZOcnaKdBJaNawagQjpShzrfddqSF8BNLAu5J3R78oruePG9GQi9oiDOpCgDi2lv4Xlt26WdXlb7PNRr7SUDbZwbjpooQR633orLVq35qXLL0fG40mnRBL1R1BhtuyMQivSbkUCSSEqFqOsWTNaH3ooI048MY2aE62sZPIbb7DXuefS4rDDoHAAVDskVsklsOZC9EUVISBwfX7l5VJyeIUlEADvgE1o2OZFjYhAQoibgauBblLKmahRZaCUcndUYMrHhRA5EixvBaxcAB/er+LY6WwfuSxHXgEFheAXKW8/NxJLNAx7HASPfAHd++CaY30nMrBm1iwiGzZkLWNdSWdYSiz7IqSMi/bVtIzHCWTRJDki9ibOL0o1xP5rqXw9mGPA/APkfy1n1xw7vQ6PA3sC413q3QHx+yjwe9QIb000oEd6IPm0Grdz5qsaXuVAue/RSngF5VDiL4Arh0NBMbx7H5xTHwYeAOc2hKcvVU6WO1Fj/PW//xGNOGuxDZ+P9uec47jv+xtvJOKQSSvbvBqtgvBa5fMTq4Apj8KqqdDtLeh4zwiIXaM08qInmaF5EpD2P5qGtQf5pYo1SI/3uoOjsAx6XAFHXQFTvoHbD4Gnz4dFFodi04Q/voD374XvXle88Vu+g679FQdWGNDMpjHLV0DSEqUdWvXo9cPBF+Ss5urrrsMfSKXudVt6WAkgdm2p05QsgX6DB/PxihXc8dZbNGrVKhnWzTAMepxzDm33248L77mH7v/5D8/8/TdnP/ggRWVlacOWJF0Ytp7fR2q4swrQ1iSBMh5nzZw5vHHSSY4yQbSykq+vvZanmzThibr1+PSqGBXLM4rlhtbaOKIKIo/mX5exL859ypP6iH3A/yWwAsxPQa6pUXO3BPKOKiCEuBUVbf0IKeVsACnlUmBp4vcKIcRaoB5KDbXt8NnjmROm1f3QCft0h2k/QdjKQ0G9sfb50h9MjxW7E3nDW1CAzMFjzQX7o4yiBNkiyz5vSQn1OneuWcVyJc5pIsMQvwO8Z0H8CTDvQElrMTCKwaNN4Xros7oRTEBNvCUoSsEOGk1AwxdQ2lJwnvhqNYQmu6jf9ZpBpxPgl0/S40T6AtD7elVu8tcw/iPFhT3yfGjcFsa8DO/eq2K/anzzujKXXuyQXGQnsiJQWoowDGKmmTHg1z3gAOp0yAxBtfjHH/njmWcyzK+QrpCzwmlbPAxTn4aOd4DhiYH5PIj9Qejol9lgAJeCaJf4XwtFuXkKsKRiTho4Ei0TrfhHaFut+PNHuK+HcmaUJiz5EyZ8AHd8Dc33hCFHwqJpqs8ECuGVAbBfT5g3EVofDifeAK32hSvqkwz76PYgvQEVaguX/Xb0+wCK6+UsZhgGL7/9NheeeSaRSCTrdGxvmi7r5ALt8XjoedZZGIbB0WedxdFnnUX52rV4vF4KS0oAGDt2bLJ8WYMGnHDttRzRty+fDBvGT++8A1LSZv/9qVi0iAW//AKkFCZBMmNXYPlv3x6PRBA2wVW7xaz4/XdIzH/T/wvzx8LFP4E/37xFWh1t5x/rBprUTLAU9cBzjZrXkqmYfUA9CEwC/CCHQFzHKNf8hFfyP8cWQL7OWbcD/YGuWmh1KNMRdVV/b77mbQQWTYMvnyZjuM12pR4f1G+ZaVLRyzH7m+nxwnEXbXJT/40oa9mSOrvt5m7m2khokVH359C6dY5517PCcyRK/HU6wUqIDgJzMEq4XY+aPFeSXZuqNa/rgBOBO2vWpu0NB57ibnr0ARULYegxsG6Z2n7dG3Bcfwgk7mvb/eHer6Dpruod2Kc79HsczrkLGrRUSQpG2IRWUP8/f27TEoT8S7HnJZcg/H7iKN2KNp+GgSUTJ7JuTmbIpemvvEKsutqVF2h4vQhLNIFsvdmMQvUq/a8SzMdA7Iszd8sP7Ab0RmlN7QuVu4Angb1IamzTYnAXgBybo0U7IF6+UvUBbUE048q58eWrYeQDsOAPFZlDmuq7ci388CYsng5/jIaHesGvI6HLf9TxblKjBGIyFb7FSvZ0g9dFc+6AE085hVfffZddO3TAyMNSaRcOdQIBDcPjodsJJ9DMFgKxpHbtpNDqhpK6dTlz6FAenzePx+fPZ8D773PNF18Q9PuTgYM0XaAmb5MZi6n0ronjAliUpBaljRmD6vUw7X9Z7oPV5Ogj3aqvt2tPNh0SwesBWYO5z3cv+F4E0QlEW/BcDsFJIOqDeRrEHyPFKk7EfZBLwPw6/3NsZuR8cxKa1gHAmUClEKJR4hO0lKmLctT6j5TZovhvBYwaluDQkf7WZaNx+H3w9auZXDxQYa4aNEtomgxo3AYe/ALq7oDhjLYyIpWVTHzjDb5/+GH+njAhSUw/+f33KW7aNKfwmi1jlhNi1k8kwqhOndJiweaE0d3mdGVFNcRfJ8Pr0pMY2ZNxEa2TqNOIfz/wRf5t2t4w7zeSKV8Nh4+Mw9QxMKSLMl/6AnDxo/Dfcmh3ADz2G7Q/KL1OKeGjR+G8enBJS1g5x3mmiEUzObE7kRONDzpIRfFIIE0WkZLZH32UcUw8HAYpHXO119ljD86cPp2SVq3Strv1ZimhwBqMQq4H0R4V+soq9HhQET3GgXgPKHUYIwTQCeT5pNzBUOWEQNF17nZpyQ4KKWH+H8775v4G37nMXVaEq+DFy2H279CgveKl2h2vJGqO086RVsaTo+McgID6bWp0OcefdBK/Tp/O/0aNoqjIWVGg5TGrwArqiddr3Biv10tJrVr854YbePTddx3r2BgU1qrFaY8/js8wkkKnG7LJ83o49OFMd9OIVcGS3/fB1fhtjaLoZKCwZ9sSgIhB7P+ytM4GIcDbB4LjITgb/I+BaICyFv6I84M3Ib7twmNlFVyFIorcCNRFXcFSy+fQRJkA8AEwVEq57V05F04GZPrboifZQpzTakSq3DU5Hg/c/zm8vQBa7wFvzIY9Dt5szY1Go9x12200r1uXOoEAx3fvzvRp0zZb/dsKSyZO5P5mzRh52WV8ccstvHDkkbxxyinEYzFqtW7NpfPn0+XeexG2tJ/2Dh4iM3xKLujjy//6izlvvpl/o4UBvsdxnYKFbajSphlTJjQhuqUmSLdpPI6iie+geGWAUqHZ+1fa5UpYswimfKlMlcvmpAQQKRVPb+TD8PMHShgd8yK8eRtUrU9NwE4jfa2GO520NhJNjzgCw5e5ejejUWa99x7r589P297+rLPwJYQKnaEuCsS8Xna//HImP/MM5UuWZDjX2CGBuvsoo5aCH4yEw6QxAsQgoAmKBnAmGL+BqG2pIA7mVxB/G+Qc4HRgf+BmkqJDWoxKgBdA5hDkdiQIoZyxnFBUlv/qPhqGeb/DoplQHYWYkb7ar90MDBcNj5OUJlH82dIcnusuOPrYYznm+OPx2d5LLTBqBaI2TkvDYOzs2fy4ZAlTo1F+WbuW64YOxe/fvDHUu1x6KacMG0ahEFl9pdzmpDTerFPIR8vHMAzq7nUGlP4IIjG26YgBbsKq/SQZCEN8hNvO/CF/Ibs1cVWWfVsWWQVXqVAmpRQOn68Sgu0rwNdSyte3SotzwZt4iZ20QT6UJbgEtdDXyyFIvSDWF80fhN0Pg5Z7QJ2Gqu7NbOK++LzzeOqRR1i7Zg2RSIRvv/6a7gcfzN8Lty1NeFMgpeSN3r2pXreOSEUF8UiEaGUls7/8kt9efhlQJp7ON99M399+o3b79iBEkhdkv8Pa5UmbN90EWKsmSQAyFmPW8OE1a7xxKM7q+UIwTiEtJax2WtAxEJMZ1YTa6DqhzGOjMqBsa8RjCSGU7LYzAcRC8FBPuO1QuHYPuKwVLJwKZ3hgSHd44yZ4si9c1hbeHpxJDbCfI1AI/Z/Y7P3v34L2p52WsUgEiJsmi378kedat+bJevVYNW0a3954I/X32482vXop4VWIpLOJMAx+uOkmfnvsMcJVVUkuYpJmavnWCrxuL+mzFQD1wXOz+it8Kl6yZzF41oLnDRDNLK0LQ7QVxE6BeH+IdwCpM/pUkwycb1qtHKA65fYTLH2z4Jgr0xMNgPp/7AA4/DwVHqsmiMeURcR626oqSW7QY5t26U/yJ20fMxePwB1CCF595x3efO+9pDOVPrVmxOvTRoGDjjiCVm23jm/JoVdckTy/G3Qod6sQpRWkSeHUZoDOWOubCWud90D1DK2Ktmyq2lwQLgt8uQxiN0P0EIidrxyMXetoibvOWYA4bSMatnmwqe7whwJ9gJOFEJMSn702Q7s2Hh6vszZIX6n1pbBqXwVQXAQNW6W2FZbArgfA16+r5AObGe+8/jofjRhBLBRKM4uEw2GefuyxzX6+rYUVM2ZQuXJlmoApgGhVFROefTatbP2996bH8OF0e/JJgqWlrn1UW6vA2X2KxLk0h0+jatGimjVeGCB2ARqhVjilqFAgt4LvEZR2yGWSSA70+gVzk1x9QA3btT3A8EBBDo2n9dLDpnLKioZh1YKEw0firZBxlSlr7RL1cYIA6rWAvbvDnZ/Cwadszqv5V6GsTRtKEzzApMxhKxNavZp4dTW/Pvoor+69N4cPG8bJn3zC7n37JheVZiRCtKJC/SZ9QRkmM9Z9aTuQEUAaYAbA+5XizuWClCBno0JgJaIxeuLKDColRE2ImYksUKb6nyYk1MDSsr1j3iR1UxvuqlTXBaVKyOlyHvS+BU4epBy0ggkPn5oKsRpmHFrsq6J+aI9Xa3IC/aB1blaTFOd2IyGEoOeJJzJ46ND0pqBchTYkTisMg/9ceeUmnasm8Hg8acK0HVbeqi/x20eKg2uQPSWsFePvvRcZnwoiEW0n10F2YTZjmikCr8O9kgshuieYj4L8Ccw3IXaIihTgiONA1HJpTwA8F+do6JZD3lEFnCCl/IFNF36TEEIcCzyOev4vSCnvr3El9VrAX6Tf7GwyhDW2hYzB+mUp7Wv5Svjf/SpMDxIueKPGzXHDc088we3XXpv2AHQAg0gkwu+//rrZzrW1YcZixCKRtIlRyzMrJk9m/aJFlDVrRuWKFbzarRsbEtplT0VFXh3drYx+zFpw9QHe4MYM4kEILgLzW2AtGF1Sk61vIsRuBPkCjmYUUyZ4RyLFd80YAL0oAXgHgxBwwPEw7q1Mt1/rwlBz+LPWlTjGzKKZbtAKhs/blBbvRAJ/f/stGxYuzOlnAxCPxQivW8eE+++n+xNPsODLL5PJQhx5eolvPWxaF6uVi6GoMQnNXDmEzwRRqXiunmPAe4+KO5mBP8lMRZLoTzGXFyZugke7XFfkcaU7AN68DT5+RC3+hFCC66HnwZl3QUki+1KwCO4dr5yw5vyi5sD1K+C9IWoRXZ09M1oKUjlv/fV7xuaM/zHUMFaSO5pAPrhy4EDefPllZs2cmbZdUzhPOO00jj9l6y1cDY+HVocdxrzvv7ctiFJaVju91Gpt8ODcV5z6kFlZyUfH96PtCSZytyyNErZve8UAwg+eS8E4ObNM/A6Uk7Cet0ygCmL9wLsQxCRUko99QbQB4QXjB+BskBMSfbgAjKtAdMA5rvnWwXYTgFQI4QGeRsUL2h04Swixe40rar6n84PVb5gk9dz0Nq8H/AH1HK1hezQiIRWGZMUC9dlEVFVVMXjQIGQ8nqEY9gFeIdjLJSj4joC/vvqKWDQ9hliS/WmafHGzMhWOvOACFde1okJRCnCXYWpqLYkBeDw0O/HEGh6pT+hRUQY8p6ZriEQpeE7ENfpAWh2JF05ap/IS4GIg3/gneTZXiGOFEDOFELOFEIMc9gshxBOJ/ZOFEPtv1Ika7mJZ6NlPkviuqRLG40ksDi3wF8BFO0NfbS78/d13RKvyp6eY0SjzPv+cH++6i/EPPkg8Hk/TpjpBa5isk7knCP4yXSIOTAL5F7AC4m9BeH+QDhnu7F7RXlILQbcG6AD5UgIOmaM2EVutj2mMfBjeu1fNP9JUi7xoteKEV65PL2sYsN9xcNod0PUCOOlGeH4F3PGVorzlg1gUAsWZfdHtfpc2gdIsKaBrgEAgwPe//Ub/K69Majs9QuD1eLjnySd5YcSIrBrQLYFTn32WYFlZhvLDmmLcrh+D/OcqzeX1An9/8TM/DIqw5k8IrbIVsp7I6YTSAJooq2BwDviHOVOqzNE4c1ZXg9wPzC5gXgjmHhA/RynyRMtEtshl4FsC/grwDmVbi47bjeAKdAJmSynnSikjwDvASTWupeW+mVwgSOfsWDuiF/BK8JrgySPUzg+b7sE4Y+pUR26QNq8ZUnLlNdds8nm2FcbazD4aJoBpMvOTT4hUVjJ3zBjMWOqeJ0VdG9/J+m1dfzgpAqzlfSUl7HnDDTVrvAyh8jJn8V4Xh4FbijzDMmBogTV5PbWBa4EHatamHMhz0XccsEvi0w+VxrnmaNhGTW6SFMnLbhPL11mExHG7HAh3fAa7HQrFtaHdgXDzB9B5JzVgc6GwQQO8BfmHLQLFEf/lwQcxLYtQN365mw9JPAJ/f+l2hjhQATEHPqrYh+RLZZWIczZa67Q2bwrurdrHQIW0emOQ882OR+GXkc7HLZ4Fk75UYeUChdD2QDjlNqt3XAp+f+K+CjVnnjhIcV+tMdCz3fOulzgLSBuJoqIiHn7ySdaEw3w1bhyfjB3L0qoq+m9FioAVDTt04KZZs9ijZ098Hk8yCYGT0Krhwz3uq1NZaz2xKuX3OuEBkSmsup1QCPDfAoWLwX8P0ATM78H8iMx4rnWcGyIiwAxS5Ixq4EOQj1nK1AWxeRYpmwPbk+DalPQYsIsS22qGPY9WmUbsHSoZ4wxFSLE6IkpTDQbEc2Q/kyoN5SaifoMGxGPpQrKWq/U4dW2/fqxbu3aTz7W1IaWkcuVK530k8kF7vck4d/b9ISDu9eItKEijVlkzD4JzGm37GF9ZWUnlsmX5Nhyqb4fyemBOh/L6UH2DM4dLlIHnMVIJAvV20gXX5FWBerGWA7fjPs1vNPJZ9J0EvJZwuPwZqCWEqHlMt86nqfBx9py71oeT76giUKbdK1+GPY+A+3+AN9bAsAmw3zE1btpOuKNDnz6OzlluEB4PoTVriDloaZ1kKbd5VcahKmsXDCcoOfYKfSBak8EnzyXAmoAsRnHTNyu2Xh8DWL0YwrHUAGiNS2bGYd4f6eUr18OtXeGafeHB01VYueFXqXHtlFvgzHuhsJYqW6sJXP02XPoyHHAS7NMTCurCu0PgqQsgEsm9+DS80Dh3mteNgcfjoVPnzhzWpctmjxhQUxTXr8/+Z59NUWFhmi83ZN4inWzTaUgEIBGlIPnX6YQS/h5bqPwJ8l6sLUtYImYmnBmPh9h5EG0KsYdS5TzXouYsK3wgrAQ7jSqQT+dx8m2DTeK4bmZkY26kCgnRD7WapWHDhmkZMZLo9TIsm5meItKtdqcO6mLqrChrztjSEnA6Zw1xz5NPEsphunvj1Vdp0KABwaIi5+vcCqioqKjxufd55BFkFm9TIQTjfv2V9o89RiyUuRAQgKhbl5bDhmVuh6SjiDTNrP1aAN+PG0edHClmVWUrQNYBhlBR2YSxv94NGCBGgOPcsyvwqiK8J2NJZjuBD3CYoDcPnBZ9B+VRpimJzHd5I1AI+xwJv76Xvt3KI0/yV/Oozx9UarnNgHlz5/LQvfcy/qefaNOuHdfffDMHHbz5QtftyAjWrs0Zo0fz3gknUL0mXRPjxLvbq18/JtscKbNBL7ozlm0SGh0sUBNmFZkDrgf32Mll4PsfyFNIm1g9OOcu0A3xxIGj8m57nth6fSwWTSQTsGyz8koBFkxNP+bJC2HmTyoGq6a7ffUStNwTjukPvW6AE69XChqvRRjc9TC4sk1mUhHruXXftpI54zHoeAr8NL5Gl7YjYpeePTMyYWmnLEgZcp14rdZbVrtdO2o3b87Cb77J4M1a0eyI4sQZ8uEmS5CvQvRXYAGKw2qp2xwM5oFgdAXjIpDTwPw/FEkhAmI/EL/i7JSw/fLExbbOF6AhhDgYGCylPCbx/2YAKaWz3Rno2LGj/NXJiWnhZBjSOZ2v6ia4ZsSnF0AxVJWr3/o4fyFjz3yWrqedm+8lZcWa1avZs1kzolmy04BiRN7w8MP8MHIkr4weTWCjnI02HmPHjqVr1645y1WtW8d7V13FxHffhUjE0Xqsx76A388hAwaw75ln8mrXrsTDYcxIJK1822HDmHP99Rkml/a9e7N77974SkpYN3kyE++9l1h1dcY4m1T+BYOcOWNGRrD0DJQ3VitXYOyvw+ja8frEjtpQ6pBCT1ZDtBEqg5bt5AaKc5am9Q+gzJdf4hZiRAjxm5SyY/aGOh53OnCMlPLixP/zgE5SyqssZT5BxVr+IfH/K+BGKeVvtrqsC8MD3nnnncwTLpnuzAWH9AnP8KZMlGaciqIGFK+3RVMwPNCoXcojWiMeU04lwlBe1DlMkuHqambOmIFpmskmGIZBq9atKatVK6N8RUUFxcWbl2e8sdjabaleu5bQqlXEo1G8wSCR8vLkQtPfpAl+oKhhQ1ZPm0asOnc81GzcPl9xkFq71gURBLkcZY5Me0lAdMApUkfqvkzBcWJ1JcS3RcWFzUS3bt22/z5WuY6KUJjidQ6RR5LzUQE0TzAVpKkiD9jncolKoNNyLyhfpegDZlxZJOs0Vn1z6SwV3SPnDbD9l0Cz3amIxLebfpQNm9rHopWVrJ49W/mlJO6zVSi1/neD4fNBPJ6h1LEe523enEJfiECttWSPoVoT1AZhTRIRQ9k2tel5Is6dKcGdJZMi4HY/N7Z/1RTbk8b1F2AXIURrVAyUM4GzN6qmb55VWpyNpd8U+mH/XnDo2TB9nBoYDj8TVrjwGjcCa9eswev1JkM72TuB/g6hzO9/TJjAcw8+yNV33LHZ2rC5YJomD3fqxOq5c5MOZybpFmNr545HIiydNInjHnyQK2fNYsTJJ7N0vPPK3a7Fmf3++8wbORLD66X9GWdw+vTpfNK9O+Xz5mXQBgSAlNlNpLISqh+AuMWemdaH16rnL2z2bznGXjB1rIkDZSAMTAJeAK5wb8/GYRHQ3PK/GWCPMZVPGaSUw4HhoBaGjouW51+BH14j4/q1VkjDG1B9qP9L8PEjjF21hK6fXZ9+TKAIrnwV1sxRudQ7dIFPH4O3b1ETq1Kxw6BPof0hGU2Z/ddfDBs6lPfffZcqhxS/jZs0YdaiRRmOHfkuyLYGNkdbQmvXElq7llotW2LUgBIAynKxePx4wuvWsdDvp1v37gDMq65mZO/ejlYRKzTNGdIXjRI4cPBgOvVPvO9yPUQuAnOUKiUagu8F8BztWG/yvshClAY1jhoRC8GsTkufmcJu4J+R97XXAFuvj424h7HlBXQdeb390MTKPwin3gxHHAFfvqjiIK9dnKgcm6VDQGldiFapRDugQkYW14Enp8NlxynHYze40X58QbhtDGOXRbebfpQNm6OPxaNRfn7oIX649das/t9O0D1Sa2nTjFN+vxJqTZPGTz7JUeediSfeDKU9zXGifGQc0R18Y5z3yaEgB6Ni1jmdpxDoA+KltF3bevzcbjiuUsoYcCUwGsUUfldKuXEppNYvc86nnnZCnL17TAkVq+HXj+Cp86B5B1gxH4aeCov+hAmjNqpJdgy7+25CiQDedqcia7N0yLzq6mr+99JLbEuY8TiTRo7kxfPP580rr2Tmt9/y5iWXMNDnY+VffyETE4n9Wmz6FTyBAE0PPBCA4kaNaFSDCAoCkPE48XCYGW++ycvt21O+bJmjt7MEilu2pLh588yKAMxyKN8fwg+kHwSpfLPGbplCK+CgqrfUoaP42VEFbL6QahYkF31CCD9q0WfP4/kRcH7C87kzsF5KWTMTpkaPgTgKrXbTQSycCJ0l4ej+Kv1rIMGxEoaa/IIF8OyF8NZN8MAJcMPe8NYtynu6ulxpg6rWw/09051GgKlTpnDo/vvz5iuvJIVWL0qfrfloa1avZsUKB6/1fwiqN2zgjd69ua9xYx7fe2/ua9SIySNqljVHGAbNDj6Ytscdl7bIa33ssZz62Wc0O/xwChs0oGHHjpiGkQzvae3npsNHCkHzHj0sJyqDwHsQXA3B+RCY7yq0pjewE7AQeBQYDHykJtwMvl4heDev46MFW6+PNdstmfAhA74A1G8BvQbCyEdh+ABYtTg10GaEZpGwYRWELLS0eAyqNsBnz5BT8nH1xvMpJ8p/ETw+H/5g0HVh6GYA0FZD6xO1yp5l7dpxxFNPcfqECZS1bYvHXwT+T4EylM01kUdMHASew7N7h2WgkOyJAl4B4aDkS9ZfBbwFcnE+J9tq2J40rkgpPwXcouHmj31PgClfQMTFM1y/YVHbNvubF4vC85elRuLqSniwD/R7Anr8Z5OaOGHcOOIJk4HWDrq9+FqRFXfUMGwdmPE4T554In99/z3higqEYfDt00/jITOeHaTTsfR2Fd5U4AsGOdjiKbp7nz5MffNNog4as6z3xTSJmSaRaNQ1bl5Rs2YOW4HqEVDZF4xw+oH6t4m6gqLHnY8X3XGOLFAEniEg7sKZiJct+/XGQUoZE0LoRZ8HeElKOU0IcWli/7OoftUTmI0ajS7c6BPO+DpzmzVtmRWxqBJcg0XQtAP0fQR+/RhqN4a/p6i4k9oBLhqGRdNxdIiLRWDyF3BAKrzZrTfcQGVFiocVJPUe6qWDGY9TWvrPTRP79hlnMHfsWOLhMPFwmGhlJe9ddBG1WrSgRQ5+r5SSP155hZ8eeYTQmjW07dGD4rPOSivT/IgjOPO776hcsYKX9tsPU4hkf4yRojJbe4LOVFl3zz1p1Llz5olFMTUOBydqAf1AhsCcCKYH4s1Rr3McjAbgfTyVTnYzY6v2sRZ7wowFtgagzP4XPwpH9lWC49t3qYxzTr41Tm7tVvNVtBqmfA2desMPWZI16MxZhgdkXNF/vD64/OV0ruy/BMVNm2L4fK5zsd1CaE1E4KilNQzq7bsvHS64QG0YO1ZxVo1hapFv7gb0As+ZIBqB+QPEjiEj86I+QdrQWQi0B0/fLFdk8c9wFYSDKLpOzX3ltxS2G43rZkXns6Fhu8x4dBqCdJUBOEtH1mWS/g5Xwcs3qlXrJqBlmzZp/2Nk92UJA4ckTHjbApM++oi/vvuOcEJQkKaZNH/orKfWrqzHUr0tKVh6PPT74QdKG6ccnlp168buffokc6k7aWx1hAH7Xbdbp+1Y/vPPmRvjM6HyQhBh984qALMAPC73XM4H9gJp7fFFII4BYwBQj1TcycSHIhLUts0OKeWnUspdpZRtpZT3JrY9m5hQdfrmKxL795JSbnyGizE2b1PXAU/Abl1S2iMhlOb15lHQ7QKYPT5TSHXLxBOpVgtHC8b/+GPytz20jP7tNc2MXOj/FKz7+2/mffst8XC6JjpaVcXngwaRy39hzI038tlVV7Fy6lQqlixh8uuvs2rGDCqWL88o+9PQoVStXJm0qmRDGCjedVdOHz8+M/Zm7EcIXQWhARCfkLOuNESHQ3V9iBwO8euAmSRHGHM9mHNrVl8NsdX62PBr1Lc1BRlANAq7HKQEmvUrE4tCnCcOJxOUdXFpeKBRWzh/mHMSAT2w6qgGUQF79oATroEHJsFBp27Upe3o2OWkk7KGldPBi6yfrBSCYJD9rr3WsmUxiko2FcRS8HwHnnssJzgMPFepRYPPAz5D0dIyTugBTz/wjQORLQxeX1SQr2yIAK1zlNm6+GcKrv4g3D4OTr8f2hwEwSAERFLjDqQTs/KFfvsiIViXObjXBNfeckuGo5WbVQbUePO/11/njeHDmf7LLzxyzTUMu+oq/rBM3lsKkepqfh0xgrBFI2rXpuo2aiHSeh1x1KsfBmRBAWFbNAUhBCe88AKmz5fMMKjr0AKxVUmeZo7ENaIqoAaGDFS/kDoq69xeCdFPM/k/sdEQ7gSxCYpaEpcQN4DzwfOaGjTk7WQYUeWBKAvjDo4NiXdfa3XiiW89cBoofmthGVz0TObxkZCiBeSD5KgvoUV6Nuk6desmf9s17slFj2ny39dfz+9cOxjKlyzBEwhkhNITwMIffuDx3Xdnw2JnE1/V6tX88tRTaVYOGY8j43F+fvRRZn38Me+feSYfnnsu8776ilkffZQWzzUXVsyaxW9P2uKzVl8DVT0g+jREn4LKblB9W34Vxr+F2DUo5y4nSS0MsSHbnUmzxpASfv9C/RbYpB4JL92ofpbWc6cTaDjdJt0xfAE4cSDUbgRPz4WW+6RTouyCbzwGU3+ATqdDky0TBmtHgDcY5OzvvkvbZlVue2z/s8Vz9ZeV0f2VV2hwQCLmsFyDCploXaDHUVzX64EfgFbgGQZGPPFuCPAIks6rWsXr9YHRRzlFZsV1wL64W0ACwEEg2ueoZ+vinym4glqV9rgadjsQCoxEkgGU1lsnFfajtOkF5O/IpSfRotqb1LzDunblqZdewp/QBmUziYNqsjRN7rnsMvofcQQjHn+c/z79NFf16MEjAwduUlvcsOCPP1j655/0Ly5m/LuZiRecbpkWXg2PxzmQg5R4HWLzTf/wQ6qrqtL4c3rcFbaPI6vDYRtAYVMH84a5Qh1h94Sz/paJq6k8CdY3gMi7+gIgeioQtUlKJsSfh3AjiH0IXOXQonEgM3w1djwU1k6NyE6TowAIQ7Om8NZ/4K3+sNySyvG3US6ONTZYuVwGMC9dgXXltdcmtanWx6bTqGtLwK8//ZT3pe1IqLfbblRXVKSy0mFZ5Jkmq//6i3fOOMPx2OWTJ+MJZNJWpJRMeuEFPjjrLKaPGMHUN9/k3ZNOIuJA48mFcXfdxcz3EmHT4hMhMpxUSKxEusnIw8oCkguxR8gwj2YgCvEvatzO7Q5JC4Vlm/49M2FB8vnhpGs2zlxfuzHc8F8VKgugoASueBXKmqSvte0IV8Hbd9b8fP8wrJ85kwKUSFeMEiGKEt9WgdWHu4DlCQY59t13qdWqFdEk3WmKyxFx4G2gO8r/zwbhpNMNkhmtzY4YCBMlEL8HDAFuBNolWu8HTgFG5qhn6+OfK7gCzP8Ffnop5U0J6vnqN8o6KTpRD53MMIaA7hdC0CE7Vw1x6llnsWDDBgbceGOa2d1qItf/y4HVwBrTZH0opHKHS0l1VRUfPP88MydOZO7UqTx46aVcd/zxvPvEE1RZ+H81waqFC7lxzz25ed99qa6sJByPE0nkKofc4fNjQP327dMSCOjbWFSnDk0szlhmPM6IPn14u3dvx3o09KPyWP5bUU36fdOftbNmUW1P5OC3pGy1pi+1y5kCVHDm9VB1IcQng/kzjlm1hG5xBUTPxDlOnwlk4ZPtKOh0uvsKAtS+ImD5NJj3E4x7EYbuD+HE+1ixBkwXgoc3oJy2nJIbvHgZrFWC/3/feIOHBw9GJHjimmrjNN9+/aVr6qYdGot++cVR66aFVxmPs+S339iwJHOxVNa8uWMSEIDw+vVpmthoZSVVa9bgqWHmrWhVFePvvz/x52OcHRpNiH2Su7K8FnwmJOO07KAQAvZ1iUGbHI8SOPsuOHlglrocthWUwot/Q8eeqW0rFsCgLrB8sXpE2bhXM392Gdv+PVg2fnxSjLAOT1rZqUU+nZDAHhoSwKiu5otjjuHjww7jjQYN+OOhh1ABKbLZXPP1cRHAI7iHEKwCLgPqAfVJxnIVy0CUAmNQmt/1IN5ObNu+8M8WXKd8pEjoTtC2RStJUtu/rVKjfSZs1gEueWyzNTEYDHLXAw9wcOfOyYchSe8A1u1VqDDDVt1DtKqKiw8+mLP32osPnnuOnz79lGdvvpm+++zD4jlz+GbECMZ9/DGR6mqklK7E8uXz5vHCFVdwdatWLJqWHtAhjhJANfk8m4LaAyz/88+M4wNlZVz00UdpvLfxTz7JjA8+cK1L+wZoZDO9aOHF+uiMQICKRbZVqv9k8O5H0ivZBEyR/rwzLjIM4acg8oJrW9PKxp3euwjgEBN2R8Nh5yuOnBu8pMJhSFSEj0gVrFmg9rft6Bz1wxeAq9+CXQ9yecgSfv4v4777jmv692fd2rXELeHXrIs+6++F8+fTfe+9ua5vXz584w3HsFk7In5/7TVX872+H5FwmId32YWPr76aqCWsVZ127WjWuTMeu/VDCGQsU3IxPB6aHHyw4qEL4UihtEN4YNees2B9C6i+X6W5tj4oQCUgyCM2tedY8nJsFHvlLrO9o/9j7vta7gk/fgADDoK+rWHVcjjy/FS0DlBa2JK6KmKHFYFCOH0Q2L3i3xoMVZWK8mTnndhRuR6e6l/jS/onobRFC8d5SAuvTmtu6x23amLNSIR4KMTEu+5iwcdTUSt+J05+vqKaD9gfxV11wzkoDW41apCeidK2vgg8YBFkt27M+Jrgny24eoPZJ1hItzF7SLnEantjEkJxgG4fpcw0mxnvfPEFQVIMBju9yfoKmSjWSzUpbWY4HE6btENVVaxasIC+7dsz7OKLue/sszmhpIRjDIPjvV56FRYy0sJB++2TT7h2zz354plnXJ06ouQ21oF6qTKCLBsG9dq3Z8oHHzD/p5+Ix+PM+fprvrvvPmLRaM5JUCMbD1hYyiTLR6OUtrYRy4UXSj4GozkpOr2t1oyRKa40rtE3sw/syeJOi4NCVDrzHRzN94HazZ1HD815jaG0NyFS9yoWhrHPwz2Hp2uOQE2quxwCB54E+x6rYk3aYcYgUsXj99+fDCWnT2lVADs59/01ZQofvvYa1/ftS+fGjTfaGrEjwG4oilZV8cvzz/OGzapxxgcf0O644/AEAngLCihu3JjCOnUyhVlUrOZoJELc6yUmZc4u4C+BXi9Cx8srQf4NhBJOiqTeD91Ib6a1JQPegUDdHP3OB8YBueva3hGqVNoy+7X6AtBqf3jwXJg5AVYuhK/fgJ9Gwr5HqyQegSLoeByceDU0aa+O8foVHaD3jXDaoPQ6x7wGX76qxisbJT/pYGBdBcZNGPs6LNuyjnDbM3Y9++xMp8ME3JQqWqi1c2A1YpWVTH7wQaAtcLhtrz2ZjQ1Sn6EEGAh8i3MIR4D5wDe4WyYiqFm+L9lV79sW/2zBteOZKnyHE/QAaoWeATUH1np39j9WaVsbbhnvupKSEm598MEM72grtAiuHZICpPuX2ZXEIuFsUV1RQaiigngsllSCRUIh/u/qq/n8xReJRaM8ed55RCzCQDZozasd2Y6VpsmCX37hiyFDePaoo7i7Th1eP+kkKleuzNo97PfBzVjiLSjAX5hO3/AW+tjn6jPxO2VMqboDzAXkb4IpBHMRKrc6mVKSHRIVsieJIlQQ9SPyONd2DiGgz0Mp21hyu0NZSXrSo9euhmgIiKZsaB4Dzrofbh2tFpr7Hp/KuGWFxwf7ncDfCxakVe/0296E5G/TpLK8nPmzZxMOO5mudxzsd+65rsk17IJlrLqaed9+y8qZKT5psKyMPh9+yHXLl3PFzJlcs2gRxU2aONYZj0T4+4cfkskIslpc/HDIdbBrL/AGLH1L2L7jQOD/wGiUEGqzxFURdVW0DjsXSEMC3ofI7kG9AyAShpuPUk6f9us8/Vb46nXFNdUw40oLOn4UVFUooXfcSHjjTvhrElSFIRSBJrtB7+vTBaA1S5X21ElRYb+3aREJvDBj3Oa75h0M8VAIYRg5FSh22EUKO6qWLlWlxJeo3BUJ/W2OrIEpLZcA0QlEUZbC88gvJGMI+COPctsG/2zBtX5bOOMJxZkDy6oxsT+bvKKXRz6gQWO441MVrWALonbt2llD91hfX+1P5vZKa6WGE6wd7rFLLmHUU09hxmJZ5TArQmTKblZtrysSYaFkVRXhDRuIVFQkheBsdEn7GKq1zMljDINjhg/nxM8/p/Fhe+MtgOKmgkNujtH58ndg1XmZk2L4FbLy4dIaE0BlELF4LGe7wRqxWsDJwPEoM8x7uQehHQXxCASKU5wWDafLi6O4q94CZS7W5bQHQ2EBFJUoT1hQ0QM6OWjh4mHwBTj0iCPwer010tJHyHxc4776Ks8ati8smjiRty+5hLFPPYVMxFV1k+es8Ph8rLRReEAJsGXNmyMMA4/fT69XX8VXWAiJyVkPmXaakLR9J8/jh73OdRmb0jYWgYxD1UBYXwLrPbCuAawrhHUBMGdD+FGo2hUqghC9KXVCOyfEuA58A9xu2Y6D30an+N/WGICmRwmibk6NuRLu/PkLPH9t+rZxHziPR7m4YEKoaAT/Unx+0knJDJF25DuHOqHhITozoAHiXRAliXknsS2nB3kl8EiOMh3IjwceQnnWbJ/4ZwuuAIdeDPcshHrtUwNBTd6sQBH0vnULNS4dR/XsmV1riVorlaCoA7nkJu2wlBVS8uKgQVRWViYX1WGyy/QS9UpXknK+0hYl4fHQ/qij1MRng9bjWLugFiftFimEwBAi5WhC+lyVFhLLNPnisst4+8gjmT9hMi2Oh7PHSPY+XyIIQegDCL1va42zY0oSVlOZ2BfkWmf+V7aRymwCsf0g2iRxQ7OK9TsW6rcleeGaYpNtXN3lCAiUQNyBk2nGIWzjnU75ND0IogcwTHj4OAbefDNFJSV5BQLRXb4C5dy4lsRTkJJI9Y7nyPPzyy/z2GGHMf6ll5j28ceY8XheQiuolJX1d9st5zl2P/10LpgwAen15hwy7QtPTxD6vA8FtVwOSKvIhPCTEHmOVAiglahJMwJyPYSuBfMvwCXmsgTMwyE4LOd17RCoWKu0rXaE4/Ddh+4+G7kggU+eVyGtNOIx53NlgzCgqBbs1W3j2rGDI7RiBav/+MPxVdRrccjsi9pJy7rPvvBLr/Ng4CtSMQbz4acBrMqxvxEqJKN1fnard+NDfW9p/PMFV4CS+nDBq8pbANR7EARqJz6FZL5xEmW27HYBdL94qzSzUZMm3Pngg478GYkKvaGF1jC5JyrIEq3IAk8kksFJtSYPcIPEEqNaCKTHw8lDh3L5Z59xzK23UtqoEd5AAMPjcc1sZW9rMsmAELTs0gVIVzxoWTJKerSCaEUFZixGPAIzPoaRl1obWgkVL6efzHcUeb/+5gTS7ob1xsdxuTIfMAti96kwWdGLVexXp4gEOyJad4ISi9Ylm5am8W5w1Wg14QUyFzQgYO9jU3+/fwUq11piEpJ6VCvn0bROCWN//53uxx6b9Qk6+VZGgPWox3fwkUdmOXr7wdIZM/jmiSd48uijefuii4hWVSX7a8wS7UPDrhkFFX+yTdeu1G+fPR6jNE0+u+YaXjr8cCKRSNrCEZzHnBgJjbYfOt8Ajfe3NSbjJPqHCeZ0cmqAcq3QzR/BnJWj0A6CfbplRtxIrtJNh5SuNUBcwqBjYPQryvrlLVAZ6exwJWoa0GIPGDo208HrX4JYKJRGpbE7ZGlIy3Yr81ALr1Ylja5j9a92QfEu1Eyfr5XOh0rclgvPALegtA3ZXqa/8zzv1se/Q3AFlYjg0PNT3k9W178ASho0bB9M+P416NcQ3rwZ1i+HXz5UGUu2EPoPHMjoX35h/4MOwmdxktAWWWvojXJya1XdVoYa2QwQSadwl/2G5dxSSuJC8MGQISyZMYMeN99MlwEDML1eIvE4YdTklqZVxfkF9Ph8eAsKaH6Qexy6bMzUeBj+Hg9rF9iPsKDoCRC1SWUNcRmIDTIdicBy00WCj6adKXQsCD9q0NE8ygqQf0LsyYyqdkhICaG16duc6OSBYuh9GzzVHdYuhKZNLc6NQlk0jhkADduqTfEYvD0w24kBaNGqFf/97DOuu+WW5B6nUHJOiAANmzaltFatrJe4LTBvwgSeOPFEbm7ThqdPOYVHjzySofvvz/sDBjBrzJiMvp4Wu5V0NlTSvO/1cmC/fpzzvt3qYKsrHmfVn38y/umnqVy7NsPCYfVXtZ/PBIrqQ8eLbI1T5hP1kYnIHQggCN7OIDZDCmTDhOjzm17P9oAGLVSIK2uYM2HpWHbTVE1t0+EqeGYAPHgRPH0NRMz0OnxB54yT/iBc8yo8NRkatcnc/y9BcYsWFDZsmCGkWn9rkcJHZigsa8gsvV8rdSr//tumQBprqT2b8FqQqK0OMChLOQ0PKqHBDFRILKe69TsXcti37fHvEVwBTrgLAoZzHIuA5XdSXSEhVA5V6+Gj+2HNInjqfBi4K6xdusWaue8BB/DpuHF4S0uTr409ZlyidVThrq+wmi407OJZtu5gNeM7mewzysdihCsqeLRnT+454AA+uOUWqi0UBJ1BKyQEXr8fX2EhAvAHgwjDwBsM4vH7aXfUUdTbZRf8JSXJNLBucBO8PT5YrxeMogiKLrAVaAO1ZkHBXeA/AwqGAHWpOWRi5pYg/SBOA/+3Lq2qhvhbG3GO7RCr5kJoQ/o2q2OjByjyK4eSd/vBX18rp6y1s6A4otIVej1w6mDoMzRVx4LfFe8R0sdsTXau3UxpbhO4/d57+c9ll+FJJLzQ72w2fVBhURHFJSXpl7N0KQtmzSIajVK5jcJlTR8zhmHdujHlk09YNW8ek0aOZPo33xCtrs5Y8FlhAu169uSIQYOQFl5qlATtJxCgbY8e+JyyyFkwe/RoYuEwMZcQW7pea8xca3Sreh3A8FlHHANkMRR8DMHXIfgoeE9D9TMJsd9AlucngLntT3KO5me9th0KFw2Fxm3h0N5wwDGwx2Hp+60mJ20asw/OTiuL5PEx+OYdlUJZD8rapFVVDdVxC/fDr4TZswZDt3O3zPXuQBBCsN9Nimuth6Q0Iy2pHEdWQ5GGkzUkWVckQnjlSsvWoK2EE7Qzjh9FiLqJ3HQBjSbAXOBAMkNwxVAhsw6oQX1bDzVNerpjo05zCJZC9Trn/fpNFKg7Yx+/JVBdrmJSPncJDBq1xZq6bt06yjdsSI45dqHVihDqFbc7MoF6/azJDbLVY4e9jL3uCKnQXVasWbQoGTvVus8koaX1+9n9ggto3LIlMz75hGCdOnTq35+i2rX5Y8QI1i5cSPmyZbRs106ZZbKkmozjEl4kAnV3QQmtwWOg8PTMg406UHiD5YI+hvhq13O5InnyiMrc47sRd33wDu71rBEoxtELXPNR/T44/BL47E7lyGXdLwF/XL1A/70BPhsKtRrD0QOhRcdUOUgf+T1A+0OVttdCp3n4qado2rw5w265JW1+durCAEiZTLe8atkybjnjDKZOmMDSeJzVsRgYBq3btOHRZ57hyKOPrsFN2TS8c/XVRKzpkKV05cxZb4u/sJBu11xD9fr1+IuLCW9IX1BEKiuZ+M477H788VnPv3TiRGQW4dZ6fidt9tzv/Ez55Bz2P3MxxOeA50D1HCtORWkGdG8NkYyXZq1Im3DcHPzc+EYCMJq4X9iOiMJSuD2RdWziN8q5qtplQaVXD9bVmlW7kTFwRzLVhNaBVCemEKh+du3r0OW0jb+WfxjiGzYQQL3BerizD1fW/wYptksGTc+6LRoltHQpsVAIb0EBcB7wAmr5qTuHfRSwB8r8CMVN3R2YA3QEbgB2cbmaAEqz+xIqa1aIlMqrClgK3A087nL8tsG/S+MK0HQf931uM4MdZhz+GK1WrlsIpaWl+C0pGbOxwOwkb6uGswLo1Ls3/R56iLNuvJE6jRrhSXB0DEv5bMoMNyE3lxLEzZciFg4z/pVXGD10KPMnTmTKqFG8dvrpPNOlC+OeeYZpH35I+bJlvHn22US8XvD78RcV4XWYVJ2egLewgN3POIiSXQdDg9FQ73+4x7XTFU2H+KTMi8rFibeOVBJgNVR3BOn0xArBe6nD9h0QZY2gaZZg73udCL+McOfQWZfMFWtg0TR4+2r44QUorpvS2grbZ9JHMOu7tOoMw+C6QYMorV07bbsXtUywr849oRDlGzYQjUa54qijmDxuHH+Fw6yMxRJUQpM5s2fT5+ST+WPixHzuxkYjEgoRi0Sorqxkqc3jX08f9n5kNdl7/H6Ouvlm2h91FB4364QQjrFZ7ajTpg0iEaWgphAeD8FatWjf+0EoHQ21Z4O/O0Q+Qk28G1AOWOW4klaTpGStq7JdvatW1gDjiI1o9Q6CfbtCtzNrFtVGazzs98vjg8at86+jOgw/ZKeY/Nuw2pI5S2tXtaHJrhTKNhc6JSqQ8TgTExpduAc4hJQ5WHvBBlGOOVbnHI0YKvrNlyht6ntAV2Aa7vCgYsfGSScvgFr6f5Dl2G2Df5/gevw94LNpvSSZkmGu0VuabMnUd16vl6uuvZbChHd+Ndl90nWiIqcy33/yCatXr6b/Aw/w4rRpnHrddfh9vuSrqZ2esslsjooOIRxTTmZT4yfrC4cJl5cTraoCKYmHQsh4HNOatUdKwhUVRL1ejrzvPo5/+mkCpaUZ9UULCmh88MH4S0ooadaMQwffxTEv/whld0LgUKU1kBEIj4fwBAhPhLjN/BEdBTKWTuKzEvysE4GVoGsdqZI3KU4y2Doe1ABTAJ7e4Omb5e7sYLj6Uyislb7N8MCxN8HK+VDhor12I6CGQ0pwPe0+99VSNATj387Y/OPYsYRtKUz1o7E6RwSAAilZOHs2jfx+Ppk2jWnxuCOTqzoU4v477uDV++7jgf79GfPOO0Rd0qTWFPF4nDcGDuSKunVZPG0aAxo2xGsTLt1oMJJEfw8EOPu11zjmttsA2PXoox3HJH9hIZ0uvNC1LesXL2bRL7/Q+IADMF3GNMPj/kh8RUUccMklXDZpEkX16qV2VD9JfilLbDCbQ+G7iT+W9rgOtz7w/gMSe2RDj/Pg6PNyL8A9NlallfBsCmjSDu79JL+5Sx/7zX+hV2147HKoWL+xV/CPQXi1Gtfs2lW3/qEXoDq6poH7ohRg9osvJn4VAJ8BPwLPAXeiUrU6kRAgtdq3Io7qg3fati8DPgcmodKQd8Fdwtj+4l3/u6gCAG0Pg/6fwPCTIFyeLrQGSef8ZEPLvVNxJ7cQbr7jDoQQeBLCYRUqsoCdGK7DV2ntks9WJhIO8/ajj9JnwADqNWrErp06EYtG08rosU3Dyo+1UgysMBNxWbEdZ6Uk2vclyxhGKqZnDkgpicbjHHzRRUTKy/nsmmuS5xUeD/v07csJzzyjBOn1j8KGYbD4XggeCbWfhMjPsOY/CS2o9tL0QmFvqPsKKrWdNbkuNk4YFp6DZXuuUAkSkB7w36KEVqNDXte7w6B2E3h0NXz7HEz6EMoaQ9fLoFZT+OpxxfvV981+n5xs+BIV73XN38pBJOziGOAwec+cPp24C6XESmHXvHBQ/SWCszxkAG2lZP6oUQz/RE30X771Fq8NHcqzP/5IoVNSizzx3Wuv8dKllxJJBPM3TZPqykr8Ph8ev594QjjO9moJIBoO88qFF+IvKqJ91658dtddmF4vUcDn8+FNWFa6DBxIm8MOy6gjXFHBO2eeyZyvvsLj9xOuqmKPBx4gRubE4CtW3Sdum8O8wSDXLlxIYZ06mY2UGynkyPkQegiw0XusJnHrgGQczQ6feMANkTAMOg7+nADRsJpzopaH4PVDoEDxxcvXKCtgSV2IhKC6Kn0ckxKWLoDJ38FR58IXr1r22c5rXVzGY1CxDj59Eab8AM9PclRY/FvQqFs3Vo0fD5FIXpQ7fWt1nxKoect0ickbT6RmT0UX2jPx0WgK3Eu6ViXXRDTB8vs24BXUnBdFWULcFjI6jWhH4CygP0oK2bb4d759u3SDgeMgXqiE1iBqFtMa+BJyaFwFnHD9Fm+mYRjccued7L3fflx9/fVEUKZ/rR2No165MGoyXoOaiK2TsZYZfIEAU376iUg4zH1nn53z3Lp+6/hlde6w8//BPVadXXlp+Hx4LTSIXIiFQmxYsoRVs2Yx5pZb0oRlw+Nh3azPEQuaw/wCWHstxJeAuR6qPoDFbWD1eYlJVA/4EohC1UhYc4Xa5D+NrJ3faVdeTJECMA765wmtGoYB3S6Da0bDRa+o6B2xRKwLQepltL4sOkW2E8yYqsMti5LhhYMznUR27dABI88QPXpdWknqndUDYTFqWtgNtQA0USGnKoENFRX8PWsWr913H+M/+4zpP//smh7ZjpULFjDyoYe4u3t3nu3bNym0asSBaDSK4fPhCwYJFLlnv7HKbNFQiP9edx1PdOvGt08+SdXatao+KfHVrs31kyfT8557WLNgAd8++ijfDBvGyr/+AuC9iy5izpgxxKqrCW/YQDwWS/YtbYXRIerK16fySBg+8Ab9eAsKOOmll5yFVgDfiTjnXYfsU4+E+Pi0v8nGmKi5NpL4NovA68Bf/6fg/cdhxs8JR6pYQmgVECyCVnvASZcpwbV8fYofVr4O/EWKcmNHuAqeuwEuGQrF6dSaDCcvO2IRWDYPfv1i817jDob2V12V4KBmh2ZE6TgzaZpZ08Tv0m88wSDrp7mZ9r9AJbPR6ql8Ak2CeqDnANcBr6HmwnKU5GCdwa3QsQhBpYp9CJVMZ/NYnTYF/07BFaDpnnD9N1BWnGnu9ZC+qLDSrQyUR/SBJ2/N1jJ46FAaNGxIFBWHcm3iO0o6D7/c8tuK6qoqyurW5YtXXyVmic9ohZ4f7DABb0kJh593HiSSAmgtbASSoa5yjXsa/rp1Ka5fP/dFaxgG5UuXMvKyy4jZ0nTGIxHmj5vPmnmLcWYCR0C6hfSohsq3wAyBpxkUP49jl3Cz6TgFCs1ABYg8OWX/FJQ2AhFLSYT6JdHmAZFYAGlnWH/ityGgye7Qvit0ucQSNsuCOo0cLR2Hdu1Kyza5w/SYZEbo0F2+NUpoLbMdIxJNXApUVFfz3/vv596zzuLGo4/m7FatuPmYYzi5uJhTSkt55KKLqCpPzzjz3RtvMKBDB9657Tamf/21a7tMoDoaZfC0afS+//6c16KxavZslv/5Z1rfMGMxwuXlLJkyhZ+GD+f+3Xbjk5tv5tNbb+Whvffm8zvvZMZHH6UdY3/F7eyY6hi0Ow66X+/l6CG9GDhnDnufdZZ7wwpvB9GAlEOiFyiEouchcCnQzv1Y0/Lt1sdMVP2+M9zr2dHx2UsOlgcJkWq48knYrROEKkjLnBWPK5P+BheqTlUFfPs+PPEjtOiQrDItZITbAB4Owc95Ug3+oQjWq0cXh9BydqukE0U/uV9KzJDzvGRWVfHlYYdRvWoMKlnAAcBFKMer/6DM/Hrmz0doBbVMHw28jnuIKz0SaoHHLhTHULzZj/M855bDv1dwBWjUHkyHjCyClN3dichieOCrZ7dSIxW8Xi8T58yh7S67pHks2l+t4sQ2LYTqaCmxWIzBF1zAuFGjkhNSFCXqhVDyhD2ov0YUqA6Hqb/LLsn67Bl1zEQdMUB6PGRLbVq5ahWyoEBplwoKEB4PRjYNrGny+5tvMuubbwglMgVZ4fHB2myxkrOOsRJkwgs7eB7UnY/K9ZyYZHMh7gVpOEvsEjXAh8/59wz088bBnU3BE1e30I+Dd5SEoJHug+MF6jaCqz9TZc58HM4YBmX1Ugt/P1CxCB7rCnN+TKvSMAw+/v57DkymTVSw3nUvyphSkDhlKSl9oF6TVqDciGKW43UddUisZ6Wkcv16QhUVrFi4kAlffEGospJQeTlfvPwyF7dvTyQhEFasXctzl1xCNOGElQ0xIByLcf3uu/PO7be7lrO/ZgXFxUQdsoCFKyqY/e23fDBgALHqamLhMPFIhFh1Nd888EBGohM7BclqiAQlG/05Ftr38NB5wJ2UNG6c9XowGkCtqSrknO8YCPSDWr9B8GIofhrqTMMxyobdVJMNwXdTC6EtBCFEHSHEl0KIvxLftV3KvSSEWCGEmLrZTu5GpzLjcHNP+OULJbja4eQUmdwXhWcHwYAjYcD/qUQEaXWTKbwmzWZx+OgFOHMXWDS7RpfyT0LjI4/E5xAH2spnddqX1uNcnq0AzHCIuS+fCowBFgCjgEtwVs7kEl6tZ3Yj8Fn/u10BKGnh+xzn2/L4dwuuufLGZyyTEoiF4avhW6hR7igqKuLbiRPZY//9M3z/QDEdgmQ2Vwuwf8+bx8ypU1XHID1Vq07dmjCiZ2YcikR48+ab00yj0nKM/u8NBNT5swhqIhZj2cyZhGIxKsNhGuyzD6c+91xaRhInaMcR+5AcD0N9t2gf6ozuu4w6YFi0v57m4NkN6q2EOhOh+HGSGdecEPeCWS99sE+bdE0wp4HprGn7RyEeheEnQvWGTHWmdaQxw6rvWR+LAKrXppIaGAYceSUUFWVmz4pUwfuZVJ1atWvzyY8/Mua33+jTty/C600+Bq01tRtXCknxsZehFl8myqKhxQGZOHUd3N8k69u+ZulS3rnvPgAmff55WiziXHKYNE1i4TAV69YljXjW/mWX5/yFhRxw5pn4HEyX/qIiQqtXO2bii8diimdugS6VTeFWvQ4ePy7GL29McClhg1FLhZwr/VwJqx5Lylnhh+CA9PJ2/lHWG+bd4kJrAoOAr6SUu6DycLpFeX8FONZl38bh6PMyownoFyBcDb99BQU14BzqFUmoAtatgJcHw4CnlDLGCSYp/pn+VFfD0rlw7dYLFbc9oXLuXMaffjo+00xSAexr81y6UE9hIb66dZNl9fpdI14dYf10q3VR80DcGPlO0AJoNjqBtaVaqtCDrdMxHpRdatvi3y24BkuhZWccH1CufKdhh1XuVkBRURHf//YbvR1MdFqT5AYJLF+0CDyerJenNbbaP1VbcuMuZHJIdb5QOEzEQSuqz6+7H4CUEtM0WfD777x6wQWEXY5zqkeX8xXAnidAaYMsB3ibkXLPsTa6UDlvOXnqGrXAuysUXg3BwS7aHx8ELoZYVUpdbSUHJsuHIP5LHle2g2PuD8rh0Q4tvFohHd4lwwtzx6X+R6th7SLncy36w7UZe++/P0++8grvfP45RmEh0u9P6xdWmVpHGvCgwnHXQ1EF6pLy1YSUhSFfw9zb99zD5y+9hDAMTNNMvj41ydipLSL6ddILUH28MAxOuvdeTn/8cQLFxWmCqBACX0EBzfbf37Uvtu3ZE19hYWoBn6fDTbQ6zodXXpnk024SjIaAN5MMnxdKwbP7prchN04CtCfTq8DJToWklN+hXA02H864Dpq3z1yx6O+Vi6DSNhd5vJlKGeu9TdIwTJj8AxzZB16dAaV1lLMXqHfBE4C4kX5OnaggJmH1MvfYsv9QhJYs4euOHVn83nvIDRvwowRXHaTKqtd06ncC8JWVsf+jj9L+iitcLY0lHTy0OttJDeUEO9fVqi1wO173dc2LfAQVx/V64A3S48NaESe/tLJbFv9uwRXg3FedB2w/mS78VmxYDsMv3GYm4MdfeqnGD0+gKAPtO3d2LaOdwK1CsJvi2V43pCZnq/ymt+vvGM5zk/a5yHlHhcBfVERJ40YccWWQk3TiJSe5uuh8aPInBI+2XYkPaj8GRadmP5esgqr7nbWp0oTw8yAtE4dVMidxKgrAaJnrqnZ8VK5RWtdcMLwuGh4BpRbzszcAfhe6RmmjnKfp1r070+bP556HH6YsEQXArnHVrKD6pOsZtK5CWspmu7IMfqhp8n9XXsn0H38kZMseZ33/hRBZncq0NUQ7lOn2eAsKuPjttzlq4ED8wSDX/fQTbQ47DI/Ph8fno+VBB3H56NHU22WXpOBsXUt5/X56DB7MsQ8/rLJtCUHMImDngsfrZfZXX+VRMgdEGclJ0knVm61BxW87Lzo3PxpKKZcCJL6zLZM3L4KF0K5jptody3/rQOsLwpFnqbBXQiTzPCS1pW66h+a7wJtz4KK7Yb8joUdf9dF8cjvX2ERl2VqzfHNc5Q6D2Y89RryyEiFlRnALD+pN9gOFjRur2MmWBYTweKh3+OGcvHgxu/TrR4drr6XOAQcgEtnuNA58thY9f29Io6OKSDkBJGvBeSb2oWKx6mV4ttk6iOLKdgPORcV8vQgluN6MMhoMdjnWC7zrsm/r4d8XDsuOuq2hpJ4SRCE1MOhMLTrlfAbiMP5d2O8EODCH8LMFEAwGOaJLF3767rvkhBpGvbZuQ7lMlFm2fr3qUC5CtzVsBw6/7bCfz2pyhFRSFivsiV40nELxpNXt8bBrjx5c9OmnakN4Kqw4ByJ/Jq6nZaJmE2oNhLL+EJkA4a9JH/GjsG6QSgUrsoQ1i4xJtdQ+aYi4+tihy3kgaZD2nJLlqv4hKHERJu33rbA2xCqVyV9DGFBQBrt1t2wTsNcJ8Nu76RpafxEce0teTapfvz6XXnkla//+m+EPPuhazp5THFJ6i2pUv8pn4ZaGeJwxzz+fuRmoVb8+zdq1o/ull7La78dfUJARaQDS+43h8RAMBKjXpg297rqL/Xv3Tu6r07IlA7/9lurycsx4nG8ef5xhhx6Kx+cjEo2m3X6PYXDUddfRcPfdGd6zJ2GbJSUvrXIibXPmxa2C2EzwtARPU4jNASLg3c1ZyPT3hsqr3M+jeR7W/wBFL0CgRz4tzQtCiDGA0wt862Y7Sepc/YB+AA0bNmTs2LEZZSoqKlLb6+0DZw1LHGwp5DR8FxRDi/bQ8RyYNy23YiVQAGO+UFEKfH5o0glO6qT2LZkDZ+6adSVT4S9i7JdfODtSbkdIu5+bUk+bNnDffVmN8wIo3mMPBFA5fz4xSwrpDcCoZ58lUL8+hc2bE7z3XuqvX09o2TLiVVUYLZqyuM4QFv+ck1SU+LYoYmgH/IW717+O56htS8ckti9LfKxojor96qRiCmy2+7mx2Cm4gtK4GmSqAgWg/XQ0J9q6mIlUwbcvbRPBFaD7CSfw6/ffE08MTjo3uVbya26eFVJKZk+dmrws+ySVjd3iBPvazs7V0TBt27N1S7du5y8spKhOHU61CgOBPaH5HxBbBssvhNBYklmrVt0IVWPAX6Y0pxmN2gAbngRvI/DvBz5byCpZCeHPnY+FHJKMR32MfSHwxhbj4gkh6gAjgFaomCVnSCnX2so0R8VAaYR6FMOllI9v9sY06gAYZISysgofQaDEC3v9B74drmK9CgMa7gr93k/XxH54I/zxXrrQKgw47jY45D81atqAO+7ghQcfdDXfZXsf16irStIH7O+xl0z5CoBIxFFL6y8s5NoPP2Ty6NGMGDKETgMHKk1pLJYWi1afR6I0s31ffJGPhgxh0axZPHP22XQ89VT6PvssBSUlyWOCJSV8+8wzjBoyBNM0FR8RW5/2elkycyar5syhclUqEYfHB3VbQMNdYPlfzvcpCbOaXY6yLDKkCWsHQsVw9a7LkOKwyrh6ZkYZ1H0bgl1stRpAQ2Cu+4OwDh4SMFpAQc2efy5IKY9y2yeEWC6EaCylXCqEaAys2MRzDQeGA3Ts2FF27do1o8zYsWNJbn/1Gpg9KdMOrV8664Op2wQ+XKySBrx+g7tzV0GhikzgKVDPJxaFnufDTc+mtIRvTIARgyEUcu0gYy8YRlfPOjilf97Xvy2Qdj83AT/cdRfrEgKbm/K6sEULui9YgDRNPmnWjPjSpRllqrxeavXqxSHvvWdr5wt07fqAQ61OI4w2UdQDrgW6J8pcgBJYtAQQQKVtbQgcDNTKdZmoGCr/wVlr14mxY2/cLPdzY7GTKgDQrGP2mcuHEmC1BtZqcc7HNLqFcPK55+LxeNIiJVYA61DBLyoTvzVPzrpG0xGKdPICSNG4szlnWOHke5jNSJGmrMxSbzKksmFQq3lzWh9+OIddeSV9XnmFG+fMoaypjRwe+hEW7A5Vn5OWalVWQtUXEJ3ncqYYrL8R1lwKyw6AlaeATDxPcxWs3hOqXybPgK3p8D0MhYuhYDwYWT3HNhX5OI7EgOuklB2AzsAVQojNTw4sqqNIx1ZahT39mg+oWA5/vASFYSiWUGbA+cOhfttUXavnwzePQTxiy1BmQnG9TA5fDhQWFXHpTTdlfTedrNR6+I8Dq1H9ybRsq6DmeWU8Xi9P9+3LyAcfZNmcOUTDYULRKGWNGxMsLk4bXiSAYdDigAN4/fLLWTl3LrFIhFg4zK/vvcdTp6pF88JJk/hlxAj+/uMP3r3mGiW0WmB9DPFIhMkffUS0uhppKXfUZRAshitGQNvOag3h8SU+HpUTIlCk2BvnDzfxRZ9KnaD8Sah8Ud0NuR4Vhq4CCKl+GF8CK3tC3DaJV90N8cW5Bx2r82N8q5unPwL6Jn73BUZu1bOfeZ3SiGquifVeWTnBQkD7/dXvnz9zF1qFAUW1IWpCqBKqypUQ+/mb8NnrqXK9LlbnzcZ9FqJmzmE7MJa8+y4VP//slIw4DS0vvhiA8lmziG5QEWu021OSeRqLsWzkSMpnzbIdnTfBm9QMvBa4HTgS6AR8CByN0mX0QlEBLgCOIz+hFaAxsB+ZcZgLUdm7ti12alwBetwO0z52fmf0Nt13A6Q0sIYBh52/NVroiLoNGhAPBjEqKvCREk41fx5SMSt1CCtNJNeQKE2tjkgEzuZ6t/VehIycU3lBGy2yCRInPvUUh1+Wo5PE18Pi40A6OAWBmjSpna2C1LHVo2HDQ8AhUHEHmIvYKKFVQ9TLXWbTcRLQNfH7VWAscJO1QIKXpzl65UKIGSjX0OmbtSWh9RBOmMXchBBhgCEhWpl4+FG1+PvvBXDtjFS56Z+rZATJ4yx1fP0IHHpxjZt32oUX8vyDDyYtFBr63dWxibXAaKIEVY04StW2wlJG95OWZAZPK65fn3hlJZGqdI19LBxmxdy5aUJjNBRi7apVdD75ZMa9/TZSSiWjGAa169alfuvWLJw4MaOeWd9/z90dO7JsxgyEx0MsHEa6hN2y9jfh8RAoKaH+LruwZMoUosDHT8NBLeC5IXDufRAohMp1UK81lK+AWd8roXX37hAojkH5MChLvGrlj7hbJpINiEHFq1BmWVtVv0mNRX9RWrPym477gXeFEP8BFpJI6SWEaAK8IKXsmfj/Nqov1hNCLALulFK+6FxlDdDjHJg/Hd4eBi7Z4ZBAsAAuvlv9r5OFAy4lLF+cub26Et59Uq1YxoyAgiK4+jEYfissWeBSmYDDe9XgYnZczLrlFkxL2DkPmbODAHa9VbFLPMEgMh5PS8pjLUc8zrgTTuDoadMskUfKUDO0vU/ks1Cfg8qodT/wVh7lc+ElVLasWaiRLgJcCpwAfLsZ6t94bBcaVyHEYCHEYiHEpMRn67qtNdnbeQnlNvl6UBJgWQPofOYWbVo2/Dl9OmHSs2lZm6wjkVoVVtbg61ZYEwiYKLnc7ljlBquncy7FidXpxSgsZP8+fTLC8mh8+fDD6RtkTH2sqPgfWVepIgC+fbO0yFp/CCoS8XkjH5BTaBVZ1n0x+0p6i6FGjiNCiFaopfT4bOU2Cosm5taECqEEVzvWzoMKiwVWC8BOsJarAVq3b0/jRo2SVgLdH3yo9zGE6gflKB3GctzfLLuvzAJSTKNKVJ9cs3Yt8Xg8mXHO8HjwB4OYsVia0KphRiKM/9//0kPOGQZN99+ftYsXO6aINONx/p48mUhVFeHycsxIJMOB3KoA1xBC8Pm991LSunUyBJgZV2X+mgAPnqaoxI12VY7mtZvBQWfBfidBQCvYzNUpDqWZxk5xQRji9oDLNZ2CfFBwZQ2P2TRIKVdLKbtLKXdJfK9JbF+ihdbE/7OklI2llD4pZbPNIrSC6jP974NDTnQv03pPePJb2GVf9f+E/4ATBxkUPccN86fD/f3hh4/hy3fgvv/AiiXOZb1+FYmgz95wdEO4px+s/uc6a4Xmz0/7L0hpUvW85i8tTc5nRa1aEcyRaKd6yRKWjrQq8OsnPhsDE6Vt3VxogDLifYmK9DYVuIX8iYRbDtuTxvVRKeWwbXJmbwAa7wl/T80dBit5DMrk+fkwON4trN+WRWFhIfF4PBmP1e5A4hRMw81/2W550lEBpBBplt5sx0LKEUtrd6zHGoAhBEJKdY5IhN8+/BDD6wUHLdHqefNYOWcO9Zt7YcklUPm1qqn4WGgyHHyNIbY0nR6QAQOqP8iu3k27GK01ysFJNZpBwWUQGkLm6tgLno0dfDKxuRxHhBDFwHvAQCl11oWMMjkdR1wRq4ZOw1wdQiqKmjF2/0ec6TUC+PITCJSAvwTW14WDXIaDQAlspGPADc8+y4K//qJBs2ZcM8y5frfFlxMF0/pKBTwe4hYNS1pfLCggWFKClJLylSvT6ihr1ozjXNoCSsgsKiuj+amnOqaYrck0Yi0bBwrbt6dzlxTvtKhZMw56cBjCgDFTFfvDvbICmJvQvMQeAXN9jpMb4GkNxtjUNvN+MJfjdMcrQs0YO9l2X0QxeNqjDAv/MpTWwdGp1uOFOX/CRYdB15Pg+iehaVu4+79wRx+IhFPHaJMcpFPeALxexXWNWfpn2CFBDyj+SLP2sGENLJ2vtn38Cvz4GfxvOhSVOBy0Y6Lijz9Y9MgjGF5vRkhI6+2TgKyspHLuXDzBIIFGjWjdty+z7rkn6asrSA/QEK+sZMWYMTQ97bTEFp0axYtz8DythnITVPIVYGqC3RKf7Qfbk+C6bXHq/8FzPaDSnYieBoEaDEbdAz1vqjHnbnOgddu2tGnXjj+nTUuGvLE7SuULzdnTv0n8N6UkZhgEPB7MaDSvSTJCahWq/Sp0VzM8HmRMjZxmLIaZ+O3kKGZ4vfz1zWfUP+we5a2sW1jxOcw7BOrfCqvuQXn3OzREFELdu2HDHZl2GkdB1gsFCbNXQT+oHIJzppJClc7SnImzmdOEQF+H7RuHzeE4IoTwoYTWN6WU72c5V07HkawYdjss/DVTVWnA2AOH0XXWMBDrFKdOr2Z8KKEGE7wJp5H1BsQcNN4eP1z9NbQ9tGbtsuDmSy5BCMFj11+PCQS9XsxYLGk5kDgb6gwypwXrQrDQ76dOJEIZmX3PFwzyzurVPHjKKUz64ou0/T2HDeOz66/H4xbpQwi8wSCeRNQB62urtT7W/27Dl9WXR1+PvQt0HjaMn69XyR26XQjH3xYEQ5OCLDCC0OATCHZV/6MNYdlBiUWkTkdpbUkB+HaHRj+nWypkFaw5COKZyabGTh5G172vT6+j3hIVY/nfiBMugi/fgmobJSMWS8Rqi8HX78P0X+F/f8JhvWD0epjxi+K73n8ZzJmWOk6/7AbgD6hPpcN61mmsjEVh9hQ4wkzftmENfPIanHHFZrjgbY/Vo0YxvU8fzOpqPKaZVSwUgIzH+XaXXTD8fny1a9Mq0a9Fol9be0UYMAIBClq0sNQSAxaRmkGt9kwv2Xs4KG7rPx/bBVUggSuFEJMTafOykRK3DFofBtf8BnsdkxrRs8WWSsagqsqeXm8L480PP6Rx06YUl5RgBNO1hPZOpjWhTk4o0mUfQJVpEpXS1aTvNAFaU8Ja90kHYcTwOq+fvH4/TVrOTPBUrVcTg+h8pYWNhR0aHoRAZ2izGnx1LSe3fSc5HwBeMGpDrXvV38LrwH80juR0794Q/x3CTzi2Oz0C6BZHTscRoVInvQjMkFI+skVb02+UIke6pbwuXwHlUWWXr7LuS0yAsSoQJgQdhNaC2nDeK5sktALcN3w4zdu25ahTTqH7iSdSr169DOdFTWUvQmXMKiNTQMwI8RaJJKk5dkgpmTVhAtF4nKgQyfTIVjP+Pscei8ehL0gpCYdChMjUBlunsXzeON2LckUO8QWgrOne0PxPaDpFhZ6KF0I8AP6DoOE3EDzSckAHaDwZii8B3/5QcAb4OqXOYhRB2eBMeo0ZAv8VIFqTeYd1SwtAFEHZB/9eoRVgz4PhgttVJq2CYuUtB+mMpngM1q6E7z5W/31+2PtQdeyiue51X3IXHH+B0t5akU1S0/usL2V1FUz6Id8r2q4hTZNZl1yCWVUFpomPlG92VpgmZnU14aVLmXnLLWlCq/XbCwivl5YXXOBSkXVZal9qOtlOPagQVv98bDWNaw5z5/+h4jXIxPfDqIi4TvVsvCkzH7S5Bgp7pDQfFjVLRXEzxh4yLN2T0/DCjz9t3jbYkCtm2lOvvUZFeTkV5eWsWrYMKWVSYLROonbLkB12TQ5AnWbNONNixnTqLvmsfuydNm2fEAkFtrrnHi8UNG7GAXffzXzqM39BqzzOYKnc01Bly5r7M8j6EL0bRxVgkl5vEVlmjaeiysvYb8ehQoxcBua6BIVAKOFWlEB8MooE7wQPGFNBLMyv3ZuGfBxHDgXOA6YIISYljrtFSvnpZm9NaUM46SH47xUuL5pp8YLG+eXRkqM1IVCgGK4cDS0P3OQmCiEoKSvj/95XiufDGzbMmJ8FymCnpwqdCFFn0zJQXFaNArIPpmY8zpP9+7Nq4cJk6mJrLGNPIMBFTz3FbZ07E9qwgVg4jBBCZZdLlEkbdkiZHQ3LvnwsIjFyC67RMBx+w/fgK4VVg6Dyh4Q2VUDVZAh+oxaHVnhbQZ2n1e9V50B0Csm+Za6C1X3A+4MKPRdfDWuvhao3SL4EHgm+WmCUQOB08O4Fpe+A8IG/h7Kg/Ntx3iA4ri/8OgZ++BS+eCdzxRKqhHnTgd4wdzp88TYsd8lAB1BUS0UQWLMMRj6vhF9Id1yw91OdJdBKPfACwQC02HUTLnD7QXjhQmLr16f1Ez/qMkOkL3Tt82LyloXDGcFVrMd0GjWKgiZNLHu8QGtgJhZ1OJkPWddgVZufhAp59c/HVhNcs5k7rRBCPA+MylLPppky88GTQ1XqSRlNje5FMHaPYXSdfX3KlrgSaNYKzpimtExbCPnGoLv/ppsY/tBDSQFQv+o6l0ZCd+FMWSL9ZdAT29nDhvHW9denlfWjJnCtLLMnrXObEL0eD37DAAvlQBgGTffck1533MGXd5/HeXeGqdfU5MdVwzi+y4sEWvSHlYPBzJFiN+mBVgKNn4PSrhCeBqGfoOJFiM0mZQA21CQo4qghyNr4EsbOGZn9fkfHQ/kQVNgfJwSh1jTwtMne5s0AKeVqVAA/+/YlJHLzSSl/YGsy6g+7HD64VmnDIX3FpD9u6n0N+754DMqaOBbdVHTp2ZN3XnklbZtTPGNBauKqJMUh1ymRrbxuLVQmtSt+P6sXLSJSnU49SYai8/mY/uOPdLnqKiZ//DHhtWup27Qpf/36q8rUQ4puo4/R0Ty0IErit1NIOvvttEZQsEN4PFz20UcUlJZC+A9Y94RyXExWFoI1Q6CkD/gc3vH4Cqh6jwzChayCdfdCnUdU+DlTx5A1Uzcjvh7KboSSm4GxEDzdoYX/ctRrDMeeB94gfD8KqmxjowDWrYS3H4enb1Ym/LiDBUNjwzroXh+KyuD4i+DTlxXfVUrYUJ4iZeqXxcQ5jVwMkAKOOXvTr3E7gKe0FBlW77CdgucjRZ6x9zctRlqVNQJnV19/bSfj8hNAH9TcVE1mT7WOMvpTBFyX34XlxDjgv6j+2wvowfZlnN9OOK6ao5f4ewrKfW3b4eKR8HR3WPybeieCpGvs9bYGKJP1vS3hlnkqCOI2RGFREV6vl2giZIp+1aMJ7pzVrGifsJxWjG6OXBHUuKUF2BDp0cKsMom+bSYQi8cxExqk0oICfF4vRXXrcsXIkdRrXpt9d/FDPKTowgICxkxYchsYCXFBZBl8k5yEKBQcDktPh8pPSKr1PD6lHZdRKOgB5gqITnCoSCSoCVngaQ2mNetT2k7w9dgqQut2jSvHwhNdwIymj7v2ET5KKtSFfXshiRfHB+0Oh1q2+L2bq6lDhvDhW29RbXEQzBaPOEwqJiOkphEfqTndpsenuqoqOeHZpwAJrKqo4M6+fZOLTkMI6qxejc/Sl+3t0X3QOinq34LM22q1OVjpBYZh4C8sxFdQQL02bXgyHE6loa34EKQDFUpKqPgYag/I3Bdb4HCVCYS/URnrzDXO+5Gw/nYIHOKyfyeSOOIkeKIeVIdUSAgN04QPnodoJH27E5KDtYSKdfDu0zD0HQgE4PGboWKuiqWsy0L2UKOhOJyyH1w5GC6+cSMvbPuA8HicF3akBFc3g5ETPGT6kfx85JEctXgxnjSaX1uUJ38vwCmig9XGAtAFOAwV8bC5S6vyxYPAy6QUOl8l6h/O1tR95ML2IkY/KISYIoSYjEqge802bU1BGZz1Quo5ORFbtKpRAtFV8M3jW7OFjjjpnHMcOXL+QICS4uJkhh/rRxsinF5JXUbHvXYKuaXjYbuF3bHGlAWSgdE3hEK079GDO/74g3qtWsHatxFEbT5uptK0xiogJkHmWGeJQqh7i5psKz9VmiFZBbIiwZ3cHVqFoeHH4HGLsepkF7PuXgXrTlGTg/XCNfxnQcmI7O38N6B1Z7hzHnhd7qWWxCoB6QFfYYr/qD0FNQnUG4WFX8Mj+8Ocbzd7Uxs3b87IiRMpLilBJF5ANz631eynP3HLxyQ9qYf1GC3U2s2GkoTpUUoMoBioIyWsXUs0Eknre5AuxOpseRFS/Uxre3Tfs7+iWPYHatXijCee4KJ33mHokiUU1q6dEloBZ1EbddaoC2fStwvOTo0oK0XoM4cWWRGH9f8Ort4mweeHl36CDh0z94VD7kKr169SvdoHa/1SDbsGFi9UsVvDkdRKLFd8RImKM1sdgqeHwDeuhtMdAvHycoRLSDEtvOai3FjLO+lMY+vWsXSE03zxHipnX7Ya9fJ5AkpL2w9lfLMKu1HgC+AF4Eey97u/E+WsVsgwMAalgd1+sF0IrlLK86SUe0kp95ZS9rJoX7cdGu5OXpECtKbvtxe2dItyomXbttz77LMECwooLimhuKSEwqIinvvwQ4Z//nmynHUizaZZEpbyGiaqwxaQyrKlJ9X0CS8dTmPdryNH8kDXrkqYjcxP12KmIRFlNu4DbxPSdcEGiACUng7NPoF6t8OGZ8kMhm5CZLIKnwVQ3B9EUapx+iMKs3Pp1p8BsV9IE00kIOtC6bdQ8jpbKr3rDoelk8Hrc3/BDMAvoMGeEA2RjNFroLSt1pfTjMOSifBCT1jopCnfNLTbfXfGL1/OAy+/zPlXXcXlgwcTKCjI+3j9+uhYsDoznXWa0Kxq3ffsC0EPyglMvz3Wyc5qrRVkToSQHqM5GyNDT7a+ggJ63HgjR1xxBXsdf7zjopeSM0C49Ov1z0PcYXI1aqGWw07w5MdVjc7MXWYnoF4jaLdXzY458lQ4uZ+7ALp6KXz6poqwo1dZOkaiNeC3E/T2UCW8tG2iW24u+Js2xVcvU8GhL9FHzUzWVr8TkThWmiarv/7aofQoXBd/GYigPF0rUREJjgF2R2lhOwPXA8NQyQNORjkPbEAlKXgEFVouDnyfpeXaBWn7wHYhuG6X8PohmBh8nTqqtG2XC+DPD7dW61zR+/zzGb9kCQ+89BIPv/Yav65YwRHHHENJrVpIrzfjMqwmTQ19aU40Ji+ZWW8B4obBmbfeit9lsnd65eOxGMv++otpX34JhZ3ByEG1EF6oeysUHZVoiReKjoR2M6HZu1DUVZUzQ+mq4qSKS8LS42FePVjzIAR6ggwoXlZSfbZBJQ8wHQaN+BKI/uR8Z8y1ELMHV/+XwxtQ9AzX/UChhJV/4PiGJOkfFkSrYPSW0cYFCwo4tW9f7nziCa64/XYeef99SuvUwWvRumQbuu2imkRNKVZFlZ01oQOY10ZpWp0YFRrZdCXuS8Z0ZZkH8BgGnkCAvU84gWNuuAGq/4DVT8D6tzPP4m8HhS6B74WAChdNTOBwl2OCUHwFOeMk+/bMvn8nUmjQVGlf88Uhx8JZA933e3wwf7b7fmn71r/tq6S/5+Tfpu0QQgh2ef55x31WIdQN1n1WC6f1OA/gLStzODofnxm3UaIKtWxeSioBfDSx/S+UP/zhwH3A08BVwBmoEcyNjhdCZdDaPrBTcM2GQo96ljb/nVToD1IaeyHhs8twC76+NVFaqxY9TzuNHiefTEGh6gDtdt+duk2bEiF9jIkCu3bujDCMNGqA2yTpRisQhsGaZcuIhvNL39imA3TqBqW1qlgwcSKUnQD+Nkp7mg2eOtDqc9h1KTQYqratGAyh39VvaYL0pdtj9UWJCEQmqow/4R+hYhR49yStG8hqRU9Yd5f6H/oclnaExc1g9cW4dxkTKmuUD+CfjzaHgy+LgKK9m9x4Km5YNmXT2pUnDj32WL5evpyXvv2WFm3a4CerHtFVsRyzlNEwSKfOe8nkpNqxKSNLUlHm83HikCEMnjqVS0e8g2fZBTD3EFh+EyzpB9WTU30JlBbcrU/KCMTXOe8r7pcpyEiUVcW3D87L4gREIdS6O/+L+7ej10WZYawgkxcmUXGQDS80aQl1Gju/VKUNoXyd+/m0Kt+aatHqNahhZFtObb+Q0SgbvvmGeeecw8qHHsKwWF6d2BX2vq8FU6c4NtjKCaBOt24OrTgHZ+E1CNRFJT+s67A/FyLApyitlWrrywAAUR5JREFUqxZsqoA/AYc0wEn4E+W2D2wXzlnbLdodo7SopkxXm0jSn6H2kqhcBpPfhH3O3coNzQ0hBE9/+CHnd+tGNBzGTDhgtG3fnlmTJhEXIjnuaC2QYz0u281YjNHDh7sLtonvklpw85PQqLmiifp8JmsjnwI3wC4/wPKhsOYl55PIGJQcqzyP5x0EsWUJSoABG95V2bSEUA5zjsfbGidDEP3NuWDFi0AMKizmrniiY2t37oybsFAtXLZBMortEh4f/GcUPH+syqoF6SrFbMvmbLew4e6bp315wOv1snfnzrz/558Mu+oqPnrxRUIOsYhzCZx2+dxJSM2mbc2FbNpYmThfWcOG9H32WQ44+WS1Y92bsOHDFK1GAsRhwfHQ9FXwFMDiPiojltMCQ/ih0CXgeWQKSAOEmb6AFH5Yd406j5MU4N8faj+SCLU1Nq9r/9ejUQt48H24/ZyEQ5YJwUKoLIewxXIkgbiEUAhefRjWrsuk9LfbC+b8pepwgn0hAu6xXguKNvKCtg1CkyaxuF8/Qr/+mgxDFyUVjlorepyQDGqT+K/leQ2776kV9Xv0cKixJ/AL8C4p0bgIeBPQjr9DgdfISA6SE07PthpFTzgHeN1hvwfYo4bn2XLYKbhmQ4+HYcF3EClXSQYk6vnq+DP6fYontgeAT66CPc9MrYClCUvHQ2QDND4YAqXb5FIAdt93X75fvJgvP/iAVcuXU79+fR7s3z8jRE8M50xWkOrIbpNrnEyhV69KTeDyu6BZG0V91Kgf/A1WPAMNr4Im90Hje2Hp60rzIqsTTjseaP48eGvBiiEQW0Iq1aupJt+ll0PhASBdtL5OpmenbaDqrnjYuZ4Yzqo3o9lOodWOlp3hjiUw7WOYsbRmUpkOs2s9xuOHIzZX2Jf84fX5GPTss1x+//0c2bgxIVufySWD2wXVbOXdXkk91Fg1PFbZT/dba3mADvvBqQPr075zW0TZTEWH8ZTC2uE4RtCIL4O/T03sk6mZ21qpKILi3hDc3+UqbLFArVcXW+is6ZNA/VHgbexS50644uBjYPRy+OsPlaCgYXPosxesXKrmrqSXnoQHr1EhtLR1ME5KixqV4Per7HVO0NpVSL0TGQqBRLm//oS9S6HtbnDN3dDlmM17zZsR0cWLmdulC2Z5OWAbciy/rZevYV1wJqlzeZ631uGH4y1yEvDXAMejIgssQGlXDyG9h1+OcrxaSaZZOBus8Q2sMIBbUALzPBTdIEHJ4yHc7U1bHzupAtlQuzVc+Sd0uR3aJjQLehayxnnS5BUJRNfBCwfBugWw5k94sTW83wM+OQOGN4JJz2z967CgoLCQXuecw0XXXsu0ceNcTftuZslcK069StWWI/07BpTUD7JHR5EmtAIIWQXLn7JsEOBrAbt8Bw3vUIJshz+hzjlq/4YPLEKrDWa5SwuzwOlifXu47ABMJ3VhIRTdU/Nz/xvgL4T9+kD99unbNW/FDm2G1J6AejEgBHgMeP0UmDZyS7bYFaW1avH4hx9SWFBAMBDAR8rk7+QIpbWdMdv+bBpSN0jSs23ZoSMMxC1ljzgdrn8a2u+9ElE1DpbdBTP3U8KrzGKulxWps9g5RKI2NHodGr7qfnzhaS5OilIlCHFDxdvu+3YiOzwe2G1/aN0BxrwPnkJl9fAGFY8fVDzXyvJMSpv+u+xvqHSIma1fKOuLbI3tZP3olzRuqnNN/gX6nQTvv7ZZL3dzYvXTT2NWphZx1suzCqROCh03Z0lXCAGGQWnHjhxocZpO4V7gWGAgyqFqDHAgmXrGMpTZ/3bgROAEMqOq2+EFWji0NojKXVOASr44NFHnBcAnifZsP9gpuOZCYT3ochuc83mq80vUDBEmlZZbqxUNYPnv8Myu8OpeUL4QohVK4xoLwfc3wLLN7xW9MShfty4ZnsoKn99PcWkpgUAAIQQdOnWiwOejgHQHEiv0gl3DypMtKCrCX1BAnyG34vW7dCwngbPwAGh8JzS4HvwtUtu9dZzrkFEo7ZObJ5uEkRniRX8HM2L6W+CHklfAaA4IpWkteQYKzs/zvP9S+ApUFAG9iNfCkH3iE6jxtww1jhpa6ychXq0iELx9FlSt3SaXcegxx/DVkiXc8dxzdDvpJALBIDJBtbELldbFXIhUZKEQmcJnLn65LlNlO48kxWGF1ILRUwDnXicIFFj6rAxBdAksvhECB6JucA7YzcOeVlB8irN1wQxB5E/wtoWSqxMRBBLpTUQBlA4C/xHu5wq9n7s9O5EdD98A914Bc2dAeSWEws6+F9YXTu+uVQ8Qmc/cKsnZ0XLX1GrJrUw0DPdcA/F8dZFbD1JK1jz1FMI0k8YFN8FIh4/UobDcuO2ux3u97P7ccxw2fToH//ILnkI7j3UNKot3BMVDDQPjUcKsxhyUMDsX1X/7AI8Bj6OiB7hZLHyoCAPPoAbXIhIessD+gJ6/AkBv4EngNlRc2e0LOwXXfLFihvquJqUpsrrY64gU2o1YRkiG9wHLajS0zbWuGl1POYUCBzOFMAzemTWLd2bPpt0++zB8/HjeX7GCJq1audalrU3W+Jf+YJDdDz+cmz/9lOHLl3Nkv1vA55T11wu1euXf8DoDSIaySsIDgfZQ5xooPIZMwoIBhceDKFGaIFEK3oQwbA35IlFXUngcqqM7oOhsKDgP6i2E+nGo9zcU9M2//f9WWNMoW4ON6owW1jhSYdJJZRlqDgNmfLTFm+yG0lq1OKlvXx798EOGf/stvfv147hzz6Vpq1ZJRyv9sQqYWisaQvn6WtdNEaCwYUNHza0VuqzOqxMBjjj/fG56/32a7bEH/qIiWu67L7d+9AD+ghKHCqphzfOw+hUlUJj5LvRICJ9nOdQpYfW9MLc+LOwE8xpBdDU0+hbKboPSG8CzJ6y5D8pfd79AT/3827ITmVi7Ct5+WoWj0sjHYVii6G2r10DEwj/Ox0RQr6GKwpMtTBbAujVw9D4wcftQ3GisuOsuZHl5hubUKfYxpARWLcC6Ca5OwlWrm26i+SWXUNS+vcNegNVkhsGKAh+jaAEXA2eitKxnoTSy1vI9UWGtvgVaJlpZkPjuCVwE7Ar8gApxdR3wEooru/1QAXJhp+CaL7wBpWHQqkX9ZsYsHx0F3Ko2sZo9TRQ5fu5IFdZnG6Nb7950OPDApPAqhCBYWMglgwdTt2FDGjRrlozNWlyrFneNGkUwY4WohNUGLVty3dsv0umoFgSCUFLL4ISLOnPnZ+/RockIgpMbwY8+MEvU5KeFQqMQfA2g6eD8G17aC+pdrzSrRhkYReDfFVp8BMIDzT6Eph+DUUpa4JGKb6DBu9BiHrReBSWXpupM0/pJMOpBvVFkCMDePaDO/1kufienNW8IAcFazvvsE16c7D4HUqZSym5j7NmpE7c8+yz3vP46/QcPxmuLZ5ztDQmRCmDToXt3nps+nRvfey/r/G8A0jAIBIO02mcfhv74IwNefZVOp5zCsKlTebWigvsnTmTXQ4/HPbyNCeaGxDdQ2hc8TotKyxWIIvC3h9pXZBbZ8AqsvU/xYmW5Eo7L34D1b0DwCFj3LFT/QloWLvtFikIouSrLle9ETsz8A9ysWrkgBZQnrBhWTWxWuVdAYYlyCstDPmbmNDjjSJi//YTKWjNMOeBmc6DScOrLWni1H6MNsAbg8XppcfnltLsnF50s2wrhBhT/VGvJqlHJB262HbcUOBsVCkvT2tqiBFU9NhUAJ6GSFhzocmXbL3Y6Z+WLum0ToURIeWI6zQlRUtxnt04fWgc/3QJdHttCjc0PXq+Xp774gq/+9z/GvPsuRaWl9O7fn70PcU632HKPPbh95Eie7NePNUtUdo79jzmGc4cMofXurRG/78Ghty9PXLMJxgSYsqfi0+m4qBVTwFMEjS9UJsuSrlD/YvCW1azxDQZDnSshNAG8DSB4QDoXsvrnxCSpO3RUUQmWXgjtFkPV57DmjkR5h/o3PAv1HoVm5VDxPMTmQeEZEDy4Zu3ciXQcMQjG3AHxPIRO7YmkPfvSzJcmtO0G6+ZCcWPw5p8sYEui62mn8dhVV1FVnptrrV87fzDIc1On0moP5bV7WO/ejOvTh59tGXUkIDwe6rdsyX1ffUVDqwVESqj8BapnQsGeULQfBHcHf1uonk5WdxEZA1ELWrwH88ejpoWEB6IRgLKzgGoo6qESfQgHzcza+8hI+iFDsOEZqBiufltndz2GWp9pYW8oONK9nTuRG42aK2esbLDTojSi0fR91uclUONqhvZWKg2qNrlhKW8/ZwxVrrwSLjoFXv4QWraxlJFQVQUFBeCSuW6jEY0S/flnPB06UP3996y7806ic+diFBVBZWVGc93O7kTvcRN4JSpmct0TTqDZgAHUPjKfd7sQZzHYDXHgaxQf9UWgETAI5bBlWsosQFEJbsmz3u0bOwXXfCGEEl4Ly6Biffay2rwZwzmulAQmPQ0N9ofSNtD4UMWBnfUarPoN6uwN7S+AoAuXczPC6/NxzFlnccxZDuY/B+x31FG8OGcOG1atIlBUlNLALnkaYmvSHT7MKudsWGYUqAO7PrdpjffUBV8b1A23DSHl7+LowBVfD+GpsOxcJdi6LTSjiQDcRgGUXr1p7dyJFLrcAPEofHUnyBx8N4HSAmmOqwTihjJL7nEovL1vajJteyIEyyBYGzpcALV32+KX4oSCoiIe/OQTBvXqhWmahKuqiDuEz/L6/bTu2JFzBw0iVlKSFFo1bnj7bV5o0IDR//d/mPE4hmHQrlMn+gwZwr7duydT0wIQWw+zekBoGklWbdGBsMun0OYTmNsTIvOUsC+dvI/jEFsJhYdAoBxqXwLhKVBwENQdCL5muS88tjx9cZGMQhBNHxOs/S1NueSD4PYptAoh6gAjgFbAfOAMKeVaW5nmKHtrI9SVDZdSPr51Wwq02hV27whTxistqBvykYt0qjYJlNSGULVKJWutQwLrVqX6pz5Gw0rytjp2TZ0CndrBwFtg0N3w7ptw+42wciUUF8PAG+HaQZts0ZJVVWw4+2xiXbqwfsgQZFUVUSmJJPpkfN26ZPASK7TLitMIZb91epo3EpeJz4cnGMQIBNj9/fepdbhLMg5HNESZ7GtqTVqC0sgOB34jU3MbQdENdgqu/z54g3DbMnhwd1g/n4xX2BrEVBPanARXLyBiMOZClaO9oIESqOIVCU2UAb/cBr2+hwYHbLHL2VgIISirb+Oirf8uS8pWG2QEKidtWiOqp8GCk5XWVhiKLtB8BBRrxw+3AS8E1T/hbkJNwNty09q3E84QAo68FQ4dCPfXgXjEmRuXJJtZdhgGNNkfOhwG04ZDzPK+zRyhZg6vFyY/AUf8H3TYNrzjfQ4/nI+WL2fi2LGsXrKE4bfeSuWGDYQqKigoLqakdm2eGz+eeo2VE8XYsWMz6hBCcMkTT3DRI4+wevFiSurUoaDEga8KsPBqqJqUboavGA+LBkHLJ6D9ZNVfqmfAgnPJ4GAYRVB2UuLEAWiS4OBLCVXfwro3wNcESk9VZe2o+g5itrBayVRd+WqPRIKbvl1iEPCVlPJ+IcSgxP+bbGViwHVSyt+FECXAb0KIL6WU07d2Y3liJNx6Poz7Ui0S3WKyWmF3jtQwUVe2xiKn2x+pk6BqrUdT6LAdJyU8ei9M+AnG/QyhRH9evw4eukftv37TBK3yyy4jMno0HH44cr1SOHktlwWpqB9WyMR2O1vCaZjyAUZxMTIWo37v3tTv358N48ez/PXXmdKzJ4W77krroUOp4xiv1Q4/8H8oE741FmCuPmSikgisylHmn4GdHNeawh+E6/+APU5J3x4gMy5GNZlLNm36FACmijiwYS5UrbaYT02Ih+CjwyC8lh0CBe1r4M3vh+JNEMjNMMztCpHZyjxpViiNz4LjIboMVg9T+9xQ8WW6yctu3wEI/85ObEEEilSiDo8ve75SK6SpInZMeSZdaNUwUWbvWAi+vUxZMbYRfH4/nXr04LgLLuCdOXO4/tlnOe+WW7jhued4a9aspNCaCx4qaOD/jILVD8DqUZlaailhzTvpQisoa8PqRPghIRR9oPbp0HBQuvBpFEHBflDLNp6ZYZjfDRacACtug6VXwKwWUD3VVq4S/j4B90kxnynGgDp3g7dJHmW3CU4CdOyvV1EJ39MgpVwqpfw98bscmAE03VoNTENZbXjqY/hmKfQ4XS3s7fD5VJpYa5IApwgrTvJS3gRQoUJbaPnL7bgfvk4JrRpVVfDoA5sUhUBWVREeMQJsMZe1sGn9HyQ9LK2O16qT8bjdCgEYQiDicVo99RTtXn+dyPLlLBg8mKopUzArKqj4/XemnXIKqz/9NM+WHwCcApSQPSefU2sEsDcp71ctcHhRPNd8KQjbN3YKrhuDYAn0/R+0PCTFe4XMlad2/7W+K27voVPPiFfD5EfVju0glWwaVn4KEw6D75rBpJOh7CgQdi98n3K4MIXNSzUKRXvV7HxmNSx/Ev48GP7cH+LlDoSjuMq5vup2sqaUjExXNANIb5e1vuhfNWvfTtQcPR6COm3AEOkBEq2LvwyYSkubC8IHi8dujlZuMgLBID3OOYd+997L0WefTSCYJQ2uFRWTYEIrmHsd/H0v/HkWTOoMceskL0mLXmKF6UCVaXwXtP4Qyk6Dkh7Q9Elo+1Vm313zhOKPy0ogrhaH8TXw9xm2No4iK39W1M1c0Fr7m38/aPoj1L7RvY5tj4ZSyqWgBFSgQbbCQohWqJyc47d807KgrDZccisEbO+b16MoBWOXwJ3PKcdja/pW62dj5UaJilaxIc/A+E79vboaHLjiUkpkFoFWJuZKmYVn7sRpDaCGIR2D3KqAdjNNK6OQRIZCLLj4YibWrcvsq67CrEoXxM2qKubecINrezJxKyoUVYDsKX+sqI1aK92PCnWlhQ197Ezg+Rq0YfvFTqrAxkIIuHQMfHkP/PykEqQyypDKqLWxVJ2J90GdMnjrLDjgbtjtko1v8+bC7LtgzhClAQMILYYVI6HdnUr7Uz0fkFDcGcp/ByFt1y9h1kVQ1gX8eWieZBRmHgGhKZkcPb2gBKVlCo0npwrP1xYa3AeLuoG5OtkkwOIxs204kv8qFNaB/r/DfcWZs4PbvKT9gtxMlVZ48hQQt0dICX/2URQiDbMCKqfComHQUjsWGlB8GFR8T/pNMaDUxTRZcpT6ZMPal5z5sNH5EFkA/gSVxiwncwVpgacDBBpA5QcpAVsKFZKu7Aqo/1D2dmwlCCHGoPipdtxaw3qKgfeAgVJKR5W/EKIfyhZMw4YNHakiFRUVjts3Cne8CUsWJDjOUqWDbd4WJk2BkqZw+UPZ+bBZUNGwGWOvGZa+0eqAp5GLMeKksPd6YdIkS70SlixBrlih6A8FBYgWLRQnFpCrV2MuXqyczPx+jGbNMB96CBmJEGrWjD+GpdrppkGFzKGnJiqjbPWWC5HzmaY/9yBwIc48CzsEKvzVt4n/V5Cel17DBL5hU6MIbNb3cyOwU3DdFPgKoOe9sNeJ8JyDt7l+z0KkIvc78Yis5a0d2IBkNwoth58HguGDXS/YLM3fKFTNh9mD07fpa5pzDxw2R022wgeLHoP137tcawyWvwHN81iFrn1feUY7TaTam9UAjGII7g2RLHECRSHUHQSBvaDNElh+AVS8B1gctYQBdYbkbtdObDoMl0WGjt5h3+Z32K6fv7Uqw4CmXdXvyAaY9z5UrVDhfhaOg6LzYV4UWh+9yZewRRD+W33skNWw4nWo3QPm3wZVUyHYTJn8ZVz1EVGosia13BTfoGyTpGVf0dHZy4bGQdnTUP8ZqP4dwgnHkaJeqg9uJ5BSukryQojlQojGUsqlQojGwAqXcj6U0PqmlNI1k4KUcjjKi4aOHTvKrl27ZpQZO3YsTts3GrEYzPsTSspU5AGNbz+HJwZBdQ3CM1oe99hrh9H10evTt1tDRGq4UTUlSgkU86g2ahQUwlU3wPjxijYwYwaxTz7BDIXSrY+FhXjHjSM6YQKhgQNVWcs+34ABVA4dyuRhw9jn+uuTp9fxZuxDiTaShkn5memP5sXmYoq63clAy5Z0nj8/67Hpz30x8BTwd6Jl1riaoAbDGEq5fy/piQduRYXDymgFMBrYtHjJm/39rCF2Cq6bA80OUp9FFsuQ7iH6DleRSlKjPTCdqAVW6JAxGrEq+O3OLSO4mlEILwd/veyaqrn3ue+TcfitU0JwFQmNrMukJiMQdRz/M7H+M6VtckMcxaUK7AH1b4MNw53LGXWh0bNQeKj6L/zQ8E0VSmvt/Ur76ttVZf0p6JZf23Zi0+ANQOsjYO7Y9O1aGHX6tkMKZf70JtSxQkL3VxSNZ+kP8FlP9S7GqtSkFwa8veC9AdB5EBx225a6uo2H8LjTg8wwTDlSZakCiC4HIwgN+4AIQ2HH/2/vvOOkKM8H/n1ny+11Du7ocHRpNhRULKARewCNNYn6U6MxiVETjSUaS0wlakzRRKPGmtiihFiDwGlEBEGUKtI7HJ3rZff9/fHO3M7Ozuzu9dvj/X4+c7c79ZnZeed95nmfAkVXg7+g6cfvcgXs+kX8y2KgHwRsgYuBYuh6G+ydhnsZ5jrYcSNkjlfptLJTCVDpcMwArkSNwV6JqokZg1BpHp4CVkopH25b8VLA74eho+Pnv/BY45VWS4dyulhZ88FDQXV8t8jKhUeeUj6ty5eB4Yc6Aff/wtxn2PvVqLqa8K9+RfWHHyIrK2PiPEVlJeKVV6gNKDcYS+VLEparSueGw3EhKwbKNzZZvH+AeEc1IyuL4nvvTXZkGztRlays38byV7XKm/wcpXwOQrkFOBkAfO4yX6JywZ5OOhUccKJ9XFsCIeCaEph4bzSfpDX0aV3hCKpUTgWqkluqOF/vKre4r1e+EeZeAa/2ghmjYc3fk/vFVm2FFffDnLHwVj7MGgbvdIPlt8UHgTQcZ6X3/nxAfSnIGuVfJ5MkpRaZsPsVWHUprL0eyhe6rxfoReKhjQD0eAAGzQF/N+jzGohsMHJB5AAZ0O0BGFoKeRc6ZBDQ5RYYuAsGhaH/l2bhAk2bMflpyO4W/xP7UM9oK9eM1y0gDOh/nlncIKys/e9dAh/eBO9OgboyM+rdvBktf9q6Cvj4l1C5qxVOqplk9IHMocSdtJGJKhrgUCgj1bDvIxj8T+h1S/OUVoBuP4bQUWoUA8z2lA99X45PUVR0P/T7L2Se4rGzatj39+bJ0778BpgkhFgNTDK/I4ToLYSwIm5OBC4HThNCfG5O57SPuAmorIDXnoE//VxZW5enEoQqlOILUb9Xa3RQEq10V2Nb5oZd0bWMh0NHwX/nw9QL4a4HQBpwsBz2lUF9uCE4y1Lb4ohEkEuXEtmxoyHbll3ZrFu7lozx45FCxCU38HQVCAbjlFbblfCqp9iAVdHaTv8776TXVVcl2dLOcyg/Q6e/hQ8VH3gacDjuSivAjbgrpmFUIYIzUbld0xNtcW0pAiEYfyPM+22sv6S9JVmT5f3tc6yTCrmD4udVboO3xkDtAbXj6h3w6Q/h4Jcw5rdq/sHlkNkXsvurbXZ/BHPPMq0k4djjr39UWXBGuAyX5x0F+z9yly1C6hHiADv/CDvrVWQyBux6Hvr/FnrfELte0Xdg52+895M/FYpuiX7PORuGbIeKt5USnX0m+Hskl0dXwWofCgbCjzbBJ4/ALNOl0K1motfPI8OwYw7Ul6vPVnaO5U+oHLCg2lglUXOJGZuHEYAtc2HY1BY5lRZlxCvwxcmqjYarVTGA3HFw0KP9Va9TIydGsq41BYwQDPwIKmZC5ScQ6AN5F4PP46XO3wNqErzU1i7zXtbBkVLuAb7mMn8bqo4mUsqPaK7jYGuzZiVcchLU1qqSsKGs2NKwXmRkwK+fhDUr4F8vwpaNsSPWdhuHgQoKK6tSeV/tfZt0rB8B1q9TSrGUcOP31FB/ApNonAeRz4cYMwZ27IB9+2LiO61Dig8+gKlTlftQJOKZ2spSZvv8859sue46IqXuI4IGgGEgQqGGwCy3dRpkCQbp88PGVoRbjPuFCBFfEtZJBfB7lHpn5TjHJlElyn/xduClRsrVMdCKa0uyYzH4MqDevLEcsRIxj7VK1MuS1QqtvBuJMDJg7G/j5694WHXa9idIfQWs/AOIMKx5VPkShqsh0AVG3gXrHoFwhbslK1yplg+/L/5YxTfDpj97y+imhLsptAKIHIhdKVIJG38CRd+MXTdjMPgKILzP/Zi97omf58uFvEu85dR0LAJZyt3G74umwHF2emG8zR11B+Lnhauj21ThPsYnq9uk0EeTyBoO4zbBnulQuxVyj4O8k2BBf6h1GXnx5YNowUe6MCDnTDUlQoZh02kQSWS57jw5JNOWmy+DA/uiI3GpKK3BEBQPg8emQVUVDD8S9uyCskp3k2UE+NnDMHQE3H0zLPgkuswe32F9rq2FZ/8GN90OZjXGRhEK4f/pT/FVVFA/fTrg7oEnwmGEqbS6WVutx0sY2DZ1KgiBCASQdS7ZaYTAbxgYUpJz+ukcnD+f+t27G5RiSTQDmMjIoOu55+LPz2/kifUF3Mri1pHcP/Uxc9taotlonUhznd2oErFrUO4FR9HR379AK64tS05PsyqUC4YvfvjdXiYvTOLh0AhK6Rxwfvyy0g8g4hIVKgz46lGgOnrv1u6BL24FfxI3gnCVI+2OSUZPd39cexI8t/GVVK3KRhAOfgDkKctSsDeEBkH3G2HHNIfPnaGio7NcfLc06UfRaPMFK+xtDqkjfgQs2f0l8TZSROpg0Y+g8C3Icgsqb0OkhD3vQekb4MuB3ldC7hHQ3VHVrv9dKkWWveCHkQV9b2ndUYNIDdSsAF8hBG0BPpVzIJIkZ25wWOvJpUnO7p2w9svk7mMWfj/kFUCX7rBuTTTP6taNKr2WSJAmIByGMcfBmBNg/ifubdlKE1kXht8/BHWRaJlXW8kqT2mFQBx/PL4//IHItm0Ys2cTANdkJFaL8BGfnbJBZKL2TQEYUkJdnWthgoiUiPp6ZH09FbNn0/+xx/D36EHVqlUcXLCAXa+9hi8UQtbUkHfKKQz7e2PdZMpRBdqcBIBjSZKNDXgLdaapDH/+EFhv+16MSpnVsd3ltI9rS9J9FBQOV87ldvwZarJjWY6sVz0rCtPrdbAeVaTAWaEGIHcIrj9luNo9YMJKi5KIjJ7gs/nP1FfApidguTmMbzgmy/fJOgdQKW9EINZZqGGZR0Lb8EFYdZGqrLXiHPh8NCybCIXfg7xJyi/WyFVR1FlHw6B/RretK4UtP4Hlo1T6rPUXwcresKIHbP2ht8U2jRFCdBVCzBRCrDb/ezo3CiF8QojFQog321LGlMnpAUd/Rw1hOrOBW/eNW0lJT99XP/iSvJtHgL1L4H2XF8K2REZgycWw5ELY+gRs+gMsOB42PRa/bs/vQr+7lHJrZKm20Psm6NeK5Rz3Pg0ri2DdBPhqGKw9RZWJBaheCnU10ZBr56NFZEGXxvj3adqVUBa8+QW89D/YuC6qtEqgphYqq6HvAPdtA7YhkVUeRcOc2mM4DH/7Cxx1tPpuZghxppSVhoEvGCQ4ZQrBffsIfPwxsr6e6vPOQxw86KmmWYdKtNyt5CuAz+fDV1QEhoEUIs52GamoYO/TT5N/5pn0vPFGhr3wAuO2b2fUm29yzJdfcvh77+HPa6wS+HtUCVcnhajsAcmwR3UnekCGUJbWKtu0Fvh1Y4RtF7Ti2tJ8+21zyDMEwVwVMHLeE+DPil3Pyq9hbwl1KMuQl07pM2D6OHg2H948BXbOU/NH/iQ+E4CRoaoSJbJCQXxNO1CpdEY/HLXe1OyED4fDyh/B1meiMlsv3fZziKCGZAO91dCm9MVHn5IJPb5rBpq4Yb43R8pUEErZPFjzfzDk3zDyMyj+GwybA8M/Bb85zFu/G1YcCaV/VKmzyj+Eva9B9XYIl8LeJ2DNCe6W6fTGKkc5FJhlfvfiJlRFn47LWX+C034LWd1iX4wsLMuqlb/XGqWwvzA1EFFtBryfdH5A1sOeL6BsQwudRBPY/S7seVe57wAq6X8VrLoRKtbFrisE9P8pHL8HDi+BnlfD3rdgxRSVfq6lqfgfbLvBbI9l6mW48hNYfzbs+Rts/6lqV/bx1obfIgCF96vMHZr2o7AH5HiUDM4rUMpqdq76/PALMHQkLJ4fTVdnaXf1QHUtbPYI7DF8cOJp6vNxJ0HQo/iEk8oK2LJJWV2litGKs98Eg8ibb4bp08Eceq+95x6oUT5AbiqafR9eAV5e3a1AuRh0mTyZjNGjiXhm+YhVZwMFBeSfdBKh4mKPPSdjJu4FdPYCWS7znZxB7PCt8+EXQuXnrCWu/DN15vFTtMy3E1pxbWlyesA1H8GNX6n/t5XCUVfAt2ZCdg+lzPoyEkdeulktfD7wReDASqg7CDv+B2+fDqXzodsYOPklyOyt0kIZGdD3PCg+H8+fOIJSHP25pmXUUNsVHA/j3oA+F0XX/fIOqNkRdR2wZEyQ7YpINhycr6Kd7RblSCaMfAOGPAr9HlDH9lRgrWtSCwfmQG0phIZD10sgNArK5kD5PGWt2vmIquzjLH3ZIGMt1G+Fg9MTHyv9mEKScpQAQoi+wLnAk20jVhMRBoy9AX64AboONecRq6R6dX5xrlwCuh6p/Ge9nvdm0DyGH2r2NFP4ZrDzVQib6UZizi8Miye5j5DUlcLys2H741C5BPa+CcvOgp3PtYxMkSo1arPp/+KzGFAHlYtg83XxFbokIP3g7weDvoJut7aMPJqmU1EOZR7uHMOPhLe+gH+UwIKdcKY5+tCjd9R44XzWR+IaG2Rlw1Xfh+KB6vtV10NubtQFwMLLnWXHNjVKUu/hcVddjZw2jfD48cjFiwGQK6JWXYHyImqoR+P431Qv6wPPPEPt8uUxx2kIvMrOpmujsgWkgld0WtJEXiY3EusFan+ABoCbgXfwviLhBMs6BtrHtbXI76cmi55HwU1bYfNH8M5VULbec1PXsEe/AdLRmsOV8MmP4cy3oN/Xoe+5KsNAIA+CeVCxAXb+F+rchsh90GMKdJ+g8l12PQ7yRrnLU/pv4spKWve116tP5ToVjeokUg173oFuZ0KfH0P3y2H11bDvbbXTRMO+4X1Ad9jzT9hwHQ0JcX15yuLsVFotLCtdpByqPoUuF7uvl57ElKMUQng5QD0C3IYqgN3xCebANQvhkR5QZypGlndJDSqPth1nAQJQPuV7VsCxd8Gez6G8FLYuh8rdaj9dsAV7CSiw+UrvXwsLfw075kPXEXDsHdB9TMueox1fVvzoBajzqtkKBz+F/HGxyzb9AuoPENOhRSph7U1QdFnTswtUr4GNV0P53FiB7NfYbuG2fPXtZXszjoWBs5Qrg6b9Kd0OgaB7haxNa2DAkPj540+FLl1VEFedhyIjBIwdD926w+XXwWlnRZd1K4TZi+Dnd8L776gKVxddDtN+E/8iJlHzkqVQBJg3j8jJJ2MsXIgYMQJpC+qy0lX5UQPfduy3qX2wM5FXuABkOIzPFNHZ3QVGjaLr5ZcnEbixjENVC7ZfcwM4LsXt84D7gPuJWm4FKpH8+YDlM38SUOI4jgCOoXHpgdoerbi2JYYPiidA14FQnkBxBUdGgoAZtOLyGlr6MbzYA/pMggnPQXbf6LLsAXDWUlhyF2x4XlkmG1ppGDa9DFv/DSPuhgEeSiuAaEKiYiPk/mYtfOA3fX5qtimLUeUqGsrHCmL9Gxv2lwGhwVCxCNZfGavER8pUwmovd56G1+MsCLo8oDs4zS1HKYQ4DyiVUi4SQkxMsm7ScpRNpUllAg9/Fsq2Ru8PJSREZKzftIfLNADrDeAECObDqP6wfyXlRndKiswSkMKAnP7wP9P1pr4a9q0EOQJCI1QP+L854JsHOQPA75U70U6q0YjmdQmfDdUuqe4s+RZsgYAjWLJyNERc0sQJA0pmqTbYSMrLyyiZ8xbIKShjfiOwn66/O2xOUMEuJVnat6xkp6J3P3ervRAw2uOFzOeDVz+A6y+ERQtdfJfNP9MehxEeAbJ9+8MTL0a/X31FrPXWHuNljTSkYOyTVVXUnH8+kXXr4pcRO9DutAPZPY2sdd0K9VnrQtRr1H6LS0CUlqrr1KLchir1Wm1OIXNKocpkA2cDB1EZBqy3zCkoayvAPqJWWOvs/eZxOmBBFgdacW0PjvkRbJqD66ulMNSbsT+oOutQIXQZBmUJvDoitbD1v/DeuTBlXuwyIwN2z48O7ViHNAAhVfaAFQ9A8aWQ49Fx9r0KNjwSPySYiIG3wZZpLgsM6Gm+oa74OlQsJyYW1O4qYX+SFFysKgStnBBveY45MQcNyqxQHXmXy9zX68C0QDnKE4HJZkL0EJAnhHhBSvltl2MlLUfZVJpcJnDlKzD3F1C+DXofD72OgEUPQ3VN1IySjSN5ouM/qOIgx/wMTryektnvMtF4Xb3ojb4ZethKNk8/G7a9B1lSWXbt+6jMgnMWQBePF73KjfDZtbBrtvqeMwSKJkCvqdD9TNW+HZSUlDBxyDpYdjuucdG+DDhuHmQNgv3/U0GT+SfDkp8q/28nIgjjtkCw8WUdS95/jYnd7jJzKzeBIOoFcdAcyBqXdPWEsrRzWclORUYIrr8D/vrraLAVQCgTbro/dt2N62DTejhsFPQthjc/hRGFsHePi+ZmzrjwTJj/EeR1getvhh/cEu8iAPCf6dG+yIrzsO/PNAh7KZIW9ZEI4VWrQEpXlwBnK0pkxLW6CLce1u6143wNFUD9rl3ULFlC6MgjExyhsfRGVQ5+C1gNDEOlC85JtJELlwAXoFJedSFaurMepRhvt63rQw3GvUo0yXXHpU0VVyHERSgb9ghgnJRyoW3ZncA1qHvuRinle20pW5sy6FzvZTICV6yFPUshVAD5w5T1pNtxsHue8jlzI1KnoqP3LYcCW6e64LtwcLXL+thGAyRsnQF9zoWNz0LZKugyBgb9QC0eei/snw/7P1YpcSx8plU14ogo6/VtGHIP7J0B5Ysc5yfV+pVfQeWXuHbUbk+Z0ueg7iuQjexQfQAByDwS+j7nnUA9fUlajlJKeSdwJ4Bpcb3VTWntsIy4WE0Wq15SL3YZtnvR+bLjVDgB6qtg+V/gmDshsxecPdf9eNvmqpc6t31EqmHpr1SlrtV/VvmT+10Ew25SfrIlJ0BNqXJTMICKVWpEYcs/oGAsnPCe+xB++Qrck/kAob5QtgA+P1Fl6QD1EtbvR/GKqzQvhq+JQ/SyuulKKyif9aLbmq20alqBH9wFhd3hsV/D3lIYNQZ++hCMPEotr6iAq6bCvA/AH1DR/hddAT+4DfbvddfcACYcFc29XFkJv70PNqyDh/4SL4NdmXV7zpsWWEuR9MpAGoYGpVU6llnbNiiybi5rNiKGgWHz2Y3Y/nu0yKi4Ph/hAweSrNUUclCKZ3MJAL0c8/4H7CHWZ9ayPX+OS62NDkdbW1yXoV4BHrfPFEKMBC4FRqFeN94XQgyT0qvuaJpTc4CE74D+TCg+E7bPhWf6Qbf7YecH4BdmFDTuo5DhSlj4UxWUJQT0OQO2/ofkzQ/Y8TYsv4WGZrvtNVjxM8h5WSmox8+G/Qth17uwfx5UbVZD/eEy27kYkNEXRv8NqtZD5XKXA4Vh04PQ93t4J0t3OblIFeybHfVJjFvFZ+7PpsyIIOROheLHwdcl+TVIT34DvCKEuAbYBFwEIIToDTwppex4ZSeby6DJYHwvdl6iQEE71Xuh0r0iTgOhrlBZ5t7OZAS2vQM7/x3NAFD+FWz6Jwy/RZWXtZRW+7bhctg3HzY9AwOujT9m7pEqvZUVoGWn6DxY+2MzQMr03AsfhI2/AhkkPjK4Hr6YCEd9pEZcGoORpcq8RtwCxax1PLbNGADDZkNwYOOOqWkbhIBLr1OTG1d8HebOUZ+txPuvPGsqk+ZN4LwXwtGyrA1UVcI/n4E7fw6FDqv/xZfB35+E2vrYjE3W/wAN6bKsIf1E1lNX7wWiNaMAjN6948/VWt/nQ4bDMU3VIJocIxkyHCZz7NgU1mwvSoA/odJrFQLfQVlg46t9qapIa0kHxbVNswpIKVdKKVe5LJoCvCSlrJFSrkclF+u8r+zBnHilzXqNjPigrhIiYfj3OVBTrh4a4QjUhJXLS6J60JtmwNzvwrwb4NWBxBU9cEPWwe6ZxL/fhtXQ56bnYdHlsPJeqD0Iuz6EsrVQvUc5+zccIgL1e2HHq1C1wT3ylIiyQGWOjA/4ArxvSRlVJNyU9u43QM7xqDyv2WrKPAKKn+jMSitSyj1Syq9JKYea//ea87e5Ka1SyhIp5XltL2kLEsiCb8yCnD5mUB7x7cGrfYSr4fkBUOMWsGgy5laV6cLVRdVQAVFhm1UyXA0VG2HrdHfFs2G9StjsEfHf8yIIdMX1oJv+5D7SEqmFSH3sWKa1ecVnKkgL4EAJrLoElp8BO59U7W/dj2HpGbDhHqjdaTu93Fjrtdt1DA53yOlTyu7A17TSmq5s3xZVWu3U1cI709Vn6TKBezvJyIDVX8bPP2yEKjpg4WbFdbiMCiEgK0tZaw0DMWwYZCbJRENUZDZt8lxWH4kkDItItF8J+AcPVqVfOyQfAfcAW1CNuRR4GOUi4Hb9slDVszo+HSUdVh9gs+37FnNe58Tww9Hfp6F5NKSKQr29/mUQvDwRalzSlyR7FRSoyMz6clWzPZJCkIiQCVaR8NnVsOVFKH0b1v1Odc72qj32EM1wORyYrxTYOEuQbZ15vVSwWVzHmMB05nW35pwI3b8H9QdVRx6uAV8vKP67KoOp6Xz0GAPf2QSTnnIfT7SSnMcptGGoq4ID6+DRHPjHMbBxplpWVw7rZ0B+fxh5LdT6XKyNflUG00m4AspWq/RyiTA8Ah19IRjzZrzABiAi6sXViTDD/F1f5iKw43FYfyusPBf2vAIHZsLaG2DRSNj2Z9g/E7b8DhaNgKq16tpUf6Usu4ms17WbYcQSKLwOssZC4TUwYjFk61ytacubr3ovKz8IXYu87wk3B9GaGih2xEyEw3D/Pe5BYnb8tp0FgxgDBuDbtQujrg6jshL/qlX4vvlN7+1NrOYfdlqEG+QWnpW2EvWY9hiy2rVrqZzr4XLU7jxGfJ3rapSrQB6xbwiWj+vENpGsubS4q0CiCGgpZZz/nbWZyzzXu7s1o56T0aJRrsb5cNixatjSqx33mqqOG+hLSa8Ho/PdAk+cy1KdZ2QoRddDiHL6UoItctnLYz5i7dOALX1gUxnUPei+boWbTPbwUigP96XkgGN7V8VVQPnhsOFdkN+KXbRlFmSVem3oiY5mThOEAYVmmdiIowuKoJ7RfmLTNNlTFNZXwK7P4M0pcMytsOSh6EiIDMPE56B0Fmx+DerLoOAoGHIVLL8rvuiGBA5+BRkFasQtm/h73JcNxS5uAhYVS73LPrs1TxlRw7/2l1krXNrax/bfEyNsuCa6LSif1vpqWDhEXc/INHXuCd91DXWdih9PtJImnYiY95KbUtl3ANz3EHzLY6CmoS/BDL83YNK50Nthe1q/HpL5g2Zlw9lfh08/g6oquPBCuPtuyMpShzH9VX2nnEL4hRcQNTWugy2WYmlPeWU4locNI97NwbZOovkN/rPV1VR8+CHZJ52U+LzahS0e88uAl1EVuj4y552ICoNoQgahdqDFFddEEdAJ2ALYkp7SF/eaZ60a9ZyMFo9y3b4Inr3aY8gcdQ/5oaTXg0zcbkvibeVTtDo5K6MFxHc4hmM5qFYX9MOAy2DQtTD3rGhxAcc+SowHmcitscu8FGG/AH8+TFgPq2+CHR7Dol77sJ1Pyf4HmZhnO26QeP1TAr1ug8zusPHuqF9ew/6yof8foehqdzk80NHMaUS3UZCRD1V745e5WVzd8qTKKljwQPzTcPZVcOLDcOzvlEIqhFL4Vj+kFFkrCto6Rl1ElWW23H7yUNv4gkop7P0N6JMgh3Ckzltp9QVVUFfEfOszMqH4Z7D23tiBjXrUs8EKLLOnwEvmAywj0RiNRP2XrIWAm21Ck7acfi788g6odRklu+MXcPjRqgpWrdOC58Kkc+HxF+Lnz3k/9rv9fhQod4DDhsNTz0AwiGehAsB38smuy61d1hLf1O32HunzIfLzYa/LcwOQoRCiutrVnzYm62kohL+7V+rs9qYPEJ8uTAV+9UW5DSRLyN4x6SjSzgAuFUJkCCEGAkOB5iUBTAcOrE/YOD2xylhaYY91qBEBa3Jag+w1xK3Wl3ccHPkQlK9TnaBlibL2KaFRt4fPB3nHwPFzoWa78tUVLtHTiXB2rD7b5JRfAr5c6HW7GrqMq+yD6uRrN8fP13QeDB+c97Iqb+y63PbZeX9lopKDZZifnbd7pBbm3gLP9oHV/1DzhAETzIQndS77tF7KwqhUiVVB6HU5nDIfxjzrmg4LGYGtL0LVFtxrXaKEDA6D/AnQ41twxHvQ/TIV5OLEblVuyvPFbqpyIkKqcp2/S+P3q+m4DB4G3/2xSptl4ffDBd+Er18IPXvHD/07EQIe+iv8Ywa4+X1udvia2v2ouxVCv0GwYDGEQkjDINKzJ+HevQn37En9pEmEp09HmhZSY+BA/N/5DiIjI6agntUVJntHC06ciK+42N1+EgrR49FHMXJyMLKz1XUQAgwjXhn2+ci/6CKXvXQEvk98pZYQasDabibvKGpg6rR1OqzzUSFuRcBbQojPpZRnSimXCyFeAVag1KwfdNqMAnZ6HJ24Y4nLayyg93jYu8g7LZZlBXKm8qkndsi0ehP8pz8IXzTQRGIbT/HBmMdhaUViJ3yArifBuDchkA9rf6kmWQtGxLSiWmbhcOL9WJYqu3IqAqqzD3SDyD51IjIMwQEwci74u0L2WKV8x1lcc9QyTeem+HS4Zg0segi2faKCtsrXqvRwdmujvTezejtHjFFcz2Slf5t9DfSeADl9IXcYZHRTwYlOnNbNqhqoqIG8w91l3zUTypbBsnvUfR2JxPYlljx1ZbB/sWoLY2ZAl5Ng8xPKZ9Ytv3I94LMN/SZz3HPiHBMVgMiAwivUKIam83HXr+GMr8Orz0F9GC64DE48VS179UUoTxB4GArBj++B//uu+/Lychg6DPKy4aAj3VowCGW1sHUZENVn2WkLGty5k8js2dSPHElw7lxEXh6B3/+emmeeQdTUxG5HEsXV7ydv2jT8H33E/lWrkJWVDdsIwFdURN5VV5F7ySWUv/MOsrqa7EmTqF2/no3f+AaRgyr2xMjPp/j11/Hld9Q4ipNR2Uf/DGxFZRW4lkYXFumAtKniKqV8A3jDY9kvgV+2pTztTsFgGDYVvnw93l0gFABhT7RvwLi7ldK6K4VCADF5Wk3scVo1W1TgljXP/toqUHkgA12UElDXB+r245lDNVCglNbylUpptayfdt+73lNUqVdZlVwRjgBSQNYx0OcGyJ8Ewd5Q8SlUrYKsUZA9Jrp+3mmQeThULlY+e6AsQ6HDIP/MpJdK0wnI6w+n/iH6fcPb8O5FUF8ZtSBayqCbW40kcSnwSA0s+jVMeFS9iA27BT79aXK5hE8ppGVrVYEP+4tqfQV8dj5wf2w2AssK5ZoRPQJfXAqnlyXO1SpR7bseNexvb3NOJT7Ri6QEgoNh1P+UldVILZpbk6aMHa8mO0//Be65NVq4wOovfH41+hcKwRXXw423x+9vzx64/ip43xylkECGD2rNjiEzAwqKYMfuhGIJUC91q1ZRd+ON+G+7DZmfT6Q+ttFa6bNiIyaiSCDz298mMGYMeaNHU/n669QuWoQsL8fIygKfj6JXXkEIgcjOJu/CCxu29ffowfDNm6leuhSEIDR6NMKtyEKH4jRzSiFIO43QlbPam8kvQo+H4NM/qPyuhaPgrL/AgS9h/v1QvhX8WTD1XVj2J9j4bmr3oFurtayZPqBOxi8L2PYbqYOqbWAcDmdsgg1/hRU/ic0mYFFtuiPvfEMNr7oJs+MdKJoIBz5UQ/gN8rs9YgLgL4AR/4JQcXR2zjg1OREGDJ8F238Hu/+u9tftCuVGIDp2zWVNKzHgHBh3Pyy4RwUSVZclLsWTKMWcxcq/wYgrYdfHYBSAL1NlKIhxnnPsR0Zgy+uw7Q3ILoYJ/4IuI9WyXe/iWRPczT/Xor4cFkwyXz49XmKtAQ6BUl6dFlevnt1+/Agqr2uvH0HQmcT80EEI0RUVzTIA2ABcLKXc51gnBHyIGuvyA69JKe9tW0lbgXAYfnV3bLUta2TsqGNg8HBYtgPyXKyOUsLkM2DZErArmPaRtWGjVVnYN6L2LGczjQm0qqsj8uyz1L32GuTmxqVctOwv9bZtYwZBDIOM888HQASD9Jw9m+pZs6j+8EN8vXqRfdll+AoKPC+HMAwyW7RKVlvReZRW0Ipr+2P44YTb1WSn1zEw3IySLymB3Z/A1vfVgySVlzyvdSzLk9t9bFlnAJBQMAY2HYCKddDvClhxa/w2IgOKTKumm/9ew3GrQOTDiKdgxwtqiFMYsPt14nvQOqjfBwuGQ7cpMOJ592pDdoxM6HOPmjQaUPlYR39XVaF755tQtlHN90gvnBQZhhknmUPwpvO4sG3rx1ayR0BYgpBqFCAMHFwF/50A39iiyrhGUvHG82Dv+3hmaLdnFbBIZFWNC+gUSm4jB3LGQvcEmRAODe4AZkkpfyOEuMP87jQv1gCnSSnLhRAB4CMhxDtSyk/aWtgWZf8+qHQZaZPAqpXK2uqmtAIsXgQrlsUqrRY+VH+zcqXaPhhsCAyzv1N5DYSIigpkRQXC54smtHGIFyZWaZUAoRARW0CWMAwyJ00ic9Ik93PQdEg6up1bY7HiCVWy0u7Q7tXnJfNnS7SdRaQO5pysyr/OOgI+OAUG3apS+lgYQQh2hUE/Ut+Lvq7esr32v+NVKLoAjvwP5I6D3TNoSMvjJqSshj0vw8fZsPQsqFiR4KQ0GheCudBrPBzvMH5JErchN2REtQtZC/56ZVsLErWx1RNVBIVU82IMqlKlo9ryH/W16AyQdncgG6kYSOy9s5VpJGA7Zip+rYZjEgb0uBr63A3DXocR73vnnj10mAI8a35+FpjqXEEqLH+PgDk18a2kA5GXDwHH72+1m7IyWLoYbroOql0s/ytXuGcpsN+XFZXw8cc403BZh3DrHeyb+8xgLafnizV46PR7lZEIGR0ydZWmMWjFNV2wB2NZmQKcna/hV51WkMQdltfTwO4qYGnHMqIU5oNLYMtrcMyrUPg1yB0NA2+GCV9ARiGUrYCPT0vyqJZmKdi1sOF+D7cCh0wC1bnv/y98cTxUb0i8jUbjxogrIasw+l0SzcDh5U/qhkFUIRW2ycp+kYxIHVRtV5+DhTDi994HN0J4l0W2YfXObu4A1nK3dmlfXxjqeP5uMPhv0O8B6DIp8SjKoUMPKeV2APO/a/4jIYRPCPE5qkTRTCnl/LYTsZUIBOAHt6hUVRB7L0mp/KhfeR6uvyJ+W69CA3ZzqgSqqhtKzFrvYlYXlcpAiNf7WTA7O6bClsjOJuvyy/EPGZLCXjUdGe0qkC4MukBZXX110bETa4hQ+KDgMPj2MqjcCh9/Dza/hacW6dbKk3W6MgyVmyDYHU5w5uOT8OkUqN2lLE2e+xIQKIQdz5BSKdoYOaXy59vyEAz5U/JtNRo7woDzpsOMs2hIsO/Phswe6mXIiCTvJS0XG6+heMvq6tqLmttTDV/eC/s+gOqtKn9y4FaVMmvHqyp4SwKEIfdoOLDI3LHZXqTpm5DU1ceB81FgV2pFBnS/Evr8BOZvSZzppJOSqHBOqvswM+EcJYToArwhhBgtpVzmcqykRXQ6VBGUcRPgwcOgdEdcwv7y3n0puf0Xyr3k/fdV6iiLrkXwC48iNAlGO1I1U0vHfyciOxsKCojs3Ut1URFfPvccRteuyvWug9KhfvcEtLecWnFNF8beBxvfgqpdKrrfen4YQegxFs59TXU42X1h0n+g9gC82NV9KN7LiJLMD074oGZn/PLylVC9Xa1ofyA599ftdOVaIKzqCY79J0PWQVnnT++raSV6nQhXbIDVL8HmAjhhBvQ5Fda9AiXfBlEf64ZjVQKCqP9qsvvUa7m9zdXtgy3/is73lcLmN+HYl2HvHNjwuLK07p4XVZTBDGiRiZ/a9uwJdiRK6c05CmrX2p4L9UppHfwXU2H1qrbTuUlUOEcIsVMI0UtKuV0I0QtlUU20r/1CiBLgLCBOcU2liE6HLIISicCJR8CXyxtmldz7IBPvvxVy8+CNmXCMLXhWSrj1h7DBkQTfGjF0sV1Yixp2QbxiKm3revnAEgyScdNNZE6bpuTsiNfTBS1namjFNV3ILIRLl8NXL8L2jyB/sOp08wZDTu/49YP5kNMvGpBiYXWCTqcg6yng1vE2ZBqohQKXqP5wNTG9ZZhYq6u1/RHPq/9FF8DaO6JPJXsaroT4IHt0spU0Gm8yu8ERP4C9JdB3opo3+BLVjv47OTqMD95jkG73qvSYb+0n2f1dtw8WfAN8MnY0wrNn9sCuuDqPaWTCiBcgcyjsnwl1pZB3EmTqodMkzACuBH5j/v+3cwUhRBFQZyqtmcDpwG/bVMrWxjBg3HhYsyo+4Kq2FoYMi50nBPznPfj6mbCrVG1fXQODhqpcrrt2Kz/ZBDiTX9iVVmu58PmQPl/Un9YwENnZZNx8c5NOU9Px0Q5M6UQgC0ZdC6c/C2Pvgd4nuyutFsXngz8QX/bV8okLE/WVTRTwJVBBWcNuV/6sTvKPVFHSdqx9R1AHLjgV9rwH8yfC59+EbherIUojE0QIRAAKzoUhf4TePzB9+xw+B0YG9HXJbKDRNJeiY2Hyx5CRpzpYe15j55hkncf8VKytTmKq3NWn5kJjP6YTN4UaVHq5kS9D9kiVoaPrOdDj/7TSmhq/ASYJIVYDk8zvCCF6CyHeNtfpBcwRQiwBPkX5uL7ZLtK2Jj+6A0KZse4kWVlw7Q2Q3yV+/cFDYPkaeHsWPP8ybNwBi5fC2nUwbVrUd9bE8PkQubmQEe1PDECEQkQOP9y1qJsvJ4fQr36FMWgQomtXAhdeSM7ChRi9E/SNmrRGW1w7M4ffARtegpp90QpAbtHUVrGCWtRTIpgJvc6AjC6wIwu6nAaDb4Lek92PI3xw9Iuw8Hyz87UFXQVyIJAH/hxYfn20StfBzyD/eOh9kepsCydDqF90u21zoOd1UPqMsvRmDYchf4WsES1xZTSaeHIHwOSFsOgu2FEC4Tqoq4wGEdr9QuuIPj0TWVut5V40xZ3UqoLntb9gTzVMW7cbsg+D/rdDz2+hcxo3DSnlHuBrLvO3AeeYn5cAR7exaG3PgEEw8xO473aY9yEEM+CBB+Gq6723EQLGuozUXXstzJ0L//qXKhkuBBQW4n/rLcK/+x2Rf/xDBW0VF1O/fTssXRq7fVYWomtXQtOn4zvmGEK33NKy56rpsGjFtTOT2QMmL4WVf4QNL8PBdUqxdNLQsQoQmTD+X9DnLDWrpAROnpX8WN3PgIkrYfPfoWozhIpU8Ev2MMjsD59+TQWiWEQq4eAiGHw3FLq5lwkY+pgKxJJ1KuJZo2lt8ofCaa+ozzICXz0DKx+DugoYdKkq+zrzNDM/K/HjmG6J/RMFfcUM5TdCTrtLQENuoACECmHMh5ClLamaVmL4SHjJTOlWUgJN9XX0+eD55+FnP4MFC6BPH5gwAWEY+J9+Gvnkk8iKCqr69IlPtxUI4Lv4YjKefhpxCAYTHupoxbWzEyqEo38Ofc6BdycBznrThrI0+f2QPxwOvwsKXd6OUyGrPxx2b/z89Q+7K8zhctgz20NxNRE+bSnStA/CgMOuVpOFlMof9uCaWKVTogoTBALK186uvPpxt8jag73srjxOuoxVGTuqt0dHTizXHqtp5AyDYdOg8JzkxTo0mo7EsGFqciAMg8jq1e5ZLurqiCxcqJXWQxTt43qoUHScssA6f3JfCCa+AlNXwan/brrSmohgoXsScyMEGa4pETWajokQ8LX3IKc/YEQV1LzhcOrbSmm00s9bU0w2Ah/0vxwuqIFjngJ/SCnIPo8OWAThpE/g1FUw+Hbw55vzMdNy+cCfB0e/Bd2naKVV06kQ3bq5FzEARHfddxyqaMX1UEEIOGsm5B+mhvAtv9Pxj0HhMa177B4XuFtNhQ96fbN1j63RtDS5g+D8DXDWR3DqDLioFKauhF5nQrdx6mXQykhg2EYMMvvB2KfguOfAF4QBV8PZpZA1AHp+QwUq2jFCUHytWRwgCMPvh7P3w/jZ0GMSZA+FPlfC+MWQrV0DNJ0Po7gY49hj1UiGnexsAtqn9ZBFuwocSuQOhAuWw/7lKs9rtzHgz0y+XXPx58DYmfDZFKgvA4TqiI96VVtcNemJEFB0Qvy8U96GFb+C9U+pKll9L4DDfwHBbu5DnoFcCBTAsS/Bku/DludU9oxIDXQ/F0a6JHDvdqqaNJpDgNDrr1M9eTKRL76AYBBqawncdx/+c85pb9E07YRWXA81hICCdsiFmj8WJm6Bg4tVyp+8MapErUbTmfCF4PCfq6kxCB8c+TgMfwDKV0HWIMjs0zoyajRphCgqInPePCKrVyN37sQ48kiVMktzyKI1B03bIQzIb2W3BI0mncnorkchNBoXjKFDYejQ9hZD0wHQPq4ajUaj0Wg0mrRAK64ajUaj0Wg0mrRAK64ajUaj0Wg0mrRASJmoHmHHRgixC9jYhocsBHa34fHa+7jteexD8ZyLpZRF7XBcV1qhfbXnb+pEy+JOZ5clXdpYR/odEqHlbFnSXc42aV9prbi2NUKIhVLKYw+V47bnsQ/Fc+7sdKTrqmVxR8vSMUiXc9dytixaztTQrgIajUaj0Wg0mrRAK64ajUaj0Wg0mrRAK66N44lD7LjteexD8Zw7Ox3pumpZ3NGydAzS5dy1nC2LljMFtI+rRqPRaDQajSYt0BZXjUaj0Wg0Gk1aoBXXJAghLhJCLBdCRIQQxzqW3SmEWCOEWCWEOLOV5bhPCLFVCPG5OZ3Tysc7yzyvNUKIO1rzWC7H3iCEWGqe58JWPM7TQohSIcQy27yuQoiZQojV5v+C1jp+ZyTV6+f1G7fk9U9lX0KIfkKIOUKIlWY7v8m2rFltLlkbEoo/msuXCCHGpLptY0lBlm+ZMiwRQnwshDjStqxF22MKskwUQhywXfd7Ut02XWnMfS+E8AkhFgsh3mxLGc1jN6tNtbJsTW5vbUlz2mJHktO23lghRFgIcWGbCSel1FOCCRgBHAaUAMfa5o8EvgAygIHAWsDXinLcB9zaRufsM89nEBA0z3NkG17zDUBhGxznFGAMsMw2bxpwh/n5DuC3bXXenWFK9fp5/cYtef1T2RfQCxhjfs4FvrLu9ea0uVTaEHAO8A4ggOOB+alu2wqyjAcKzM9nW7Ik+q1aUZaJwJtN2TZdp8bc98CPgX+4XaOOIGeiNtWKcjW5vbXx9WtWW+xIctrWmw28DVzYVvJpi2sSpJQrpZSrXBZNAV6SUtZIKdcDa4BxbStdqzEOWCOlXCelrAVeQp1vp0JK+SGw1zF7CvCs+flZYGpbytQJaO71a8nrn3RfUsrtUsrPzM9lwEqgTzOOaZFKG5oCPCcVnwBdhBC9Uty2RWWRUn4spdxnfv0E6NuM4zVLllbatqOT0n0vhOgLnAs82TZixdGebSoRzWlvbUlHaouJSLWt/RD4F1DalsJpxbXp9AE2275vofUb5w3m8MHTrTyE3R7nZkcC/xVCLBJCXNeGxwXoIaXcDuoBDHRv4+OnO6leP6/fuCWvf6P2JYQYABwNzLfNbmqbS6UNea3T0u2vsfu7BmWZsmjJ9piqLCcIIb4QQrwjhBjVyG3TkVTv1UeA24BIG8nlpCXaVGvQnPbWljS3LbYVSeUUQvQBzgf+2oZyAeBv6wN2RIQQ7wM9XRbdJaX8t9dmLvOalaIhkRzAX4AHzGM8ADwEXN2c4yUSxWVeW6afOFFKuU0I0R2YKYT40rSOajoASe7TVGmR37iFZEEIkYOyHNwspTxozm5Om0ulDXmt09LtL+X9CSFORXWWJ9lmt2R7TEWWz1ClI8tNv+LpwNAUt+2wNPdeFUKcB5RKKRcJISa2oGjO47Rmm2otmtPe2pLmtsW2IhU5HwFul1KGhXBbvfXQiisgpTy9CZttAfrZvvcFtrWFHEKIvwGt6Zjf4ufWGKSU28z/pUKIN1DDFm2luO4UQvSSUm43h5HadAgkHUh0nwohUrp+CX7jRl3/lpBFCBFAdbAvSilft+17p22dxra5VNqQ1zrBFLZtDCm1ZyHEEagh6LOllHus+S3cHpPKYldypJRvCyEeE0IUpnoeHZUWuFdPBCabynwIyBNCvCCl/HYHk9OzTbUizWlvbUmz2mIbkoqcxwIvmUprIXCOEKJeSjm9tYXTrgJNZwZwqRAiQwgxEGURWNBaB3P44pwPLPNatwX4FBgqhBgohAgCl6LOt9URQmQLIXKtz8AZtO65OpkBXGl+vhLwsrhr3El6/ZL8xi15/VORRQBPASullA87ljWnzaXShmYAV5jRzscDB8zh15Zuf0n3J4ToD7wOXC6l/Mo2v6XbYyqy9DR/F4QQ41D91J5Utk1jkt6rUso7pZR9pZQDUOc+u6WV1hRoVptqRZrT3tqSJrfFNiapnFLKgVLKAeb9+Brw/bZQWq2D6ylxdN35qLePGmAn8J5t2V2oyLtVqDej1pTjeWApsAR1A/Vq5eOdg4oGXYtymWir6z0IFcH4BbC8NY8N/BPYDtSZv/E1QDdgFrDa/N+1ve/BdJq8rh/QG3g72W/cktc/RVlOQg2BLQE+N6dzzGXNanNubQi4Hrje/CyAR83lS4nNWtKi7S8FWZ4E9tmuwcJkv1UrynKDeawvUMEp41vrunSUKZV71bH+RNonq0Cz2lQry9bk9tbG17BJbbGjyelY9xnaMKuArpyl0Wg0Go1Go0kLtKuARqPRaDQajSYt0IqrRqPRaDQajSYt0IqrRqPRaDQajSYt0IqrRqPRaDQajSYt0IqrRqPRaDQajSYt0IqrRqPRaDQajSYt0IqrRqPRaDQajSYt0IqrJgYhxG1CCOky/by9ZdNo0h3dvjSa1kW3sc6PLkCgicEs75htm3Ur8C3gZCnlmvaRSqPpHOj2pdG0LrqNdX60xVUTg5SyTEq5Q0q5A1WL+jJgopRyjRBihhBinxDitXYWU6NJS3T70mhaF93GOj9acdW4IoS4E7gROFVKucqc/XvgivaTSqPpHOj2pdG0LrqNdV604qqJQwhxF/B9YIKU8itrvpRyDlDWboJpNJ0A3b40mtZFt7HOjb+9BdB0LIQQPwOuRQ2trG1veTSazoRuXxpN66LbWOdHK66aBsy31JuAyUCFEKKnuWi/lLK6/STTaNIf3b40mtZFt7FDA624agAQQgjgNiAPmOtYfDowq82F0mg6Cbp9aTSti25jhw5acdUAIFVetPz2lkOj6Yzo9qXRtC66jR066DyumpQRQrwPHInKkbcXuEhKOa99pdJoOge6fWk0rYtuY50DrbhqNBqNRqPRaNICnQ5Lo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMWaMVVo9FoNBqNRpMW/D8t1WVTcZsSPgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "lin_pca = KernelPCA(kernel=\"linear\")\n", "rbf_pca = KernelPCA(kernel=\"rbf\", gamma=0.002)\n", @@ -1260,7 +1630,26 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 37.7 s, sys: 588 ms, total: 38.3 s\n", + "Wall time: 38.4 s\n" + ] + }, + { + "data": { + "text/plain": [ + "RandomForestClassifier(random_state=42)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "%time rnd_clf.fit(X_train, y_train)" ] @@ -1269,7 +1658,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9705" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -1307,7 +1707,26 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 28s, sys: 590 ms, total: 1min 28s\n", + "Wall time: 1min 28s\n" + ] + }, + { + "data": { + "text/plain": [ + "RandomForestClassifier(random_state=42)" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rnd_clf_with_pca = RandomForestClassifier(n_estimators=100, random_state=42)\n", "%time rnd_clf_with_pca.fit(X_train_reduced, y_train)" @@ -1331,7 +1750,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9481" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_test_reduced = pca.transform(X_test)\n", "\n", @@ -1357,7 +1787,26 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2min 34s, sys: 906 ms, total: 2min 35s\n", + "Wall time: 2min 35s\n" + ] + }, + { + "data": { + "text/plain": [ + "SGDClassifier(random_state=42)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", @@ -1369,7 +1818,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.874" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = sgd_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" @@ -1386,7 +1846,26 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 29.7 s, sys: 418 ms, total: 30.2 s\n", + "Wall time: 27.9 s\n" + ] + }, + { + "data": { + "text/plain": [ + "SGDClassifier(random_state=42)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sgd_clf_with_pca = SGDClassifier(random_state=42)\n", "%time sgd_clf_with_pca.fit(X_train_reduced, y_train)" @@ -1403,7 +1882,18 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8959" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = sgd_clf_with_pca.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" @@ -1464,7 +1954,16 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 5min 49s, sys: 31 s, total: 6min 20s\n", + "Wall time: 29.4 s\n" + ] + } + ], "source": [ "from sklearn.manifold import TSNE\n", "\n", @@ -1484,7 +1983,20 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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J3l+HgpryiODejVIc3e/ar0M5N9cW9SmPaqhfgCOf7cYci8zzDUgdnQ08p92Yjy229oc798zYUdLmflRycy0ix7g+XogU3L+hSP9a16cyVOd+AiKf2xDhnIAIdD3wLtKmQMbe8LgRTJsKlKqpARHwZU7RjYiIeJZhvEa7R/IZERFx8JCxFgXV/HYPW7QBlyKfyG1ILewBvofSJl3ovvdm6hwyoS8H/gOlJ3oTIqadyKfyTuSbCUEBLa65DiKgFUX/fxb5khanXqoGPtluzE8W2zGR6Ocg5bU4hVPe9e8Yd8yZhLrtBRSlfxIiu2WIePYhBXQTUmtfR9rcQcYO7Gw1baYBX0O5So1r51rS5mtk7DARERER4wCRfEZERBwaSJtTEekDEbQCUg4TwOlk7F9ImwFEEj1RHEIE9WoydhS4krTxyupRiIzeBrzcVVBKImUUxlYPakJKp8cphCTxHgNuu1mIHHrkd9nOIHeAWkSCFyJ/1UH33TAiotWufy9wbXof1DXuOCXAkaRNC4ruXwW8HxFPn3qqyZ3r3UgZjoiIeJbA+3yOR0TyGRER8cxCgT4vQcRzEiEp+wBwHnArKr+5DXg1IqQVhCTuW/H149MmCVwMzEeK6fnAOxGRHSBUPJqPSOt2pFo+iMpdegwiszb1dZQ3NVGRy2G6dpBIlj2OlP4Tkcla917j2s6hZPEnuuM1IzV2EyEl1BpC6qce189WlJZqOfButL4MufM6x/XV5yTtcuf+ciL5jIiIGCeI5DMiIuLgIm3KkRLY43wVZyNTuk/K7nN7liPCeDLwfeC1hFRKfe7la7u/gLSZg0zlRyKCdhZSP8sRSV2PcozWIQJbhszxNwH3OeXUIwu8d9pUKiZPpGI0BwODJE5YSP9JC3klafNN50IAGdtH2qRRKqcprv0y5Nu6mlDPPoH8OcsR6d0BzEVktcR9ZxABrUNk9S738pWRjPt8U1FfrWsjIiLi2QQDiXEqfUbyGRERcXCg9EEvR36bqj6UNj9BeTjzyDfSl8fMI7Lm71EfQCS1EZGw9QSzeCsieF3A8SiyfBJSRnOI7OUQuetDqukp7rMut/1GFNHu8cUZ0zintZUzd3Rjy8pg/lwGjz2adYgE30naDLr+TEDK5LuAlyF1soBI40xkUu9HBLHU9ccg39T/RkQ15/rl69fn3ee+VvztBMLdxFjyWYHyl0ZERESMC0TyGRERcbDQBlyEosJzSN37AAoI8knnfdBMJYGIVSOyCKF8ZhIlaW9x22xGxK/Z7TcN5doEETmvqDYjstaJTOSrXRvvJW3SPmp8sbU9uY+bm/J5Zvb1M1JWylBVFV0lJRSQsvpZQrWlrcgf8zjX3mPAcxDJ9n0dQES3y/XJ5yutJOT5HHbnR9F5NyNy2+3OZy0wB+cS4PZ/DPjpXsY9IiLiMIQhKp8RERHPJshP81jgDETsbkOm7smIRG3caZbW9tUoldEaQoBOD0os7/Nf3gW8CPkzDiJC5smZjzpvJJjRJ7ljPYJ8Q/OIpDW7bY4kBC75KHNP7gqoLKdFRHQGUil3VhdKJilNJukrL6ez6MybCMFDLUgtrUOEMOf6dC/yUz0FqbIJd04bCL6aVajU6GpELqsIZUET7lz6i/4+EUXTr0L5Q3150VuB74yJiI+IiIg4xBHJZ0TEeId8KI9FZuUNHOi8jyKeb0e5KrsQ4bsYkaFViDAtJ22+Q8b69EO17j1f9P8sRM6qgT8gVfRhRAJBauaRhCpAEGq+96M67fcBn0FkcogQ/Ol9RkcROe5GamMeKZ4PMDZi3TI2ET3AX1EkehVjTfxDSEX1pLYXuQ486s6lEamy6xCZbkSk21+TWnceD7rxagSORoTauxx0ue373fclKNn95cDPd57jWD/ViIiIZxlK9rcu2yGCSD4jIsYz0qYV+CjB/AxwL2nzraJqQU/n8UqBDwJvRcRoKvJDrEPEbykiVtOB95A2n3EK6DZE2ioRmTvP7VONlL888GWkLE5wbc1HlYMq3LlZ98ohMnk5Uk+/TCCnlQTf0YTro8/h+UtEctsQ8fT7VCGC9y7SphIFCnUgP8rbkWJbioisQXXcfVAUBFU1SfDX9LgbqaEzkUrrc5P+3p3fRGS6t+jBocmNiSWkZFqDzO0rydgf7+HKRERERIwbRPIZETG+8f+Qkra66LMTUJWgvwKQNmcDb0REcSmK5F7yJNXR892rDxFAkAk4gUinT8y+ERGu6cAaVwnol4i0LkTmeYNI3AAy36fI2M/vPFLaNKMo+BGkdvr+lgHXEpTL293+5YhIFhBRLCDiZtz+1yDSNwFFwntV9ChEAucj4ngyUnL/7MasONL8FkQItyO1MomI7UpEHLvddwm3bwcioO9Ake2jqGzmenRN1qHrtxD5qW5wfSi4cVyO1OBpKKVTRERExLhHJJ8REYcypMTNBjaRsdt3+a4GVdBZu8teXcAbSJsZiChehMhTHgXCPB/4CmnzszF+mfuG56KqOpOLPvOBPF3ubw8LVJI2DcCpyMx+p+tT0n1fgoJneoCXkjZfKEphtI20+SpSdn2UeilSLz+2c7u0+QJKxZRAqmKLa3cTIoPed3TI1WP/ASJyvkTlOcjvs4DIcpV7P8Odz2pEEhuA05Cpv8x9fjQilI+4cRlCSqYBrgeuIWNHSJuPE0p1DqIqRZvcuDQgkllddH4+T+gQIp6rka9nREREBADmEEu1ZIz5IPCv6N5+P/Bma+3Q7raN5DMi4lCE/CrfRTA7W9LmWuAyMtbXD98dcawBXohUuOcik28eESPv1zgJmZ6vR6QK0qYWEdO57rNbivw1IW2qCIE+nYhAeV/IfqQcjrrjQMjZWYrKXh6D/CWT7vj9hHKT5e6zje5cB4vO50fIDP5yRM7+CvyNTFF5y4y9mbR5G4qcX+jOdzNSF5OIyK1Dfp44xfch4CHS5oMEkjcTEdVeQq5OEWgR2jrXvzmI1P4Z+Ib7uxf5eVYgZbWLjA2lOUWUd7ixrHDXqQwRTz9+3nXhLKCdkOvzPuA2MrZ4XCIiIiIOGRhjpgLvAxZYaweNMb9Clqv/3d32kXxGRByaeDnyrfQpgSYBbwaeT9pcjWqj34Miq48h5Kg8w227GhEb74tYj5TJUUR8WhDZWufM2//u/p+EyFM/afM5ZN6+FDgTEaM6gvn5FNduJSKdvizkfETQVgE/QCTVE+AkMtPXIOKacy8lnQ+ploSMtaTNcrfNeSgA6A7S5vNk7PKi7W7CVyhKmzcB70EK5EjBmvXrCtP+Z+aWNZ27YetVru0yRBz98b2eMIJIcwkiqLhz6UTq73ddH0uBPBnrc3HuDcNI9TwakdupiIAXCBkAXg+8pehBIyIiIuJxKDmElE90f680xoyi+9iGPW14aHU7IiLCYxEiMaOIrFUj0uOrAX0P+BTwf4gIzUSEbz5S2HoJ0dvFPoseo4QI7osRUZuNCNhmRLY+AXwRlXrciMjlJnesqSi6+xHkw3gBCgA6xr1GEBGd7vo/DflWznDHtcjXsR4R4STylRz7QJw2CeDrwL+4/ve5/vzCBVs9Hhn7I+BVwMevHHz1t2ZtWfXQzC2rXwR8wyyizSyirGjrexApri0aH19jvY+QFD6H7pcJdEPd6s7pNNLmE+7cv07aXOT6vGdIBb3StV2Hro3HNkROk0jFjYiIiDgU0GKMubPo9bbiL62164H/ROvERqDbWrvHkr+RfEZEHJrwVXO8H6Bx7xaRpQQicy8EFgP/BfyQYBKf47ZPICIJIf1QAQWxPOg+PxmRIAhpjboQEX0eMl/7CO6tSG29AxHfrwIfImM3oOpCIB/Uja6NBncO9e69ibGpiywyW29zn7/FuRx4HIXI5iZCbfZNrt3X73H0Mna12WhvvbTryhPXFmYkwKxxx7gEkXePG1F+UR/o48fhekSqy10fy9zf25D53iBF9N8ISvMA8AbgJaTNRNKmZZdzKe7fvW7f7eg69aGbdoU7RhcyuUdERETsGYmD9IKt1tpTil6XF3fDGNMIvBSJGFOAamPMG/bU7Wh2j4g4NLEEqYk+gKfCvY+6zxpQZPlLgQ4ydikAaXM/yi25AyloJcjE7euKjwJ/Aj5HxnoTcy8iOl5xa3HbliECXOW28eSxBhglY6/Z2Vv5jJ6Cbjr1iLANIJLm65Xn3edJ1/Y2RGwrEOl9EHgdcAZp04kCbBYSAnW6CSR4BCmse8O57tg+UGsUkcTzzCL+z15BNxnbS9pkkEn/bOAkdxxv7v46UpPPQD6dDyAV9FVu/IeRCnwneijoQQ8D97u+Pkba/A8Z631hAzJ2KWnzZhQs5YOpViJ/VJ+APiIiImI84HnASmttJ4Ax5mrkrrXb6muRfEZEHJr4OiI89YiUeBVzFVLaWhGhKwM+R9p83alp9yAiVYvIj/e13AD8DPgjSkJf7P54LSK6lYiEliHStg0psAtdG0e77aXGps0fyFif7mgeitxuJZj7fQBN3rWXJJTMTBACph5DZO8SRGw3IzKWQYpgFVJycd9tcccIPp+7xxRDYeDtld+Z/erKXx1TZQbLbhk5Y+WX+z/WvaEwtR6fKipju4EO0uZP7tznuvFbS0jV9DpULrMe3WTL3XlVIcJ9HiKnx7nz2u7anwF8kLT55JggKY+MfYC0udy1vc21OQ0R8Qcft31ERESEh7+THhpYAzzHGFOFrG8Xoofy3SKSz4iIQxEZ+zBp80rg3UjdHEYq5CgKdPG+gWuQKfxtpM2HEFn7HYqenogU0IcQafo1GbtuN0e7CUUkpt12I0jBG0IK7DyUJmkrIl2bkGL5HtLmo0gJTCEiVnxP8UTTK45TELnzpLgRmedLkOrYiIjbAkQ2+5DqmUdkM4/IcSMihj9n71j2n7UffvX/q/zJ/DwlhYJNFGZXrpx6YumS7Y/kjx6UmyaQNqeidE5HIXP3n4DLyditrh0L/JS0+TvKU5pDhHmC61/SjY+PhgelZLqR4CM7H12H3eEnyH/WJ7O/Frhxt2T1QEDR9y9CpLofBbPdekCrZEVERBxWsNbeZoz5NVozcii/8eV72j6Sz4iIQxWK5v4QafNJpAq+G5Ecn95oAJl3BxEpm4l+8BchcngfugnUIyVu4x6OUyBtfopSM12EyGA1Cia6A6mAFYiMrkDqaw4RrO+7Vo5HxHSIoHDi3r2rgI8YT6DURzWIaM5yxyh15zLszmWZ6/tKd36+ZvtG4Eoyds9m6bRpva355IHpJWuP2F5ozGESwwVMolBImJNKl1SeV/7P8+HyLGnzIuCbrt0trk+vAyaTNh8pck2AjF1P2rQQUkT5Up/V7py8DrEWEfHZyLfWunZ3j4zNoweAm/a4zYFC2lSjdFHnoOuUQA87PyBtvkzG2hTZEuDFKANDDvh5B23XH/S+RkREPB6HjvKJtXYxcjt6QkTyGRFxqEPpdq4kbbLA+5E5Yx0KLiou5TgLEYRm5A+ZQMTtMeDLjuSMhdIsHYnIRQOhBvkE4HRErkrweTEDjkPmaR8Bfw5SNbvc9/6W6Alls2ungFwAfBWgiYRI/oLbZrr7rta9D7rz8Gk7bmZPt1wl3n8LsPC0srum5QqJpDUlfT3UJkoZHWku2b65xgxUAmeRNiuQe0MDIrxTkKm8D5HpY1EwUjG6EJlMILK2Dimmxn034N5LXXvL3HdrdtPXRuQTNR25ENxGxvbs9rwOHF5ACOjy86MCBU79NkV2OVLFX4yujQVekyL7M+DdHbTtb5GCiIiIiEg+IyLGDaRQ/hYRI+8fCCJ23cArkSq3keC3OAmRm4dJm8tdHkohbc5H5TnLENH0QUXNiPAZ4ET3d6Pb62G3/RFI+duMSOODiEj64KQ8UhMHgS+5vrydEEQzC/mYehLnUxlZoCJvGR225ZPylBQKJCrqTF/OGKqQT2ude98d/h/yUV0LlCQThdyUxMbyKWxcg4ihz3G60J1DCVJlfWBXPVJnpwLvJm0eQpHvdzkz9I2IsE135zbk+rwcuAr5vU5xbfW78/w9Gbt5TC/TZiqKdvf+UacBL3L5Szv3cG5+X+P6N8mNWRKR5wefRCL657l9ix9MhtD1fg56MHmh28aPUQlSh38N/G0/jxcREfF04dDy+dwvRPIZEXGoIm0moECWucjUfT0Zu5K0+Qla/D1Z60JpgS5Fdd0Xuu8K7tWEaovXkDafcyR2EqotvgndB/oQ6fB5OGsReewllO88mVAKM4lqqnuSuRmR0SqC32MPqiX/A0TqXk1IZVSKSKyvw447l9G8pXqwUJW8buS5j81OrqifYLbNGzHlvc2JbbckDH3u2NftZrzqUMT9OtfWBtf/WkSmahExTCAiNR+R0WL1Lk+o555E5v9PActIm+uQAphz+zQhUrYUXylKDvYzkfL8T+CX7J4ot7kxWOvGqx4R/feRNp91x0iSsSNj9lJu08+486xA470dqdLdpM1XxyTff2L0EFwkPHyGgl5EPJOE6H8IKvXreZrJZ7sxBs33IxEpv2ex3aWsbERExLhHJJ8REYcipIxdhi+tKWJygVPG/kba3IWCcoaQWX0RqtneQCATtujvMqSufZC0mY2CluqRb+ioa6cWkTEfmQ4iHUOIbNyGotm/h4jrDkRWT3D7eP/IIUTuHgA+ScYOAAOuvvknUQBTBUFJS+Ki+a2lMGgr7O+GL77jtd2/um52YkXFv1ZdPn9B6UMLTiu9vXRKyabVQNblFd0VPlm7D5QZRiT1+QRV1iJSNa/o/GrcviPuvRKRuWHkTlCByNBz3Xn+BRHuWqQS/wKR6tPdsUfcef5pl6wCuEpIc1y7D6LrdRah1n0bUkv7gXLS5lHgl2TsCudv+l3k8tCHlE9fSaQGBYQpCGzfg5V+DbyEsblXG5H/682un7vPVfo0ay7txiSQcn0BIrgJ4NJ2Y/57sXWpxCIiIsZiT7/OQxyRfEZEHApIm8ko2MdXKJqCiM10AqkyyHR9mUsPdLfb9wRkcveR5GNTA+uzCtc2KBDJl9ccQQrmUuQvCiJQhkDGapG5vNP9/zfXt1chUtbj2vfBRRV9hapNj+bmt/RR8/beD7/43178X38YIWOvJW1uQ8T1+YhgvQiRrmGgpABmoFAz/Nm+T90KsLIwZyjd94X7gc4E+ZvyV5T8ZC+j2OX6fQTysRxCyuJDyBze5/pqCMn7O5E/aYMbk2qCufwY17ecG4ukuzYnIGK23e1/Ahn7cdLm14jQb95tWcy0mY+CxupQ2qoZBHW62/WnCqXYusv1ezLwcdLm0yijwAkE1TWHrm01upb3I9V2Noqe3xfchdwiPuzGAHdO/yZXgexPgTchsu0fLirdca/cx2PsK45GBH814QGiGnhHuzEfWmx3UYEjIiLGLSL5jIh4ppE201Apy3JESLw/Xw6Zs70PYAXwctImQ8b2OxXt1cA73T7FhNMHxYwQTPAliGiNIMXzSLefJ6I+IKgUkTTcZ1VIXW0BHnJm+1+7fY5CZGQHMKFgKV+Tm175aP6IY8rMiL179MSjvzvwjqqLF5G2V7CNjO0ibf4XmVZPdf1ocW2M5Gxy2yO5I8zGwpSxNd6hpEDJAHtC2sxF5vHTEWHzVZweQ6RqOyIyxemDStA9sMdtdyoi9CcQXAd8gvxKt20dIrfTkBK8Dam69ejh4ShgNWlzA8oM4OvTVwMfIKTHqnTHaXH9NIQAq06k1D7k2p+CHi4WuW1yRf3Zjh46fFor2B8tRMrsj0ib/3PnPwzc4X1HO2hbkiL7ZeBjhIegEeBXwA37fJx9w4kEld2jHxHtWSh4KyIiohjR5zMiIuJJIuXeW9FCu8m9++CfPuT/lkML8zFIrXwZIjzDSPXz5MCbsT0JKUVBSIOEaj+9SCl7Dgo68bXNlyETbgWBgK1GZHgEyAJKD5Q297l+rEVk8sTOwoShO3OnllaZgYG8LRk+u+ym2uuGn3vUI/mj324W8Xl7BZaM7SFtPo+iqH0y9y3A8lKT214wyVSlGZy4w7LeUOCM0lsmnlZ6+5w3VP60ifSSmY9LsaQ8lZeh6kRd7hybkXl7CaFsJW5MfYBNErkGZJApu+C+O8WNhSfw3nWh0o2l96O9GCmHvwGuQQTJurbfg3xO15E2NyKf0CrCg8Sjbpwno8wCA26c/UOE94MFEbCXETIDJAmpq6pcfza6v/vRA8b+IWO7kDvB49BB2xdSZLPIx7PMneuSDtpGd7f9U4B/UNoVhrEBUREREeMckXxGRDzzOBqRBp/qB0Si6hCZqUekqA759TWRNmWINK5DJKTJtVGCSGYSEZUBFPhyqztOsQ/iCmSinY33MRQR8srcPUiNakKkYDNwCWnzA+fH+WBPDxUPL2OetcyZMZ2SNQ0zK5LkrIER63jEMckH+n438tJ5iFwr6jtjN5E230f5S1e7fk9KGM48ufTOjVMSG4Y3FiZPf2/Vf898Sfnvps9Orlg2N7nydOBM0uaXZOy1RedxpDsH77sKImPDyM91DSJmPkNAHSFCfDEZe48L7hoh1JpvJPi+5hB59YE2owSFeKI7hwUEE3oNodLTw8jFYJSximQBEdeJ7hrd6o4zxfX13qJtm1Dap/Kifctde3XuXHeg6/01MvbpJoV00LYcBTodSNyJArpKCeS7CV23VQf42BEREQcRkXxGRDzz6ES+ncXEsAsRmAShNnsJIh1vQqSlHC3Sa5C53ke/1yMl8UrgK65+eQXQjpS1QWQ2nuyOsQMt8F3IlD4XEbA5rm93IGJmkLo4BHz/s1+gormJptpa5iaTlK1dT8XIhC2mYuHkbpvEJiiUWchtLEztdP0q2+W8/4rM5LPcMScCuZrEwAO3tpxe84+Rc246KvlIU63p+U11YtCTylLgNa6G/XFIfTyNEB1dyJMYGC4pqy/PD08z2IGElORSd85bEMkrBT5Fxt7j2n3YjW+Pa8ePbZ0732r3/xY3Jn6sG93xq127xclP6hF52uqurzePexWvBCXy34YCoPoJVaT63PYtiIz6z4bd/yXu+7VIZe0ClpKxvYxTLLZ2RbsxP0NZGzxR7wa+sdjuJkdtRMSzHTHVUkRExFPA74APEtQ0r2zdiwhTJ0HZXIb8E5+L1MkGRDz+gQjOEcCfgS/uYp4uQQTrvUgl7ENEpxSRJPkuigy1IsJ2F2Oj0i0iO2duWGSuLBR4a+dWHh4c4qGGeia2TuDkng1bJgy19pVPmV6aLzdDQ722bsfvhy/uIZiGAzK226UVegtSDu9DKmhvibGV55ffeDGhzKeHr8LzUUSkffqnaqAmh6nfUDllqDrXXz5KsmQwWTVSmR98pD7XuxpFlXcDD9/afPqvz33+jatHH6TZLmCbO+52RGar3Qv3mVcz1xMS3eOO6x8OfPBPOSKFOXfNnkOo+vRnd428qudN5se6czEoV+i1qJBAE3JrKHF9L3VtDbnPaoF7ydg/cphgsbV/aTfmTvTgMwwsi4FGERGHHyL5jIh45uFr4L4LkalRRDB3IJ/EqYSgmC1un/WEeuLe16+MoGKeTNp0krEDpE0Jqozkqx495PYxiIBOQYRzO1LaJiEiNZ+Qv9IgQnAE0JhI8LmqSiYPDPJAXx/09dHT3c2WCa1D55p1j7Qw/diRrYXWgS/1f+yxbbalCviqvYLHp/+RKusj7rcWfeNdByoft4/IXjMiiA2ISOcK0FTAVEwc3FRaMIn8ULJy6MG6o3u6yxsXvmzdb28y8I/hRNnqyksH100e3PjuE3bcPTFhC8kX/rX7b78oa7ivcaSrBUXytyBFsxm5Hjzoxujl7lqUElTq9a4PZYSIf+O2SSAyWuXO4yQgTVCpj0LR/lUEs/xr3f8f35njM21Ocdc3jx4UPPpR1P1hhcXW7uDxlaUiIiJ2h6h8RkREPCko4vgfpM0tyC/zJEQy7kMR1V9CBGciIjEbkBo5DPwHSs1zKlJJJyE/zQKwlrRZ5I4yHxFYn4dyBBFOg1TOYaSIViAFdIk73jnAb5FZeIHbbktZKZWTJnH85i2s7e9XZHxvH929fdxe37V53W0n/duS/xn416YhKruA2+0VOwNtdoduRCQnIJI3jCoGdSGS14AIp0/l5M3jx7htLTA4bMoGhk1ZsrIwnOwpq+t9oO6Y1dsqJvT3lta2dJZPqG4d7kx+44j3TJnX++glZ3be3FwwJUN5kyh0lk9o+7+pqZf9y8ofX+3GxVcjmo8i0s9y41ZHyCCQd+NWS8i1mWSsX6dBbgw9iCDPQOTyM277VyGC6x8EEu7vN6La8r9FwUx3IzLmE+iXoHmwDeXpjCiCq0V/AfAK9Jt4APhRB20PP6Mdi4iI2IlIPiMiDhVkbI602YwUzlG0aFYhf8i57rMaZHa9DwVhrEImY18JqThA5lhUXejzhIjhcqTe+eCVjci8u4Og5g0if0pP9E5CJMr/f29jI50N9XQNDnJif//OlDtJoKp7e/6336h/34Pf+OZ7LWlTBSwkzUtdn5YBd+8sIZk2SaR4nolIXY87xwuAm1B0/RcJATY5RL5PJpT87ALy+UQJXeWN/cP5QfOP1nMebBnaVoMxGKwdSZRWADVXzF1UfcL2e5sHk1U7LAkLUJvr3fL3iRcc/YZVP2tK2nwXIvA1rk9l7jpMIiSovxm5QpyPCLyvUpR0Y2yKXiCi+Kh7f6nbp4AqUTW6No372xPQClRdqI6MvZy0eStKx/V814/7gC+RsauI2IkU2QqUcusNhOpVZwKXpMi+u4O2G5/J/kVEPO2IymdERMSThup1vwipYT6YZQgpXduRubsFka8JSEW7Hfgy8CdEZEoRgastavlYpLYNI+I4gZDUvQqpecuQ2ncCQcXzJnwfld2ESN56IGkM8889i1V/+iuTN25iptuO447hppenSAEfIW0GXJ8nu5ePJF9K2vy3O6/3IkXV+68m3Xmvd/19ETKF+3vVuUgB9H6TlbhSkEmbH0oWcuVrK2es+/iJX7rt8/dcdlrr0OaWRlNaMmlocw1wZV9p7RtK7Uhh1JTvDO4y1g4PJKsKBRJHQX6iG79q9+7LT1YiM3cFUoQnurEsQ6Tfm+J9TlVfqx73+RS3b697bXDnUuGO4YOKfIqn45G5/wzS5moyditKNt/utt1B5pkNwkmRLUPqcBmwvIO2nifY5UD0oQI9KA2g8XouIu2VSG0uEAK3vpsiew0a7z8Dd3bQZnfXbkRExIFFJJ8REYcGZqHSiuthp29kbT7P63p6WVpWRr6ygk2JBBMQ8RpBJtuFiKB5P80atOAWL6qTEbk8HZGeJkRgvPn4HhQIk0Cqpy/LOQERwQFEUmsIJv2t9fWUt72cpT/6KV9bsw5e/Urs0Ufyfrf9GqReTieold6EXoVqzftE8hYpsHlE+LyyeDQieQ+67eYiEtePCFwCmVXLgeGywkhnb2mtfd9p//3oitp5ta876+ePHd91X+cr1lx91fM2X3ctGdvVcNN9R28vaz6pNtfX5Qdne3lz9XO23tpZZkdPJKRX8r6blcjlwFdFSrj/Swl5VxOEe6klBEUl3Dn59E5DiPh4V4F7ULqsOgKJ9umaytDDwDI3ZvKH9aVKn2GkyM5CfsQz0fyqSJG9CvhSB20HJUAoRfZlKL9rPRq7VYRqVf7agK6Hd29oQPPlfUhV7zgYfY2IOCCI0e4RERFPEScgkrIzKOee+2iormby6Cj11lJZmmRg5gxseTndiJxMJgS2+ITjvhSkN/vmkC/nkYjYWURE7yIkIz8OkcRetDD7fJdJd5xTUeT9OUXtNgMbEgmG3/xGjiJjryRt3uX23eb2q0VEqxGRahBxmkhQCu93/08iJNL3dcoTBIKKO4+Eazvh2tyEVOCbEvCrgdKaO26ZcNY04Ph8Itl9d9NJNy85+6R18DkANlVO+tHUgfWv2F7WMAnoGU6UJ2tyfYl/fex/8oTk9J48+Yj3RtevMnfuLe5ajSB1uNL1t9FdA9y5+XHsJ+QHHXb7gIjlMW676a5NSyBNpe7azECuGIcEUmSTiLzNRaq1D4L6KPC8FNnXdtC2cU/7P019WIAu6jAhi8I0NM+HGet7W47mywDht9EPvDJF9u8dtI3b9FQREeMVkXxGRBwaGFMSccNG6pbczUnHLKBr2lSSg0OMjIyQXLueqrmzscaQQ4tqA0GxLHOfefLizbJNhMToPnflCkT6jkILcgMyAW937wZ2ktyJBALlj5NHSlMD8FaXd9MH10BQXvOIGPv8ll7d88FDIDJWRVATy11bf0MqY4Pbb4brm1dmDSKgw8BPyNg/nqwv1wO3OX/TeUhV3gActQXO21I+4d7fT3nx7FU1s1pn9q8evGjjXx6aNrh+IiJTfQSCkiw6nvfnLLj30qJzqHTXIIf8Q2cXnYt135e4druR3+adbqyXuTFLIFJb4bbxJvxNqKTqPw5E8vgniTloTsxFDwoDqL85NN6fTZF9ewdtB9It4FXomhRnSNji+jSIxnIUXSuf0qobPeT5h4oq5IP70wPYz4iIA4t9L6Z7SCGSz4iIQwP3oDKbSSC37DGmliQp2biJbYkEO6ZM5uSKcnK5HMn+foZqanaSH6+WdSJF8wj3WQ/BdF1ABCFJqA1+KiFg52GCedyrlJag8HlS1ERQ8qrRQt7r+vFxtOjj3keRIjWLsbW6qwjlNKuQ/+Ys1y9vPt0M/B6ZRacAH0YBVZ58lSBy5+vSP8qudcbT5gLgI4iM+JRH24EbWoc7R9+88keTCITkOEIQUCVBsfSmfU+Y17u+TXCvbYisthDymF4HvBopqJZAUr3/bJMb5/OApcAP3T6fRcqyzxOaRz62t7k+tbBrntRnDr56lid1/kGj1H32IuRfeUUHbbekyE5HwVmTUZqvGzto635cq0Vw/qRHonNf0UHb1l02aWbsvPIYQYp+FRozf+160LWudW3WuPP4lxTZWztoO2SU5YiIZwMi+YyIODSwErga5ZI0CcOUZAkla9Zx+7330zl3NhunTePkri5Gzzgdamp2mmd9HXC/mC9DSuBDSNVMIBLjq+/4aj3HEYKaFiJyOuQ+W48I0CTXlg8aghDV7c39Q8h0vgaRhVFEInNowc+htEk+rdNmpEJ+FalOHyIoUd7s3gTcQsYOAStIm28gk2qeUHPem8DL3P7/Qdr8GkXIH4H8EacjAu6DghKIjCeLjuMTyje58UwiAugVXl8daTvBXN5JiEy/330+EyXoPwURm05EdEZce0l3bVrdmI4i0vkrMrZA2nwa1bqf684z4cZ0IyLgfRw6WEnIw+qJp89n6n1SLfDOFNlJKHG/fwA6CjgvRfbb6Bps76BtzLmlyE5DDxz1RZ/9FrimKEDon6gUZzFaCCr/3e7vhxDJfwFyEfApuxJoTKcD70ZFHiIixh+iz2dERMSTgszDRyOi80Wg1VpmrFzNi/N5mRVXrGLV0DB1tTUsbGxgDSJ2Z7n3LegWNBGRgi3AT5B515OZesKim0QL9A5EjqrdNtuRqmnRolzq2k8SapX7/S0y309HFXnyhEo+c9HC7/f3aaEeRWRgpduu2Z1zi+tHn2tjBiKT30IR/cPIvDoBEVevxk5w5zrsjvU21/9TEDn0/qKTEDGqQqR7h3vVE6LZ/XkmkDJWjUh7v2u73G3nqx097L5/FFWXWu3G/12uTyWIJOP2r3af9SJS2QesJ2Ol3qnW/W9QTlefFut45HLwrUOpbGYHbYMpsl9BKbj8nKtF184/dGxG8+MDKGesfziqRibz1yGCvtFFoP+gg7ahFNkEIoNJNFbz3N+LELl/xLWz1B3vREJJ1Ilorj2Irm0/GvMfouv1A3Rth5FqvRWnvqfI1uxKgiMiIg4cIvmMiHgmkTZHo+ANT1QKwI+v/we/QCTnDGMYmTmDM2qqmH7ySWwtK6MZLbSrkDpXQzDnJtFC/AZEcpYjYutTAPlAnyFCxPswoTZ5P4EoFAiqmyd4nhj55+1qlDLoD8gM3g/8HZmVSxEJvNj1aS0iuFNdfz3JW0NINL+QkA/zfLfPpxHRm1XU9wpC8E6SoCa+BClsvp/T3Hl6/0OfDH6o6H9PmntdHwYROfmd6+dZiMzMdefX5fZ50PX9LuARMjZP2rwS+UQ2IuLjlTqv0OZcX70SKqRNKyLPGwgm4QRSnFdxiKGDtjtSZF8B/A/sTLU1isbtDjTeo+ghwc+nySgDgs9V24Cuz7HAS1NkP4keRiai8TuHkHasBCXnf02K7GlIJZ7sPvdq8p2I6J5PyKpQia7R15Ci34vIqr8u3m+0hUNLXY6IeGLEaPeIiIj9RtpUAO9BhMZX1SkD3rH4Mhbm80x+eBnrH3uM6jlzaJw+jU0N9YwQgn/q0ELfjBb0PkQ2H0C3pNkoSn0SwfQLwWfPpxIaQKTIm8uPIBBTX7vcR7nbopf/7BiUj7QRLf6z3HkUCNHfW5DZs8T1v98drwqZ63sIeT4hqGjTkO/m19zfM925VCKi4jMEeN/TichX9HlIGa0glB5NIiJUjgiLJ0gQ1M8mdy45RJJPINRTX44Ij89f+gpCeqy/kDZfc8eqI5DdYp/RKeg6l6I8kysIOAephxuKtvE+ohej4KuDjhTZVnSdNhVHhbv8miuAs93r42gsl6ExAI2DfzjIEXw4R9B19yS8GSWC9wUFKlG+zuI8qSPIXH8S8J9oLH1glkHX/QRk1i9D44dr432uzQ5E8D3xLEHj7ZXwiIiIg4RIPiMinjkcQSiT6IN5ckj9qy8pYekxR1NzzNE8Hy3QjYSF2OfFHECL/pGIfO4g5KQEuBItyN7/cD5BwcS9+4hlrxgOMzY9TTXBv9TnoYRgxvfpmFa5z5tdG57geZJb5s6v2v3f5dooc/t4latQ9LcPfDoReAvK63giIY9mErjFbdeM1Mhb3WuWO44nP54U1bpzzhNI8na3jVd11yKy7CPRLVLQTsphtm2snNp4f/0xJRhj5vatmDq397ETkxRSrv1hgv+or01v3HEH3HX6hyur6rHrvbg4sv2gx7OmyFYCb0YuDAX32TXA9ahowWlu0/uBn6E0Sx8mzJV6NGY/R/ll1xDKk/rMAZWE8Sm4ff8NkcoKQgCbn887gEvQdfEqpfcB9uPrsyaYonZzyBLwftff49B19/7PNzxRAFRExCGLqHxGRETsM6R6Ho+I4amEtDy1aOEcRYriLKT2+XRKPs3PFLQYL3CfexXpXIJC2Yh8Mm9GKt4oMh1787yPVDaIBA4RSnh6Uuor8GxDC7WP3i4U7d+NfOqS7py8ilniPttOCBDKu3Y8eeglmJm9S8AIQTX1RK6FjO0jbT6B/ADPQ6b5Te78fUDU/5GxQ6TN512f/t21scH14Xy33RAhat4ryZXIH7UUkaVZbptaFMDSaGF0S8XEI29pOX20rJAbyQ+PmrsqjqlbWzF55oWdN5xr1PeHXB99tPuwO/ZGd83moQpQnyJjt7j+3OrGxCvYFI3JNRx8tKF56cfhRET8upG66QPbjgQ+hkp//geqLjQduSJsQorubGRa90S/j2AS9w8YXl0uITyIlRT1xweADRd93kB4ePEGyF2Jur8GjcifNkkoIuD9gOemyM4B1nTQliMiIuKAI5LPiIiDjbRpQQv2DOSPmUML8jq0cNcgM2KxugcibaNokS5HxHArMgf7Uo/eBO9xIlJYHyMolX6x9yqfV4qakTqVJCiqtYTE8/cgVdaTylH32owIZh8iVl0ElSuPCFdxBaZSpIx5BbWAVNPpBDLi1c9S1/5SABegI/KTNtehKGZfavRaMnad226YtLkSkfSFrn//j6Dm9rhzLkcE+D2E2vIXIJLqfRn7Eane1l1aX7O1rDlZ3bW1b/Ntm6r61/aUG2NLtk1omjV9XtO6I2u3/831ucwd27tHDLvzGEakqRIRs6vcGKwBvomi/32UtwV+DdzIQUSKbLnr2zp0Pc8nELZZaLyPROO2HJ3L8R203Y7OgRTZs4C3o6CivyEVfBZSlKehc/SazTC6JqVorjS5tv088A9mNcgPN4Xmta8eBcG1wedkLUaF+66R4O4xjH4DC9zrVcCSFNn2DtoefRLDFhERsR+I5DMi4uCjDRGQQUJUcB0iiQ2EikVekSxGEqk1o8ifc7vb9yEU3V5HCHTxBK4JLf5/RQqoV4isO55Pg+PJqFfcKgjm30bkM1cg1GLvdv0vQSqZDyRZBXwdkb7nIOLpVU2vnPoUUQWCIrrFtVFb9NlmRHD+zw+AedD17/V2pV3Ad/Y4yhlrSZtvu3F5DSKaA4jYQCC6FSjy/AEA0uZB13dffcmXZZw0YpLJ5VWz8/zx1qb+zqQta6goGAOj23aU/n5VyWRzLH84Yj5HIoJc58Z+BEXF+yAnEPmZsktff4gi51/gxulGYMku5vmDgTLCvDuREMTmH0xyqO8PIBK6BZ0nACmyBqUM20xwddhCmGdLgYsIqr3PKNBHyJe6DpnrSwlZFv7UQdsDKbLvRXld/ZzyloICusbF8ATXE9M6d5w6NKdHCevgicCnU2Tf4drxVb9WdNC2u5yiERHPLGLAUURExD4hbZKIqK1D5shBpF7WoyjpAUR2is2HXtXx/pPDyKS5DC3i3i/Tl9csJq4ViPxMQGb8a1FEuFdHy9BivJ0QhOQrGVUg5arB9e8MFMn+IDKvevVzKkGdGkJ+gnngnW6/b7s2LHAyIq5ebd3o+tDo2gal8KlD0ctZ4K9k7GbzIKWu7xe5fVbX3Nv3875f1W4HhsnYx0crK1foNaTNJkQuWhlb994HQBUncJ/vzud6RKIa3fnYyvzgQGvP+vqm1r6SOS0lhYc3FUYHR0sGehqac52rOzt/kWXi4sv4FHJ/6HXn4vfHjWmfG7tHKIZI5qPu9UyiD6WOmormiZ9T/qHAV6yaS1Csi8evHKnoq3dpdwqaGzlCedRWdC37Car4NxEx/T2at9Vu238D6KBtSYrs1e74vhxqGUE5H2VswJElmOx9yVfvJ+rN8I2ILM8jlA61bv81KbJf76Bt+/4MYkRExJ4RyWdExMGFDyry5t9SQsS2cZ/52uWlRftAUCtLEVGb6v6eiBZ8U/ReKNqnzP19DFp4ewkpmgru/03IL/I0pGIlCcnEmxAhKUcm1xH3GkKLdKX7vsu1U4GCOo5CpKTbtfUCgprpc2f2uOM+gtSxKcC3gN+RsbuSl0tRFPt6YGRK/7p5R/Y+kl1eM2fT3L4VE0mbBCL1d6CE/fcXqYaPIKVuguvvKMFf8Ldk7O6IRQW6Lg8hEj29Kj+wuTtfYfoKE6omVA0N1U6sGPjbjuN6thdquhZ0/noL8k3dRtr8AxFQn/h8shuHLcjEvg0FSh2KmIzmxAlojiQIxQU8IfMq4hHoepyRInsKGvulaD7Mde10IZ/P8whm9DyaQ6vRnCpBD2FbgZchU71Px1Rw256eIrutg7YB5K7wSpSovxW5CfiHrmItqDilkvdFnshYRdQHnk1C8/185IPrHximAP8CfGWfRzAi4mAhKp8RERG7RdoYtEifQKiJ/jJEwGoQIfJ5Kr0Sl0Oqji+h6ctoerPxAyga2ft/eh9Lr5j6yHT/v0WEZ4Lb56+uTR/stASRhC0otU++qG0fCDIdqbNeRVqNiJwPPtpMMK1OIVS8sQT/SU+yQWprApGCa8nYv+5pCM2D1CFSsBooTBjaUn3Rpr8s2FreXPf3iRc0zu1bUUIoQzkDKWc/QEovrv+/cuN0JCHn5pXAp3Y53GPu/HyaKIvIZ74E+k7vv3fDfbnqmetsy0hTw2Dl6KbCw3Pu+MvdiUK+FZFsUPT36wj32ARS3TwxvvZQShzvkSI7FymMFiVsn0EoU1msGHvVsNptcwG6nueheTALzS1fLrQcXf8hQp7NRoJbQg4X/IPG6khERO9HRNCggKe5KbJfBv6ESOTz0O9qBCnlTUi9LPYH9cF1MwjKrZ+Do4RMCJWEdFfFdek3AsemyDZ00Na1r2MZERGxZ0TyGRFxICHi+RpU73rEfXo2oca6z7GZJ5ghtxNUmGpCnXGvzmURmS0jqIg9hHRGPs1PseneR6j7oI65hAV8hnv5EomfQcQWZHbf6o7XxNj0SlPcMX1OTp8b1BPWVS5C/WaUX9FXKpro+rYJke9eRDD2Bp+6pwBwVPfDMwDTPLytcn3VVK/G9RJITjnwKtLmYeBNyNy/w43hr1HN9CVI0XsFabMN+DsZO0TGDjpf0fe4Y08kBHcNNycH6o+qHHisc0tndXW1scfcsurhvn4mouj6B0mbWkQ8DcG/FKS6GTL2l09wrs8kXoOu3TYUZLURzZkGgn8ljFXWh5HSnUUPTK8i5PKsJGgzPuUWBD9PCA85PhVVDyKmswg+mmvRQ9tRwLwO2pYB30+RhVCKdBQVBPDWhTwh24IPnBsgkE/vT9pHMMP38vicn550lxIRcSgh+nxGRETsATORf+RqtGCfTjAzDqIF8V6ktlyLfAwXokVyGKlwBUKeziUoZcx/EAKKWggVcRJuO7/AesU0j8hiGSH4oxKZfn0qovtRIMcjrp3zEfl8rutrcW5Qn8MyR3ATqEBkoR74IRnr/QB/gfwtX4AW+k5EOHyFos/u1l9zLLYSyPNoTa6vGqA/WVN6VPdDvia9hy8nWoZyUM51+w4jP84Jbrt3Ix9Sf06bSJu3kbEPkbH3kzYfdWPw/9w+05CqVpg0keHmJip3dNmB4RG6kX/i9YutzZE2MwkJ1osxjMjTIYkU2STyd/XuDjMQGesm5H31aY2KA3360YNJHVLHG9x3I2hO5AlBcJZAQP289NkBvK+mJ4o+X+gp6KHsDrdPK6E6VJXb/jw0J/sJriv+YWSYoLB2u+P4ogPViOx2oaT5/Yj4dhUNTRN6MNy6r2MZERGxd0TyGRFxYHEEwSxdh8gnhJRJINXIq5qvQwSgGZnWe9CCPolgFn8zqgjTjEiRj373vqO+kk8VIWq5yx2/DCl5O5ACexfyk/wEGdu1s9dp81O3z8sJvqEwNljD+0QOun72ute3gCt2tiUl8VOIWNQhlaoMEbl7gBmkTRcZO7CnQbQLGDQP8huU4Hz72qpp3RaOnDy4Mfe8Tdf1IZJSbBr2ifd9sn2f3P4SZPZ+GyKl64vObQLwVdLmxWRsgYztATpIm78g5fTTrs/bjCFRVsbmia2sueyj3ELG/qmouwOI6JQyNll8KWNJzdOKFNkWpLD/P5TCqwD8E/hsB20P72W/BDq/8wiK+gq3fwWaQ6OEwB0IY1Z8zXw6I799ccnY4lKjPsOAz3DgA928gl2F5pRP79SFHpwa3XbFJHAGuo6+6tTUov06XdvNBIXWIjW3Avm2DiElHPf/d5D/6HHoGvq0Y1d00Hawsw5ERDwxds1sO04QyWdExIHFMOH2cIR794FBPrG7Qarawy6P5SO7tLEGWEPaNCDT5izC4l7pjuFTJPmIc39sTxjqCAuwNzW2IDKsqjJpU4avcS3i9RvSZgmqo+3rw3vzvVemfLTwXcB7gS1k7OMTdWfsDkdAX4KIznx3DtOADwJ1pM1tyPx+0x78If+ECMWLltUdYS5e//ul7132zabmke2TivrhiYlPYG4QkbHuvQr5CE5ERLk4hc5W5NM6j+K66yLPN6GUT6sJFaE2uvG4ECmfHqvQg8OxjE1rVQB+upvzespIkW0E0oh8ziIQvZcCZ6bIXtxB24N72P1SpM53ITJ4OkEdnkcwUfv5BSKOPWgsqtF1yROIZrLoPb/Lq4RQ0tIHr/mqV6NojvaguThCIKXzUcGEZe6cW10/uxABHXTbG+Q2UOX687Db5mj3+TB6GBkm/A76gMtRvti7kM/wPNfHJbECUkTE04tIPiMiDizuQwtqNcF06RdmCKrPDkRYAtJmDlI4a5C5/Wxkxl+PiGcVgYB65dMrkp1oca12795E7hfmfrddNVJbL0YkVWbVtPknInsfIqh43o/PEHzqLKr+0wMcRcZu2ONIqJrPD0ib1cAbkbo2AZFBb7KfCVxA2vwHGTtmwbcLsCio5E6ogF9eVoPM4q9G5uwGREBWEHJP5ghJ3nF9nojI4665Gz2xKmP3SDJWKYWg5hafZ4G0+SAiM62EZPvXA9/fQ9tPFeciFXAaYS7gjt2IHjDeuOtOKbKTUB7UVei8PCF8jttkAM2/4aI2PcGsIsyBHCK+69A18Gm+fKWiHFLjfVqrfwW+htKNDRBSO/nfRZXb/hE0vuUoB+o3inJuNhJM6ZsJ5Vu3oQe2DajkZx9SNb+E1PAJrm+bUU36JUBfB23+/HLod3vf44c5IuIQQ/T5jIiIeByk+P038A4CeQMt0F4VKwHWjVEM0+YcYBEhEvgMFAAyjJQaHwnv/Tw3IcVzIiIEgyhI40SCX15xCiYfeJR3312CfE/vd+2dh3JUViG/0HLXllehIJhN73Dfz0cpcp4IZyOV0SD/Vq901bvzmITUxKv32or8RH8H/M6lWfLZA4bdOJzhxq6SkHy81B37F2h8uwmksx6R9scrhEoCfzvyP1xf9M1EdleBKGPvJm1egMZ1ElLTridj84/b9unBUeg8SwhEG4Lf74l72M/nxvTzwqLUUjPRNdlKuEZ55F/ZRzDr47bpR0ryKkTuGtH6UksImutHY/tp5GayCT0o1KP5OoRU8ZmION7qtpuIrtN/ddDmg/ZA5NE/bG0nuDjUuz6VAAlnLt+QIvth9KD1RsJv4b3AjykqYhAREXHgEclnRMSBRsYuJW0+jFLPnMlYvznvw3bszu3Tpgr57W0iEIlOpEaVE4iUD9wwSNl5hKBSFpD6M5NQqchHo1cQEtPfhUzN3Uh5ut/tuxYpWTe5Ywy5fYYQsfD5RkeQetXDWFK2N4wiAlvu+lCscPqUUCfyROSzGHJXGMaPV9r0A78E3ur65lP+rAK+iszkJyNC76/DMPDvrq3d4Spkip1JiOrfyJ5qryt36I/3+RyeGjYwNhCo2D8xgR4Sdodedu815jMsNBCS4k9FKmSBECBUILgw+NRJXg2tcvvegwj4g+hanEEon9npXh53An9EZHQBmh8PAj/ehXjSQVtXiuyf0ENPI8HP2RPhXnc8j23omreg304rmruz3DGWERExnhCj3SMiIvYK1Rq/kxBp3uDetzI2JyFIjdpVwQIpUmcTEsf7QKace5+FCGslUp9OQoE/y5Bf36kE0jcHmRXXogXYE0KPPCKb9e59Iqq8M9tt54/ZgFSwzex70vTrUd3vtQTiV+P6PoIIzp7N9/sCKZVfQmbg17g+b0NK6dVkbJ60eS2KwD8dXZeryNg9E+iM3UraLEbEeBoi9/eQsYNPqa9PD/6Ocm32ETIjeHO3Bb6xh/0eRWM9GY2/ReTMZ2fwfrneB9QrmDXub3+cBnQda5F/5RCaQ01ozg4j38uNaF5WEip7FT98NAC/7KDt5hTZOoAO2ooJ5K64CpHMT7m21qJrWQV8Z5cgofkoc0OJGyfc33NQOq70Xo4TERHxNCKSz4iIg4dhlF/yVJSMfBQtwjWIkHl4k/yu2IZMvM8lqJu9hAh3bxIfIEQLvwn5yuVRsItBpuNJSC1qQURhNmPNzTWILCSRid8nBW8sOqZPyr2ZPStru8OtyPfuHEQCpiACdC8hYf5f9qO93UPVjX5G2lyFSFA3Gdtf9P0IUi13r1zuvs0Bghp8yKCDtnUpsl9E170NjaF3v/gSezArd9CWT5H9CsqgsMB9vAb4MvIjfREihJWIdPqyq97v02c+8GmUepBa2UBQx33Q1+mIFN6Kqm19H5nA6wkpl5YA96fINgFdT1RT3X3/pxTZW9B8OhoR3Bs6aFu7y+ZHuON3FX3mVdrnEBExHhGVz4iIiL1Catzn0cI+GS3SA4h0/ahoy7WInE5BahSEQJ9PILPxHERGh1w7kxDhGEHE0edjTBISbz+KCK8PXpqPUilVue2rENFchYjyV1x7b0CkcAIii3lCUMtWgs9mnevTE41DnrT5IcprOhsFDc1BRHgUqbVLn7CdfYXquz81JXUcoIO2R1Jk34OCaGaheXFPB227Kui77rcN+M8U2QZEKLd30GZTZH+KFNX3Ai8mBGvlCcpnsf+vVxR9Ls8kmhs+XVE5mvcL0DxrBr6IAsaOQPOuHM27BLAjRfanHbTdsw/n3o33/90zthFIc7GlwRKU0KcMF8Q1BxHuhzpoG3qCXSIinnUw1ton3ioiIuLpQ9rMRYrSdJRE/o9k7LpdtmlGQUpzCWmCriBjl5A2z0dmVJ9cfQQFbpyEVJ2F7vNh910BLba/Q6oQiAB4UroNLb7TCRWLbkHBQz9z352BSGECqVp51/5aQtnID4xRFvdvTBpcO52OLEYcIkiRPQKZpNegB4SXEqpd+cAdnxNzJSFtUo5QRWgHITMDhHk35L5rRvOqHCnw9yACNwn4IXBlB237o67v7jwqkI/zBEJmCN+Xyzpo++FTbN8Ar0BBZt73tgf4Sgdtq/e2b0TEk8Ep86bYO7/ytoNyLPPS9rustac8Xe2NU8E2ImL8wmy0K81Ge6fZaLvMRjvXbLTnmEU7k6ELGbsNVTH6JCKAV6JcnIaM/QtSt1ahIJ8tBFPocYQo+Cpk0uwhVILxmI/UqG1o8ff5QEeRmtmJ3APe4fpzMzKTbkJm9z5EZBsQCb36SRNPtd9Fxq6NxPOQxKPAX1EqJ59uahDNAx8F71XwXrdNOXLR8GnAfD5QH/y2Gs3TGUj99kFHI+6zFFJZS1C5zk+nyE59KifhFMhPun76ALp+VNXrqv1tL0V2eorsW1JkP5ci+2aUISKF/IzXoHM0wLtcIv+IiAiHaHaPiDj4eA1Ktj4ZqTCvBN5jFvEBewV3FG1XDfwLirC2aEFfSdp8HeXgPA2ZLL2K1MDuHyhrCVG/0wnpaZajiF8IuSq9KaQEqZoLUJTzOpRsfjKKEJ9DCHD6BCInEYchikzwd6Brfx8yw89Cc6uGEMjmc9D65O3eND9KKH+5EpHXVvd9DSG/pw848+nBSpGCWoIU128/xXO5OkX2URSA14J8qH//BEFNj0OK7Fzg313fepHP6JvQ+Reb9Lej39x0QtnSiIinBzHaPSIiYl9gFtEKXITMlj4fIWghTJtFvM9ewRr32cuR2X0tWvRnIjXydLTgHe/29/Wuq5Gi46vRjKLbUzXyK30rUjxx/5+JzJq4fXwpQ0sIysgTiGkXIhu+2pGvFDOXSD4Pa7io8YeBh5152btsdKI5mHDvSUKi93Vo7tUhQppAke3eJO8fdIqLFpS41yChEtgqd5yQjuypncv9KKXYfsMFQh0NvN595H2y+9FvaxZSinfFOC2CGBFxYBDJZ0TEwcVUQn314hQzw8g0fg6K0E6gaOMNKBhjFqFCTCsyr3cRSml2uTa9EuMX8VL3/2ecWfweANJmAyKzU5GaWUZQqB5w7SbRounTD70MJX9fSUgw3oCU3D8jv9OIwx+liBz+AV1/76pxBKGAQI7gknENSgNVhUzxOTTvfIR7D4HIznSf55AiOogUwyp2DWZLmxqCFaEE+TT/6EC5bqTInokKE1Qi8u1LwHp/7WUoE0WC8PuoR7/NXSPvIyKe1YjkMyLi4KIHEb1dI/0SaDFrdv97g4pFyqJPyu19M33ZSK+89CHCWIH8zbzPXT/wHeezGZCxW1yt9dNRMFEjMu/nEQloRgvn1UVlLl+CyEBx+pseRF7nEMnnswU5NK+SiCzOJJRy9UFBvvZ7PZpfrSid2Plo3nolcBgRx+mu3UfRHC5F8+lRQu7RX+3sQdqUA/+JyN6g2+ajwHNJmzeSsXuN8N8TUmQXolKkR7njf7GDttud4rkIWSxmEUrTvsD1q5dQwWmGa84HCn6lqHRnRMTTi2h2j4iI2AesRMrisSjgIUeoPDSEzOE+HdEtaOFOosW8Ci1+m9Atp6moXUtY+H0N+cfQwrj7euIqT3mde/nKSuciQjrgPr+7aI8kj6+H7lPXHAqJ1iMOIFJkS1H6r2HkK/nfhCpXTYScryOIdI4it44aRERnoyC1YbdfJZqzjYjM3Q78FlW2ei7yK53g2vspypHrcSKaq52EsprdKOPD89l7yqU9nd/5QBY93PnKXeemyL7JtT0JmdYt+j2Wu3M7FbjZ9fWLyFoxF/0m7u+g7WlL4xQRcbggks+IiIMIewUFs4ivooU6hRax7ch0twwtwB5XoQWwgNIn+Yj2Rvfug4wKSIXpRwFKK9BCOICq05xG2qwBVrnE67uHEqj/yb12h2tdP6pc2xDI8N172CfiMECK7HHIZ7gaPdjMQATSK3qjaE7MQURxGjJNJ5DJ2T9ozUGBbtMI6r1PyTQJkc5HOmj7vxTZa3Fm693kKj0FqaejRZ/5tGPnsAfymSJbhUhj1y7Vj0D5d0tQ9gePOuDzwIcRsa0jaE0+mGouUjx/BNzq2o3BRREHB+PUmziSz4iIgwx7Bd3Ah80ifoTUmwpE3m6xVxQpiBm7g7RpRwT0SEQuvZmyEpnXexABvQX4LzJWpu+0qUPpmBoJFWhuIm1+SMY+WRPg71BU75mENDjdwEcccY04DJEiOxF4P/Jd3IEC3U5F60cPevhZg+bhFPTg04nmqkHzxFex8sFx5YTysHmCy8gw0JYie7tLjbQn/831hAj5YiTZTbUtRzovRXM3AWxKkf1RB22PuO8rEDHeVaX0+W+PQcTbIILrjzWMTO6XddC2fQ99jYiI2AWRfEZEPEOwV3AfSluzNyRQIMfDaMEuR+a8UbTYvxIojMmxmTYGqVTlBAXGIKJ7H2PV1X2HyPDHkOp0ElI8/0jGdj2p9iLGC05D86eP4N/bi1TvnPtuMppr9WhdOcb97R+QcshX0gciDRJU01JCns88emB6aYrspa7de4BvdtC2rKhPf0Um/lZENo1rt4fdlxJ9M5q369wxGoCPpMh+soO2TYgEe3eAYpXVZ4041h1nKmNJr/d/Ld/dwEVEHFDEVEsREREHCIYQ6VusypQif7OR3QRXtKAgkDVFn/n0SWfzZMkn4EjuDe71jCNFthwFShlgeQdt0ff06YfPuwlSAYcR8WsmRL6XI1P6Tahe+1fQPPRzthOZ3iuRf+QFbp8K9BDTh+bzEPKr/A9E7IZQarJzU2Rf20HbQwBkbC9p81Z3nPmIPK4HPk/GPlbc+RTZFuBk9HvwpvYud7yzgKs6aBtJkf0Dyps76tozbpur3d8rCaVrC66tAnIjeFIBThERz1ZE8hkRcSgjYwdJm6UE5cWjESlCI7vbjd17Ao1T76DdI0X2KOA9iJwDDKfIfquDtqevLvyTQLsxjYiI9QGrFu9HDeN2Y0qRebd3sX3S7hFPNx5EBLAEES+fLH4jIo+17rPbgHe7fZqQyngEGocCIrEDwHeRH+iZ6CHJuu+WI3eOSW47n8qo3332PuCdO3uVsQ+TNhcjt5QKYCUZu7uHjzoCWfR+qgVEbCcWbfcBdN1OJ/xWbgM+hBLcN6LfYIEQkb8O+XlGk3vEM4OofEZERBwgfA74MTJBjiAC0AN8aQ8BRFtR0NFkAmE1yAz6zwPe24OAFNlq5IfYT0jUXw28N0X2Yx20de9x5wOEdmMMSkf1UveRAVa2G/PNxdbu2M32CeQ/eRoiNEn3fzlQ1W6M9ym8A/jtYmufqSCWpa4fb0RzyPtmLkEq+kL3/6eRT+ixSFFsREtjK6Ec5wC6bg+gVEkvctsPIUJ6G3LpGJvTU77FJz6uZ5r/T5Tia7Pr9/GEPKMPIFL8kN+og7a+FNkXoRy6pyJFtdX182F3nFrkPuD7dD1wxRMcPyLisIcx5khUBtpjDvApa+3Xdrd9JJ8REYc6MvY+0ualKJL9CJRC6cdk7PI9bG9Jmx+gCN2ZBBXneuCuA93dg4QFiARtLvqsH5l6j0Gm3YON41Ed8jWI4IDM1G9G5uGdcET1Tcj87INaFiCVcYr7G/TwcDRwarsx/77Y2mciWfmFhAefrcj0XEPw/e1DpPH9iDS+EF2HMmTCLkOEegci0lvRNbq9g7aPuAeJi1x7CwlVkXzyeQj5a/cZKbJlSMV8ASL4jYjkGtfHjcDGFNk64G8dtPW6UqIPo2szDc2vLuTasR2V1Jzs2rgfWO2j5tuNmY0yWMxFLgDXLLb2wf3pc0TEfuEQ8vm01j4CnABgjClBv4Hf7Gn7SD4jIp4OqCJRNTBIxuaeaPP9RsauBtrdsY4BPkDaHIn80L5Hxi7ZZfsNpM1laJGvQcEga/aaaml8oXQPn5u9fHegcS4huMZjI3BsuzGNu6ifc4Dz0PUD+SRuQdkEagilUZsQ6TsG5b383oE8gV2RIpsALkaK33akYE4hlHAtuH63un4uIqRP8imUQOdSIKjUO4DnpMjegpLDz3LHOBUR12Ky240I7I/3o9+lyEx/PCLIEwlFGkZc33xu0pcBp6XIZjpoG0ClM1+BroEvFXq7a2Okg7bHpXFqN2YOcJlrewcirh9vN+Yri629d1/7HRFxmOBCYLndi7Umks+IiKeKtDkfLaCzgUHSJgv85wEhoWlzEvC/aFH3eTzPIW3eRcZeP2ZbBSIt4fCEr3xTSgiGSbrPlu1ppwMB56d5DKreMxcRrWFUk3yt+7+23ZipbpfH3HbeDzFJKG9aRbgve9/EaqTYnXzAT8bB1W+f4Prjg2y8ilmL1M5mgjl9GkoHZopeJW4fT1Lrig5RgojaCYh4DiBy7UtTFtC1nej68G0U+LOvOM69KhBZhjC+FYjU+iTxq5CF4NQU2W5gMTLT+zRPNYSiDfW7O1iuufaVtrSE5ObuLUbPd9vcub+63Zj79sfvNyJiv3DwlM8WY8ydRf9fbq29fA/bXgr8Ym+NRfIZEfFUkDYnAN8kJH0vRWmOGlGezacbH3HHyCG1yVdb+XfS5oZDUdlsN2YKSlHTAzz2dATSdNDWmSJ7JbrJ5Qlk56oO2jY+1fb3hnaZlI5Filo1Ik3zCPkr8+i6HI9cATYB30AkqAmZca8kuEP4qO4FiNx5Y5r3+QQRJp+O6IAiRXY2qtRzImFp63R98yhF51iCSGoD6vcAImiWkF8W1473wy1x21yPXAqGkLk9QZjbBUIJz78CvftZovJo1868omP661Li+jtAIJj9wCXIB7WJsDb2uvOehK7jBqcGH4NM+Q3AseV//cQFieF8f/mqLVsmfu3399bc+mgXmu8zCVWgvCtAhTufQ+63GhGxF2y11p7yRBsZY8qQ+8m/7227SD4j9hspslOQcjMEPNhBW/8T7HI441/RYubNib5i0WtImyvI2Eee5uN5NaeSEOleiYhQKXuOfj/ocCTtDUgR9GRkbbsxX91dAM4+tukryrScDMuXDPx0sa0sO8G1fS8HuLKMO/5bUEBNHlXkaSTkrSwhlEPNo2s1EZGQEUJ+1n8DbkVENIFMzZUEQurbMEBFCRReU0sTLebzKGjsOrbaPSVgf9JwydZ/hFRMb6YuQyrnxqL/S1y/K9GDRYUbgyQibD4DgSepI+79lYgU/hFFtze79hoIJSuLqyaVovuMr5e+L+dQiohutWvbk04Pr5j3EX63regaeFW3wr0MIqZNyB93JTLLX0RI1VQxOnNCvqRnsMpWlpasz1xaM2vRd68rX91Zgu4Fo450vhyZI5PI1/SnO1NHRUQ8WRwiPp9FeBGwxFq7eW8bRfIZEZA2NYjENOFrkBeZjp0p7pXIB8yrGgMpsl/toO2x3bT4bMA8Ql3zhPu/AS3OfyJtfg58kozdtSb6k8UIYYH08Iv0TGSOPlRwGlpsVxFqwk9BUdNf39/G2o2pRqmVjsKR2ZOq3vAA8K3Fdrcpdg4EjkQpglahaOgqRHSa0bUZQQTKIhLmUyd5EuP7WYuCjJahgJiJhDHyv60CkCyB3LkVrJxfxgC6Z78aOJYW859sfdrTMZ2LFFh/LiDyVovI4qjr22R3PpUEl4EKRBQfRj6tNe4cNrptvdnbIj/LYxHRHXLf+zFIFh274I656ok6niLbCrwGKbZJ18dK1/8dBEXWWwseQUS4Eam3a5HC2YRUyxHCtduOym/OBJ7nzunFrq0dhZqK6uTmHvIN1U1maDTXdclJcyZ+69oh4PLF1lqXMP9ClJrJP4C0p8h2InedVcAPOmg7XAICI569eC1PYHKHSD4jwFfEeREKaGlAxGYNcAtp8zUyOxWWI1EqmTUEdaIeeHeK7Ec7aNujj6Mr0VcLbDzMlNIHkM+aN7E1okWrgMx0l6JF7btP0/H+DryNYEb0gU4r0OJ9KJHP89GiXUy8NwIL242pRYvwKciEuQ3lLV2FCEP/Yvs4wv4SRDyL1c3TgHntxgyiyOTfL7b2/qf7RIqwgEDAJhCCizxp8gpbnhA0VOK2K9Yocug8/4pMVGuQ8jaKfCNLgWEDm19QwZpTq7mlqO2VyKx8FJp/TyeOI6iCxX21QF8HbZemyD4P+I7rZy8ij+WECPUypCgOANcSTPLzEfmagkheNfAJlJngLkK9eH/MKkRkk8A1xZ10Cu3R7riPuWN9HBHedYTfxUQ0zkNo7o2ga9NHUFTXIzW5Af1+TkRE2lc9Gga+20FbT4rsqW4sGt15VgLVlCZLRmZP6E529iTA1uUm1tciV4ubUmRrEalfTfgtlCHVfATdJ2YD56XIfqiDtmv3eHUiIopxCEW7AxhjqoDnA29/om0j+YwABTJ8DkgUrFl/f+64+huHzz1hq22elSTX96lFfNdeQQ4RhSEC8QSpPtPRTXxMvj2nlJ6GEkPPwEWupsheBVx7mPg8XY5McBOR+uUjfLegRasLeD1p8z2z0dYAl9SY3gvnlKxouaj8z2veX/31q6eVrL9tD8mxd4efoUXLl/krIHPgcqTu7BPajZmMrnsVShnzyG7I3lNFKWOJJwQCNR/5r55MUPq6KUoE3m7M1cC3F1vb7VITnY/qg3vUIKW5HJmwJ6DI8m8utvZWd54NiBRtWWyfFjN1H+F234sUu1r0uygl+EWOuP+94gYhMMoH5PS6/g+77erQNd2BrsuGpgT3n1D1OLMxaFyn8fSTT18FqNhf08P70g6574pNxgn0EJZwn29G+S93AJ9B13sQjUUtIouexFehsq+vQv7SR6HfUh+B3J6VIjvQQdu6FNk5wAfR9ff7b0MPf/ehcZyNyHwvIn2+MtMm16fVyK8V9/mr3fGXuT7OIOQpvRMF+eH67TMqTCAEYuUpL03mpjblcpMaHxw8Ze6nL//klbcBuFROMPa3cKZrZxAR9h53vI+kyF63twf5iIhDFdbaAfTbfUJE8hkBksnLgK2/Gmpr/Png6yZWMWASptC6Kj/rrYA1i/juS/aeStnATsI5Dznvt6G8lElELI5CROHVwB0psukO2m47UCd1UJCxj5A2bwTSaMHzC5wnScNA7Xnbri8DPtJoth39gvJr5wLJO0dPOeqrfR88/ct1H/1zIm2+RMb27vYYY7EU+ctNQwtXH1q01iGVKCBtqpFaOB8pOr8jY/vajTmN8GRaQG4UN7Yb88Ong4A6ojgBkZBL0MLq0YoW/rcg5WobImrN7v88Uj9z6KHlvHZjFiNlrISxhGgeUrcaCQnILfDWdmPuRXlRL3RtdrUb8yvgb08x8ngJIinVrp+zCb6avva3J1WD6PqvQWTGVwhKuM/vRURoHWPNvlXod3Lf2ZV8t9Tw1t30w5uCn25ch+Zvq+tjwZ1fL5B129yHrpk3s4PI2DakzH8K6Hc5M1+Icm02oPM3bl8fCQ8itcehB7lFaB68HzgHEdpWZAo/M0X2S8C70DVdjZToI9DD3yDyB/YBRaBxXIdU9UH33Q3Ab9Fv5yI0T/Jo7I9EwVVVaA4+7M7xQymyGfT7S6KH6kp3jEq37QjG1JA0G9zxPLa6cy13Y+oT7+cRmfXoIQSlFVczi4g47BDJ57MExpBAzvEvRgvdJuCfrVWbl9z/1pZ5gLHlJH81+JrWqYn1w6UmZ0vNaOWwLd+GbrTXIwXg+QSTbxO6WY4Qkn2/HJmaT0SEooKQlsWrBL1o0fhBiuzrOmi774APwIFExt5N2rQhUjiVsdVZGoFbbhw5bwHYmReW/21Cqcnlh2xlb4vZyq2jp9fflzv+qBNK770QLYhPdKxR0uY/EbH3i/qtwK/IFPn/pc0M4NeIpPqAj3eufqP5V7TAdxKIg0FmwVt5ikpauzETkXo1By2yUxFR6yZEPN+ICITvF2h++PQ7VWjcKpDa3o5qht+J5qJPtD4JzeUtBIJbjnJlfgrlauwnKExN7rz3ON8ccZ6DVLNOYGUxWV1sbWe7Md9Arg+VSO3vR9c8D3zL9dWXjtwO3IJM668k+H7ehUzOLciHcAhdq273/Wbg7SdUMIII0jT0QGPdeW9FirXQYqrdWPcDG9j65Ah2B23bU2Q/gQoUTCXUNO9ACeJx5ufvIP9b79+aQ2T8/zpo6wNIkT0eeJ3rdxLN1WqkWJa6/3vQA0ICEdAl6MHkKIKyXIZI5T0owK+e4KZwhBuzcnQ9GtH8GXbHKEXE3z+srUDXZDmqRPViQk7StYgIX4iu5w7X14WIECeBH7g+UXQM715Rhsjqzzto21nrvYO24RTZLCK53QS/X4ssIx5J19bh5JYUcaBhnniTQxGRfD578BqkJLWiG/Qw8LotAxNHfvPIy82k6k11j5l5k0YaS3OlJTlbYvKlFpNfnp+3EqkfCxCZuQapWUeim78vVfe5FNmfIKXNk1NveqwimCNL0A19EC0YbyfUgx6/UFWhzyL1ZhIiE5WIeP8XMLucIVNrehv6bG03gDGQwNpHc/OHTii993T2hXzqWDuAy0mbH7r/R8d8nzaTgauQL+UgWtAqgblYMgR/Nw+L5sPxPAXy6fJdfgiZVX01ml5ELP+IfOvuQ0TCm3YhpNjxwSA17vNR19ZsNH+uRERmFpqT9WieFacgyqF5danb1o9NlWvnBeyBfLYbU4nm4jFF/VvabswPgZ7Fdmfw3QgiKQuQotzu2jfAssXWbkNEuRh/azcm4/bpRMEuvkLTLehBYishi8G3AdO+jea31fONCnhLv+WsEhhpSXJrqeEnbLVDtBiD3DAudeNogIdpMd9lq+3hyeEq5Ed5nuvPrcAtHbQVz7PL0dy6GF2LXnSN/1G0zYsRuVrrzulodO/xqmcCEVBvdn8X8Dd0XasIfqcjrh9JpHZ3uc8nEyLZBwluD+UE/9tiVwgfEJhELhzr3X459BA9w51LAimSXYiAN7r/n0NIhv8XVJ2q151PJZrzm3DBUSmy56P5NBuR3j8Q7r+/Qw8dxb7brYi4RvIZcdgjks/DHMZgkF/df6Cbpk+BUoMWqvWX3/22msvO+nzFyGhpxbaepuTshpW9paWj9tHc/CX3545bh/ylup2P5q9TZIfRTXUpUp1GkQLlSaQ3WfmoUm9q9L5ulrDwLDygA3AwkbE3kTavQuUU5yFl6kdk7AoWUZmnxFiMNRSMJWGthQLGzChZM8rYAI99Pd6upNMgdeUdSHn2Ccy92lxWVcmJiQQ3Fx5vXE8QFJk9wgUKvRAp3JOQ6fPnSM30tbCLA4K2obm2AVWJmYTUri5EeCvdcYcI0dE+KbmPTq5H8+s4pGg+jBS0jciFw6clShL8CesIxBP3WTOhLvfu8BIUgb3K/d+MIvNfA5S0G7MFuBuR5y1IEZyGIjsfxvmsthuTBa7d1by/2NpO4IZ2Y04EMm6s+oHfo6CbhWgeLEFE51+Bisu7ORKoN85kbXUuTYvVh6NcH9cTVOQjkLr9tb2c6x7hfuf3MNZ0vOs2o8AVKbK/wSnKHbTtSnZnEawdd6FrOZGgNCYJ6Zoa3XYXuzEYcPuWEZLctyJXDv+ZH18fdnErUvDrCKmd/Pc+of8oIpn96HqVojnpE/p7v9vZ7nOftaCS4E7zQjQP1qN52U8w9f8ZWJ4iexEKOBpF830Bur7v6qDtOpcO6uNobtW59lcCt6bIlhcrpxERe8UhFHC0P4jk8zCGMTQg82AbUgmKb8Bl6Pq3Ltl8Su7zN//b5kuP+UVZU+WOKXfsOMX0VdX+8bHGeZsbZmw/DWg55rX33pRiR0sHbVvRgvcIYwNcOpGJtMf97Y83yNjk1F5l60MLSHmKrDlMgo8gYx8CPrabb+7PUbb+3tGFM49L3lffY+t7thQm1M5PPrbt1NI7kkhJefJQec/3Ae9FirRXFQtoYawGhpqbsej6NBPcA8oJgRWQNqVIGXouunY3A9e2/wcjKEjofLf/MFLsjkA1fG/i8UEquM8WIF/JesJDSD96sGlEi/+Qe9US1E/c/91IKfwEUpgecv3uI5R73IEIf6s77xpCTtQh9/duqx/tJqCpDrmplLv2V7j3+YgYrXXHOAIRnUZ37CRSIZexSwCeO86JKGWPV8XXI9P0zxZb+yO3zWsQwVmL/B5nACVW7eXQg8W/txvzgcXNnOv6M9JfoLozz6xBS0Nzgjn3V5nfXzhgD0j2gxTZEnfuc9G45FJk70eEtQaR65ehMfcppnx+0FFCPlS/dM5y+611r5UEZTDn2lkA/B9SV9/v9vWZAdaheb0Nzc1exlZUwrXjrQDe17KSUFWpqmhbT4qN6+cgeqjy5zID1bOf4/qeBH4K/I/zdf0wmnP+HrkVkfQPA9c58v65FNnN6B5d7V5fAW5IkX3nfibVj4gYV4jk8zCDMZSim3QzMns1oJt+gZDE2SeI9uaiHXdtOnX4rk2nbqKKfhaSLJk9Oqtp6rZTSspywzMvWH53w6wdZwAnOKf7Arv3NNmBbu597uWTUw+7Y5UQ/Li8k/46dNPdf+VvHMFewbBZxJeW5+e+psyMvKklsbX1JeXXbHhH9ffWJYzd6U+3v+j6cMO08pLhSyuSnGMMpxDyInpTnl9YE0BlIsFfCgW+ihbvGQR1+geLrV3n1NM3A2cjk3AOuGR4hJMrKrhvaIgT0aK+jaAKNaAHnNehhXgzIocWzbdS5Le4Hi3wzyGkpOp179chwnYRIrSgeWNc/+rdeflAlx5UB3wCoXJOOSKe30cK8Enu85zro0UK7Z5QHJ0/y717BdWrs1Ndn2ejuVvhjt9YdKwR17cVzgf2QkTUNqHgvlb0W2lA6tojwKvcts915/8AQfEtEPJRricEx5yIiPlIb4G65SOcY6GkxDDcU6DpoWHS/zTmE4utXbeXc94vpMhOQuriqxCZ8snf1yPS+AAiZBcgBXk6+q373Jm49ybGmt+9G840FCX/CoIK7sf4DqQe/i96wFuIVP5z0HWaj67RejcuPsDJ3/t8sI8Peupx2x5DUFeLtzeujVKUUcLfox5xbU1174+glFJXOuLpldNdK23tAOb4h22Xfu4VhNRU/kHxuWie/HRP1yEiAjjkUi3tDyL5PIxgDPXoydrf8E9CC+QwIRG5J4EQpm4NUgISDDDKLfb2yaesmzr7lcsfqZ3ava6kdKeRdgoitP9AN/4uwmI9Ed2gr0bm9xVoIehDJqpKtKDPcX93IjOsz6N32MNewQ6o/27bu9Ze/qOGN02sMoMNwEYytmt/2zIGc96M6y/++BnP+VyukCyfVb+ydHbDSmrKBmsJtcUrCLemJAq0+Phia9e3G3MZuhZlKKjG+5lNAc5AypO1Ftatp3RomNe1NPO6detpQNe8Ey34xZVg/MPHbNf2FvSg4UlqOZo3NYR8lp4gXILIyjAioZMIymUZgSQPu7+noYeWTkR4PMmuQabz+W4/79PXj+bneWg+0m6M8abxxdbadmNuQkRmretbwbWxzf3vfVIr0UOVV0nLGRvRD5B0ZUU/gX533SiX7vHot2HcGAwjYlqK3ApqEDmdiMiqf8jLE3JgFtzfNcicfdyGHBMLFnothR15JpQA2wtUInLz3zwNSJE9Hfloe9/NZnTNNyAyuQo9WMxH94YhpBbOIQQmdaLr5uF9fcvRWHcjf9Pb3HeDaPw3uDGYjq79FnQvOpnwoJsgkNUuNOcmu+N49b8Mjbk3/fcQSOZw0d+eGHu3lVY03rVoHn3RjUMVsKqDtvVF51RAZHLXh+oa5J7grQPT3Pl0E+6jPgI+RSSfEYcxIvk8vPBK9DS+mpAsvgmRjgH3t1/M/BO+z1k3HS0M95O0ZZPO3ZhrmLVjDWOxDS2eP0JK1QWEBbkTuKKDts3O5DTb7bOyg7bRFNkTUDDKTUh1SCDV5M+7BDIc9sh+u62A6o/vqozsD845qvmhD1Ukh8zWgdbNYGZt6J1aOaV2Q76mbKCSkDOzHI33VuD1ZOxaABc8szsT9CSCewbbd9C6YSNnV1TQUle706+ynEAgIZQwbCQspEn3//VogT4JmWjLCXPOp58Zcvt4RdMTryNd+75sZRWBrJYj8lCCiOVG1/fnIfJZgVQtT1BvRL+H49uNOR79Vqa3G7MauGqxtUtREMiJiDxByM/ZgH47/vgV7vhLXV/qCIE2CTceSxChTrp+4M7ZuP71u/P3fodlhOvkXROmE0hnjhAUVobU5T7gFms5o8Ry5vocZZ0FGpNQ2JRjs9X4NfI0kM8U2SrkR7rDnfsO18869/cAerjcQkg+X+a28Wr8AApKOg8RbkMwhUNw2RhABHQ6Y/O6Qshc8HJ0rQYIKZZ8vs9KdI3yhPHzpv4uRGzXoTl8L3Ij6nH/e391b2rXQ7kU6DehVFJf6qBtCPcQs8s4laMx/wlyUcm7dqrQPCq+Fp4073r/s4x1VYqI2DOi8hnxTMKlUjqTcLOuRU/WlUh58L5Hnix6HzuvjjWi9CMlFMzylos29xPy0nlUAts6aMunyP4YRaZORwvNw55Euvddic296En+ne5YvcCvUAqXiP2Au9YvO3bC0kIuXzoEsGOocfus+lXVnQMthZqyNaOECi0DKBDji2TszfvQ/HaKbmcbNrJweISJlRUk+vp2miC9H5yP/raENEmeiHp/tePd394P0xNJCAtvsX/qsNtmJsFNxEcuF9ADy72unzNcH7YjkvM8t/1qtNi3IJLhI4orXFsfRr+HtWgufrTdmN8j1dP7m65GpOFEQhofCKmbBpCrwaDr20yC+vZnFID0DkLt8GqklHkfQ39e/rUd/SZAxNKroT4QppoQUW+Rovf99m28e3Ez//WPIV7cV+CEhGWkxzI6EpTaye3GTHDBTk8Fc1x/vDrolTrr+tbjzsu7UkxjbG5PryQOo2j6tyBC7xX3YsuMJ9ot6Dr5QLgpKLvARuQW0osetr0KnnfjMoJIcANSY6sRebwB+TV7kluBrrX3VX4OmqdeYYbgVrKecN3emSLb3kGbv14+v/GF6KHGq7l/Rw9dDYho/ifw46K2HyXkdvXXp8od559ERBzGiOTz8IJPCH0KWvS9w3wB3VRHEOEcQTfR2qJ9K5GfWhkF8z+ldbkqFEm8lpC+pgl383SmIx8csC+oR/kfjyUkC38NSj+ybS/7HbIwi2hE/lmlwD/tFTxtvnVPgFKgcVX3rM0LW+9rZpjBzoHW3saKHT0N5V11iPCsRtf+f4A/krH7mpB8FfLXPKpQYGNfP7NqqzH9g5Rs3PS4bcsRCfO+av5+4smof6jZSkin1EsgsDkC0fXmSZ/gfA4iJj5dV6LodQwiF6VoAR9G5vwq1/6g+36Ka2sLIYF4LSJ69xLyLNYBn0TzsIHgY7oBKXAzCFH5PYgo+UTw3W7741xfvgqscmb8rYSa70cRFEzL2Ac/7+/nSZEnX9aNwVZEbr17TJ/rQyPw5fZtfBsRNR/g5wl9qzvPWYxNR0W7MYn9LCjg+z3i2vLph3xGgipkjs6jtEle9fXqtH+wOMttt42Q89M/fHiV8UtoHpSi39dDrp1HCWVqjRuXVrdP8QOPV929u9EOdO+a6tryc82Pk0W/l7VozpyPSOwO184gIbDpSHTdnsPYIMGTkDLqqz/1u2N+BpHb7bsGEHXQVkiR/QhKqzWFMKe6gJoU2ZkdtK2GneVEX4CsTUlETn9fTIAjnoUYxz6f47TbEbvCWgroqf4FaKErVqaKF6xtBLMphJuvJeTk/H9/mXHxnUiVbEXKQj0ytz/O1LSP+ChwAlrQ16Ab/ZEoR+K4g1nEC5FJ+fNogbnWLNptJZoDgRFg0y8ffG3XQK5qeELV5hqDNQ9vO7Knd6RmI1KUFwMpMvZn+0E8la9UidKvHxlhZmMDbO6k5KabKYzmdqqPHj5djU/x4wloCSF4oxYt5INoMfdq7Ahh7uXQ/BxGRLEcqfA5gmuID6Lqd59NRYv9vYgcTkcqp1f4u1xbFYhAnI5I57Dr45kEf8AFyNR+DJrv5YiEnoLm6Y2IhC5Fc7fSfe99mje77S4EuopSLP0eEZAKXES4O75XT73J+W7XxgS3n88+0I1U6+3unEfcOI4QfBtnIneWabiHEkJBh66ifQBoN+bYdmPagR+0G/OFdmNOc5H+T4TlhMCq+1y/fa7YandeA+ge0ePGo4tQ8esB9GCzHpHLNehe8KD7vMv1vwVdg9lun/tRQM8ngC900LbDPfj+ExFC3wfv7pAn+Gri/s4RAvB8YBjoOv4ZzRM/Fzai67HcHcMTYk9ku9CYn7fL+LSh+9nJaN6ch+6Zz2c3xNOjg7a70f1jiKDeFtBcvCxFdopTVd+BgpAmuderUSnO0t21GxFxqCMqn4cXNhLMVz734YD7bD1SQHrRgujhiadHM1AxtLbq2A7arkqR/QPOr6uDthGeBFz05wvQIlp8rC3A+SmyFc6HalzALKIBLaCjBDeHCuDDZhE32St48EAe31qsMfxqfe+0D7z3z9+4/50nfXvKkc2PzOwZrstv6Jv6+QUTHhlb7Wh/kbH9wI9/OtX8bvMWvpfLcQnBlOjhfel8Kh0IgUH+e19owJteNxL8OxvdayUiAQX392RE9KYQAucgmN77XFs16EHqc2h+vgsRygVo0e9EpGsrIhN97viXIJJnkHq1BBFPT2y9f99Gd8wm1x9LcDfwmRosgdh5UnsS8ofGHfcXyNVkqmvbB2BBUHUXAD9EhGIaQWFcg9S++YwNPAKRep9gvdSNax2PVxqHgVIXSd+E/BC7kNJXi6oUfQv5Qe4Rzm/768AHXDvL3Dj/D0qvtNH1N4/yjm4lkF8IDySd6J7UjUiqdz8oR3NpGI1/NSJz9yMVfNsu6dh+gx5m8+i+0ur+3ujG0M+X6a7tDe58G9HcaXFt3+PG+DWIOBaAPyHi6d0wBlzfdrhx9tkGgJ0m97PdMX3gmUH3W+/fvNvfY4psE8ocUENQuxvcsa9H2R9uQGrsdMYWZmhFqaeW7K7tiGcJxqmEGMnn4YUpSCmx6Ibt1YlS91qFFr9GxprcISxahqAS0EHbIPuQfHwf4H0Ci+EXE794jhc8Hy1GxYriEBqzi+HAkk8Aa7nbGL746PYjXvKhv35tEC2Y11i7M0H6U8a/rrfb2425D6mGTYTk7z6dEATSttT9PwEpQwNIiRxCi6o3gT+AVKUqtKhmXbstiDytR/khL0OK2RzCgptzf3tT44sRYZtKIIbdru1Zrg+/RcroAqSm+VRj3j9wCkEtqyK4qvho/RuQr+YOtPh7H9OJhIc9CK4knoiDfmPnu+3vRBaJFkLqMx9JXYVU3JWIFF6LiJUnmN7/tMId3+fo9f7YO9y4e0tHHj1EliPV8D1obtYSgoNw42iBV7Qbc/sT1bzvoG11iuzHUAGFUmCFL6VZjBTZhxGB8vcg7xfa58bTu/7cSEjL5O8PPhK9Do37/YS8sL79UlQasx6Ndw3KRZtHc2HAHb/ZtdVFCGardfttRvfBjwH/1UHbt1JkywDriHYS/Y69z+8Gt381wYLk0cTjH+KL7217y+axABHZekK1pCr3ugBd98eQD/AOxgYnTUWZKSL5jBh3iOTz8MI6pP74vJoV6Cbmo5RXIBPPQlR9w5tJvWnToJvybKDRGGqt3bnQP2m4AKUbEVkoTknSjG6c4y3H594iUQ9alKq1PMiBJ7rfRQnPLaGqzDZEFP7uPivOitBaKC2pGZk1YastSTQlt/UNJzt7rBFJ6EGK1SBKEbS0yO9wO0C7MQ1ICUoQcsT6yGWLFughRBIzhHyMVWhh3ur28cFNx6LfRJIwx4vz1NagOTkRERO/uPsHtr+gCk5HIoLn0yy9i0AqkojsrCSQcFA+zFb00Lfabf9CQvDNYNG+tYgoVaKxehequOSJ2TeQarvAtZ1Hv5vtbt8+QgaCEQIRvp/gw/oSguK4Cbks9KFI8Qr24SHTBRM+9ASb/QKR/0Z3/p5Y/gFd/yFEqGaih5GzCWZn7/s66s5rInD3LpaRFAouW4NcG85ChPhBpGIOoAeLCsJ9cMid33bkg+kxC1llriq27HTQlkuRvQ6VFC4miFsRCfyHOpItRybyPnecOnSdffDZvU9QQKMEkdc8wZ3De/J5d5FVhAeVYuTQ+EY8m7EvTjOHICL5PEzgIqC3IdNRA1oI/Q2zFN2Me5GakEUK3Yvc7t6k2o9u+BvQInmWMdyCVJitSF0rIyQSv8faMUrP3vAFRHqnElTWTuAz47C60Y2EsqF+wUqg28B1e9ppPGKxtZ3txnwWJW33PpoViNT8L1Ioa9HcSvSdPGdKvr6qsv/soxqHZzQ3lPQOtdbc8EB342/v3G7gW4utvWJPx3K+h29EC/hagnl+ptukWJ2vJxAKv+CXorm/ERGsKkQMPBnw88wTUL/PFMIt3Pu19rs+zF9s7d0wNpis3Zj1KGp+KpoDK1HQ0kC7MXPQ7+dSQpWbHkRye9F9dzkiVnVIWfP+s92ILJ+82NpfthtzpbsOtt2YL6LAphMQYepx43MeIcrcB2JVueN6P8gzXV+q3HlNI/iGF4DvtBtzDdCx2NpdSc5+oYO2NSmyn3DHPMKd0w3AY/63niJ7OarINYMQKLmOoPqVuf52ITKL268UmaLXEdIYXYfI51TXlje1ezcAP19aePzD2hbXz6t2cx6FFNkfInW0x718Cq/rU2TnoWIN1ehe678DzcECcM2exilFdga6X09H16yW8BvzBLQV+RL3EtRR67b1JD4iYtwhks9xClezfRJhkXkfUgCqCUm4fSSy96k6Avgv5Jf2WkQ+X4oWwSlIOXkY3aBzqGLNv7h28iiwYSlScZLADmP4krU8Pg56F3TQtjFF9mJ3vOPQ4vubDtrGXaS7vYK1ZhHfQAuPRwKpJHv1nRunuBY9kDwXkaU7gBsXW9vfbsxX0RyZXihLJtZ95Y3VhbLklpLBkenWMmpLkwODC2fV5yY13tf63b9k93SAdmNmo8pKr3EfVSFC1oAWfa8I/h4paD8nmN+9kplHBKMHkZYJhKpF3hfaw6ulPuLe+1n6hPE3u3Oesrv+Lrb2F+3GXEtQImejMomtiEwMu/cqRLD+5M6h2/XRR1p7pXyAoC7XAF9sN+Yvrh+3okCmAlIr73XHfn/RuDSjh7m8O/dmQrnS6e44G9GDYzOB+A4iFXQBwVLyk92d8/7A/a73SLw6aNuaIvtpNG47kPnYj8+Ie/0N+OQuvuZlPD43pkUP103oIaAHXYephOwJPjfrSWhMfJaOBI9XFIGdRPckt98kNBd+jfxz82j8RxHJ7UZ+mtORNWcYuVrcvoe256Ha7sZtO5GgzPu5POL6fYI7hhcHStHc3IrmR8SzFeM42j2Sz3EIV7P9HcgUWIVuTp6E1qGn+a1I5fTBB0m0KCURAfxfa7nGGHagFEhzCbkTWwilBH3giM8zeCZa1Fehm/5rUXqZJ0QHbf2INBwO+A4y36XQYnAtcIu9Yre1zcc1nC/gfe6163dL2435OND82B/+fUL/uQs+i7UTkqs7V1Qu29iU6BtKjk6sH9rynhfObvi/Oy5tN+Zu4L7F1u4kFO3GNKJsCF5970fz0eeQxb3/Gi2+WwmJwL1fs09b5FPd+ETnFQT1z+zysmjhH0Kqkk/I3+M+r0IPY3sal+2uKtK7UYTzBvc+3/XPR8ZPQMTkn66PjxLcBLzv5la33WT32TxEpp4LLGk35ouLrV1fdOxN7cb8AP1270S/1T5Etnx+0o2EikwW3QvuQQ+hfkw2EKpVlQLntxvzf4ut9YEzBwwdtBWA5S6QyZPuvOtnH/C13QQ5DiDi6H1nPRGdhtT4HqSUF9A1bSC4boy4/c5BmTz6EenbE9l+BVKYV6Br5tPR/Q1do2qCy8kwIWPBPNf+z/dSQKONMG97CemgfBaEYmOq9/s9iRBMOhU96I5T6hHxbEckn+MMTvH8V7Q4r0G+TwbdGL1Zr4XHl9EcJSgddcAbjOE3SN3c6PbLoyf4emSu9MElOUIJxTJ0A5yJFJSEMVRYO64Chp4yHMm8170OCswiStC4G2CNvWL3is3BxmJr88AWl4uwGWNyuVmtfb2zWvtK12+vqr75kdn5+qqa0SlNby/b2GWBO9qN+WhRSc/T0fxag+bwFETGKgkVfzqR+uQDWO4FTkPzNofmdT2B2HW7v88ipNfxZmcfHJQjRN/3ue+GXVunIPeKJ1KWpiLT6RpEDo4kRHZPIVReOhqRlSHX5wfd8V7ktvXqmo+K3khInt+CAqt2PuS1G3MR8BVCVosKRH4eQCbpn6KE5zPcNrVF3/tAnFr0QIo75wmEB9gDTj49nJn+08i8PAs92F7nrCUGFwXfQVvB1UT/M/A9gkuRT0y/HM2PcwlBXV7xHEBjPhkRzrOR7+rNKKp8DNxcfh4iuv6aDCLC+nxCRSsQATyDYApPINI6LUX2PbsSUHdOR6A5c6zr+1qC8uwfSrz5vRcRc+8f/ZjbZgbw2RTZD3TQ9oTWp4iIQwmRfI4/TEDEcDW6+VaiG2uj+38TUl7K3fbehONv4hXu8/NQIvqZqKzgKqQI+AosFehmN0TI3ej9GicSom+3MTb3Y8QBgFnELBS17IlUn1nEt+0VPPLM9epxWIdIYgvQR75A1R3LJ9uEKUsMjtjEwLDPavACINduzAcdcZ1A8J19AJGfKWi+zSTMx5lu/58hU/9PkB+xD+D5FvB1t/+bCeU+a9F89dHjvWjOlhPKRPYRCOkA+h1tBV7XbkwfcNNia1fu5pybCX6G0wm/NVz7vtLQICI5A+h3Nw395j6DIuLnuGP7lDvFhKUAHNduTOlia0fbjSlFwVYjhApKCUSs7l9s7f8CLDrl3KVDtfUX13RunDbx4Xu2JfN5n9DdE7YBxgZY9bs++Db3C+3GVCKC3eXKt+4zOlRu9qfFn6XInoP8LecDoymy1yDf8Rcz9sE4h+bQ0Uil7EdjOImQo7MUKZIDhIj/TwLr9+Bz7u+Du57HgDvWCsIcqkfXuRapl4Pu8wuRheobu5yrTZHdhojmIEHF9Wq8V6nz6Pe01bXrXQR8gGY/evg5i934rEY8SzBOte9IPscfPCmE8GTcR7gRDiFC6CMoS9H09Cqov4EdT6hnnEKLaCOBYEJIbF1K8C7xUcRJtNj9Gag1hlFrD55acijDLMKgsSkD1j9VhdIsogL521qCr1ot8EGziI/ZKw6NcXcBGl9AgUhNid5BY4ZHq215ktL127srHtmww23aiZSio5EP8TK0UIPm7w1I1XkZmm/eL9jn2HwdSk10IfJVPAkt4BVIUboJ+HdkNq1Dplf/INXj2vNm5taitkeRSXUFMnefi34fpcDz2435MyKM3YjQlOMCrQjppXYg0uOP1+T+3oJUxiHXxrFIeVuDCi18CxEdT4ynIvUTQmor/7s/kVCBycMf7yLgf82DzOJ/r39fSW6kJZ8szZUODQ69/N/f9PcFf716CjK9txJI06g7zw3AbxZbu19WDEeGX4GUwgTQ127Mzxdb+6T9n1NkF6IHiTI0dklkqp7l+p6DMWnFCsgk7n14R5AZ/jgCsfMp5Lxf/Ma9BDt2o2vpg+lK3H4TERn8suvL+e67etfHTQQ1uQx4UYrszzpoK07LBvKHfYs7F5+RxM+fZtfGdjRXl6LfSwljU3n5ALzJRESMM0TyOf6wEd2kqtBNsQ/d5HYQ/JyShJQi5xBMtf6m7OFNU/MJUb6e0HrfK794evKaRwsWaNGahW7EGMM9wI+spfvpPOHxBLOIiSgB/cnoOqw3i/iMvYIbnkKzR6NFcHXRZ73o2hzLIRR00EHbnSmybwM+YMuStYXq8oby5ZtLJ/3XNetMYec676PSf9JuzDYUrbwezaWtBGWuh2CSBi22K9GDU6PzuZyASI9Xu16HlCDvknIEISq8h1Dz2wei9LhjDaLUUZvRYj4J+CsiyrXumM9zx2gg+CXuIJiyLUH59FH5SUQgHnL7nooUuBwiMpe6c1yHiHWT6+uI68daNx6/cyoxBNcDr5R5JIAh8yDljWse/WLLikfmVW/fkigkS0c2Hblw1a++9uvTMebjnz7G9AIvR6mbZiLieT1KGH/3rtfUo92YeSj10wTk/3uj6++bECFe6s6rCnhnuzHdi63do8/sE+Bf0MPEFvf/iPv7RHQ/2vWBawchJ+Z0dE3WuvPzDxg+P2oXmlN7tNi4B6mfokDO+ehhqIrwO7wfjUMDGj+/lra4v9cTHgielyJbi67/rcg94Ea37WfRnKt33/egOX4Lcq3qRETY++1vw1ooWChJVLjvnyj1VcThjKh8RhwMWMuoMfwQBTkUkEpzKloIH0I3yHvRTe8sFHnpfdySBDLp0Y+e6P0U9lGWZpftvOI56vbxKpSvxGLQAv0eY/gP938DMGTtzqTWhzXMIhIoL+YCRKJ89PU3zSJeZq9g+ZNsunwPn3tf30MKHbTdnCK7xFaVz5jS/uv3Vy1Z8TxT2Jm+x/ut+mTvE5HPZzdKqeODb36FUgF5cmXRnPYqU86ZeS9Fip3PudmNxv9URBJGCGmMGhARzKNF/mEUbe19Q+chIjEbkcHNaIxPQ4TQ543018NHqp+IiM6JiHxtdtuUo4fFVe71AncM79NXhojGS1xfbkG+phWEtDsbEVEpjhx/wJ1zC0EV9v266swrvvySzUccd1JFf8+Wkera0UQ+l5y69I6jRqprNnRNm3P8YmtvALIutVIV0F1EbMeg3ZikO/9Lkfq2zp1LG1KX6wjuBj4p/JA7x4vYS8DWE2Amu89rmSQ8QHQWfVeJ7oWfRQ/nc5BrQ97t5y1AScK41bIX39YO2u5Jkc0i83w3us/NRtfHuygVp+0qd5/lXf8fRgT1tehhpwQ9wPyig7ZrU2SXIDK6hVAJrODObT3wfTQ35gDXUbCnlq7unFVzw4OVJTv6kyPTmwbzU5vv6j/jiMMxw0bEYY5IPschrGWJMSxGkeeNwA8IPpjPIaR/8ak61qAb4clI0fFJqEcI0aK+Eof3cfI3wl604Mwm5OOrQsqqV1hx7a1Di+tzkVN+K1AwhpuAX1r7tFRKOpSxEPnj+ihjkCIzGS1An3uS7a5w70nC9fEPC4dknj+XFHxZ+52v/iSaj5MJin0poWShT3/UArwBRQlnFls72G7MP5F/3ybCeE4A/rnY2h6XT9NHi0OIYvcJuh8juJBsRw9edWjOH4uu1Q5CPe8Z6EHsRkQC5xEeznzARyVjLQS1ru05iBTWArZ8YV157SUTGyrPblo9ePP2RNcP1l6Y2zBUHMm81R1jOvqd1KKMCdcXHa8F+Mhia4sVbxZbO9JuzEeBryHfWO8n+Evgj5MeuvubG445eSSfLB0FKJQkc6MVlX0N61dP754ys9IbMZx5fY8mdpd39c3IP9wHIPoxH3WfbSEky5/pxngtIWDmyeIhRGZhbL36PPBtZLKeiMapGs2na9BD+J+BL6JxrXN96Sfkeh1FquInU2Tbd1elqQhHowf4Heh6TEVjNoNAGPNoDnql21uYetB4WULw2Qrg1Smyt6GHlByhnrt/2K8BHuqgbTm6xgB88OIT3lW6ZttnSrf21JrRfCHRP1xicvmTEwXbjLV7O4eIwxXjONXSOO12hLWss5ZfWcv3rOVGa7kDTcXjENlcjRZDf8N7CTJBJhAB8NHrfYQ61eWEVB6eGIyixd+nvOlDN9oEWnTmokXIm+LLUS1rn+R5I1q8/uUADMOhhsk8vsweaHxnPtlG7RVsQZVhpqNFbLJr71rGVhc65LDY2u1IJfsNUvm2E3wbvVrn03nlEgnOW3AUHyRtTjj6SL6LTJST0bkfh8hNfbsxFxMii0sRmbwEzfN5rr0d7jjVaK52uv19DswyQlnPzSh/aQOarzPd8c5CZMCnYdrV1J10n5W7/f9Z/eLWDRP/a0Gy8szGLXY4X1n/pun9rZ8/qjU5qbzC9aUSEacZyNXAun68lJC0vhr49a7Es2hc70S+2h9BQTgvBz652NrCzCX/LCuUJHP5kuTO+3uutDyXyI+Wz775L2vbjTmv3ZgPthuzyJnS94RZ6AHXP0z1ufF+DvK3LUH3CZ/OyWcT8PmFZ7YbU7OX9veGH6BrNxddf5+9Ywu61l9FhL3B9SmBovs/CLweuaJciVwn/IP5ICKEfv49H3hfimz17jrgotKPQ8r8JUjZrmZsEJJ/4Bl1bQ8WnX8LQW0dQdf7DDTvZnfQNgBcjeZ2k2t7hjvHW4v70m5MecOf7n1b9YPrEmVbejaV7ujfUjKS254o2DnAp/dpRCMiDiFE5fPwwjnInFS8OG5CJrPivHE+mtI7uhu33QQCKfVP483oBuxLKxYHPPlycE1owV+ClNW1sNPv0+eoO9UYfmXtmJrIhxsecO9eDfEoQ+UknwquQer1qa79O4GHxkNe0cXWbm035jI0l56PIryTiDT6cTL19eTOOZOmujreXChwxKtfSW5LJ9/+zveZi/JZ1qJzvxAFevwKjfmrCcnhk0gpM4io34bGrNVts919NhMt+qNIqe9D6lgroXziqa5vEwj+1ZWMrZbkvwfIU2q2Nb1n1sl2sNCZ3z5SWlJf2mssa0qay46uOLOxrO/qTT74z5vwpxKqH01CBPRPiKxfAzujyOfjcoT6FFWO2HfsOt71m9beu7DjJxPvedmbpiXy+QJYsFTOvP3vD1zwnc+8HP1WvT/tue3G/GCxtf/YtR03PhDM3xMJwVue9DchH0p/Xt7dxuccnUva3IdI1RGInC0lY7t2PZhTWmcAlSfD2rvsr/4VqbmliLzdg+4xzYh496J7zajrUx3yP92KCHM3wc93hjvfYUKt+Ty6N7akyH6hgzbvX+pxBsHMvg3NnypkzvdBnR6jhET+q5ALxfMI1eV8sFuFG0evOF+LHnye78bt98Bfd6PGTkXXwxIyXngV97x2Y4zLxxvxbMM4lRAj+Ty8sLtpmEA3Lv8EXnyD8k/xP0c376PRU75Fi3S323eq+z+BbsBJQkLoeQSz8NkokfYAWqQnoRvyVsLicFiST2NcXecLuYVJnEMZvYTcqhuQCvOk4UjmMvcad3AL49Z2Y64G3o7IlM9RmTSG3NlnUFGSxPb10Z/Psz6RgAktvKqmmoG+fqoJSr1X2l6BfPw8GapBi/rfCQm7m9H8XIIITD1SsKaiueyV6jMQuU+ga/YCgj+tD/aYwljSXOX+H0IE54XJSRXXldQky0fXDfXbUVtednTNiuTUiq6+G7YlcpuGWgjVmrzalkCK7Db3mgLcttja3wC0G3M0SrHl+5JrN+Z7i63d28NMx8lX/c/5R1+brRyurasdaGgZLMnlVrU+ev+vjchtjzsHX4rz9e3G3LGbKPdeAsHpRiZkT6CK7yf1hIfVPPAIcnmYkEiQQw8HLyLce0ZIm/8mY/3DGu3GNCM/9lmuHXvEBe2/W/b3xbcQMjx49CN/4FFC+rhqRN7qEdFcQ8iU4N0LNhHIcQ6RZp9D81XInA/sVD1fjnxYT0LzyecMLUc5Q+vQHADNM6+0P+DGZxphHoKI7wC6lz4KSruEXD72GOi1c8zGBt5BqNI1QMh1+sRIG4Pu1Ze4fv4euJGMjSnzIg4aIvk8DGAMJYg4JpBJagns9K+cRFgsfUQ7hJKCXUWf++oyPurSqzzet81H8xb7NdUgs/t2QhDHmWgB8MdY4I6zq7JwWMAYjgDeRwkN3EYztQxwPDCFEeC3wDfsFezYayPFSJspyNfxSLRg/p7Mk44aPqSw2NrhdmPeDHwTmbcrgP6mRrZWVtI8OEhndRVbS0ulto2Okq+o4OS+/p0ViyAQgHJUXz1PSEGzDM2zEpQ26W9o/naixdZHLw+hee7T7hiCj2ANWtD7EJmpcX9vR78l77eZQErXvUi9Oj+/dfi4fE+u0lprKxbW3W378xW9HZvOyW8Zahh5tN/nhPTwfteewJS5fh4H0G5MFfBe1xcfXFOJIsk/tvgyduRyzO7r49SKCoYrKriTjF2HfI9PqOrrrqrq6040blzrE+u/uujcce3eTCDW/iHS40E3RhcTkvNPIOTOLK7EU+auwV/dfvVA7/veiUFzeTVjfRrfSdp8iIwdcYrn29EDgXcjKau+Zdkrkpu6ErlJDRWM9U2tIyjb3kUhQXDfsIgMPubefQaDSoIFZ6s7nxXoN3ZyimzCVV3Cfdfi+n0bIs8+QKkGEVL/wODz165ELhBdwCeKxqTc9c8HqN3RQdt+5UFF5H+Q8NBvCWnxNuxnXtXFyDXBWx1eBvyKtPkEmaiejiuMY5/PSD7HOYwhiRIZn0rI1/cytAB0EdKS+EXP31wMWnyqkQmzn5C03gcgVRL8QbvQTbS4BF6CkIap131+KjJVed/RBveeRIrTP5/G03/GYQyVwPupooopHIWhhDyWpVRSxuW08F17xX4k4Rfx/BS6PjvQWP6bU4qWHJCTOMhYbO3KdmMuQerL54DWkiSjyRJ6S0vpmTqV+/22ySS5srIxLgxeNfSKZStalLe4/09ExKgMWL3Y2p0R0e3G3E4ovThKiJ5OIkKzlaD0jRD8oy3BpOq37UIm02LcagcLlE6t+HnNRRMuGLijq3bkob55Jc2lI8MP9lHYkfOBSgME86lPkF/qzmspIU/k0e58ix/aBt0+x97/AMctX8Fbe/uoTCQozJ7FxilvMN9ANcO7CYphkmB23kIg8dWESP3dZaTwmQJyRWMCoVBFH+FaeEtJrztWL/D1+npOZWyOUr9fI5rbjyAz9DzG+i+PJIZHh1r/+w/bN/zH66YikjeAyGQDIpRNBD91f426+f/snXd4nMW1/z/zbteqV0vuvWBjB9N7DyUsSYhIb0pyU+4v7d5038RREpN6b3pPnJBACkuaIHQIHQwYbAzuuNuy1duuts/vjzOjWVdsYooTnefRI2n3LfPOO3PmO6d8j7i9J+IqYtUiZPXn4CrC1Zpnq0L62yZhWskjCZTVSGJYnblWpbmPJZLfjryjIXOdaoQdwCYH+sznPnPciOfHWFcjQG7fMqKtSkXNfTPI5qYEAcGnF/W/1e2PFJ0XQMIbwjvnnhhJVNd/0JdJz0+VVw11Tp39+2sbfnHfBKEjs8lOmLY1A3EktOHoyyJVgngX5iF9cD9LDhzPPCr/HjIKPo99eRWi7DYh79Pu8suQ+uNjcPFElqvTZlbaXXkBF/PWiADMYfZeoHchLjHPfK4QpW8X1FpESVoam1JEYaeRRTsEfFYpXq/1SHbyv4LMBKI0MpsCGQpmgc5SSR9XUst9uFjQg4u4wkAWhlpkIbbuwgLwHhapZ3D0TUmW6MEDXepYEOOGf6BVqUuBEwcGmFlVxRUV5WwJhUbihZXnES4r5TdInKgtP1i8+dmJgIGx5m/LpXkr+y+kGgF3p+Jil9uRsR9GQNv3EeBiYzKthd9arhLI3LLAsRgYR4Hg5lMfnFr1kcmRyMmVJwanRXtzHenc4K17eshpm8QXxc1B6y5ViOvVh8R8gqNI20/q6zju6VV8pKDpCwXpKxTw1q6jtqODzytFqdbsLjo8hwsxsPPWUqaNR7L79xzgNjYR5jYEJF2JAEbMNWyyUQYBfX1IrOzjSGxqhkVq4YHab8QCUtu2fSU75ut/27Hrmrf8GbG+Wn7RCgSsNiHv3br/PQQEDyFjYQcCgje00fybGPHfIjrxckSfBRH9uQD4SjHhvKlCFEfI/6fiGBVC7M2qYJkbxiBudpucNgOXhFRtjk0hbvyhGPHxCLvDDCD3hq0/emzym77zj9JHN+xE3P2fxVlKdyMb0ufM37PMNfcgFvG7AVqVGockXFVlwpHyguc7V2udGK6o2u5Pp0Pjn3r4I9844/LLfxD6Beztordj+GxeDPC5SI1FEuOqkXEyGziPReoH/yob6pdV1PMf8kqUUfB5DItxt1+CWxgmIUquC1HSGSQwvw/HU2izda0L/TlEUU9EFrvN5jq1uIWl3ZyXLjp/AAdoNaJYHzfnVSEWKevmqsIB0uPNcf8q4iNEFI8gOQbxU46PCBkC5NmD0FsdHHwuUn4kvvBSZCGchCxmC3AVThpSOlh2Q7L5rufy00PT/Bu7Lwvf0lWzSD0AXMcS/YqjsIoRH4ssog3AY0it7v2sa4u1TiLg534WqWWIm3kCjpf23nlzuXbdBsYjrlm7INtxmEesecVZ6B3A1w8Qw2hd53ch/Ws3V5XIfHkSmQvTzOc25MRW+GpCLF0e4t4fj7hlrdXtFGCnThd6e775XK8Kemmv3L8r351Zj+ZdyFyxltY8MmeSiKVuFwLG/mb6AyQusGCubWnRmoAxAT8naQ3hkITX+HwUoiX0dnQy2e8nlc0SZG9XtR/RA48h48xyVPYBvzlIskpxYlUE0R82RtJ6PXIAwSBltTV0p1K8Yf48bj77Pm0tecuBy1Nponv2MH4owZhoCYWqKrZVlLPZHLMLR2lVXMGnXBX0E200Px4jvhPRHT7z7sYg+qgbV6veQwCOrQy13VzzVvN/FQIMN5hrgaNH+o8Y8U3Ag0VWyE04C6uN17Vx3GHk3eXNfesQINiBS0ArM8+zAbdpGjZ98inAU5nc9jHX/OW46LL1nyRfaNGQUc56n8YxNHwJuAahbHsGV1K5E7i/VSkPiZkNAdt6x04+P11Sii+fCxVyuUA+FE4A6eGndx239cyx6YnpnRxAji4fs3hxfolYa4PI3Lsb6dco8E4WqadZcmSlWEflX0NGwecxKkoxFfgQYsU5AVetqIBYAxoQK4SHKMQGRHFGEAXehexCn0QU7DPI4jkGWVA7kfiwlQh4moyMl7Ki+9hMeUt1chGiYGwWfBpHT1OD7NobX4TueDllI1Agj58wE/EIkSdPgDCNTEL661DyFsQVGEYW9Qiy2AxgyjT2Fso3L8+cVHlL+vLqkJfmgeEzy25INVf8pOKDvrG+XR7w0xft6V6AxIifi1gQrVX9jcDyGPEPtdF88NjXJfppFqnP4ihtVgMbjvuz1jcq9XkEVPwvjmcSZFxmkAX9PqTPVizWemDfyy/WOtmq1D0I2H8QAXJlyFj/H8TyAwLarDsXTMlIZN5MRsDSdxGL2Km4ymJdyHwCKOhMIZHvyliaKOsazuHmTgoBmt0IL2WHzWQ37e1tVeo3CE1ZORJbXQUUdrZzRsCPryRCuLSU3tJSBn0+8qEgaZ9HR9bVlE/jwmd2m3Y8YT4vRwDaXu5P4w4eG1n5zdzsBZ9KK61LgIp8eaSQbago+DsHB/x9CT8QUgqfz0dZbTVDNdX4k8PMGDeWa1ikPsESPQBs7u+nraePLxbyhEtKSKcz6D/E6d29h1MXL+FBU6/+F0g8bpVpawTRPU/GiJ+N8I1aIFxj+iKCCw2wrmi/6W+rh+5GADcIKLRW863mHdeZ9zEOIZO/PUb8220023jgfoQ39JyicRHF0Sf5kfnqQ8Jk7HjIFl0/goDOdci4s9n22+q/d8v08ttXTMs2VrZTGW3UiiqlRyzsBURf7kLGdQSx3L4DMRY8CFy7WOv+VqUmIhv+7QAFf6AuG47kAplMwctlywv+wHA+FM7lh3pT270GNZGdNo4Z05YscAtHQxapMYh18xdF/ZtD3u2VwG9wbAF1uM3CqLwQGY35HJWXSpSiFKn1nUEWk2JrEDh30H8gSi+KKFsLFP1InNBYHMdhNXvXpL7XnHMKolT7gaWIW+ZriHWqgKNBUYjVrgJHY6Jw/Hx5xEU9WSlC/yqud63pV35+QIbrKFBGgRQaHxPZTRk+pJ8OLItUFbKobUHidMtxSVr2t297fvzUJ7InDDT529EoHVVJ/6rs3MgPE/8ZvqZ80SksUjewRB9+QtOLKDHiESSOM4+rPe4hFuC3IG7Mg8sS3QXcaf9tVSrMNeoEBBh+CldRxgJDa3WchCygGzkA/VCR3GjadgGyAG4ErkOsU/+JAISdiCW6HpkLOQRYKnOvBxCi+7tblboRAbAnIAlNVnwIAJqGAzG15jtrpVMIWKgAehdrnWhVKmSe9QzTzvuQ2u8/QBZvC3wC2Rxe/yBNwymqBhP0j6mnw+cj7fn4CsK1e7w5x4YXzEashso8z53AL4qtnjHic5HysNOGj5/Iyj0/3z3lqm/tSc8aO3HwnDk1KpcP6oAvW/Wb+/orb386WxKmPBxmsKaGPYUC6UyGRCRCFRJH3sYSrb+jVLqinNUN9ZSn0tS372Yom2UYeHOrUo+bdp2BWMRSpt+eBlYt1zdEEbDVjos53YWEVtjQiCAuCUojAO0RYFMbzXYMYt63sFLI5q7BnBNAdJzftOUkBNj1INbALMK7OR+X2LTDvLsaxBrcYcZBP84zlDPX/SYuBnereZ40hQLlt62YlqsvH8Tv08GtneV4HuQLeQRops29q83fs5Expsz9FgCBVqW+yz5rudK6J5BO1aK8gtJaAfjSKX8qVJruivq/xTAfxRkC0sCnWKKlryQEaAqyHvQA61lygApYi5SHhHxdiIzLzQj4PtH06biidwYuY/9EBNAr+JcvPDIqB5FR8HlsylzEjdOLKNDiJKJiOqUxyEJqXd8bcUlJHuJyewbJRp+B7KZziOK8AlHgy5CM7Qe1lsQHpbgS+BZiYZho7hdAlHAXAjKtorfWL9u+08w1vqf1S8hRWassP+RUZAG4g66j4+7ROR5QV3E/PZyMxk8NKcrJoFgN1KkWwnrpASvJ1CDv60rEymx5Ei248hU0+u+py/Pt+caMJ8ll2kc+UO31Jp7MntCEvMNSOIJs+hdXZiOgrXjRLyCLzEU8H/gsklalyhDAOR5JTrKE5dbVWXztIaQv/3ex1gf0KYJUBwL+2KrU3ygqLdmqVBBXrWgY2WRNQMCHdeXajdbPFmudNtfrAXpalRqD22i9CtnYYe5hYxr72TvG09JGDQNDrUr5EFqlE3AW0pnIHJ2Is57aPlCAV9AEs3kqtgWqQ7nL53xv2Xc+ct9CdfUUZP51mTacZ+7znLlOhfl85D3FiJcDv0KAzy5A5evK6zbc9YX6wKbdHRX3ru5SBZ0nm4/0X3VqNLp+V7h8uMsb20je72dCIoGvsoIdDfVsRQCG3QTM7R+gqX+ActOGEkSHDSCVik7F0TqVI9bgpxZrrWPELb9pMYixmwEfLuYyba6bBv7RRvMT+777Npq7YsQfRACTTQayYHLYnNtv2v5gG83ZGPHrkYTOJKIL65GN+XXm7wEkBOM606f2/djr7ga2tNH8TFE/bwTOVZmc5w1ngvmq6LDWKC+dDVDQHbgQKPuebbjDTPPc1mIZNu81jYRrJDDMDBXt255MR8um5UKRSN4f2OVPDYf8qWTdhrMvu+11r/7vX+nr1Y0ILzTAfSwxFZIWKVskZD4C6gWgL1JLgbv34Wd9F8KrOmCO/RB78+3akCyLM6xxpAqZ048fiO91VI5ARrPdR+UlFsv5F0IsBcXgs5hKyUPc36W4koI7EEV+AQJMLWH58YjSsHQwlcjOeLU5/0NKEQIeQuhrMgiYrWDv+sgVuEW2F3Ft2qSkDsSytABxX+5L7fLiSK2qRhaH6bikiy3UqrfRpQ+UaHHkUsFmKuhB+tmPgJgsskDtbzUQ6ULeyXhkcSnDkXXngSENA6tyx1eGVHq4WvVWAiQK0b6sDvjKvIECsvC8kiisLG2XjQm0Yi1TRyIXIdaTLUiSiM0K93AsDNYl/hCHSNDZV2xpyTgxX5zY2FmDl2bXlt2aQiyeIXN9GzKxBZkjluR+hPbKxNqdgtQxn4W8zyAy9stwsaF5xL0/HukXCwxPQcbKt5C5cQGy4NslZdj8X2OuYa18Nt5VZwKB7OCUBp0ZW5vc+O0PT1HJ9A8Gzp9bVX7PM8vMva5m74QZG3JjyfftHLgCV1cc7JwN+udlZ41b319Wsrz0obUnBLZ1V0cfWqe8mTUh7+muXF8f+ANQXkbqzNMJFApUr10PcaXOQkCsJVa3VX7sujMWea/LcWOlG7GC3oPoh2I6p2KxsZD2+wCOT/gk874OJEsREPcaXBxiN6JTnzOfjeizNpofjRHvQd5LPQKM722jua/4ojHiNyEbhwpc/LGlqsqytzwJ7NTh4LjUjKYB/+7eynxTtVLZfLsn43LYtMPyyOaQggMNuOSmKThO1DcjOnU5oserI4N9VO3Y/HjHtOOaAsPJ8lR5ZXL7gtOvfeayN39Lz0GbkIi/H6B/LkI2T13Ihi+AjJmPA69lkboBKX16AeIBs0lzNgTChpTYOGlLTWZDFnzmGZYj7vdR+TeVUfB5bMomXALQAM61Dm7i2wUuj1t4fAigHECUQRmyWJ6JuLkmFZ2jzd/HIQTMG83n70SUbD3OsmmtFnbXu92cZ8GxjRF9FJfsNIaXCnzCZxDL7o6izyYiGaT/eZTucRdShWczbiGdCNytl+63+FixmdMWRNqkDjB0Pj5F6MLQnf2/HX4nlapPeUqrpI6kkkRq3hn+9WbgdyzRRz2EQa2m1LShW885ItC4Dnn/Y3C0MnZx+vMRNuMUHL+lTQ6ySTsW0HvmmE5ko3PYFuDfd18yO/VE36dye9INqtQXqvrklDG939/ikSrY5Jfx5n62WMIm4Nv7cCo2IwCqB1lQ34AD4DuQ7ObjkfkQRkBfDTJnrXt2t7nfW5BxugGXjRwx7bAZ63uJhmy2riJb8Pl6UHSg1DbfQHLMnv++YnZ4/a51wR09dlxZEng7vmzsYxkOfNbte30jHhDMjq3uT00b80TdD28/PzCYSHt+rTMZhj2P8EkL2TRjOv2JBDW33M75G55jBfBJXIWgMeaeGVzcuYeApk4E4JtHAtzmdJ3pqzIcRZSln2oq6kcbjrASl5G/n7TRnIkR/yyygXgPMsYDyHvqQfTjA/ucczjFHf6MK9CRx/F/2qTO4usNx4h/A7io84MXXzT209edWHbXqt2BXb3W6tqOgPYZpp/uRsDgAgR0jkVCOOwYsZn9JyJlR6uB0vLOXWvLO3dt/PWv/uFtOflcreccFuXbOch4mGvuPWCeYyqi86eY78/FWe1LcAVIcjgvWJS9GVE08q7fwBL9Uun+UXmFyij4PDZlG3AXfq4gQJY0aQoj1tBiF4e18iVwmbt2wbFZ8RkcNx0IWCyOpwsgi5INqq9GlMkqxNJTg1gz9iCLwk7Tvi8j9Bpnmu+exIE/xRGABNUyUrt7GmaR10tHuBAPR17N/tbBDuA8apWi66gQKz+EWOkuxFkDngL+dIhzbOhDHkdkbmNyQRYw7y3h3z/5ePbk4O3pV1cqpQsVqr/ylMCy+y8L3fq/R5t8Xq0mgACq881HWbWaOPAPPef5rYptNCdjxBcB/4cskvacPyPxlkcilocRxNpyAi6+2Fr2O5CKRuOBe40b/HnlZ7+YP2740d5r0xsTJWR1TmcKDf6xYa/2f6Zv6/qfdVkkfMDShqWRsf6rxVqvs9cwVXlebdpxJvLeEsh7fBLHW7kCAc/PIvPlIfPdJxGwM8YcV4Us5A24zaSNRVyHC7exFt9CIRww/JQqM3Dx/OcACmWRbh30+QbPm9tY89v7tyCbgTlKkQ+HyHo+atNpVC5HL4xknMPBWRls4iC1P797lr+9t9yXzlQHvAKZNNlMmvDyp5g4cwZblq+gvrePXUND7EKynK1F31IUlZl+HcKFCc1HQElxpvsQjIyn7yIsCFU4cPdtZLM3G/Fo5My9ZrM3X+h+0kZzCvhpjPgdiIt5DE4P/qqN5g2HOv8g19wVI/4TxBVts+77ge9aQnnDbft+oHGhjOfvIkUSPo5sYJqQEIttyHjqRSyppyO6bxwyNmyCVR4ZVxW4pJ7Ji7X+a3HbFh/c83IgsV4Fa6QAAboBZJNUgotjBsfnbL0d1mtTMOfbzaJGjA8fGQWeR1lG3e6j8lKJ1mj1dlbSyWtpJ88AO9mDnyx5cuQQRVqPqyFdhcu4LI45G4Mouj7EWmD5O63YOKpx5rgqRBHZWLWHEdLg2ThakQBwndY8qRRvR5IlbKa7D1GwWznMMpGqhRDwMXMPm116lWrhm3rpXgvnIS9zgM/0QT5/QaKXkgd+p1q4HVkg+oD2Q9ZeX6LTLFIPI67e5xArDDjLwT1Ad9jLjP1xxX/+P9WuFfIOOh7+6Rl9knN2FGWR8hYd/6VPzRjc8MbG4fb0sxVzdv14xoe2rC+f+S4E9K84nMu00fxYjPhrkAW0CniijeY1L6BFdyHgYBBZuKqRcWqt/b3IJiiCxCXffLgXTtzb/b7cnnSlvy64SylFvj9Xn2tP5/N70vWq1MvqocIQexOJVwDvb1Xqj4v1SBnCJgQ4TcLFYJaYdhYDmAbgr4u1/rX9oFWp9yGLeBfOglWGzFebxGLPTSPAfQyulCRADqWGsg0Veujs2es7P3DRZoBCNJzNjKvZRibXiLy3lX4/s4NBKvw+gvkCleEQasFJ/OGC89wcGPtf196785tvX4nPW4ADHhWIJXA7MCG8ZucUL5WtzEXDw2X9nRkvQLaQp3vHLso3bWXV9h2U9/fzKALWLYipQ+a+9YBYF2yfuUcER/pejeiXkRjJNprXxYh/AhcXvaGN5kSM+DjEArfJ9FHYXGtsjHhNG83W8n5AaaN58/u/ePWnKRROCm3pnF/6wJo9oS2d6zjQXnSRmoDEV45BQPoDLNH9+1zvoRjxlYh1MAtsbKM5C9Cq1FsRXZhA3M4Lgd8im/UJOOBdjYyrlchmYzei92pwMc/WHQ9OJ5Yg4+9IgOaB5AGEIi2NA5I1yDiyMbb1uKS5YlE4sv6oOf4+4KvA6mOZl3hUjr6Mgs9jUFQLAQK8jya20GSU9CMsZAtno9lu1E8loogtr6CNl/Mhii5b9H0eUYjluEQHcAkUneZ4P67EGzjqpG4EKBWQBfQ9SrFFa3qU4pvAmxBlq5EkprjWh60kz0RclsW75WqgRbXwhUOCOyd3IzFexYko9cB9R8nqOSJ66UjJvcOVbyAAZhyisCPI4nsrzlpbABr0Up7FuaGPumxg6lvO2PLQ+weoGOyJVOVf1bNi7Pce/3DDe0/95cod0fGXcAQE1CYm7rDB4EHkUcSieTEydlYggPRRxGK3yhyXLwKEhyWZtUMnqnlVyUwwFAj0D2XxqZRX7g+mnhmI6kxB5SpKEoPnzilJHTfe5+tL1Ffc8lQutKVzFvD2VqXuW6z1FgSYTWVvF6NG5scM5F2FzO82GCmZeQICmqLs/T5ttraN+QOXPX02wo/7DK6c5EDyVZOWbvndR1syE+u24OatPz2zabuXzf0ZONnno/LKK3hmw3rCezqpKIkwsPAEVs6cTsmDj3Dl3Up1AwvGwHE1v753aNsP3vNE31WnjCEUyCB0OUtNe073DQ7P8fUnSwJ7+nekvVxJaSljFCifB/19NCYSdPT20YG4gOtxyVbFhSmsdW0Y8YZMQpJfTkBA7reAZKtSYxFAuaNNYiHt+7bSgYQDVeJizZ8w/TMT2RwfVFqVUk3Cg3y1eWclGko+M2vsru53njPQ/a5zu3KNVQ995/ufbJ8iSUc5RE/OBM5lkVqyL8tEG81DSAhT8X18CI1ULw5kdiBjpIm967rXIvpth+k7C3AVohs0Lt4ZXCU66wlYcahnPgy5A9noNyHvJYFL8Co1f3cja0UW54mw68hunMfseuBrI8lMo/LiyKjlc1ReQhmPKFjnYpzOetpZAFSRZxABMAVcgoLNEO7DVXcpQ4BP1vxvM9TBgVNr0bG0GBU4sBpB4hrzSJA/RcdeDvxWa3qAHyklhNVa7x3/aMpTlgB9BwSkSS4gQ5gC4yhlgOBI8kUQsa4cjkXtGsRCO7Hos10IcfPLK0v0LhapyxGqpdcgVpCHkT6dBtQVCkSyWUL7BfwdRTnp/Y+f9KWy6Z9fMzgrqrUXZIDqwfLyzpnBtd7VW/9Y839zPtH//Fc5umIA5R9blboT2eT0IXWs/6kNQ4x4aFzzxRXpM6dMKCQL2r+7P1B7wwPpsh3b/f6qILmy0sFdn39DTa6mTKlsbkAHfGMTJ08LNnyzLVHy7I4zgXNblVqKzMMsAn6sO9jDzZ0ViJVsueEYrULij+txlcRm4uKprXdi0Py2CYRD5h77JtFMKHt4fU9mYt21SNKJ2zQq9afv/GnZTcBNxmq3eO5s4YDcvJXqx57g+DvuYk42x4WIldMD1gV6EyumvvV7DbyVLUgN8ArE4tiDlBNtAj4HFIahP5sj4/fTEArS0b6bX+7pYBwCqlK4JBSbFGZBkk2SLDF9GMaRzDcg1u4WHMhKtyr168VaW75OKwUE7Cxj7wS3aNHfh5JxiOu+ybSlLj2x1p+e0jCv4qbleypufjLb/d7zj9/pq6oeq3Y+lkvkUgE/2WCQftPuCygKJWlVqt5ccwjYWLQhqkE8AMUMECUIgAsh1tROXDjCWNzmw4plwgDp01TR+X5kfFy3WOvtrUop5B1MQ0Kenl2sD7MQxRKdZJH6BpKM9CaECcUyPqxCrNgZZIxaMGzj+m9AxvIAcNuoe31UDiWj4PPYlH3d41BJgnL6SbGFFCsQsHUmohgsF94gzio3CdmdWsVhlZ0tO+chC04YsRg24epSZ81503GUMimclaYGeItSXK+1LAJaS8yYUsxGeO4m4GIjU0CfOX65OU4A7MlcQJRy8mTxUY+ih8BIdaVPqRa+opfuHdC/n3TpTmrVZYh721It/Z2u/SrgvDyyRCeB37FI3YzEytYCM3M5KtNpapPD6P4Brl81T/3s6Wf4kaX5OVqiWqhtVE3f+u7QR2qGMqX+6eENhbnhZ5L9AxV1fTWV7RMS28YBfzma9zwSsXRGR/GSb+q88vRM1b0rvEA2F8pXlOR3v++SqLckXohs7OzuverM/nxVtD64u69fe6rgDWf8uYoS1fHRy3snvv9nO5XWIeDtCBgbwnkUbEiLTTjZvljrB6hVUWpVrQeXFeTdRhAAapP6piFjcos5915cJnc7AgD2fecKAYYnLFRX37xc37AGx+H5NHsTx4/oix07qbj3fs4cHKQK5yatw7jVEQvXdiRJ6gcIwLGxyD24Kj+NwGAuRz6X4+lUim2PL+chc78PI3Pa6hEbCmR1lmURsIDbQ6yCe5B5PdP0y98QEB4BPtCq1K7FWhcnDa4x1w7jqjlFzGeHsyk9BdFhCaBRK3w6HAwEn9uNfzBVrdIZmr76p8ja6nRt//jy2rHDPf0A5eVsnTiezX4/C4AbDePB1Uj8rw3n2d6q1HfM2O3DhXCkcXHydqM/0fw/YNpidWgZAsY7TF9mcfGUPnPNPBJysmSx1j2tSoWRAg8X4crBLmtV6jP79N3BRTg9nwaeZpGqRMII3mLaVIEA7FXI2JyEjP/lwP9jydH1JI3K88go1dKovMSyw/zUYd12PnxU0cczzERcXn5EKVj+Og9RZpW4hAVLA5LF1SBuN9dOI0p8IQI+V5pzJiCWBaswC7j4UcsbaGNKJ1HkLleKc4DvmePCpj3diEsyD/w/pViCxD+eCbyfXWxiPnPwEcSHIkEF5aTx2Iwsim8xAPTQSq9LZ5DF7JUrS/QAi9TXgGsKBRoGhygfHGRgKMEuv5/Q1Mm8e9WzJICfHa1bmmSu7+3RDcetzc2K+Au5XE+uqrQzXxc8J3xfOpcJ1O8qaXoKV2/8mJYY8TLg7ELIv6YwrGdqvLzXN+wnGNa95y3oDH795od3f+rK4eD27p3+7qF5XipTAYBS21Ozm4ayY6tCJoPch1h5BnEuX5A5FwA2BaGBWvVO4Ky0JnJFlNMfT5HdlR+ZJ3twSUb23NUIgNqAzLdGxC3biEsirEHoiCxAPXOhuvp24IaDhB/sRoBt46pnGYeGXJ5IOEQ+OTySvGIB6AwE/E3DxWWuRebaWeaZH0b4ei2dkB+x4raa9tyNVMv5ovmuDtE74Bg6LCWZTUiaaI5L4EJ9qhD9ZUHWqRRZGtto7o0R/xlivbRJklngJ200j1jqY8R9uHroHUjMaAEBUSHTNl8hFCh4w2nl7xjw56qiSpdFEmjl9wc9//b12dpxE9gZ8KMHBpi8u4PScU0jFYFOAC4zfVwcD/wu4P8Wa51pVeoPwHtxGfU2Scdmh2P6MGz6tdY8i4fEOdtQqQwC1C0v7ZB5X68xBQ8WAVfhaI8qkBLMg61KfeiIvQbCw/kki9QqZBPUgGziq5F3uVFrhn4f544NG/kS16h6BPj/ZbHWIxsgU4HpAmRzc3dxJa9R+feUUfB5DIpeilYt/Aj4KLYO9hbq2EiBAtW4xBWFKLMhnOvOum+KXdzF5PRjkNiyMvPzWUTpL0SU38NILN9iZLd7EY4/swFRip2Ikr1IqZFg9XuQ+MYmROFWIAqyClFm1i33eSQZ6XxgHDtIEiXHAhrRFPARJkeGICsRa4elcvnXqJSxRLezSO3avYeVezqYYlx8ZLMMV1QQKCnhrFal/rxY666jdMdm4MwC/sJwIZyMkoj2ZyoLWwoTOddfUOWp/t0TE9v+S885ojjWV7KUAto/mArlK6IdOuDLqFw+kAuFvORxk7qATHBHjx46bcam5ElTn4w+sn52cFv35HxlyaDK66ivP1lAxqy1CP4nEMfFQacxPLgXlzAJmJAo0L0xy7ycJnpKhLJ/JEn0FRiPbPJyCPCqQZI9/MgcsuDjJgTIvQWhwalF5mIYASHjELfzZcDGVqWyyCI/GQG4dwNPLf4cPwE+PjzMaSUl+PsHCCSS7MzlRlyqHq5+fdA8j00gPBkBjNsQgLjMPPNxiD44HQHSw+b41yAg8RtIOMCgaXMJAmaHEBAy2Ty3wsWUWyaOTlwiFjidsZeYuu/rEHCpgXVtNI/wdBri/I8jG2Era2LEv79QrMNl5p1plS9o8lqhlPaGM/6Cz+flIz5fT1lVtrJrp+ofIFpbw2AkzFAmzaSOTh78scTwXokrh2mlHZjbqlTlYq37TF9oJJygBNG/mxF9a1lI/MhmPIu0bYN5z7PNe+5BwHLI9FG36fO1SDLUJMRVbnk1QXRsFGHhKOZ0PTJZorOIAQIWqX8gyVBTga7v/5hIbx9vRt6pjWX9XKtSXzL3+w4yfv2m3X2tSn1ksdZHSr02KgeSUcvnqLyUopeyW7XwP8BUMkR5kPeSG6HASOKCviOIgi1OLrLKLogoN+vS60N271FkofkHUlP5IlyZvnHITrsCWTxXIlaSUhyfYwSJJc3jiLUvQXbOfbj4OHv8eGQhDSCxoqchirYSKGEdWerppJwcSfxU8wTBEbdeZtIFG/IxVoSATBvNrzy3j5Sra8KFKDzHEn0oMNeby1HleS4+Vik8DTqbHamR/E+DT9WCB7weQ4nSQUOhVncXStRQNJUL+7YmJnYWUv4Pf+qL3zhi6plXsHQBw7mKkhBodDgwrAkM52rLKkofXrcHKBnz9b9l9vzXa8737+kbKpSG92itvWxtWXX5Xat2+AZT5+Escv8Pqdj0HgSEZhDAFw0rnpsfZjKwbU+OuXlNJAsFTxOYGCDalyaLjAc/YpkcxNEeTQauX6z1/bbRrUr9GgFtn0LAyXbzfxSxvD1t2lCCLP5B8/M64JbWa/jm4s/xP51dDGSSnJ5NksrkR3h4bbKhjSEMmXsMI3PejwDULbjEljwyZ09DrL7D5vNy8/dliPv9NUjCmHWNW2DdgeidSpynROFiRa01tMI8awmwplWpqcDgYq1HqNMM2Nw3HtTKVcgGvTgMYQ7iIl+GA9h5L5sPeqmM1n5Pe9m8pwt5X3Zstd4RjgwHe7ZmSiZQUhpF5Qvklz/JutVrmYmUMF5g2rwOifG1vJaYvmOx1nnga61K3Qr8xHyeNM9n4+eHTb/UI/riEfPbxvevRsD/NGQMtiMGgJR5P2cjVtU8LtSBon5+QTDFhBXoEaupANGngKdalfIj4RmdOIaGDgQwfxl531fiKPysVfeXrUrlF2v9yvZGjcqLJqPg8xgWQ++z3tR6jyDAMMveJfgs/1oGB/jse7fWTksEHAK+rjUPmpjLnyM7arsYhRCX/nHIQjEeAZOWMNouPkHz+WZz7SFEiVr3UgRHmG0tsTaOqQxRyGPN8eJ6WkuKE2knT5IoPXIvPX7cGVt2zHvrim8ji9OmGPHft9G88YX36tER1YIPmDzRt6Xk8Zra8+p8XZcii6lYLBap3wG/ZMkBEwHuKC3l4r5+QkBSKVRZlPLN29g0poGyN76B17JIhZEF4L5/gsIkjOvjneCN7dJ1BXRtAnTwB8mPflMv5ZEXeO1XpJiSib/Pjq99f3pSfcbfNVCTG1OZ9/UlkjXX3lcAppfftmJFekr9w72vP+U4L5OdlJ1Yly+7b/WeMd9ss2EmuxHvQADhu/oUMtbPRjZhj729nB1+JYk5CU1DRlMN5POadFSNWIBqEPBjN2lW+pF5NgI+TQnQSiSJ6QRk3jaar0uROXMcjFTZGjZ/lyHg6GJ+yt8uytD/SIrpeYXXp6jMaBqSkNACzixI6TJtqjKf2USqWvZmjPCbz3ymDbNwbuMwsrE5yzxbAzJHh813TexNuF+K6KgBRD80mu8wfXQvYsGsAVSrUvcD31ysD55JbdztlyFAbDxihcsg7++cxVr/tVWpB5CKPgNAub9nKKz9vnA+GiI5b1I/AS9XetczZT0Dee/uf7CrrIxd/QN0ZrOMRTbUWxHA+SrEEphGPDc1CGjed5O5GrFUnoqATkuVhOnjqHlnAeR92qStgOmvduRdR5CQpl5z7/G40Cnrku/HFSfo4wgrobUqNQHp83OBvHHrf8sWWWhVqg6hwbvY3KsDMUZMRKzhlhYsiMsvAFcy9P+1KvXQUfTi/HvKUSMMfGllFHz+a8gwosgONAzzOIunzXL32LsMoU0KWI7sukGA7JmIUmnCVTMqHjOViJXFSgG3i69BdryWCDmFKOYqc6wFszaOzVpMLUAOUEwv0kmQ1QxyKs/gk/i3sadtHTj+HU+OQyywnYhV4NMx4ovbaC7OLH1JRbUwDqFWqSkhOfH9/T+d+rHod7Jnhx7YgzxfJZLdnlQt3IXE71UhwGK5bmRLSYTb6uv4SCZDk1Kojg76+gdouvwSUiURJiF9eRVwOovUNS+QziSFWLjrkQViMxAFVQXqaeDaF94Lr1xpo/nhmBfvGX7V5MtKHttwVtWNj5ZW3fDI7kDnQDvgU1rvqv/h7V7Nr++N5uorFvi6Bmr8gykbQ7cCWfSti3UicNxirZchwEKkVoUQ0BBGDg75IFHqMbQxSxBHQWSLOPTgNgJ2w7avWKqzIDI/rWUrjADSYWTRx1wnjczfAjLGtk0JcmpQcfvyNDNzUO+DklLF+meyLEJi9f6EgKheBDiEcLySE5CxYr+3Fc2mI2M6gYynoGnbfyCg07qJfeaaGtmkKnOdPtP2pxB9MgaJ+7Zx65XIfBk0z5NE3PnViHV1P4kRr0Xiyy/C1W7vR4BiN5CLEfcWCq3T50z7EkqTV9n8ZAaS/eX3PpNX6dwJSp45k86wIN3NTARUrjFtt1boRvOzAEhppZI7r3nz7Xs+89rTYsQHgbVtNGcXa51tVWoRQjA/3zQ3atpo4+NrzLWnIWCz1LTZj4QjlZnPTjd9VWveQzliAV+IC2Gw1Hk/W6x1PkbcemEiwM42mg8YrmQKKPwe8XLZJKrPIUwPl5l38ntkHFp+2hAuISmMjOmIuWQAF4dqxTKWPHigNhS1xQ8UjpRObVRe2TIKPv8FRGvySnEjoqBrcFx6NpbK7qjtAgCu3JkNYLeZrJXm+wacNTOEs25aBZBEFKBdIFLmfBtAbymUdppjxphj7IJWLDa2a6Doe9tO68LSbKWUPn7I69k88dznsse/48kv4zKEMc/QhCjo6w6r846yqBb8SCxuGNh+YvCJeQEyfD/54aqJvq1dE/3bLJ1K+c2py2JB0udmCKURoHBKLPTXvqz2V4fDubl1QapyWQK79zDY0Un/2afTVF7O/Tgr2QACfk4D7jzStuqlFFQLf0LAT5X57UcW00/ppYdFV3NMShvNa6liLa/m/1ovUX5krlyCbJgATvYl0if6NncoZExOx82HOsTiZVkiwiMXXqTGAQt5P2WsIstmrpwGJbv6ieT60UN5hrfmRqxdFhBZntBJyHguYZ8Sj0aWIVYoPzI/Kk27cwjwmICjerLH2BrhE28a4tMT/fimB9l2ZSmPmmsqYPxVsJMunWtV6pvATxEQ0YsAPHCub3vfCKIDHka8I6U4r0UPwhe5AGc9LU6uUcgY/gkST1qBgMIc4q611tYBBNCFzY/VTxoBum9sVaoHyfZeYd3CMeJ+pO74SYi1s8L0TxXOWtwF/N9yfUP8BN8bv6IK+vWI9XAL8C2vQAfp3HfMvVbhEiQ9HM3QbnOtPMI9WwfMyJVFfvfMpu/PydeW/wdukz8QI/69NpqfQ4DkO5ExNcm083W4+PzbEH052fT5IALMT0N0o93AVyAW8n7Trudw5PxzzO8tCGfwj2LEqxAaq2mmXdkY8evaaD4Q+LsaAYbgEp0Spg1Xmt8TkDCTNM5SbSmkEuY5rRUb5N2ncbzTHRyCFN9QV30UGV/ahCx851DW7n87Gc12H5WXU5SiAVGca5CkBAsS7cReh9ud2h8fYnHYhsvYDeEIknciSi2Eq1GMubalWxpAlMkYRGnaY2wmZyWOSqWAq+s8gLN42socFmQWJxnYHTfY0nz9fJxf8d/dj9Zeum7rrGkVC/oz9Zfu7vT8I1mcCVxs5cshUxElvA00PvK+qEqqvkJl4YHsmaUT/b/rAcpy2hujtJ76yejXl/1q+D0rdxXGpqtUT997Ir9s3p4fl5vi3xL1eSR8IbITJxCdOAE/8r6mIRYShWwQaoFLWaQePIgL//nkPqTvX4sjt/6DXuoqzPyrS5EbcTsuDnkeMl7LkLE+iPRPIwIYTsbxVQZalTpn4QIGLr6QBcEgOeB45lFFPdv9a1ERj4r1QYIPP0cyK0BtKzLWlyHvtB7HqXgd4prdV57C0ALhNpiYzyrN33Zxz+MooOYDT3XnqezOU7kmQ+3lpTxU6o1UowG32duMgJXX40onrsIxWSgE0E5CxuMUnOfEXiuL6JMKXCWcPM59D/CnxVp/p1WpCOIaP9c8f9icM4a9uS3BWfFs0mIJEpP+JuAvrUp9frHWWcRadxwCnjM4zw3meTqRd9cEvP/J/B9/0Ebz4uKONrGl03EZ6CkEbPrNzwACNm0Ygt3M37ly4NphBBRuRsbMScAY0tnzP/Tpy1bVRQJZbzibR9zz15lrTDP9Zu/1GALOfmH64IM4qqMhJBmpDBk3VUh86HrThn+Ytj6A8HVuWa5vALEST8KVHw0B740R39lGs403tpbGt+FCIYLmuv3IO3wjAjCT5pTeovdSgQtNsbpfm99BnN5fgYyfA1JimWIMv0TeZZ85753A/Fal3jhqBT325RjFzKNiRSkakczzs3Fu1B5koViOuAILiBJageyE+xDlYKtR2BiiRzAZjVrTjtTjDuEWMgsis7hAfZuIVIkAIetWsxQu1qpkkwqslbUDoW3ZhrPA2rgmGxtkwWcxAD0fuC6xoeyU3odr6zd+fdaZqz91/IJCTtljytm7tOFLLVZRA4r2QuPOPL5cQGV9yULU0qbMTOhoVEPJFeGb5/2w/ENnVake/xnBh6rLvEH/jvw465K0C3oG6d8QLhP5bMQicDrigryZRWo+Ryh6KVov5X6kxvT7gM//OwHPfeRZxHo0A5kPNjEvjYuZtu9G4+Lz5vt8TO/u5T9vu5Nx+TxpZCzvooHqPdPYdnsPnZszKJ9AIIXMmx3IHHwEx6kLkDsIJY4FxkO4mE47hy0o8sy9o+a3dfEPpQqsr/aRTRQoX5Eayf6uMe3oalWqCWGbmF10jzJkY1uKi8u22f4NCDgYROb7gPmdQgBvBNFDNtkkiEtUegzAkJ9vx1luLR+m5QW1NFQF82OvEzHPvQfRJVchiV8gc8W2dQ7O9euZPuozbW5EgOhrD9DXVyPgMgcj73M8zpr8AAK+Jpj+GGe++yNiALAu59cAM9G61Eukp/S/esElXW8/Z6p2vKqfRtzkpyDJlueZ9rzOPP8Ti7W+F6Gx2mP6c7Npk+Vk3YiMnXrTjxORDeqvF2u92Ywl+66Kw5Gsx+WMfZ79JJwet5sGcPysVicVSz+ytmwx1xyPbMSrkDGRRsZBBrESrwZ+YpgADiTnm/a2I/2cQED6AiSOeFSseC/Rz4vQ7FE5tuUyRKHuRJR2F7KAbkNcsd04QuJHELLwW3C75ySiiFuB/7UViIw19XFEma4x53ciC8cwAjStRcFaWDSioCxYXW3ashFRnFmcMrHxUklk8ViFc8v34RYPcAuPTaaaoHPenmxvcHl0+qDuX145rfu+ujGIxTOBWPNeclEtVCMWl1mI4vU9ljl5TW+hsiurg+q04CNViEUn56OQTFA61Fuo8jf62sdfGf5rE4DWyh9S6QLOghVAFpRKnNtwKqLcrWVpq/n8+yxSDS+k7QaEZg+zXOm/pBir2f8hcY92zA3jSNZ9OBL5PK7Siz8YZGxFOUNdXdTs2DniZtSFAoXHl3OSP0B3ZQW7SqPsRABDHpkTHvAGJGkkgMRZ/6xVqY8coIlNuAx0G0NtrUp2czhk2pUzx1oAccGeAnN78/SU+Qh05pmFgBQF/NKUmX01Mv+azDVKzL3qEHBVZc6pROaZdbEGkTlciYzJScgYjSL6aAeiC55FQFEHCCF9q1LTkaSV43DlfRViMbTJkSlEJ5TgvDbW/Z3EVQZ6datSZQjA6kTmWpi9AVTePIvd1A4BY0wsJK1KzW1V6pdIzHZpUd/mamsInHYKE2OXU/eRD1ITu5wfI/p0C+Iq/4Ipu2o3JxdgrdT5Qlj7fcHsmIpsX/Op0zLja8pNP4xDaIhs3L4Nk6oBcqmpDdkY8TFPDf4mkw8FdrP3mu3D8c3+FDEcdCE0V9fs45628f77irVS06pURatStQgYfRIXfwwuiSxvjp9h3pHlSg0ha4IFtMUesxCyHv0AoSG7FfjvxVovP0B7rMzDWZOLpWC+G5VjXEbd7se+HIfLqOzGBZ9XIJN/G7IYWHe2tRB+F7GM5oG1Wo/UHEYpzkVoZMYjC0g/Ut+5BlmATsMpdAsSbTLSMLIolJvji90va5EF5BnEzdSIi6OahNTtTiEWgRMQ5aZwC8cwsiiGgGjfsurn8gl/KlCVPqH/ycqxdRd0/Bn4exvNLzknpWphOs5NFDHt39Orq+++MdX83MWhO+6f4199pml7Z6mX6K31uuu7CjXRcj1QMs+/qvbLQ19Y//6Sn+Tm+1bmEHBegeOP1DgLwMnIgp9E+tcCkTGIxeD3L9Vzv9iiFD7EojOsNX0v9v0Wa50ErmtVaiFwBTL2guEw4UKBQC5HQWs8rfGQxTgL+AoFlFJoFKqjk8DECXK9wSECiSTBcIiU5xEqFFiJAKlzEK7Eycg82IHLRg4CH2xV6veLtS7Ogrdu/g3IOLOx02FkjvqLfmxIyzAyZoJA1ZYcmVJYWecnjczplXSNsCXMKDq/AdEZ/cg8LCBz1oILSwJfQDZ9Hbg64GXm7yTiun4O53bNAV8uynC+FLFm1eAsvxY0bzPXfhgBVWebdhVMuzazNzjJInpnC7LxLraQFYOokHmmJ80zbGqjWbcq9Sokyc4mWHnmWZKNY4ieehKRvCY5YRyPVFVxXFUVs141ny+zRN/E3vIQwoIwEUt7VNB+lckW8tVlYZUrZIfnTagObe+22f6lyLvtxL3TUCHoL93x7XcuAWoKpeHCxls+y+S3fz8U3NVbieNhHjT32bpY69s4uOwy/VqCc5cDlIWf2b6+dZ76KC4BahxiJLgJeT+WwSCHbJhWmeudbPqvFOcFG4/o6GFcbOdOc/6lyPpUCdzbqtTjhyC938yBE2gVsnkbFRiN+RyVl1U6EDdJI45yxZKuRxFAshWJ4Uohi9wtwK+13p+YXSnqkF2/pQ3pQxTWFUiFjpnm0OMQJVXAxWxmze+nkFgwS7NhLZiNiPUjgCjZBlw2fCMCnG5ELK7rgbfiFvhuGKmpbNz6isFnKnYCXs8D9Tes/uT8219IB/6zolpQSNbsPJxVN4iApvoswU//Pf2atT5V+F9cVSdODTzS/kj29Ka0Dtesy80o6dNV0Uczpyx+TfiWD+AWWRu2YPvXxuH24xIeMMekETDzLyFKMQ+J6SsHPKVYDvxG6xE+wRdTPgNkAgFeO34c47XG39mJ1hodCkE6RT4r27lSIJHJsDGfZ67PR3kwyB5k7Nd6CnI5UqVRKjIZ+nv76MJlze9Gyli2szcNTgZZUk6CkSo6IAv/WnPtKhjhgZ2KAJchnPsXZDy0I/1nN4olQxAdyvEtuvRT+zzzTmCWVkQSJ04NDF48P5SPBL2ye54ZLntgzZCXzVuw022OfQ4BT+eYtuzBWWd3IZvgcYhOegrRJTcgMYlWLkLmvk3CiuL0yNOmn2xi3RPmupYdwobnWG7jXqC7jWZtKh+9BQG/JYjOsG57CywHkPn4I3Od/zLftZtrWguyPmkhgxr8tdU8VFPNFnN8I+J5+sU+/fgQoisx76KAzyv4u4eyhdKQVwj6PS+VtZt9ywxgkzftM4VSs8dOLpSEFAL2GDp3TufuT11Z0fTZ39X4hzN+099pZDPy8ValFi/Wut02olWpMaYPTlwIe9o/97pHdi158wU4nRuloJ+dddqi08172o5jHjkVSeT6CaJT6hHAfifyfncgG4xZ5vPxuFAVawnNjNxH1qG06c8JiPHjkxw80/0mZB1qQDYeHvLOdyLW01E5xuUYxcyjAtCqVMPJfL9hEv84JUJ3CIkz6kMm6R5kwhfvRiPIzrP2EJedhQBH6wbKIUpaI3FVO3GAE5zbz7pIlDlvM3u7bcDFca1BLBrtyGJq3ZelyGIMAq5WmmO2IAt1Dgg1le5s/8KZX5zyq9e88/RPnfq1+RPLtwQRK8bLJVVIzNYwLjQgjfTb8cAakzl+H6KwKwAV9YbzFwTvHjox+PiWpI5+Avj4V77/heuAGFIVpBsBFKuR59uJ42QNsvf8LcOFXBzzohRjEXdsAVnotiPW5Pce4rSjJou1Ti/+HP/3qY+z/E3NdJx3Nj0nLyTRUE9Wa3QwSNQcGgA2a82ujc+xIRAgNXM6ftPmztJSNtZUk9zTSe/GTTyi9V58tm0cPD5Z4Up22jZppLTqU+b6Jcic6cWxPuxBxk0CV7lsCJn7BfP7bgTU7Su3AcM9bzy9rOO/XlOanlAbLFSUBLs+cJF/11feHCiEAmuQcXiT+d2PWCcfRMZdCY56aMBccxABjb8G/t9ire+x1q5WpUKIx8NSIQ3h3LvWkmbdvDZu8AYElCQRoFuH6I8dSOW1M1qVes9CdfW5/t1915pzEoj+6AOGVTLdW/GnZaGxn/xtzdTXfuO2herqua1K/RABknbD3IXhNw4E8JeW4nkeuxrqR5J1MP0+e99ObKM5i3hxlo+02+cNFMojGZXXwUBfYqD0obUJBNTlcaWKZyJ6saTg93KZpupocv4kl3jmeeneN52+OTO5PoXwni5DwOBzyLs+2x7aqlQjYsV9P7IpvqTxmr98YeZpix5GmAieAn4457iP/9U3lJqEs06CbPx3IxbpBtPXyxG9PeIhM20Pmj6wMaJ2bVC4kKHGos99OLD9XkNgv5+Y8pvvQIB3NTJfngbev1i/YF7jUXmRRSlVqZS6USm1Vim1Ril12sGOHbV8HqPSqtTFefxvncnfTpnBzakUFeMe5WM9Ozh9CJmkNyGAKIiAUmslqUQA0WkceAepcHGXxWKDyJ/F7c6HcRmMHi6GahCxUIxDFrsEsjhYoHmaud4ecx1bYSWLLCiYNjyD1GN/E6bc4Ny6Vbf97wX/PTuvvQXD2ZLshZPv8j608MdPT6zYFtg/POgllSD7czPaeCdrib5na27C+UM6elat1z2u2usuBFS+t0wlPvnbH71jxW/tWUt0D/BDFqlXIQlFfUXXTCGK+D7ErZjE8as+hyxKL5uoFl6DZNVaS8p39VJufQGXOgN5LtunGhlDxytFg9YvsEzgkclb/H6xvESjVM2cSa6+ntCq1RT6+/EXNNuHh/EhC/WE4RTrOjpYFA6PVBPbrBSpVc9Sm83yMRzlDMi4fhq3qYvgSsTaLOpHTCziDAQIRNE3DJHL3z/+I7/6a/2P77CJJJcj8YU25ttDwEwGmVcdyAZmjTnmWuCkVqXmIZu7hxZr3b9Y643/dfkJP+h9y1lnhFdtrVL5gg/Py6lUJpNYOHlo4Py5Q5W3PtWPzMVuc60mJDGxGyHbb8QBlBJcxnmHZRUokkbT3jqcpcy6xTvNd2NxCUS7kCpOX0SsjW9HAGoGsRCfiwCVYeCMeZP/M7Gi/adrdGXpyZjMeV/XQO+ED/6i19efLIk8sy0cbO9bYq7fiQO8NkZxJ1CXy5EPh9gWCdO9q53p0Sjd1VV0+HxEObgLeBniyXkUE4qTG1OZVkOpwQn/8debvHSuBAHeE5H5bCm7yoByHfQ/NXT6jKHI6h2lQ6fP6MPv0wCB3X2qUBbRuGpYVhLInLPybnN9m5AGEC19dMMHF6qrz1isdQqgde3V89g/FlQjunoFAlKHEMaUTyMW0B7T3jNMe21yZFGy5cjGB0QPJnFhUxW4ynclHJjTlsVab2xV6o3mnj5g92iW+wHklWVC/C5wm9b6DUopS/N2QBkFn8egtCo1FnhTioreAcYngyQGAgwHzucLJTfy+7uT1AWR3a5dBItjfKylcj4HBp828Sdc9LvcXGsbAgD+hCjURhwnn1UwPUjyhKVK6UMSnYqrWKRxwfJ5c045ovQTyAJSAfxYax5Vij8ii2zvyvfOv1pr+nYOjsvktc9rKt3VF/Jn6pHs0B8eeW8eFelFFsZG2MslHEGUdhpAteuTA6Qrxns7djd4u9NKFQYm+bZ+4fofve3R/S8JSLjEPGRxtDFUASRp47+Rxe0KROk/CvyZJfqlAGUHFNVCDEnYGULe6Rjg+6qFj+ul7BsX93xikxeKxVpWovsffpRFKkjNQ0BVZSRC38AAY+tqGT7/HBgcZOftd7F+eJhHkNhJDxj4WP/+MWyfW0Jnq1JfwJWh3VoU8/h0q1KfBxbheDu3AR9arm/QCK3NpcicmA748Ps2b//he7b6eoa8mj8+fC5ujtpM8E4EjM1GvBhluBryP0DI18/AeSq2tyr10cVar9r5lTdlfP3JPl0S8sjkooBWBe3z9w5Fut997srKW5/6CbIZnIG8598h1jcfsiF6F44sP41YZAcpJuCXcrN1555N9N77aY+EGRsOU681geEU+XR6BLhcZM4dMP/PNv9/HAGJ9+Jqvrcguslakn1eKnvi3Gkfqe9tPrVr8MLju4bOnLVxwod+Md4/OBzOjKvR0eWbLOi12ds7kBCGDAKIdwEZrblxxdNMP2428xNJhnr7mN7Xz8CUSWzz+fjJ/oMHEPD2NyTbPQWUo9SALou0Vt6+chWS4GmtrD04LuYkEPKGs4nqGx+dUf/j24/TyssOnT17TedHLls1PHtswN892FHUx1bKEYulldNwsbNWEshmYQ7OU7QDZ5HMFx0bBpYt1nrEo9Sq1B8RABoyfV6JjIEkLhO+mNnEwxU6UPu011Lu7Rf6VSzGSv6y6bRROXxRSpUj1vd3AWitM+zPijAio+Dz2JR5ACGGhhS6oPF8OSLZML1M4MHKtbzOhyiiCg5efKvPlNCchQSOKyTWcjWyQP03rjwaiII5BbgdsarY+NF6HN1JBAGJEQR05sz/r0eSYAZx1tGnkISLHnNcDxI/9hxijfm51hLrpDWdQKdZtOah2D6hYnuxUu3ABcu/5KKXolULi5BypNaCa0H/1wyZ+wTgrVlCOzYVpm7eVJgKUP5w9qy3/K6FJ/XSA07Se5AFt4AA2xSisJ8Gelmib0RiZF8p8jFcFRpwFtuPwhGDz2eQcVm8aQnhGBNebLHZ7u3A9HCIRDZCTyZNjefD6+vHt3sPa4FrD8cNaGp7rzvIdze0KnUzElYwBKxcrLWOEZ+EEN93Id6KTkxt7PDT2xIDl59wYcVtK4b8/UmQRTyAAP6/ImOlEXkX63EhIe9G9McuHPhsAFpblXpz4xtOndH53gtKMk3Vz3mpTDRfHqnNjK+N5qqjpdkxVbnl+oauNpq/argg80UJI/lWpb6Vj4ZWqlTmfV5eB5FN2R7gx9bSxiI1FqH0mnD2GTBxPPP6+hizZj2qfTcBv49QRR3Zri62FDQnIACmF8cTPBaJhb0HZ7HrR8Bib1G3ngA0BXqGfP6OgeH6H94+pu7HdwZ8ybQ/NbOx4O8aHPD1DJUjoEvAoWz2ysy1ypCNwq1A4qmVbA4FGZg2jRk+D9/QEDUPPswfzrlfP3ugd9pGswb+FCP+ELIBSAGr22hOtQoAtFnidkNlvRc5oExpPTn87PaKfHkkSNAfiDy5adaYr9w4fteX3/RXf/dgHGFI6AFShaC/AU8lvFT2gaIm9Jr7FotlaxgBfIu17m1V6iZk895vvq9G1oFVxScv1npDq1JfQjYFr8bR+S3EeSqsB8wyL/SY647DJS3ZTfRSMy8OS2LExwIfQLxB3YgF/xbT1/+e8tImHNUqpZ4o+v9nWuufFf0/BdFRv1JKzUfGxke1hFDsJ6Pg89gUDeAnnath/bpO5sz1M5zQePQyaSayIy1BFpU0olgHEGuSzVjfjFgLLsDFjr0V+AMSV1YAPososTQCKmoQi+d6ZOzkEL6+KEL1oYCv4DKz/YgSL0EWg0eQxeN+xDLzdQSAliPK5Ms8zK1UcAXwQbWaPJKccIueM+LqH8C5sa2E2T9M4LAlRjyEyx5+ro3mniO9hl7K31QLCSSIfhyOWsQmjLwKF+hvZQDHh7fmAJddhgCFU3DE0F3AUpYcNEv0ZRGTdDWOvXkEwS08RyqPIZyHk5F3G0I2NQdMlDvqskRnWKQeQkIblivFgvIyUvkSEokka9t382WtWXa03IAmy37f5IsZyFyymeA2W1wFd/XM1kr5U3PG+UofWZ/UnvIVfKqg8rokM7b6Ki+VWRnsHJyAxE1b65UP4cLswVnENDIOJwFTK/+8rK7/1Qs6UjPGlBfCwWBmXHW50qCyOaVS2eN0JPiZGPElbdLeEYkRr0bfcDVwEoVCX2hd+5qmL97w9+obHlk30kdiTf6EeY5tWuOvqqKxNIpX0GSCAQLDKVKBADqdpr5/YMSVG8V5FOyadSKiN3oQqqFh8z+IzmkC0koztfLvT2YyE2vD+Wi4RmnSge3dD5c9vH6TEje9TbAZwHGidiHj+GEEzJ+sNY888hg9jz/Jc5EwgUSScKFAzTnmhq1KjUe8ELMQV/fNi7V+eqG6ugQBZ5OA51rFSnwKAqCrEN1oWQxADAZ+YLqXK2jVkwhoCPr6k8o3nHlq5llfWOdLpG8C2nOV0dclTpp69sAlCyp633h6f3Zs9f/EiP9vG83tCHn96eZ5rKepBtkAbdxnnP0VsVCfY9pzMxKKkd3nOBZrvQ34ZatSTyKbyiEkwWoiotttcuQ2xFBxNrKRzOFCKJLA/wA3x4lFMeVDm2nbNyxjRGLEG5GNdi2iU+qRuPjJiJ4dlRdfurTWJx7iez+yzn9Ya71MKfVdJHHz8wc7eFSOPVmFuOMC43h0o490pp/xx23gstoO5hYQ0NKJAJ25COiZhcuozCCJG0GcUrcWq08iLqNuxIU1FVHm48z1fMiuNWE+j5jz2hGwW4mr+pFDlNBEREmsQ5IsbjLX+RmihDPARurooIRPIxabdmRPFwMmqdV8Wy/RmkXqFqT6xjbcLnoMQnN0xBIjfhriArMUVbtixH/VRvOdR3otvZS7VAt3m2fL78OZ6TvIaXCwvesSnWOR+imSIDAO675covd1R7/sYqy/u3H0L1bK2Dsr//Cup0kpxTcR9+FCZIzdp/UBK/+8WBJHxtYMJNa53OcjXl7Gty55TGcvefHvb0HDicj8KWDKImql+lWh4KFUTvs8X66ypIKCznuDw3kvla1OT2tcqHKFHYHexIqi69nEwH31vk2C0qqgd49d9LsNW378vunJC+cdh9aoZCZfsq49nTtjZgWyWTqJIi7dGPEgojcagF48L5WePXbO5j9+vHTzHz/+5aL7zEH0w1aAVJpqn0cgUo43aQK+sjK0p2DdBjL9JVT0D9CDWOEqi9rdqxVNmYl15anZ4/ASqeqSJzeP8w2lbFKkdV/b+ylfOqcj63enC4oCmqTn+qLWHBtFwH0prl59u/m/C/GqPA7kcjkKg0OkcS5yWpUah4ApjYDhBuATxqL4RmTuliDhE18w79Uz59eYn35kroRwGeNaQV6BYjgb9W3r9oAJxir+FGJBrkHAawRx8S+IEb+yTes7WmXxf785Jo/o80/uCyqN9fop83O48gxihJiJrDX3ImDegvacee7vmn7OIuFCa4AfztFX9CPGjnPN8ybjxK5vXnTTWoRJxQ+sZ8lI9n6LuY5dW4aQd/YfMeLXttH875uE9MqJ+dwB7NBaLzP/34iAzwPKKPg8BmWx1rtalboeeKtCqyaepJqNT9/CD7dqAutx1rUt5u/1iPtuAWJFyiMKyYdYC9oRZVeOWBDeh1hLTseVuPPj3EPFVpOxyGISQKypefaOH8ogCvkfwMdMHfpKJHZoJrKYNQJDTGUzTzKBidzJmL2eYR6y+G5CMnXLEEVu2/AnxJp6RBIjfhJCom8tqTbg/30x4hvaaN5ypNc0gPNAO/iVCJAu7psSpH8OnqEuFs5N5ueVLj/CWb6HMMkTwFdfyMW0Jom877uPVgOPSJboIRapryFjrxLYzRK9r2X3xZSncbHVWVx5ymBqaoM/sKuHyDPbcvmSYAme5yOf83QklB86c9aavjeetqnuR3fM9z+wVitnJLeUZVFctTKAynxZZOeza75dVfrQuj3Vv/pHWXZC7QwvnSuodCancgVf6rhxeV0arkHe68wY8SQynhuQjeipuORDm1l/JlAXI/6jNpqfRcDcSBiQ34dfe4QKmpyG9NAQXkkEPXM60T0dtOPI/TeZexS0orLjw5dmhs6aPR2l8lqhfUPDwbof3L4hunzTL1RBn4rM4wk4UvRSIO9pbAxaCLgQVzrS/i7B6cbp5hqW4mwibp76kPFwrfnf6iK7ybL3+TSuNnsGscaWmndgCea7EQtoGa7uffG6rHD69lUIqT0IQDuTvZNJLefnm2LEV6Nv2Bl5fOOiyW/9fjayob0DeGYk/OGflMVaZ1uV+jYCHk9D1pV7EF1dhwDsPyMW4FyrxAPmTRY7cWJvAS6ioLdHe5NVocH0RO1X3+seV7mnZkdf98gzL1Jx4FaW3HAq+ycmpZC+m4VsDkblZRSt9W6l1Hal1Eyt9TrEq7r6YMePgs9jVBZrfXerUisRq0z+L1zbM8jYT7O3Wxdkwk5B3DkWGNlFwkoY2YVbEFaDlHizHJuWRslWebFEwdbdXYMkv/wAcStdhnPt2WP+qPUI6LoCUVh1yOKVBWrR5NFoHucULuVO/COLozbHbmKJzgN/YpG6DVE8PSzZ2wV4OBIjbvn9rKXOh1hZLDfhiTDC53c0ZBNi9b3C/K+QBekHeilHZUF4uUUv5Q+qBR/wIWRTsgf4ll5K/OVt2T8hDvy/HJLDhWrkcRWHUtnJ9V7Fx69d7w0MT8yXhsMqnfW0Unp4dlOy6z8urE6eOv3pyj8tQwf941U6u73g9wLZsTXzE6dM6xs6ZVq48i+PzQ6v3l7w0vlcZmJdettP3pfMjq1+b+/Vp3l9l58wM/zMNs9LpLSXzJCvjCZyDRV5ZL0Yj8yTDyNWwT3ImJ6GWNYUrjjEEAKQzo0Rv+HdZ77m9tc9eDPmOx0MUppKkVCKqOeRiUTwDacIV5TjhcNsw5XrbDd98NjQmbNe0/vG02uCz+3e7A1na/MVkcrUjCa16fcfnZqdOmZKzS/v+c6k9/6kBrECgotrtcAuj1ho+hBXeC8yVn2IrrJxmBXIe/ebft+OgFF7vTZcOMN09o43xbR7IrIxH0Y2MDlcgtQG3CZ1OwKgLA2RzSC3P1lcLftlhgFhmjl+P9c4wgjQA4wbPmlaYPX67/YBX+IgdHSG8mqWefZNRclwh5Tl+oYU4hHYBexpo3m3oU6KAqliC+tirS31FnFiEeA8tN7esKnruEjf8GQUhYJiUseUmrE1O/puRzxbfqC56B5T92mCXcP+rROS9MGyOl4e+TBwvcl034TEmB9QRsHnMSxGSXQBfFGNWBsCCFCbhov3uZe9waa1euiiz+2Ou8ycO9F8HsABT3tcHY5vMoLsbuYilpBPIAr0DbhYqr8i2dhWLkaAo8ZlxWZYz1iybCNLmN1UMW6kcpNi78QTWKITQEIp/FzDAmQB6AGWH2YlnLOQuKEUzqI7YiXhKM8N45b+C7JDn4mLo71YtfBhxBLSBjx2LJe41Eu5XrXwO0xM8LH8LK8AsbGOO3FlF32AH78v09569XtLnt3+MR30X1UIBXS2sTLR13xa1+BFxw/g807cdc1bnqj86+MrtacWJE+ePrf3qlOqut57vi6UhGq633VeuPTeZ3sDu3rae992dlmhMroJmatRHQ35h0+eliab78PvRfG8LDKXraVurmlTHvGOTETe9xRcDGkI2VgOIHPs4l9f8ramk9csf3psd/sCxM1cHgzSPzhIQmtK6muha9DLZFDpdEEnofB3JP4wjbFA9l+y4A0qmdaFaDiZOGu2Xys15CXTEA56QEP3e85/7/iPLN3hS2aSOEJ5MGTxyPxeiYRyBIs+T5hjg+YnjaN42oZYHLsQS/4O827OalUqiczdybDXJrK4KhBF97KWTA8BpQ2mTRFcVSrYnzcuWQj4hlZ2//KdyMa9FEd5VZysWImrdhY216tB4iMD7JOguDgcmKijoc+qXKHUS2czAK1K3QjceojqQ8SIR4APIpbOAuDFiD+AvuE3+7rAY8T9SOjCAmBwOqesPYVlvtLeZEWkb3hyLuTv82XzUV8unx0uC+fMsbvNc+WRZLtrEStrKc4i3gQ81EZzMffqqLyMorVegRhunldGwee/iGjNsFLcguw8GpAJGkSsEE2I630qbvdvd9lW2UaR8RBGdpLF7p4MomBCuDrxQ4j1oN/c4ynE+nm/udYdiELPIxaG18GIBax4Z+8UXB85nibALKrpoo5GBvHRhIDb/axPShFCgt6Pw9VCv0opvqn1fjx4+8oMxFrRwN5g3Gd+r3ie849YDBDbDmw32e82/qsd6bP/RPr/voNe5BgQ85wHssiMypFJNwLyJCzFhWvUArtSC6c8++zmH94f2NkT9Q0Mz8mOqRzIV0VTyBiuSE8bc39rJverq3b85ORcXfk3dCgQwCS4FKpLBwdef0opDiDNxMQ1AkmUihL0Ww7ZJmSO5JDxejGSPOjhYg6tddFDgJQlnO/DVBTSytMf+ci3En9a/FZL9dSDR2HVaSd3PTz9pNmDpeVj64a6vHlb1iRu/eX7BoZDkS5goDib+W1//+xTXjLz2nxFCYWA3+cbHM6qXCGYryjpQ3RRRba+4kTflk57TgG3sbZW7OsQgLNX/GsBRT4QzGdKov6CL1Du5TJD0YHe+80zsVjrzcay91bEpQgOSNoQmn7z/I3AA4hu6sJVcLJufBAgW4V4ndKIfi0ohTLlW23yTqrg9xK9V52SLpSVXIrjy7SUeutwnK6Y6zewN/1RA/DVGPFb2mhOAry+/WcTJ50/9/pCOFiVryzJ+LsG95Tet/oZ/8Dw1ch6sW9iUrG8HgGF23GA91wEqN9lDzLA8/8hIQMpYMYGpk0uIemN923tKw0mCBh8no0EfQ0bOiwjShVuHSq00fxwjPjnEeNGo+n3exFWln9fUVB45cR8HpGMgs9jSdpVGZIpOQmZ5Mto1P1FR9yJJBINIYpsD6IcahDrYz2yK7H0HnnEnVGHc693I0osiewyPVyNXg+XCVpAlKCtcmF/zjPH7yhq1zDwagOOPURBN+IWJqm+pPHzG/xcgcfZLGQFE5jJjyjlz3rOAS1oZyDKvRhoVgPvUYrPa31Iq9suZGGP4JS2jVf7CwehxTmKcgmymHea/wfN/1epFh7SS/ePG1UtRBA35knIO74XWDVqXfzXlDaaszHiP0WsWJNwla0Ggc+30ZyJEU9nx1b3ZMdyP445wiZ33AOQHVczA5njNhnGJqxZKrTd5h6Y73aa6wwiLuIUjjosgeiTU3BgTuEIxn0I6Mmba9Wa++wA+rL+wDSW6J8CT7BIqZ+95t2f39Q4+V2pYKg84w+WdNTV55bNObl/OBSxCSk9MeLW8tvFxcf/Jri164Tg1s6xKpMLosllxtV0FaKhfkSvVObLS2z8dj8CCn04z82HF2vd06rUtaZPJwOBAso3VFOnwokhLxcM9WnP79v+qtOz9Ruf9dduXZ/G6YPjEaqhLUAhVxWNDJwz5+S+1500LXHmLMKrdyYq/7RsVcVtK37e87azkiqV/X6hNDyh7N5ndMnjm8JevtBtzq1FdNUOREefAoTCYbxIBJVMQjYrerpQQKdmj+3c8Z13K/amSlqNbBomms/7TTtrzDuwet667uuB98SI/x5IlWzv/pJK56opDXd4Qyly1aV1A6+ef2JV/NENSnTMAcGnAZQ2M/5diM7EjKMeisAnAvJfhejoS4Dp4OXXMCvQHa2uSk2K5ObuWT2sSgmUdieyTWv3JMxYyuM2MysB2mi+IUb8r+ad9bTR3MmoHLMyCj6PFWlXdQj1USWifE4HLqddfZVGbQPd6xAF8ASiGE5C3EshZHH5OLKjPN9cowuJyehBQOd481kZsujYOFC7A0+Yz2oRYJo2x2eRxepJxDU3hCgkW94zba4xHeGCnGb+r8G5usSyMsQgv+du/sBuYDKaDpN4ciA51bS9WHqQ2KxaHLA7kNyPLCI5c3ypedY/Av/zEnDHTWGf8onIO6kFpqgWjkfe52qEdqiA7PqnIc/YhGwkfg8vqIIQqkXigPXSkVKIR3JuLQJcNuulJA1d1YnIYtPLqDvsqEgbzctixD+GxFHPQLKF/1C08C5DxvEOJDErgMzdPlz1nT7zuS0GUWzpH8YlxVjZhszJXQhgsWTlPchGcScyZ0DmeND8PQj40boyMpj0xq/f6R8ujTTunNaUL/h9yxG9MkKEHltyQwQ4kXyOYD4X8gqFoXQwlNeerxEZR+1I0QJLHL+egP/nmWljfpGZXP8G0CGUN4inMojOU4BShcK2gqcG8ftK0TqnsvmMku+2mudnsdb3tyr1bsRTdFGmpHQsyqcTVXUdweRgNBMNDUX6uvIDDWMXRL3BD63e9N0pMeJqQXnkbN/A8CBQyFeUhLvffvYFPW86Y6JvcNjLVpV2Zi4/oXbgshNOw1N1QMjr7O8veXaHN3jecaXRRzdsbrzmLyu8dFYjAK0fN1+m+XyU+v3483l0IEDeU6RLSuiKlJC58/bPPJprqDi76D3ZGHXrjeoyv6eb7/24TYZl2gggyaQnAN3aU6UqnU1hOs6XTA/mSyMVufryskDHwKGwgWfGxRmI/hwyl2hCkq8+VnTsfFwp1Onm2ECGcGSX15jriVRFt9ePnTSxY+emVz919z3hROZ4cy1L0Xc9S/SOGPEosp5NRcZfxyHa928jGtCjls9ReZHlSmRCFi/ojYj740fm/z5EMXgIQXcUibmyPJofAj6vNXcCnBu411eiEpe8PXRdabkaqLw1c2n4T+nXh3fTlMHFJNmgdmvhGIcDjDY7fCMQ8KncoxdPvv1V2wYmXLyue0ZDTofqcMlNKeBXCMgbMO2pwfGIhhC33yYgaWx5nYil746D9Im1yBSLjWE9pNu3jebdMeLfQGibes3z3g7c+M8CT8N5ORmxSCQR6+S+AHoropj35SsNIWUKQZ7vFMTFdw+ieIutvP3A61ULD+qle4GH52tfA7IIHQfkVQsrgWv10udX6KqFUmAJ4nr1gFTww5lfv/q7RJXHdGRxDAIXxYj/sI3m5YfbrlHZX1qVCiyU8fmTg2Qqb0SqDF2NC2XpAn7YRrNN2LPUa5KgJ8DBWsXWmv8HEUDpIXN0OeI5sbRAJ+JcxyEEdPgQHdSJjOewyuXHLLzrqdRJdzzpCw+no75sPtPdVJ258WOvmz1YXbYOw3trNiufBU7G5w9kfH4PFycZQPRXCgEZVudNQsJsvojPewihEToBAd5BxO2b3/PfV8yp+e395cHtXXkvkfah8dB6bXB330i1MRjhrPxkq1Jlt332O78Ys25lhdKFbMfU47ryfr8uBEKF7Wed3XDyqSveFSTjA+h8/0XTq/74cHtoW9fQ8OyxsxMnTqlDkfX1JvzK86q0UmkUPmTTnyvUVfQNnVvRB+wcvHj+zt1feMPv22i+27zbKea4FHDnxPG8pruXiZk0hEL0lpexx/MonHEK2zu6n+t+pLHOhg9YGiMbN19AdP2w6asZuDADu8mwcay95pgzho+fGChEglkvkQoWomGJGy3k0X5fKQdJTgIwFvcKcw9LIK7N9ctjxGe10Wwp0YbM+xxn2mILl3gFL6CS+Njun1AS0dnq689+U9Wbc/GHZ+7Y+CdknG6ILbmhG+LHIcwBUTMmzwCuiBH/WhvNdoM1KseYjILPY0dOYv+svj3AQtqVolFrrelTigeR3WclAkZtItIGRFmdilATcW/FeRcuy540rl03esM6nJ7sbSyb7V87vidXnc0QLo7x2o1YU3yIUrBZ8HYhKg/7kr4Txjz1k5qSrkAiWzJudk0+sLl/cnYoW2HdKBoBZO3IQjeIIw/faq5Vg8uS3sDedDAjYiozjUcWpjNx9FEgi+HTh5N01EbzhhjxL2KsuG00H7QU2KFEtTAOAXIFJDPzUiShCQztkGrhW3qp8BsauRVZ0GuQPo0ilkQ/As4Hkb4JIcp2qvksjKNssaB5LOzPf2lA8HGIi+x43AJ1trkvyOIxHRivWvjEQSotFcuXkFri7Uifhysn9fzXYHv55vKxA/cUHVcCvCtG/Ok2mkfjP49QWpVSwJla8cZ8ZbQWpQqLg/4/e9n8X4qrwpiN0u0x4stwSS8b2mjOFR3TGSP+GSTpxLrEg8g8G0Cs/U8ioOUdyKZoHs5VvdX8HUA2VBGcLpqAI0lPnXjnk9mLrr8ns3vSGO3P5/cMVJfV1O7sCp/3h3vHt33oig+10WytmGcjY9pSj3mmTQUcQPSbe9lSv7vN/Se30fxcjPhiZFyfhtMDGwbPn3tRxd+XZ1NTGnLBjv7t2udlyeervAfWDvh7E/vRmi3WevCLq3nUtGcksdEjV15XuucUv5ddh6H5GTptuj/66PpX+zv7ZxVKQjWF0kilr3tI56uiqlAWSZm2R82z9Jq2D5rP6hGwaanDNmu/91dyhSsVUFvD1vnz0Nt3sq1vSJWURPTgvFlsmDaVyAkbVt73yNxTTzbvOInML7/pOxuTb3lLB3FW7jxifLDAtd68s40E/efv+VTs7jHX/PUkf/9wBMCLBEsLkeCtmKIXMeJViK7RwGAbzdZb04usD5YdQJlnzyLWcKuPHkHc7QXzjsNFfxfwvFwyEu3e1DhpjYLBT7//y+v/6r3p7+befiSM7K2IXk8ium6jef63Al/b933+u0nBe2Wlux+ujILPY0dsAlFxLGAQ9rOoXYcsMHNx7renEZBRig1Cr1UR4PVjvZ2Prsi+6tydhabxt2Yui9SoLiZ7m4PrCrMtP+duxO2rgXfiqlUoRNFNBl149dQ7aiqCfazqPN7XmahOFfD5xpbtCm8f8A0nc6U2rjSPgGK7cKVwyU7luLKclvtzM5IBPiJKEQT+A7GMeAigvgRRlnkknupaDlPM4v2CCYpVC5chdCDWWlqDKORlRZ9VA+9XLfyPXipgWi9li2rhawgrwHTEenQfUje71vyMQfp5AFl000if2Y3BFHP9/QC6kWaEgWAW0scF05ZqZNz0m7Y2IWDgOA5ANG1A7AQEkFyKWK3tPVOVk3vU4I6KCWVNAyinBy2BdiN7W+tH5fDk+FxF5GOD5x3XlK8qDZPJEdrW3Yq8u5/te3AbzX0cgiS8jeYHYsQvQMoi1iGclduB7RZQxMTCNB+Zn1bPVCAL/m4kvjCAbDz6EH2yCnnPa4CBk+588vLe+qqQP5tLRgaHeyNDw70FVGDh3SuqTr31iTXc1GybdBYyjpS5jgUkHjKPcwiQSSCbMrtxK5jjMZbdFTHi23ExiuOyE2rznR969dbaX9wzkVy+1t892JeZUJvb+vMP3P2bq741Atz3kb8DnzP37AciAX9mZmP5zp2e0iP8kjoUqEicMFmHNu4Oe30J5d/TF0jPaFTJ+ZPSeCpk+scCajtH/Ij+bsLomhjxOvQNHwcuCW7pKIk+uHbLmDvv+OuCmd2xzhnHjSkPR8t8hXxNbufmXH7nc8+9+om7H/zh696/1bTxfHNNG9Naau5p4/hDOG7RRpwLfjcCrl+F6Jq+wYvmV6Rmj3us7B/P1qlcvjJbX3Ht9Nd87UfL9Q2lMeIt5l7TEF22wZDb9+Ji9TvNM6dxTCsnxYh3Ac+20bzdxC1/FMfGYtkL/ICH52UGyiojSGznzBhxz7zbM804sVWn6hA9NNb8P9sQzFsi+lE5hmQUfB47cgey09uCCyJvBOI0OkoMrckoxc8QIDGAKFPr3okCjyqFp2uoBXwNXseeIJnUzvzYlNYEAl52uN7rUOsKs3OIkrEutgyigKpw5PQlgOdTuVx1uKduKFPWXx3uzm/tH98Q8mWSCq1rIj1DycHSfmSBsjGk5Qi4CuCIoO9HXGgV5lHGmM9PUIpBZGEtQaoRXY3jJO1CFsI1wA3AZq0PCsaOqqgWpiDZlt3IwpdB3EtjkWx56yYtIP3/RtXCcmCbXkpKL2UD8FUD7t6EcBPOQp7TVjrJIc+6BnmPwzjXeznSR3MpiqUzbbPxV8PIPN+DvLtyXJavXSjLkAXsTaqFjcUufMPb+S5kEajCcR1atoPO7LA/DTqq88pT/pFyk9YF/OKXwvwXlELIf8XQmbOmFMpKMr6hVD9AtqG8RGXzn7gyeZ1Pl4SyiGv86TaaDwao9hIDUP9Y/FmMeGOMeAyxqF2AA35W+hG98VXgv5DxbTOtn0R0xGXmvGQgnUsPR8OlJYPDxoKoVLokVNqwvXPwy7/7TGyA+DYEZBRw1E02jMeOHY1YzsKmLQHzuV2vtpq2jzVtnoUAuy57jaHz5g4lT56+Obx6e1KlcysTp0yrIOA/aFiJnsN6tZr/RebhRKC/vnT3LeMqto7QxniJVCCwp39831Wn7g7s7F03vHDK8akZTZHhV00KFUK2iSNt7Mfptiwyz3zA/SZ+8Xvk8gu9dK43M6GuK/O2+sl/f9vZn9yz9omyM55ZVloynFAK9JYxE8Zfe8lbt3x18uJMm2wY3hMjPgepqNSI6BXrYrdUeTtxiWTD5sf2bxTZ5M9F4k7vzo6rOb3n7WdvQRIYn1iubwAJyzkFme99MOJFWYBsJleb78eZ/8eYe+9BqjrFgJ/FiP8Z8WK1IOFEH0I2GJWmn1KIviw17e7FbdrPNe90IrJ+2CS4ELIpqQbejMQF/3uKUhS8YzPocxR8HjtyN+IyOQ9nJbgXiVPcSwzt0rVITNQ8nBLvQpITgif3LVvXVh6r2lEYG0oTimQIDgVVhggptVOPtbvnUmSy1yPWOc3eXH4+wO+pQl6bUMvy0MCw38sXooGh4UQuWurz8jbTNIEoPUvWbOmeuhHAWY7sxmsQBRc17X69eY6VSALE60y7UsiiZEHs6UjZzk8oRSOi8G7W+uhb3QxY/AAS+xjFxTvdgWMFqEGU6VzEclCDuKzzwCrVwvXATXopefP9JUi86+nmeSy/qnVtNSJ9VYnLzm9HQOcpSDWRYplsflveUoquiWljNU4HBJE4zoJqYYleOlJN5ETEbb8VGQN27IXMM9XsXDa+UNY4mFSeDuIAdxPwzGhG6guTbGPVjHx5ic9LZUbAe6G8JOwlUg0qm79Myzw6C3ggRnxpUXwnMOKytOEam4H77DFVp3aHJ33ouSurT+96dXQaJyPj6hkEsNTj4rCLJYnMr1chwCqJs7JtM/co9NeU3/Sqe58++bnjJ0VS0XB5wfN8ZT0D5c+cPic5UFt+MTLediO8v2/G1Ta34yqNWNMsTdE0c596ZCz/ERiMEf8qkiwZwYG7Mea6eSBQiIYCyZOmbcW5gw9abQVAz2GVWs0zyFzILmhaXoVsiINARqWyAe3zeSi0KhR6+l5zgi8fDQ8WAv4QAV/IXCZt+jNl2ltchvhvbTQ/+7q+X59XfsuTp1fc/GTQS6bLMpPqh7vef2E+NXtc7ROzTvSvGz8jNbZrFzl/wLetbtxwJhh6Y4z4V4viG9cg+u0kDDdr0WP4kLnnx+mAPC7sydJiVQK/MvGndxedT4x4A7JuhHDg2XqZukw/JxCXuuWT9sy1rQcrBXwDyVUYQHT3teZabzLXrcCVfA0im+8PFsXcW1DdiZRKLQ4JssVJ3hcjngfibTS/lNXHRuWflFHweaxIo84BpXsECgABAABJREFUv6Vd/R1xP3TRqLsPdrjWPKQUTQjQ244AlU4E2H3y8fzJq7+Y/OKJFwdujwzrMBX0FvLaC/UXygob8tM7EGUQQpTIAkRJrMLFgoUwMZvZQqDQM1ytS4NDwf50rXdc7bNb8gVPbRucWL47McZm2m9CFp0FOLd7n2nXuYji2YAsZKWIoqnBUTMtRFxA1n1s451sJv5sJP7HWmqnACcqxRdfBAB6MvBl87clQrbg7RacpaYGUc4WTG4xzzMFcbcPI5uHeTgFb+PnwJGK9yMKPYm8ywdwtaUV+4deUPRZAhe7N4wLmbCLpSr6zm/aeyZwm/n8bOQ91SNAYRuyiEXNtXzZoUhi3d/mdGQSgRNmXLFum7nfauAXB+6+UXk+SU9p2OrvTZxSKAsDoH0+PzAmW185XCgL9yLxzgoBoPdTnEVOvAb4JQLe7FhaHyP+rptU87Ty+d7inb8bP639z2NLy4/vy0352IZssDp7AjK/L0betQU6FQjgWGHueRLOvTvDHJ9BxkTnrS0Xf/b1P7qpc9yGnXNSJaFQx4T6sTunNXLH2y94ADcmxyGgJICMIwuO+nFZ25WIvnocCf8ZRsb9aiRD/Z3IOLMu4DLEgnaieY7TTLss0PqRsfweUgylmwHezd0x4r8199L5qqjKTKjxld39zPbOD168MDO2ul5HgmE8zw8qgwsjGkD0nTbPHDDv55sATZ/53dX+nv4KXV/Wn60p1f7OgWDD1/5ateurb/GyTdVqMFqeXxstx/SzzzxDDPghSKhQjPhtiD6cafqm2MVvkzxtgpg1ANjYTGs8eH2M+F2mz6fiSiTbMIgSnOXZ0u7Vmuvb2OGs6e86c44Ft3Xm+DpkY1OFeIm+hOiX+qL3Y/MHQBIV7zKhIKuR2uDWUFFlzrHeoG7zez4wI0b8i6Ob3WNHRsHnsSaNuof96YX2EqUYgywKlyKWy2cRhToFiadMAFN+lX73jmHC9RcG7q4seKr0Jh0LPFlYmM8RtFmvxdUznkCUeBUybioQ19gE8Cb9feOlqfHl2/T0qud6v3b+Z5+YXbum8PcNlz30vlt+/jiyQGxGOOiuNfdPm2vNN8/TKNdiGs5qoHAB6vZ/cOU+bUJCFQL0qnGu6iSiYF8HfPcIevhw5IOIMhw097aK3iYDbTF/T8URbu/AJQBEkAXjctXCneythLPm+dPmmfuKnttmrp5lnt26thcdoI1rkMXcxgWXIv2SQBZ8a63QuEWk1Bx/PA58Yo6xXH5WuU81bQwC4cxgZP66v8xjwy0z75wZW/uJaZeuX/8S0FX9y0rilOl/iKzefpV/T39FoTQ0rDUV5PJexwcv7sbz7Py3lvGZ7B128WkEeO7Cgc8Z6Y7g/3qhvFc6a6AJ7e0KNQ3PGHy2wv/ct2aWzb7mGZBxuBqxMtlNyhCwuI3mIQTA/hCxWM5CdEwfAlQ1ULVnUsP//b/7vnXBD875xLhAf67p25+5+j+ePX3Oc8PRUKr8thV1Zfc+25gvDYd733Dq7PSMxm14ng3jsbGW7Yh7+VFE5zxbbNWNEQ/iLGf2czuulbnWEPCVyo6+nWe0PVpywt1PrT7pzqe20HXkw7GN5ntjxNcB8/A8r/JPj/4mNXfCN710rkTlCkor5SOfzxEOFnDVkpKIjrBJhH3A2jaac988q6Zy8qljTvC/c3LQF6Am3auzex4vS6TWDlF6zzOq921n79sEm3Q54luNE1MLmV2zmcljgqRyA1R0JSmJgJdG9KDVC3Z9twC2gLzjHkzMJBJDepq5/k7EQHCdeR89yAYjbL4vw+kMH45C7yREn/QWtdlunG2lpV5k7TkB2chMNNcvQ3Rmxhx/NrAoRvwryBgeQvSnZUfR5u8Oc13LhjAOAeN7hZX8q4tQLY0mHI3KyywmC/yNCBgpJn6vQ6wjk3GxMtkModRv0u/afn36rX6FDuak/LEFddaqaJV6Oy4ZoAeX1VgFBPI6qLb0Ty50JWvD/3XX/9a1DzXmtg+M35MthPqQ5Btr0VuLU8inIiCs3lwvhCjsahwoKiDK3Co0cMDJih9XIjNU9NxlyEJ5tMFnLY7GZJC9K4mUIfRN/cDbESvpePaPfUyZY31I7NzrTdvXIhacLKLcbfxnHkfOP4hzi3YAZ6kW+hCFvgt4Qi9lSLXwf8giuBWhqSlFksfm48r42Ri/YZx7sNh68BASYjBU9Jkfx/k4jpFEKBUopEPnrYnP//Ka+Py38fyZ8y++1Ko6JDv/VcgCeCvwGF0HLx34SpCfXPPnZ9/86JJvRB9Y++7IM9tLMpPrEj1vPWsoPb1xLezF5OBR9G5ixMNIaE4Pe5do7MLjnPD4xOO+SCGfS3iagsqGxw4ztLosmtoZ7g+PTVUBDyJAdjmyebutjWbLI0wbzY/HiD+JWLFOZO9iEr1A07bjJlxAl/4z8OwTxK+gUKDpf/4wr+ze1VN10J/LlwTLMk3VDTroz2emNGxC9IgP0QuPAB9to/lAtFIgYzSAjNlg0ed5ZFyuBr7QVnv1VBwB+lXAWmrVz+jSfRyhmISWdoDY9ynz9SU2hlbviCpP1eApH8GgRtgJwggQ8gEz22j+B46jFIAxP5z3xlxnpqYvmR9KESgNRAv+CRepys2JsApt7bIWQJs8ZPVwH2L1tfKa2axp7qEqM0B5TTVdKkRpoZfqoFGL1lJoN+kuu1zAZaf5vh7ZnO9B9M1EZE6/E3gYqbhWjwOzFsRmcbRJ1n3uQ/TiEI4g3lqdL0Y2FJ3menead+JD1ia7ie1H9FkdEtN6KTIGNyPvMYS49Rtw1tuVpk8GcByno3IMyCj4/NeSExEi8iyyOwwiO9cx5rcPASDdFNUQzhMoQ5SG3/xY8FFi/p6PAMI95rgKBCSWmr8TwAD4yoeylY0P7TjLuohPR+I1k4gl7h5Eqb0NRyNkF5ON5rjp5l7FFCw2scbu5q3rSLP3TtzGtlrlmwLGKcUYrRlZQI+C3I24jjycJSGEKORFeqnElqkWfo9YpcKI0h0yf1uLwXN6KVlgl2rhl8himUAUcCWyUNQhSnmX6aP5yCK/0lyvgCR8TMO98ytVC1/XS9mmWliEgFllrnc+8EXk/dlwAGtZthnG9xY962M4OpuCuVYOUfaTcFZTcJaVUxHr2Yoj7NejJ7VqDLLAvRtp49NI+/4TsaDc8rK17TAlceqMaxOnzngMiekNIu8gUXRIGdLfxVnuFiQUJw2J5PGj1RCySVW5QX93oCrTiAe5hN8mcTQAv2yj+b6DtauN5nyMuCWtP5CUFf19d2Tl1neU3rd6arapsh/P0+lxNaXDc8fnA5v2VGbG15QQ8EdwgDJxCOAJMu62I/MjgrM2Wgv/4221V5ciiS2dOOqk6cAHqFVfP5yNh7GwXox4i9YjMbPDQD5fGU0kT5+5CZcFbjO90+YnyQF4huPESkKzSk9JrdzVXxrKdiTLKsdmdbjGq1BefUNyqM833sbdTi7qjx4KheuPb3p/onXP1Vf4J0T8E+889Q2hGaWb57Gq52nmXTlIeSRINlBB/9p+qhKIbrLvphiEWiCL6b+g6SO7eckgHo2Uee5JuBCLYne+rTxk9Sy4+N+QeXaFq6A3iKw/EcSqugz4Gy5x1LIapBCw/ipzf898N898bxkP6nFu+9mIninlEGwP/8pS2MsOc+zIsdnqURkRpShRijOU4iqEgigCIxVrssiOPYyAIJuh/AgOsNnkHSs2q926aVII6JyNgMINiCKwlrIhRLl4uFhHm1FplZMfF491FfBjZCdsF40tuEz4IALmPBzpuuUTtcqPot9J9qbuKP7eWuhmKMV0pZin1F4L4wuV65A4J5soZS2Gt1FEiG94Pa/HZQw3mmfYbJ7nj0XHPoRkE38XAaG3IguRpceqR9xTQ+ZaaeQdTEf6aTfyrreatlxtrlvQS9mul7LNcHjONcfapAhLfxI01/6mXuqI7E2Zz58isVqfA36CbCKs9cMustayksSFQrw8Uqvqgc8jcXJ2TJ6E9ON24LWGauwVLW006zaaV7fR/Ks2mn+K9H8vEp4yHplb3y6OZTQA6RFkrhZLVX7Ytyq5qVQNby/Z4i/LVeaHfUPp3eFuf1kuEJmQtBbU3yNekueTR2Ck/rgVX9F3Vm4rv/Wp3YVoOJovKynLl0YqfEOpdh0ODKdmNJWiqUbGuE1wfFOM+OmH6JMsMgb7cJyaFch7vgX4NbLpzbO3t2EnogPHPN+DxYg3mWv9H1KX/PvAjTHijaYu+uPI3FzN3jGVSfP3diTUaV8pV0GvEJweXaMHs9GS7u5dlZ27nirZuuu56tKhDSUrt74D2Rx9GymH/Fty+f9YUPGuVYE9/V8CPpTvyXxi17tWnNbzq22NFQz2zePZO2ewfsdM1nZMZGsBia/ciNt82M1hxvRHOQI8axHgWdxHBWSOWIo3Ab8idrOxrzXVWmmHkHXHMiGkEL2XMef6kXf1pGFn+BzCoDCAbBB6cJvVaeazIVwMabHBY6c5zoesK6eYY+45QJ+PyitURi2fx6Co1Yb2Yg2XcjKXspUkHexGczpiKYvi+DOtJaQHqShyGbKrbEeASxoJjp+LTHhrEQ0iILMLZw2zVrtvmHOXmu+CWM42B/ry5lrFO/AxiMJr0JpvKMW9CLCxNCS2vTa4vfhc2N/amcNRCFn3t31eGxu0E3gPRYpTKa7TWqx7ajW1iKVgAgKIH9JzDk1Qr5fSqVp4LeLSvsT0yXXAb032evGxdxl6pRORHX0JArbv0kv3clliKI5WqBamIolZg8jiYONJZyHAsThAfxKOszNinqMGKdF5vV5Kt8nOPxFxsZ2NSxbajdsAlANf10v3snradmnTN89h2BVUCzMRkFKBs6oM4uK79ux7nZdQLsZtVIaRBSyHjPGdODaCHQe7wCtR2mjeFSP+BWTB9QE7isnki+QaxPI8DgcSdhdSvv9Gq9d33VM/o2xu//bQmNRkNIFxb912vS9cWAqsaaN53yz3g8l95udcHPdsEPh9G80j8adtNKe/+Pk3/jFfHqnN7qzu8/Unk76uwcHdn75yaiEaKsfvWV1hw2Z8wFdjxM89RMzwnQhoeRdiqbOZ1P8w59jElH3FJtE8n7Qi4N5mTysEEH0G4av8HQLepiFhMnMQHZAx/3+zjeZe9pdeIBs5pbLTi/qGM2uHphXShXBoVmmvV+r/9Q9a7tqBjMl748TmABcnH++5YnsNp+WHCZAnr9OFYGb7cHX3kvWvLj2v5vrKSewqZagjQ2B2iOztiE4+F1hs+iFsniOJbF63Iu9qu/lsGs7LBKIHuszzDCK6woJr64myxgmr77tNu2sRHew3/bACceWHEJ0XAb4XI+4z39+NJGGdg+iWLBIyopD1qh/RZ/b+400fbsfFqPciYPrbbTRbUPpvJIrCXvu/Y0dGweexKVcCr+dvTMJPNWeQpxuP+0ZcoSW4mBsbCB9BqIHeiIDPCTirl4fEHJ6My3JPItY9kB3ojVq72DKl2I0o21rz22bAFwfeW7GuG+uaagLQmseU4htIqEAQUWBjEIVnr2mt87rousXj1o/jCgRXcaMDsUxMQuKwLBFxEHinUmzhWfIIILcuxwXAxWo1S/ScQ5ea1EvpBr5ifg4peim9yIJ55/Mda+RiRLF2IkADXIyo5eoLm+9CyHuKIBsLa/HyA7eoFtbhqketQZI4LkIUeh9usbgZ+Plhtg+9lHWqhY8iGbgeAvIi5u+/I8ll/7SoFqYjHIEViDXq7wYMH0pmIc9WiTx3ClmsIrjEqf6j0b6XWkzyzfbnOWZnjPhliOV3JqZYwz2zLu1XsImCOnHw6coFg6t0X2hM6uGn3nnyJpn6R9SOfIz4B4HXIjG1WeDPx7Pytji/nY+MsQrgydpPTl3e/fWNff6+5CDGxRvY1jWYaapuQCmbvWxdrGlkXE9FLHgHurdGEpIePUjzViIhCsWxy2FcXfqDSox4NbJRK2YS0ZgY9RjxsjaaB2LElyDu8eMRgJVHQorWGuvoftJMWzpO7E9KqXeE55X3hOaWPZrvyUwsDObp/enWh/mqHBcndgbixRpM3Ns9jnRhamBSSTK7dXg3WV0J2ssP5Ou7vrrxdbWfnnZ7cEq04CffWULqz20052LEH0Tm82xcxnsKSUSzc7UPAdmbkL5WOOaBjcjGtBGXbFTsDRvGeRQKiH7NIiC30nxXhaNjqkB00x6EtSSMJE2ei8SU34m8LxtP2oezeA7gKJk8XKx7AtF7a5BN1ijN0jEmo+DzGBO1mhogRortPMM8aukmgaacsQSpMPv9IM4d4kOU8DYEdJ5sarvvFR+jFH9CrGKXIRa6BLL7TAE/LQaeRmoQF7zldbNWScXeNeatVSOF7KgjwEalmIIAp78hQOC1CPC0QNUCjOIMd+vGt58FEaC9HFlwfIhSGzb3yiHK1QJPcFQdliBZ4RbzHgQYx3h5aYLC5vcQLjvdPvsQUibRuknvRarWnI1sBJK4AgALEauMXdQ9ZDF4EHn+MDIOHgGuM/Gnhy16KX9QLQwiAH4SsrD/HPjlvhbgFyKqhfchrjm70L0VeEi1cPnzANCdCCjYigCECG7REpdqlx78Z9v3Shbjft8v81drUsj7f1CG/guPPjAu8Lj5ASDOby/GJdylgCsavjb7lKFb9vw8vWrwnRh2iLJH1m9LnDmrGqVseI6lLLPz/0AW3cOV5bis/UFcWMnP6NKHiicFFz6yrznJhinZDHuFxLO/ruiYNyPk7KsPcf27gd5CIvfa5KO95yUf7NH9v92xLftc8tOtX1P3Ni2d/4fKd094E4YgPrc7PV5ndV6FPJ+vyj8p35lN5tvTvarUV1NI5kszzyUv9DeEbvKi/u//lrd3/1aqVJ2M6LKbTZu7EHf3XtbYGPGvI3Mqh7yXNcimfRoCFG28bDFX8AAuxKkHxzLSjYBwmyzaiMRbP42r8GRZDYaQTW8DslFcBvwBGYxRZJNpGTnKEH0eQgCmpXQaRuZ3ufn8mNxM/rMii+6xGT05Cj6PPZkIgI8cPgoUUHhohggQpIoMfbgYKKvM0zgwN+FAF9UajXGlmax5m4G66yAVg04w99iFUxQ5wOcrzaYiE5K1qV3hXK4vBM7t2Wva8mFkt11ArJ3XAB9D6viGkKSaKhz1UBjnzk/irLPWCrrxjjdf9P2LJt+VV9fo7yHW3dm4XfO+ksdHFHHDbtvnu07zbC+aqBbKEODbYSyo+8ojiEvfQ/qnFBdDeY1eyt+LrmXppq5A+qoSVx3JZv9bq9JkxKrRjij4McBHiysaHamYtvz9eQ88QlEtVCBcqnlcQoRCQiQ+gMQNH0zuQBbgYcSyMh/p7/VIFaxXfLLRsShxYiUIf+0OnNs7AUyc+vS5VavVTf+N6K9C9zvOSRLw/wZ5T5bNwtL3rMMllxy5dOkMterbuFCXfuAhuvTmQ58ICIhahSTNFScpVgO3tNFsE75eZ551Fw6Y1QHfjRG/+GAhA820aWB5a6k6HrHwWv2jgAt6fry1v/LdEyy1EJGFFR391+9ApwqeivqDdGYHyePX/fnswO929g7+uT2rhwvr0GxGv/1qxAodRoBdGClPfOOBqmC10bzJUBqVAJk2mrMx4hVIJaJxiKvc8nza0Khizk/LLjAX0SXW2zaMjIESRM+vRhg9zjDXm4YL0wC40JDdJ4CuGPHPInN/PC6ufJM5Pm/exZ2IrisgHK6vaPaKUdlfRsHnsSei/AJo5rOFZUxnmDAJGhke4ZS0iSQ2CxOc+3rt893AANH25zmsErG0FR2n8ZXmpk/56Lr28e/etibdGazf+fsJma0/nbpbp302Vuf1po2WJHs8EkP6RiRY/mxkXA7iQJS1qFo6Ez+ixDaEfUneMPvG140t3XlSR6Ju5yVTbhn/0I4z2gczFbsQJTXX9IOlPLHmnuW46iXFcW4hXqRdtClV+UEkVq0M0Ibn87NFFYVAMsxvQ+JJLUVVGgFSUdXCBcgC2amXklMt3IwAeJuRaq3OViEHcbQoNYhVoxx49p8Bni+y2EW0r+gzG3rxBg4FPrv0c9Sq/wPegksM+Q7wd7r0EVl3R+WIpB7HAFEsg8CsxVrfSRH1UIz4O5BYzYU4uq8dwH//02CiS2cQN/jDR3KaIXBvRUj6xyNjzjJCzIoR/7b57g24Kk9WOhFwPZtDWD9blQoCZ+TLwrvzFSWhwM7etNJaA53pZwZOxVlZ82WvH7O7+7ubBnPtqSad1h4urCZPgbROFkJA8+CZs8pwFGrTcWFLLUA2RvybB+pT81mi6P/+GPEvI56D8cg7PR2ZR/NxfKCliE7aiQDw1+LYB8pwHpcskunei6PTsowkeUQ3nRwj7rfxy200t8WI34tUbatk7+z6VVh3fi6/Z9wnr9vQ8J2/Z1ohsFj/e87tYzXbfRR8HnuyEQEPDbyBjdzBCQxRTYAI+RGAZq1dERwxeT0SAL7scG6i1Ah3W68Bo/vKdhwg1AC+8mx1oCJbkksEeqJTE09GpyZUsDI3M7mplI6bmyYiLpbJiPLoN7+7YaQO+R9wWZM2frQcAWAJxIqpzN/rPZVPzm9YOXNa1YbBx9pPqtgzVN+RyQcbrph+c/BPa696Lp0PDyKLz6k4Ivd6YB15BilwKx5vRHb41pVUjwTtvxjyWiR7dhDHm3opoFQLH7auZL2UgmrhUwjYfA3O4uBHKGSs9foO1cI1yEKYw/Ht2UQAazWwMb+WCqYGsVa3vUjPeTTkYG57O+YOLV16FbXqc8hzpujS/4wb98ANUYQRLlcb83gjcMNB5su/gwzgxl5xH0Q4QAJaG83tMeKvRqh0Fphj7nseqqUXXdpo3mzq3V+I6I43IHOpAQkveTUCNA/kEYK9+UcBiIk7/MPAAjK/66n46+Pjc/UVGXzK83cNDtX95M6VFbevTOrhgg/J2n41sH340b45le8Ylx28pWNo+IEea0iIIDqkERl3G3JjKi/yBoZzhfLIBBx3sqWwehvCnrGKwxDT/4/FiCuEM9qyohQQo0HA/M7gAGlx2JVFQ8WW0Pm45FTL0WrHxCBiIR2JEzdxtbsRC2yxBXo8cNtCdXUc2chfbu6baFXq54u1PqxnHJWXX0bB5zEmeg55tZpvA+9nHSczliwFsqxmGLcwW444G7C9C7GmfUPrQ8dSKUUNQvlzOqJEnlaKb2i9X5LDYwgArcUQoSufLglUZXrL5w50AWz96eQJ2345eW5yW8k4VGEb2rOu4xwCOJ/DZbmO0ZoBpfgqYjkIIQo0adrvIaAzhCjD4fqSPWUR/7C/oaSzQ2svsqrz+DF+L98f8qUj06o21j/bNXcX4taqMfecjyi8SuALnMzdLOMOfJyHU55/5fCoZl6IvA1R2NbSUDDtOQdYqFroQRRtWi8lhcTs/dFk1r8Wl4hh3WCvwyVH2AWvGJgpXKxnFmep2Qn8WS/dmwD7FSZtiLWyBFeW0Vp0/3BYVxA+x31jlY+KKIUP+C3i1rXxbNcgsbT/9WLc85UuzbT1xIk9iiSP7EDGWqX5+oEDnWMsb0+bn1eMmIpOfzUgNIsDSv2I9bEaGZvFcZQVSBzkCAAypP9XIbHLPmA3Af/c/tiJdaF1u7oj63ZtLJSFQ+2fe/3pwe3dGyKrd/weCWPJFxK5y8jr44KTo53K7/1DDxcmIq7rYlq5PDDXS6QGVCpTQ3nEw8WyWz7hSuD/xYh/4HAtyobHdTGibzsR8Amuolsx3Z71su3LJGDXoy4ErDayd8WjPBIKk8DFudv723MzSDhDwjxzP4VCCPiI+dyGLZQCH21V6nOLtT5ksui/lij0aLb7qLxUoufQoVbzFb7Lu+jkIoY4D1EENgHHlpf0IZVI7gA6n88ioxR+4HuIGyyBgLELEZ7M12vt3DNa06MU1wOfxMRiKk9HM92haGhMaji5pSS84/qJ8wt5hRfIF/DoJ08eV/PXM221C/cT5rrrlOJHCE+jzXKcYW67HUeOXu2pgv+1M/7SXRHu19lCINsQ3dO3fXD8OIVWkcCwddkfj7iApiNKshGJJ+thmAs5nm/wLDchSrVbz3lx3NCG7qiG/V38jYhF5Y9F361ULdwA3GySgE5D3u8U8+ypovNrEGuMRhYJS69ixf7di/AVrkbA/AuPqXsJRC9lWLXwMeAHuHhXjSRYvViW6SORSxDgWUzX1Au8Ril+ofUhk07+leU3yFg9G5nX7cCPm2l7vjCeV6qcwP7ljHuRzfNKxGprKYgySMhAHiBGvATRj2/GuambAD8+ry87vraiZPWOmsDu/gx1hWj328/yj/vs7+9qpi0L/PFrp5WvyHdlFuU6MpvJa+v+70EAnB/pZx8wu/Te1cvwVC8CPG3srKWx6kE2rmM5fHqxmQjAtpu3NGJJ9eGo34ZwIVIWCBdjChuvnUHA52OILu41zzKIrFUN4LiFjdQhRogS0w4/4qF6xN85WMbe8bKY+1QhfL5HPQZ9VI6+jILPY1T0HLTazCpEyacRIGI5IUtw5Q9vNBmuhyOvQixpe3AupSEE9FyOJGsUywASCF4KBP3lue6yOQM123816bjai9s3JreU1OWG/BX5pM9PXk1EFFAC2S1ncQTRz2D4I41U4uqf2521dcFbXr3esZEd604pWXbOrv6m6tmTVi+bUb2+b9muUyYMZUr93cM1A4hSm4corWrT3qB5xjvM9U/Sc3iWFzlbUi9FqxaeRNzsCdOOqeaZCkgfliN9NAshiS9DFnNrVYgiAKwSZ+kcwvHd5XA1kC3vqlX+5cAXECtEAnhStbDYEOG/IkUv5Y+qhQcQntZKxHV4j156UHfnSykns7/b1Ya4nMihM57/ZaWZthTw2zixGzHx0ybJ5liVfmTeFccTWhL1tyCb89OQefuXNpqLAdEZMMLqkcIRsEfw+7oKFSWB5AlTNgV29aQz46pzgxce//TPP/O7EUt9etXgLlzsZh7Hg2yzva0XK+obzpRpv+8DyByxG84sog/s7yoOH3zaSnhjcdRMlQho7DfXmYKsMxW4JKQconu0aXs7onPCSKZ/N8JIkjTtCQK/baN5ACBGvMr06YcRkB3BAeCxwAXBTXuuM/feV3KInvu3Ec1ozOeovDzyNKIEdiCAzFIr9SDv9rdHADxBdrtWuRVLwVx/X1mIVPJIAmQ6Q0FfSf7M5LbIxI1fmz0r3Rmq8vw6rzMeoALIrrwPAVNViKXuNuD7Wu8V43cFAoDTiOXSUi+VIMpl+QLfU+kvpL4yf8wze/wLSlcGw/2Z+SxgxZfOXrzjmoc/F93SNymKgLttCIXIhTjlmUcUm01geank+0i2dhMSrmAJnC24tITJnciCcY5qoQ1R2h9C3mkJbt4WcLXVw7jQgRSitK0/phIXh1Vhrr8Q+IRq4WNHgxbpxRK9lF1I5uthiVqNDwkZORfppweB+/WcvSzOR0M6OXDsqSXd/reWZtqG2bt6zitGYsRrMVXBDkLSXyy/Q7K/LWOHDwkH+p2JjbzZ/BxIFiJzegjnkrax5yE8lU3PaNyUntFoydSfKT55sdaDrUrdivA6dyCWwnJcMQfLk1UAMn+tfNf6GPGPAl8rulcSyTQv5ci4MLci4ziMy2S3TCM7EEvlTQiw/JLpn+JyvSD9ZfXSGsRS/CSSd3ACoreWtdG8CUbey/8g3qCaouuV4CrvhXJ15c8h3p4Ae28Kwhy4stSovAJlFHwew6I1GaX4JmIN/E+EwsLyWP4Fp4QOV2xcp00YsJVvqoEmpZgMbCly3w8giikJhPNDgQntf27Snl9XEChoCiqZT/iSaBXEuU6rcXGP1ewdoI6heQqY+2fNcTbZxg8EShks/VxkyfgLA3fdGh5I9+JnHBFm8DjHnX/WP1rVGfruu7dcWIoo7VMRC2INrtRcKRKbtwYplfe8oloEzOmlI/GHRyx6Kc+pFq5CyuddiIv91Ih1pARXFzmA9FMVAqAmIbGhIVymqCXnTiPWiCCi+AcRcGvJsS1Niq06FTbnTkeycze90GcqFtVCKbIw9xpi/ZdUTOWvdyH91I30xduA+Wo139ZzjirI/gvC81iJy8ivQxbjwy0mMCovocSI1yNViuYigHBHjPjSNppXHOK0XyAWtzfgkqlu4TCKSyDzcALCpXspMj8z5qcUV9VnPGIwOFBc7F+QsfxqHF1dmWm/LRIyCIxtVaoRfcOdiOt5prlmGtEFf2+j+bA3RSYZ7A4k4chW1FIIKH0vprpWjPjJSBKsDaWK4hKdNBLT+SPg0TaaLQvCXjG+MeLTkDjpy3GhSXYj3YPoqy5z/d2ZaWNqkTKwbzfH5kx/LuffEHyOVjgalZdFtGYAqR9+vVJUIspuh9b7xSkdjjyMKMRJyMRvQJRJAQFLk4HfKMX1hvvzDqTcXB6x6FWT99UV8gRJj4Ady/9pMyJt4ouVdwC1SvFprclojVaKexDQYEGnpdpIA50L/CvqA+SiN2dec9yVwb89GOjObUMsnBO5gZ7zu/+RN20dDxyHAOgtiMXRUg5FEEW6nkOIaqEKeAuVnE4ZJeqzrKSHH+mfHroC0sFEL2WramEHktQ0zvSxDwdArYWuF1msOo1l8lrVwtWIK8+6tSw4TyM1rc9GwFAasRzbQP264iaY/ujFJW/9U2LiWa9AyPkBPNXCgwhx/b60Oy+mjEXG4WZctvUgAjZmcRQXJq3ZqRT/iWzwGpGFeQvwUa1f0mcelcOQGPHZwJ9wc2IIAWUfixFfdLDSjCZ+8wsx4t9FPCk72mg+XAviP5DwjB3m71ORzeQQ4h7fhADJ24E722jeL/RnsdYFJM75XoBWpT6JcCJncZXcJJEJFrbRfHOM+DcRfX0KYn2+EeEOPlIJm/ZZXTeAgLzWNprfWXTMMK4U8CT21vflQNfByrbGiI9DqPaOwyWn2dhS65nKm+uXmDbsXKz13a1KbUW8HLbQyFOLtX7FenFGZW8ZBZ//QqI1fXDouuTPc35WKT4AfB24AFd2cjMCGGsRgLECyeh8EokD/TIC9ixYtJZMm7EYxbm3bcB6ELGa9iCu9XmIAgH4FfCm/8/eeYfJdVRp/1fdPTmPWjkny5JzjjgRDWaIQ4ZlZ1nCfruwZIMBY1jvwpIzu8CQwzLEIdtgG5xwtmVblm3Jyrk1OU931/fHW0fVMxpFS7Js93meeWam+4a6VXXrvHXCe9BiX1ZwnREgXeX6+xsTHQOP5hY3rsovmrI0uXIXFcegL69AFikjry4Jbesg7p4fDP3Uu7ckLNdCkiTv4mwuYA71lFJBinPp4+XuRl7lnzHWTXYAkkdAZTpaTOuJpM0GHGuAn4/j/1yLYp36iJQlw+HYPyK3/nRkBT0dWViHibXgLXZsFPXr1nDNxytnAc0IzJviuQApjLa9nHeoZSbRYlIoebQpO6RWEe/5m3OcjxTnCPDI05hm6aiUkDV9JtGCaXHfjcRSk+eyj3karIYHGk7xEGJEeAV6F/6C1tKvtdO8Y28n7kWuQ1zJ5s52aOO9Hb3TuzL1w89ucpVzx6L4/u3AX6/0e6Qhe0U4pqfgsz5UZrQhVEx6LDxbB0oMrQ3tMmPBZATeX7WHTPtLCIUHiO+u6YcEAuu9xLj27cgTxJXer2IPJViLcvRLEXwWZYx4zzrn+CJaROah2LbCRaMMAZv7g5XyNrRQ7ETAxxYeT7TQQQxG92hBMioo4yU9hgg+56FFbSYx6964SxvW5ef+OUH+nBJG2JmfVEeSrQQL3nsHPuWQ22kLUiplaDGzWMc/ovik6eyjzjOwhKWcyVwaqKCWFGXkGaWB2ST5tlvBW/2yXW0+EPkbAvE3IuBiLvTtKIRiNbKMjLdW/AhZNBzRzV4T+upR30oPQVG4Fv4UrrU4fGauMMtU3YmqJR0KYubnEsuZghTJJuBZroVf+tYjFlfbzZ7jMPffE5B2jdjGKOO37u3Q4AE4cG7BtFMmsuiginIYpIm2KsSr+2IEcFLEBBaLn55MJG4/pBLA1p+baLsVeV16iSUrC9tZftyaFedM7dw+t7uq9qG7lpx650QViYKsRPNtlFhudwA9317n4VXOJYHPoBLKBlw3X+XcP17pJ6z+ZMwphZInFvsAved/QOvZCUSLZRcC2jnE4ZpG6+94mUMsfzqIQKZlzlvlq85wrbtRctLTiEppX+KK5TWL8pSSEbSoWXWdQvEo/vNNxMW7iphlaAuHLUKFu9kBBJYKrXAVaCE9tuAex6PYH2tHiugeTq3MLU3/bOTl259Tcs3SaYkt1WhhLwN++/WhtzaE6y0L7TJaj1nIDf9MFNifQ5aIvUkd85gRCnuWkw3JW6MMUk0D8A9uBcv9sgMGcH9A8blLiQlja4DP7aPi0C2Ieuh1xDruq4DPBuC5S3wro66Ff0LJAAtQPG8tsqr+Fvipb51QGRyM1MJuCT2jxISBIwU+H0XPOZOYXDEZzYF9A8S0S6LM+ldg/KJp90fgy/tRE3z/JO0Wompei4Fe0u73wLVkjkJ34RXOiiA8B43vr7jaH1DFoCdYXoZiH1PoXakixjtbUl6Kg9k8HIC009zfRNsO5B04GyAA0rYZmc1Vr773xm8s2fDoYu+cd57ESavvv/1z0//6z+885cu7xZdf6X3/Vc61ohryIK/JZBRnvC/e3lej8JhNxKSgqcDnr3LuxVf63TZC1yMPVGE7GpG3ZGt4Nt9E209RHx4b2rKNGM+eItaOn2i9WUVMuPR430s2V4enlKFRnxzNPuqTicvy9VXdwGCxjOZTR4rgsygTyUPIUjRKpDyyAPJpyLKYQgDKkkzMymnZ8nliYkwv2tn2MJaz0b4HATGTnQikmmSJNd49cPoXh94+/JfRZw69uORXZS8v+9mKk1LL/wg8nCP1bARUZ4X7Gp+oC21cHNrySe93q+s+XraQJEkZ5eQLAJQHkruSBqawbwvqGAkclp9G/Tc1PO/DlnXuWigH8uPjJQNd05eR9fZEBM7v9q0T39+3st218P8Q+KwC1h2mRKC7kfussBBBGllkj1i1moICDK9F2bSgqinf88v2K1HspSjxwSjLGlF5wl7gfx53A9NuJkp4GUKu0rLQ1gqUWHL0yBXOAV8Bnk1MgnsJV7ivcLX//BPZtP2RJtpSiNJnMwrfMZLyCmIcexniFz4Y78WBtuXdyNtim6KzgTlnr7hjxnFrH1rUW1G9xScS3uXzbt6WdWeVjo78O6fwnxNd70rv/x7iHU9Fa+L9wKMTgMfxYu7/QjaT7WjtnQ27rYfGzjGLGLozBFxZCALD3yuaaPsesjTbupVE6/hG9ux5uA4B4rPwvsT1DpXhSLrh0f7S9ZmdDb++c2jGx372zCu9/8E+nu1pKUWqpaI8pcR7+p3jC0hRnoYAYx4tIpZYcSFauIwuyIiWfcH/EDO3e9ACZlU3RsCPls/p753RvLG0fMbQ6ad8Z+TfH3z3SUDZOWhHXxOuOUS0pJYDg57ExgdyJyx/IHdCyX8MfXgOsMp7PI67kIUhFe5TS7TKFmaHP885fu79Xil41tHHbTRwKUkgjydPCeWMktoVK3lQdDKBq/IRChKeXAszgPcjxZQNrvMx1tBQgvNR9m3lsONz+3vsAUva1QBL/5y+ZPuLz/jlQF9J7Ryk5M2a/UMrGXqkxC+jE/iyW0EVkDjAogFvRnPNEj+sathrSbtvHgLr5DORVXYS2gBlEDi+lLT7Ixl/NFETXYxCPDYRvR8lwFu5wv2cq/34imdHmyQgvLWa/42MTewrAf4MvH1PyTCHUJYhAFfIqbsRWLhg85pzBkvLt/pEwgP4RML3l1d2TO3c3gQTg0+AK73fwoGTqVvJ4kIxz1TZ+IPbad4eKjw1Iz2wHvhJO8174gb+EaI4m0+M4dyB+E93CzcouMd7gX9y/cOvdrncPDec7SnZuHN73TX3PTz1c79dCVxylXPXXun9biVai/LklSL4LMqE4j0POcdb0MK5EAHNGcgSMoVo5awngrpC+h8r6Wj8eEbWPILcMltnvHp948xXbZgysrO0zI8myhOV2X+rXNRX031XSYZcYgtSEA0IhBrPm8X/3FnQ3NnIuveI9+x0js8Bn0WLYDUx7rM6tGdmaPds9hKw7lvx7lreS4JJlHAeDiilj1IyODqBe/yyg2IV2E0CTdEPQtu6QptfDyx2LfzDUUKsHiXtTka1lUufmbnOP/aXhcn3LPv0vd+b8w+jCLDcdAjd+hPdvwSBo2ehDcnfgd+Q8V0AflmsxrWf10ug+T3eMtyLXImFG6qDleeheOYOBGzr0Ebj4fD30QQ+LyICCJNR9F6fj6hujlppp3mkibZ7UUz1RgT2l6JnWo0SkFrbaT4S75WVpNxNSrMjpdlkyZg2ZJOpfFl/T8lExz9O+SOi5CsM0WlA6/HqiU5op7kXVRTbZ1Wxdpp3NNH2bsRgshjN5+uAX+zjvM3Ax6+qcQ965y4dndmQSfQO5VLdA+Zt8mhdLILPCaRYXrMoTzkJBPV3hx+c42LGLqLGezeKFvVSIu9aPYoL6kJu70qUbbwY2JSqG5ky7UWbZwysqRrNDyVJ1WQ7O29OD6SqsvWV8/qHBlbXJFE5thMQaF0TrtWIFqLHiK4cc6lbu1c4xyuBDyLuuEZilZEeIlH0sewjW9I/m4xbwSsREGwOz9eJwO+396cf91OaEBgudKH3o0zyUxkLtp9YSbtqBDy7CfFgk0cyZd+9943Hf/feN15Oxu8CnW4FC1BC0kxk5b3WL+NQlFr8B5RRvzW04yJgGWn3sYO0IHoUNjCDsS7CGmALGf/46JPSrgqFWAyj98YqW5UQuFEf1/UPvVjJxInkwID9Eyc/QZ6EOajfV6BN9Cf3ZIk7TLKN3WPnAbI7axvvn9qxfcFQWfkuYFUxMtSQTaYOR4nIb6LwmKVEI8EQ8MFA6fS4pZ3mx5pou4pgaCjg9twf2em8T5Zu7BhviU5wmCvQFeXISxF8FuVA5B4UgG4xYDlkUSwjUpjsRPF+/QgY5MLflQiQ3gsMVh/bO5iqzlZlK3LDPptoLGkc2ZrtTU3ykCtNj1QPrKaLaCXaicjgcyiOy6Mde0e47jDjiNK9p9s5PhLaNBcpU1sIjdJo4f48tF/GIPC/bgXfRTGv/X7Z7lmrj1OsRvSYW4ffSziKwOfaqXNPWDVr0dTOmobKMx+6fXjutvWdaIwTyNJ0A4BbwTJU23oI9f8zgHPcCv7DLzuwONkxknbTEN9pIZ/nBjRfTuZgOA0z3pN230IlSOuJCVNliCT78cqpyN2+IFzXyiMmgYfI+MPt+j1QaUfJVxbzDbLO9iJ39VEvwaX7YTQnpiC38QMHCIgOhTyC4uiPQ2uiQxuR+4FPJLz/XuXQwIyRVGm2NDuSKh8Z2tDY2/WZQ92IUDHp5cBliH5qC9B2pfcH/y5OICEGtG+fB+4ud6MkscnIXW/eiMfYvfZ7UQBwxZjPojz1xXu6gkv7rWgRXYji1kKpyHzGkSvzJLOQuBctIl3h9AFk/foacGOyPPfCsinDk8umDD3Sc3/9iTjvy2YODnbcnK4Y2lqWQorOdrxGITSE3EMnIoAwFynwrxaWEQ1Vkp6LKhzNCx+XEC05fcQQgf2TK1zSy4JSDnRy9SEPZVwDE64ixuN3VIhbwbxFn7v2349fff85yXwu9dOLX+Ffed3/db30b79YkfB+EHgeafe6PAy/8X3fnPSzS16xo6+yxvgRB1DSxQuA/z3gmwt0XoootOYgK1ahlXMYzYmDIdQGJf1UoWo2NaG9P2IfbsN9StrNR0CuEs3hPAoBsbCUqaRd8qjKeL/aP8wV7krgw+hdc+gd/Deu9gdd5etISzvNA4gl4olsQ76Jti+hEJELw8c/A659QdOfhjZ9dsalWyZNfVn1YP+iZD734NztG9orPzLQdTjacqX3w4hs/+eH4/qPRwI4/m/k1TDDwF3ADw6VZbYoR4+4fSfIFaUoY8U5UshFXANUQ37qNO5+RSn9p05iZdcQ9WWdLN64lZMTkDDuT+Oke6739AXy53cBy3b8efKkwfVVc3uW11Rs+eWs2UObKvvJJRyxBvwqVEfYKDsagV8jV+V93kcrpHNMQzQkzw/nbUFZnrXIUtqPlP824ErvuW2fD3yFmwl8ClkuHALeX+Bqf8hcY66FyYgCqRoBdocsZauApqOh/rpbQQr45Gkr7zj2kruvP3u4pKx/JFXiN0+eWfaJr1/eu3T9yioE8qvykFgzbZ57bMaCh97yvm/8ac2MBQYSS4Eqv4x3HNDN024J8HVkCTHWha1oXpgbeC7wbTL+b4/rQdOuDs2xDBl/IAlLe7re/0P0YSehUI9SYsx0H2r/+8j4ow4QcIWrQzGew8CNXH3UWWiL8hSTq5yzRNHsld4/WUI8nhA58fS5/nd3fuCI3GuOe9td3vvTD9X1ipbPohyweE+WAjfIVS55NgKGPwdG7uO1c+/ljRdM566/b+GMlcji0wD81nu5Y37jmtMVc/q7575l9eJERW5BtjdV0XFzuizbn9oSgGc9UTnPRzGXdyDL50e8390N4xxLgPegOMksUvhzUDLKaQgAr0Pu9/tQCMDeRZQz/4NokTqIwOfjXOFWcbV/eP97bs/iW9nhWngT8FEUF5tHJPRXHA3AM8hcoOHY9Q9P2lk3aUNdX/fUypGsqxzqT9255LTGpetXVhMYDxwwuWtHsmagd9l7f/jJbf/y3v8xa2QVB5c48BEi4LQCBtOBc1BSg1XLevy0ORnfTdr1AJMDEN3yOK2Sc5DVcDuyxBttmVW6qgReQNr96qiyfgJc7bs58KzqohTloCVQRhVjPJ/iUgSfRTkU8gIUozMCcAI/Wd/D7OWP8ayTwP8dXBJV9fkZgHM0Ah8aXF+1eOUVJx7vUvlSEvm8H0k6cKXIWtmH3PZWVjOBwMZ7vN+9JKRzJIA3El3qltFZh7Jdr0NxlX9HIPamfdAsmZwBHJMZmLQtM5hOzajenK0t6+1AYOflwNUH1FN7Ed/K/a6FZhQPlgUyR5qqaB+SBHwqly3pq6juHiir7KsYHqzqrqyrqBrsq0egahSBz2RJLosbHkxddO8N515013XdN5x68Vqca2A/MmfHSNpVoM3DdmKM5+bw9yKULX4X0EbmEFhK0i6NaJcWYdVa0u4bZPzKg7ziatT+zagPLbnIqMmszdU8zZRuG02umfajaY4XpShPKilmuxfl6SyTKMgQTpDzz+ATy0/mO4Nf5qHPDFPf4f0Ya9dFyAJ0HlDmswkPCatgVI0snVYS0miSKlHiwC+cow34pfcUgoEGlFSwAQHhehSzN4hctQ8Bbd7zuQN5sJ2DjXP+b8Ura65d86wah/cJl+elS36ZedVxP8knnJ92INfaHwmUSociG/xwyFpg4LHp8zMLNz+W7q+o7u2pqu3pqmlwJ61eDpEzMAm48tFhP5JIUT4ylKoYHjxl3ta12bXT538FWH4Q9zY3tUkegbgM8M9kDlFMmCiX3o42ABZrWwu8i7T7ABl/oPW9QRWtzkCboi3IEupRIl0KAWcrJ/ikE+euciieuwHY5v2VY8ofttFUjmKle5ppz4fPFqDN27FtNG1H4RO3FIFoUYry9JAi+CzKoZAHUDxbIWiaVMPW+4d8/UMTHH8cquVu9doNWBhXaCWRCDqLAKRR08xEYPJy5/hEAQC1hKMEolQ5n0hSn0LAtM05kt7vvxv7JT/7xaypVdsrZtVs7HWO3EiuxP14xaunzK5bP/KM2Tffsb/XeSqIX8aIW8HX7znm1Pcl8vkZpaMjM3PJVO6Ft/xm6/wtawbRJsTot3DgyvJZZm9bv+l/PvPW69PdmYcrNg/efBC3HkLZ/mcQaWsSCOz88JABT8l8RAhemOTVgzYzpwN/mvAsgda54b/1Y9znGb+BtLsa1RivQ/NxKwLzPShh70dk/MRlWkVtdToCreuBO8n4g8kmPuTi3FUVyEp8Eno/k85ddQPww5/6uxLASxC5fhLIttF0A9ocXoniajtRKMZbEUDdV8nbohSlKLukmO1elKe3/BrFV85EVCzV4fP/28PxVtPdgGehxawifG8l8DoKrmeWoSxS2i9xjk+E+05GlBxLUDzqX1Hs5PFIwTWizN2VznHVOEvshOIcJY7zlr5uwefXVaY2zsmVNIykSmpyU6u2lv585cv7njH75qMvQeQwi1/Gg25FzTsem7ngrOfcce2JL/vrz/PPvuPaBxMar++w+7hmU3Dz7B0b+5mgisp+iWiQrkJMCbPR/EgiqpovPe6HGitV7IGTEQHQ3SXtzkTVaOagOfsYafdBMv7eXcdk/Frg8+H4pYiybA56ju+iOtoTXTuNKo01oqSfi4Em0u6/CvlUn0B5CfJIWNUbh8CmcaY+G4UbnIJA/bPQu5pC7/AkZGV+FHhlG03GF/wosKZoCT04aaMpgTZrF6FN2nLghmbaN+/tvMcjIVFoBgpJ6gTW7EfJz6I8TaWY7V6UQyJXOTcFKcbFSBH95UrvJ1zonONZwA+RQi3ctjmk+DcjwFlDiCFEcXEWy/nb8P8sFE/3HKTAPHLRb0FxnjUImM4K1zOL2X3AJd7vOZ7SOUqfxeVTyun41VQeKKmuzDVWlGVrR+uWDa0uefFjf91w8d0dg43/70D6yDnKqGcKF5BmEkPAGt965GqfHxZRPOb7UCWs41CcZAmR3/UBxPs5F/gOGX/d47jXFARmFqIxvIGMP7QxkmlXD3wGzaFCKq75wGfJ+PvGHT8LUTSVIze6Q5bMncAryPite7iPlZ3N7tVym3ZvQgl0hVyMM4E7yPgDp6s6hOLcVSnEgbqdsX1VXVqZ8z/ov3cSAuMnIsC5DRGc28ZyEL3PKbRpTaDCEkOoHzeEv0uBm4Ebm2l/cr8vR0DaaKoFPoT4PJNoDe0CVgL/1Uz7hNWMHo9c5VwK+EdEg5ZHY/kI8KUr/dFhpX8qygmnz/Ptd37oiNxrgfvnYrb7U0lcC9MR5dBFCDj9Gviyb31yxX9d6f129mzpBHbxbz4HaEFg0ICnK/g9hNxyW4mu+T60oPUgBdaLrFAzkPWoNhyfQG7NLPArBDo/gICBUeYkUPLH64HvTdDGycCrgZNHKD+uiqEpGRZt6xkYWp0YyCZqOh+tf5DS7Z003rTXZ51Pgmk0U8mLKSHFDtYwnTks5XiGKKGDTdTzsGvhK76VB/Z2raNczkL0QfNR365DY1ODLNAPozF6EAGIg5eM3442LWMl7SYhy1o1iu199KBd8RnfRdr9HHglsrRn0Zy6Gz3DeHkJmn8WcuJRHOo0tBmbuAxlxttGaXcRrdRlaP6egYo7FMpW4MyQBPVEWg8SxI1GoWTLKvOT0IakHPUFyAtRTgzNqA7n96DN4xZELWaA9QLE0bkDeB1wahtNn2mmff/5eZ+e8gpUtnWASPZeD7vWtv84DPe8EBWRKCz8sBhVhTuUleCK8hSRJ2ewwFNEXAt1yOX2IrSAlwBvAf7XtZDc27mH4N5zXAvPcS08KwDgIyFnAq9FliHLSjfKGYixn6PIarYRuRp3IKXViDZMc5FCs/rYPeFcq7hUgqxw0xEwKATy+fDz0vGNcw6z4p2eYmDhOi5cdDv/VnMfb1jSybxJI1SV9TI9eSztDewp9o+QeZ/mi9RyNXA8g5xELW/lZJ5Fkj5G2EaGSexkKvB217IHd+6RkrSbRdq9lLR7DWl3XIhf3F85GY3BLOTes9jcPtTvNyJ382cPSxWftDsfbSLejqqjfABoOcBnGC9/AD6JwFA5cC3wFTJ+ItAzk92LFdhcnHFAd027JGl3CfBZFLNcG36ewViXfwkw8AQDT7y/cgS5c6eM+2rKMef0r0fzovA9TyGdU1gzPoU2KiUoVtsI+Ocj120Ner/XIKvpssP3RE9+aaOpFAHPcsYWYOhH6+fCcMyhlksYy0YBstafd5Vzh6NOfVGe5FK0fD6x8kKU9d2NFoYkWmjPQgkG+yZAPwBxLTik1N6DLAvDSMGucy38wLcemrJ5roVSAN+6m2XnBcgqdCwx2zdNBJzGf2gl1UbCMWuRCyeNAM6JiPT9UtRnhVauXLhePXL5FoKQMqTYUsBJzvF64P+839VOcw8u8FBZxbaRFIPDw9TXPMrzq8/ga1vqWbNpAX95qN1/o7D+91iZzak08FxG2YwnzzBzSTBIGXV4yoEhUvTQzWwm0UOCExBI229xLSSQMj4eKfg7fetB8Gem3Xmo+o6B8ucAN5F2rftpPdxJLBlZSHNk/fzXEO94aCXtStBG4V1ovLOhLbcisHYHcs0fjJSHa5+L5uOFqHLTWycgnb8NWT8NVIHmZALReu2fyNr5NmJBBBB4GETv6ZJwL4c2VT870Ic6TFJYP30Uucg3/+MXN/QiMLkQPYO957bZdAW/S9A69CiKAa0hbkQL52AWuLCNpsVoHXmwmfYjWaP9ySCWuDmA1rtCq3QJ0Zp/qKWU3S3g5n4vGrkOoxQTjopyMHICUnS1xHjEOvTSnsAhBJ+uhXIEOt+ALBUWOzUJKYfXuBaW+1a27+ESe7t2GdptX4ZIv8uATa6F3wM/9a27SmxOQrFHHQh055FiTSAAZf1QjZTZMIpTupOxSmgGmrvdoe3lBc9jSS1VyHoyFK6bDdfNheuuQCU4a5zj294zGPqlFqjKUdE9Qm1jCYMlnlRuiFpylGyYzn0CVHuTCs4C8vjQZk8KhyeLx1ELdOHIkSeFJ4EW7v2WYBX/Z9TXwwjsvMS18GXfuh/E+SZpV4VK2W0L1wF2bVBuQX20L7kJJRkVjk8ZGucGDh9v5esQaDY2BMt+PwvFDZ7KwYPPj6EKWUNoA9QZrnsFSv4plL+gYgWnIvDt0Ny7HgHgfYuSit6FQGUdMVnLSsKWIGv/JvScN7MXy/uRFO+v3NKYuPzDzy1Z9Yoprv/841Pbe55dsvrau6adNydPMkMMn6lG72mWCCztpx/NwRei/i5FfdhJjHWtRm7456BxGQUeaqPpS8207/19fBpJM+3DbTTdjTbfC1F/51D/7QR+b3RXh1huQR68tQWfTQWWh5KeRSnKGCmCzydWtiCwM4wWW9BiXAoscS0kH291G+eoAhbyHJ7BdC4hgUeL9xARtE1HIOFYODDwGcpCXoGyWM19b5nNLwNmuRY+5lvJIhfdaSgO8BgERs3q6ZGbfTNatG4Evo9iM8cvloPI3dmK3O8nFByTDedvRpnRQ8RkpFy4l4Gt45CF+XTnuAuB2tOBSnA1mzhzaDY3p0vpS2UpL+9izjN3sviXk3h071bKYTpwBdvRJH3kaCCJIxusDjnKKaWbBHlk1T0QOQFZ5QrjqyqBN7kW3jWBxXlPMh+tAYXKwaM+Op79AZ8Zv4a0+zuKb6wi8lUOIeDRU5BcM3pIXMVKcmoK96gIn+bDvWuRlW1/+2D8taejYgU2n8rRPNoOXEraXTGORqmHtHsL2tQ9J7ThVxvKZ/14znM2TKGFGQiIrwocrhPJGWgcZoX/zU1tJWkrEeD8PCr5eTAVog6bdDR+8rnIOtyL3ueWylfdtvqvvzinjITrROA8hzY1KdSXtQhID6LNqMUMg97hUhRu0xE+fzbyDj1CBKgLgX9uo2llM+1HVZ88wfITNGer0KYlgebgtzh8m5Zr0Lq0AI1fEo3dxDHPRTlEUqRaKsrByR1oUa4jZnVafEwzMOJa+Jxv5aBcS85xJvAmIMUIZ7CRGiYzSsUuwDIc7j3IxG6T/ZFXo8DyFFIKwwh4WtbvfOQyfBARSZ+IFsUbUJzQdKRgMyipYweK67o+/G2KyMDEfARgtwI1CbJfX5pceWZvvvqMAV/ZkWFyGbgBBCSPC9ftQ2DVXMOjiJfQYpTmopCA2nBMAqgdJJ1bzXNHalnf6SC7mufeeyMfrs5SUXrl2HiqsbKJa5jOv1NPI0N0UkIHOdKMMkIZOfJMxeOYxAocv0Wg+0DklPAchUBuAIH5OShpY39kmLHE7SYGCvZXvoPGvzG0YQBtZn6MrFUvQvNsA2n3EzJ+fyyqe5MqpNyGiTG+owgwpsLPwXoNLkPz1zg3h8PfDWge7d5fGd8FfDH84FpIIQB7HtHKt9a18HnfOqEluBHN85Jwv8J3MRl+7iDjJ0p4emIl7Sajd2cdsc0dqb7siWXbh3PD08pfTdwMrEVjN51Il2YeBwPaW9CGogK5319MtCZvJa4DI+GYNFoviuAzSDPtmTaaPoLA4FTUx3c2096z9zMPXq70vv8q5/4LbVrnorX13iu9f1IlzhblyEkRfB4hcS3UooWgglhGbztakOcj60YSgdBBpPDmIvqKTwFwhatFwKMOUQyt5OqJa0GHrO23IAA3RAlLyVHCdtLMZpTErhg1R1z49wkKXAtVwPOQFcPCA8xSYzKKgNzO8LwNAN6z2Tk+ikDnQgQw54RnsvjPF4Y+uRhZkjYji1Bn6L/Twt93NriO2o9VfvgTryz96YbJiUzXgK8oubD7r8fenTt5ME+JxZVWEcFwNrTFlGE1keS6tqAfyhEASOQoz3ZyTBZY1cEx94UxOZ69ZG77UXa6afwbc/gkDcwMBFCP8Qi/YpQ65lHODFZQwXXA6oMooTkY2jpezIq8v/IYmh9p2LXBKQ/XufMArvMXZPE4I1zTaFZ2ovnrUZjF6Sh28vLHRbmkMduIxmIbsn6XoTEbQmD4wOlkFIbwBjRPKgt+d6M5cuseko7Gy3kIdBdapmejjdrXJzj+ITTX16FNUy8RYCfDdW4/4Oc5MmLVmnLeweZLp01b97IZSzpPrDspV+bM3ZtEumYhssDZ/DVgbzGeZeE7S1zzyEsyjDY149c6C00oyjhppn2YA3uHH7dc6f0oYmYYz85QlMMkis8pltd8WktI5pmNYm02+VZ2hs9rgf9GbsK6cPgmZOVbTczkrgi/jUB7IHy31LVQ76e7BhSzWRmOSQH3coX7CldPWBnlJCJ1EWxnPTOppJ8cgwxStat0pbmhv+hbd9Wc3tMzlqDYtAXhnBJiKUwDsjA2mWAEWSwA8J4dFFAyOUcSAdjzkZv+r0RLoFWN+TmyYp6PFPVDwNB7yj+9eGnioepbs2dXNJX+dnkpI25KYvuzjsk9MrKS48yKnCQG2icKfgxgNhDjbQstwgmi8gcBtHnhmPK99ROA38rtzvFcpnMsVTiy3O837tHteqByG4pXLbQIT0FAfcN+XyXjc6TdF1Cm+Ozw6SjwdTJ+/0t8ZvwIaffVcI2pyN22DrmJHZqLA+HzRuA/SLvXkvFr9vseu7f72wj4LEDzrxpZgz9Exu+V8msvcgHq041orG19bESbko/t53UuRmC+cFOxGTjDtfBd37qbVfl+5Bk4EQHPOjQOGQS0r2P/4m8Pryh8YgHaDPaiNu9KMnvo3xcdu+U5U5cON5RMyZYlK7O1JSnGlVxFoLITgclJaH0y63ApEcym0BoyH83pcrRe7SBusFLhWkefRbgoRSnKXqUIPg+BuBbmIYB5MlowM66FH6EYm68iS6EFZnjkAh5CC/cqBGzq0XhkEbAbQkq1rsr1JZH7PEesJAJKcjiTia1wY6vJrGQVdaQppxpHJwK7w6GN3/Otu3gw9ybLkPKxNgyhhKBl4VlGiDx+fciKcTt7sUKFUpf3OkcWWUANeNYi99wk5Nb/GrKcbABIknXnltwyd0c+3TlKaS1AyuX8QvfoYCaZnkpul/vVOAWriLGNBkAtDtSApllfzFJj8Y9bwnEn4vzDyz61nCYeeQ5SfPe30zwh8XXIoj+YOuZ7Fd/KGtfCdxFtlT3fNsQPe2AAN+M3kXYfRGCrFFhLxh+Iy92u41HpR5WlTLtatFFahOaCAQazIr4A+PKB3CIkWjnfSpaMv4O0eydyyy5F1vKfkPEHGj9bKGcgIHMqmtf1xKz9D5Px+8vHWsLuccoGsGKAVtqVAgkyfihsAs5CG6vTwr07UCxdGxl/cDGsh0rSLoXWoLOIWesdBEL+gRnlc7c+c8ox5duGeocbShaSch7nDHy7cT/2/pUSw2BKiaDTAKttAuuRFb0RsVEYLd0W4EvNtB9wkmRRivJUkWLM59NUAlfn51GyjlmLalEmbgJlJGcRqLFMzxIi8bKVJXwJ2uV3h+PuRMBr/bYpU1NZn5i5Jje/f9BXzpyW2No9JbmjD4Gfc5kIfM5gLXkagUG2k2GYUW7iDqbQyfl8D4GEFQeQnAICzeOV6gNEt3geKYdRZKn5X+BP++lWNndmKQLUx6F+srrsehb1Vz9Agnxi0FeUTU5kdlVSOiN1Z88Q5VNvz51ldDcQFb+59ex/wvXNnecYq/xsrGRtTuRr5775sfoF73zk9USr1s4m2j7VTvMRjTnzrdzgWrgLgcYh4LGDTk5TAs2hrnrSH34sy9akDL0n8/d1geBNmI8otZqRVWzItXAD8DGf8Y9iISmHRgbQBuo2NP/60PvYAfzoAK5zEyqfWVjZZQp63/pJuxrgg+i5yki75cDHyfi/AX8DxPkJjEluemLlbHZPcpuC2BI+33ly/YdSA7ma5FC+ITmcT/TXl+RJOIheBQvvMVYCi8+1v20TWMj5SzivEq1XObSZn47c8b9vpn2/S4y20eQAV5jt3UZTGexyUxelKEU5QlIEn49fTkcWuZ3EBdN4O19EBDOFYjv8KqTwvo/iH9+BXJc7kNLuBVqv6ruy8bllfzpzRXZpxagvLUu57Mji5KPLn1f2x/XO7Q4eXQsX8xzeQBc19PNsRhjkHh6kgjLOpJcaLkXUGKs5sKzgHezO2TaMKG1+hCy1vSiz90AX89Xh/DNRf9q1zcpxLLJKzQH6cqQaL+//r4a5ibVVMxObtv56uOmMISpSJyfvSfb5ao/A7BDqZ6MysrYnC/4fPzZmnfEIUGdQnFpm6vO3TFt0+cq8S4yhE5mGMvI/fYDP+7glWKvvP9L33S+Ra/zHqM53NZrnFahvdzCWkmVP8lxEqfTMcK5RHz0LmO9aeMkhKU8qd/JzkFXvVDTmDyBr8nTg7xPwe+5Nrkcu9GOJXIedwA/Cvb6CgNwONOdPAL5H2l1GJpSkNdApsvxjEBjuB+4OlZ6OtJyPQHjh+7IdeSWyt37rtG+4bP5ZLuvrctWpBM5ZyIpn93fM1pxS4qbTvBTGA1pIQebQe/8ICsspQ/33xjaabgVua6Z9j7HOoc75hSievKGNpodR1vdZyNrt2mi6C/hxM+0d4ZyacJ+Ow0RNVJSiHAJx5Isxn09bmYwWyt1KzKFFswcBlGGkhLPEbOIE8HDIgO12LbwNZYbPR4DnPqD/0/3v+e9a19OwILk6dV/upOzDo8fU/57nXfJoduEjF5X97QcnhhsG4vE3AO/HMUI9fZRzJ4PU8WxmUsU0khgweybwctfC630r+5sFuRwpnBnEcpYzkFL48wG7fAvEe0ad4xvAT5E1xBJfrIqR1Qz/T+AjwNx7cydt7PM1C/6SfdZFU9nSszi1uvP/Rl+Zuzt7iikvh8alDwF9R6TmKXxjR8NPOQJJHim+chQS8TCwZvorNs4vTY/cbSfls875kcSORHnuuKZEW1U7zYUk60XJ+FtIu08B/4bm/lYE6MoxC98exLUwCRGuWwnGrvBVPQKuC1GM5jWHoKWXAh8mzo25yKp3X2hnLOmZdmUIlPTuiTbKtzLkWvgMCgeYg8Ds/b6VAdIch6yIm4igzN6p11JoyRXwbEHAz9aNl5N2Xybj7328D30IxN4h70sSC31Joi58NoDen1KijjEQ2o/WwhpiZr8BThgbZ12YVFeF+umL4e870DrxOqCrjaavAT/fAwh9HrJEb0UW1Nko3GglkRniJGBWG02fQkaAC9GasLKNpi830/7wAfXM00RCTfcqoO9Kf9RY6YvyBIlzbi0yQOWA7N5qwRfB5wFKoFG5EFlKKtFiWoosAH3IOjAUvvsZspy8jFhtopxY/3kTKq8JQHCbrgg/uBYWAq/yJF77yb735V5c9ovk2vyCulJGfMplk5/vf+fsd/R+8bm0sBy5X1tQ2cgSYAeOJBUspYJbgZcjxW8uUIesKa9Drqx9im9l2LXw3wgUnI4Uxg3ALx4P8CyQrcglu4hYcacCLW6Wtf6vaHL/fpDqC+7PH19eTe/QeuZVdWYb12310/+co+RFyFqURErbwh0sjsziQSG61s31Z7Wmh4hZ8KcCO2uP774jVZXL5rPOrfnywgU7fj/9mOxAsqx6SW+u+87Ghdx36OM7nxQiN/J5yIJXh96HDmSl+h5S8i9CG6vFaJzfQdrdAXyfjO+b4Kpm/a5nrOXMoznhUfzx4217AgHPNJpXm4mMFGuBz5HxnrQrR+/XsyG8p2n3feT6300Cr+397G6Zns/Y8pIQk+KeT9rdjKybQ4hV4QI0V08jArCPknafRS7wjUeozOaNiD2jm7Fu90fCZxeG36UIWCaJrvQRohdimEjHNkIMe7HQJAuJ8QV/D6F1YROaPwnUN4vC+XNQOdTXtNH0HvS+zkN9fxOyeG4kWlzNlV9JBL2bwzk/ISZRgpLHZrTR9C9FLtEoVznnEGvJa9H7suMq534O/O1K/8SWfX06iV6Soy7m82Lv/T7pIYvg88DlNcjttw0tXC9CAKU0/J6JQOh9wLeRFeAx9JJORe63PyDOyzv35DZ0LSxBZescUNZH7dAPht9QVUdXb3WiP9eVr6efmjxSwFeihfOZCNyWIBDQixT9SWhhL+RcMyvEM9lP8AkQsvi/FkC4f7wk+OOkBymXIWJ2rFlXSlAyxiQin2QlJEb6qBsGynp8fUM43/g8zZVXwcTuPbt+ishracowH65hPKyT7mw+JzX7H9dMGlhbme+4cfL8ksaRrsr5/cN9j1T39iyvf7tzXOX9AWSbP1lExOtNSOF3oLk9H829HWjOp8JnM5CSvwcloi1BG6z1KFv8MSIZ+RnovfnCBHe1sI2JQj3Msr13a5QqBz0fAbce5Gq9ZVzZ0FeHdg4gwOkRyBkG5gXg6UIbLyHyq84B5pJ279tF+q7jTiVuTO8Arh/nsn+EOLfNwj4n3HsL8GZgI2lnCYxz0SbR5uSJ6H0uCX1zI2n3nSMQG3obGv+zAZcrcYnuZbVVt339VN+3uPoryJpofWehLvZcnWjTuzD8b8weSrjSfLFNvJXHHUbraHV47gEiJVMOjVmWWEayB/VNG3FDWYrm3TbG8oBapaX6cc84LVy3kCd3MHx2Qbg2bTQlkVX7ZGSRv7OZ9q08veSlwEeJ4zEPrQOWZFqUouxViuDzAMS1kAYuQtneSbTztmo+Zjkza9u9QLdvZQD4nGuRgj0AC+HL0eLbyS43VoJuGku6842DSLltg12W2E5iOT6jEjK6ko7wezzQTXJgZOK7JFh2DrUYcDfqKYsRtFCBNcjVtgj1eR8CoSYDSAGBLDVTw/ENRCqeMiKRPEQrlFljfLiuxemlwzF9A2uqBtd8beG5ud6SmlTtaC43mGoc2lg5ONpR9tNwrWehDcdTR0Qi/iEi2JmNuDu7kBXuZNTPdyCQvhn14wLE/3khcC2yjEIMoRhAQOUk0m7KBHGMK4mMCd3EQgyJ8PdyZNXaU7trUVJPbWh3JbLcTQZ+GY6ZgbwSg0TrWwLNw27YRT12AdqkFbrKqxEAOR9RgQG8NdyjJLT1DOBM0u7qXQwCGf8IaXd9uF4GWQ+rwrPeEn7PRQDWIeBjfJi1ROv8JJSUeBHalN2yx744FJLxWdLuf4FrRupL5t35+ZNevuVZUybny5PnoXWkDoG5ofAMFWj9KSSSzxNd8cPEMAcLZbD3PEWM77X1bGv4zBIHSxm7mbbyuQ2oP7rC57PRhmgz6jtrn1nnC2US7Barbl6TJbALeP4Hsqaalb8zuOu/00z7IdkEhOSokxDg3wDc20x796G49uOVq5yrQO/WKNFCXIE2ny+hCD6PqBzBbPe0c66QO/Z/vff/O+4YD1zjxHTxPxN8v0uK4PPAZCayQjwLLYgpQqUdtJBZtnsjynL/sWvhIeDnvnU/6zyzK8vXaIU88HdkdXEImFkloXuIgG0mEfg6pKA8UrYbUbLOdOLiarRIf3EtXIQW5Qd865gM3SMt5mozHs0sMR6zEy10w8SqR11IoRlfoENjkUHg5V6kkC5EgOcRpMwd0c1nllUjFc+F6w4Q43lHgF7yiXNGNlVmcT7rPN0+n8jl+pOl4M4B/owsPU81uQT101Y0xy5GIKgcgYq5aHzMOgexcpYBitlo7h0XzhtF/XoMZplPuztCpSBgV4jH51CYxW3Eai3bEXj8lG/dK6H+OQgMrS9o0yBybf85WCOPR+PcGY61GOFSpEx/Ec69GM2BQndiHwJUCg9IuxOAf0dzpwu9f9NRAt3pIaP9UpTk0om4O08N/bQGWdvOIAKtZwC/J4Kswnc6izZFHq07F3C4wScYndaaX9PUSHx2o3TrDn8vJHIA+/Bsm9DmYwCtUeb+tnADS0yyDPhBIsgEvdvL0Rj2o7EyUGgbbIsfHb/J7kRz9HXhu04ETq16mlm7pwCPojEpzLon3GNl+PvlKOzI6NhsLD4SPtujst1faaNpLmJAOYXIlbyijaYrmmnf84bryMnxpFxNojq1Ld8zaj01iMbr2Ce0ZUU5nJLZWwxnkPO895udc1OAa51zK733E8b3F8HnfkoAhP+OrB19aMGqRqBmlGhBLENKZyZaEJcAL3UtfAUpzUlIgW7eCwXRMWgRPwMBroeRFelitMBaNu72cC9zfVq9dluYs2hp+Fr4/xNokSX8/xBSXBeG/wddC5/1rftdnvGgxTkaUSLA6cgNewtSEDOJWa6eCGDuCL/TyI17MbJylqL+NwLsLahvzDrcgGXVJvIpV5LPJ8pz5PpSpeScB9cHzlxHm5GiSiOlXofekTWoL2vBZfEul+0ttVhSwnGzOMIVRQ6biObnGKTkT0dK9RWoX6zyjFmwesNxtURrU6G1GjSHk+F843FNoL6eh8b9daFG/HfJqCRf4DN9PzCvND+cfOP676z/n+vesr+WevNKFIptzCaHdoPmzv0I3FYSeWrFBpF2J4e2m6t/PCgxiqqXhu+seo9VLJuLLFiXIrfu9nBeOfAlBMqWIEuoWeEXojn3WWIcpVEV2VpjVj/P7mEJh1sWoDZPIiboWQWi+9FmoQY9k4XJZNE61UhMwixDc8bWUkv6K6RBW4fW0Reh9W0z6vOL0JzrQe+8hdOYtdpkRmhLNxqTerRmvgnNj4vCcT9HG45TkAVvJ7Ha0lbgd+G41xArX9lG3ja972ij6TnhXjcAv22mfXx79iptNKWAb6A5Y4kbpWjT/P42mlY9kS7+NpoS07910oWuxNW7imR9vjc73P39jdsGrt/Zh8Zz0xPVtqenuKOqwpH3Yuvw3m93zv0Sbb6L4PNxyhJE77GNuFB2I4Xq0EKRRItdCu1WOxBQrAAuJ7rHE8BtroXW8TybroUFwPvQglePXugLwrXWhnuaW72EEGgfjp+OFmhLbupGSmwL8EqUtTuFGAN5JnKRdIXb1wFvcy287xDHco4R55iOslZnEzOgr0IKaVX4XU2swGTtm4sUz1eAW1Gs6ijRnWexZaDF2jLk05AfLZ8xOGO0s7SMXCLrkj7rHUlXkh/yg6lhNIbdSEH+DSmgbaivryOGNFgGvll2zAKeQxuEJ7ekXQPwTmIMnyUJQUzCgshVuxkBDLNCTieChgVoTNYiZZ1Bc3qQOMYdCOguQoTxbyftvgJ8jYzP+XaXJwLUWaTfuiF8N9a1p8Sh41EYwBACBpWM5RhNMBagWGWc9QiQnkwEP89Hc2AFsrha7K+56OvD81i2vQGsCrQRMUBYiZKUrB9MBtB60IWARhfRslob+mYh8EcE4rpRH5eFa99XcN9fcmRlGPWXUaHZZ/WozSk0J+5H4G0a0SV/M4rBtbjXYcaC9mE0p6z/6tFcmo36pR6B2z8g4FiG+mAAbaYbC9pp31k4lBkNalAoyfnNtP+pjabjgM+h+ZoM95gcrnkf8K/NtNumx8qFEtpv65SFCqXRnHsG8Pw2mj7STPuESWl7kFPQ+1DYtyPEanInUlAx7gmQF9W9asbLR9cPJvM92dLRbUPJxncsmJ3vye4Yuqs7yYHx4RblKSTOuSog4b3vDX8/h71UhSuCz71IsHYej5TExWhR2oAWhga0QPYgpTOVmCVtJTAtHsaC7FPhfIfcghuIO2qT54frbyDy2dUghTaAFtBeomv4LqSUPk2kB7IA/dUIzI0SS3auDfc5ObSxMVzL4lYbkft4zQF2136JczSg5I2TkEKdj8CFxYxtQ0kpFUTLZTa0KR/afyKykN6ClMkJBcdPRjyLZ6N+7gceSNZmT83n3NSyGYObRrtKanw+VZlI5oZwriY36EvAdaJ+Xo6sIo3hmv+GFEqyoD0dSMFUhc9WAR/wfkxSg563hdnAG8PzrgK+7Vv3kSjzxMprEYBcF/4vRQrRlKHFHGaJVsKB8NtAhkPj048AyKfQnF0ezpmF+nM1AhWWaW50ZG9H/ftj9D5cTiw5OQM4h7T7dzL+j4ABz39CCt9cuzY2QwgkloQ2XU/GG/jcjMbkn9D7a3XCreLOyaEdy9GmbSBctwIB1veT8b0hIcsAzoJwzyyR3ut4FPKxtqCfjc1hCjHZxmR7uNYJqKTuZ1Bs6Qix1nsWvTd3cCRc7mNlO1qHGogudGOjaERzoRqN2R9RKeFF6L0dRe/4HKLFcBSNxQwE0rvQ2jAPzYljkcW8G4HbZ6ENdSLccw0aj0Y0jkvQO2r6bZRYxhM0jguB/2ujKYfWClufU+E4A8MeeHUbTZ9opr0PeTcWEGnbLIbcrNaJcL/e8Iz/3EbTBw4gFrQBJjRlmRfoCdPZbTRVA1e4imRJojaV8TmfLju2pjS7ZShV89Lp1UN3dX8GGQWK8vSUqcAvRYRACviR92GNnkCK4HPvchmyGM5DCrmeSP6+Ofyehkjiu9CO/iS06y+k9mgkxrkdT6QLaXAtXDMudm0uAq1lSDF3EymaLBjfwORkVPllNVJuq9ECby66SuTas0W0UOz/SuT+NiWYDM9xWMAnsgLNQcrWQIi5KD1SUpuR8piJlFMJ6ntT7sciZZJGVoI06mtLQlqKAMetBKVQf1rnpMGNFdUlNdlBl8BnK7ODuZ7S6kRZNp8fTmz2w6nl4fo/CyU/dwA4x9UoA/n1oU8GQltmIUX5d+By73cnTQ+MBT8KzzCAxv4y18KbfesRBwx7F9ElnYHmfKGlJofmWxWa+44Ym2eJImvQe2BK15LdhtHcrwnfp1AIySZiOEQlmu95YszlIPAG0u4XyOJZSyQ470Gg5n2k3fVkvIGT8xhbfacUzZVtaIOTQ1ZKSw4DxaAegwDypIJnKyFat88I39+FQNdd6J28h4zvIe3ORxRMBkSqwnNaUptlf5+KAJPFoBK+H0Zz1dgZRkI/TgN2hnu8GQGzBgSGZ4U+2AA8Oi57/0jIJgQojw/tNGCUQH1kG5IytCH4CQqF8ciS+Gj47gRiFv9MtL41Ej03tsHPhP8nh/uXE6pdoX6/gJg0OBCuN4rCc/6FSM1l1tQ6IvCfg+anbQY80bI5EI6ZiwwQvwNa0Rp/Ohprm7cjRAtuI1qL69C8msb+u6MfQvNrKmPDPJJoLj+wn9c5HHIOUOuc25yaXk6iKtWT6xqtKzu2pqJkXuXfd1yx8itFmqUjKwqUPjqolrz3j6F3Y7+kCD73IK6FeuQGNN46owAxmpAatNBsBr7lW9niWqhCVqL/Je5eE+EathM2K0kCgctPoVhSExvAFFpwqomgs5donZmJLDJnocVtG1LMq4kZ4GahsUW5IRxjVtl6BAbN6umRgnyha+FB38pDB95z+5RTYKQOhurB9UNVFSRMMZjFaBrqv3piUoJZLypRH3YjoG20SnmiS/g+BKB3WRt8NtFZOXegb07L2lunN2/cnLl+cuP6b84/fmhTxbyee0vuzQ0zitx57YWN9Z4u56hFGds9oV1z0dhtAv7d+92yZk3eG9q0ueCzScCHXAsv2M+yo4df0m4h8G40pxeg/l9PTGizdhbGNRu7w5ZwTiMxJME2EnXh+2PQXMwhq5QBlBGi0oZIJm8KvA4p4dGCNhhAq0egciUKsSg8BiJ9zw1o3ixF7usZpN33Aj3SRUQ6HwO+eWIimiW01KN52UnGx/mhjPp/QO/eMHo/LyVuNrYg4FwX+uQC4P/C2TORFW1raP8UIoDLIsB1PWCJPpswAJN2nYAPwPuJkI0oXKcftbUB9a3xcdYR3dZp4npZR3Qfr0Ag9BnEEJZCF3ki/DbLIuhdsr9tg1BKjMm10Ji+cOydaPP3DsaGiyRD22eisR1B89PCb2wODBGTmU4FftdM+8NtNP0bYnx4c3h+A6sWa29rfh8xuZE2msrDPUeQQeNsYrjOA8E6ujG0+V+IyVAlaL37AjyhVG6z0Rwvc84NJ+tK+pN1Jf3oHV1xpT/im6CiPImlCD73LLPC79loIUkT49osE7MLuMa3Ksvdt9IP3ORa+BhwBVpsPVIkPcQ63DliBvELXAs/9q3cFq79e7TQNRS0pZSxlEimoGyhNIoYQhu3hu9mh3tVIcvRy4jKuwIpBHPTG/hsRIvpM+FwgM+N82BwOoyWQGkDTE5B5RCUeLSw9SKANoVIBVWofLLEBXwnsghZdnx/ON+oksoISQG9D9Rurz+zIzfp4u3ZRMr7Kc/e3jXl2dvX9q2s+d31S5/3W6DDe7YDOMc0ZOmwGNOFRE5Jj9yn64HpewGeIKvZ+O87kHXXChQ8saLkoreg/lyN+nYaAokjCCgYDZWtF+aWzCLrlzEFGHG3zcskUkwpBNA2EpO6biMmatn5Q+idmoQsyp3hs0Zi9ngFsRCAvSPm9h8vCRRGABqvWqTw55J27ybGPm8hMih4xtYjN4BVx+4UMouJcYoQk2GWhDbNZ2xs4wzkPl+J3NG/Cvd8MwLwhRbTDPAa0q4LsTYsQVbpWRhpe9o9BHyFjH9sgmc/bNJMu2+j6esoCe089M7tJK5t3QjU1aDn+wc0Vt1oTWpEYR1/Q2B8SjjOkoogksunwnUglyfVn6ss3TZEtr40kStN1OZqUylE62JjZtbI7tC2nyLr+SRi0hhoXHpDW8zVXhjL6dAYGqDsLnj+R4EPttG0Ca3VoHE1a35PaMcqNB+2t9F0XmhHFbKaWqhJDlWl+14bTV9spj0baJvuRd6WWWgT+LWjoMrSZvQe2bw2xhQH/PoJbNfTWo4Wy+eBShF87ln6iQkK9UTAV0jlsQqY5FqoCXW2AfCt/MS18EcUr5lHys1iMkeJAHAHWnjPR8oY38o618J/IaW5DClgc2FOIbp5ViNldkNox1sZW31kOrKMjiIakDqUmLAALcqOCOoSRIUOAiDpg+q1vYhzV82FpdPgvDwMdUJJcKkPVkCyAxJ3IYAyB4GVlyIFYCDeAEIeWQXMOlKNxqSUSLD/R9RfCefynPeiv015ycd+uiE1LXv+RmbtfIilq3OU3FB9bO9PvY/A3jnmoRhDS1A4JvSZhVqY1LPv+uTmgi5MKitBYzky4RlHXmagsV6PNkfT0NwpJ9Io9RP5EUfRM9hPF5HuanysmiXpdBO5P21TNwtZdzpQTKzorHTvAeDzZPwoafd94GpiqIZttgaAN5F2x6H5OiPcx+awURGVonF7QXgem/elKAHveDSOyxEwTRDjWj2aW89BIRyOtHsNeifvJ2bzF4rFBE4hWuwtO70Wzat/Kajd3og2i39DmxW75kK0KbgJzccqxiYadoRjLiHt/oWMP6Kxds209wPfbqPph2h9akGxurPQXLDQC3O/96L+NO7OKcgafQey5k0L360jPms/FrKR97PKtw6XlW0bwpcnXGrbUN6nXNlQrsyPNhoj064NtLED9KOx+yPyhCxlrEV7DrGcZ2FMZgL17wBaj0qZOJmwDY1BA7LknormSy4802b03nwTeWnuDc8zibhOb0bvyIvRWN8eLKB/DD9PvGiD+oLLppW//K5PnXBMz5LqTP+8qiESrgY938+bab9vH1cpSlHGSBF87lnWohgyU3qFMUM5gvuBaCkZI76VLmTFBMC18ANkveghVu8oDIAvPPcx4OOuhb8i985iois6ixT+KAKgvyCSKJ+CFGMOuei+h+Kq0sQEkopw/rHESj+Evy1Bow4tlIdaToNHN8C8WTC9Sm73ZAr6s5DshKptof1VNdXda5YtXtE5MpqavrNzcmJnx6RU/2BVDhIGPKrQ2GSJlmRLNLkN+G+k9I/9xJ3vfP2ck9Yem0z6YQ+5SeyccxL37UjAjyaoBf3KcD3LKO0O/XFCuJ7FHNYgCqu9yY+BdxHDCRLIEviTfXBUHkkxV1kNCuEw0GYK2aG5tAgpzR4izUxVOL6fSJMD8V0ZDOeXhmM3EEH3ZGTxux9tnk4I19+GgNiWcNyvUVjKDOK7lkfv3zPQJmB7OPfV6D3YEc5NIjCUQ6B2JLS9FDFEjCIr5JLw25KD+hHAG0CgYhi5zJ+P3p0hZAn/PhFUGujNIUvVheG4QaIbtxOBrlpixv3k0I7J4ZlLkHXQNr/HMLbEqMUX1qN3uhp4F2nXMq6S0mGTNpoSaK05L7T3RgTkX4EAtGds/CyoDz16TqOIm4nAZwmyQK4hUsnZNWqBb8/56ca1pZnhV/myRD45mD1mx3mTq7KJhE8N5BitzXtSCRhrtR5AVeTehOauhUIYM0YJMYvcERkrRtA734vGYyuKWV0xvh+aad/eRtOHEbCdgUKothHXh9ei8ZuC1t0ziCU9jY2hhJi8dSZHG0G7qnZ9BrisYuvQ8MkfejC17hWzjttx3qStO86ddAsJdx2y4BflCZGji2rpQKQIPvcgvhXvWvgSWoxMAaTQQmExlP3A/ftJzG5K1KGFLUEsgXnNRCf4Vv7mWliJEiMakFI1V9ROtFi/CWXiVyPlPwR8GbjZt5JzLZxFVFwWd2WWRFPkFqOXQgvzSize7NBKCrLD8OBdsGMZlOagNAOz5kCNAciZpSXDv/jtdy9rGhis4G+3XdD7wMPHV2zYPLuss6vBr9s4LwuJzaGdM4mxXGbRehi41nvFx7XRtDH0z1ZgNPjTdiLleSkFMZ7OkUSgfD0xSWRRuHYPGqspaGPyNe/3GZbwPwggvyj8n0Bk9P9xMJ13mGQzApenI6DmiBZ/AwyLiHyD5lq3GF3brJhFyQDXdmLiRC3RJQvRVb0MzetKlEhhsXLKeE+7K5H1eyp678zq3xXatCPc63iiNdAyolejsJGpaPM2TIzdtqSmlyI2g2vQuP8abbouDN8NI2vZXDTPLHM+QaR/+j2RCaM+3HstkRYpF/qlP7S3lrEhNDvCM08Kz12DgIq5jo3lwbwTMJaSaTQcfwxKhjqsEirvvB6Rrc8I934TstIZj6utbUbJZHGWFsduLAmVaM7lgR+gvr6UuD4l0Xv7tbP+9d6zEajf1je/8p7Szuw5my+demyuMpVyOZ/1qV3hDSVo7l2NNjUuXBfi2ENMkrIY0W3h7+WIdmklGo9tBTRLu0mwAP9tgn56GzGG3jYTtgkqjI0sTCoa4uiT05HXYDOQr143wHGfemR79kuJabmK5DfKHh254wluX1GepFIEn3sR30on8IngQr8KKTxLnEigher7+3mtLtfCO4D/IiZxbEXWs91itlzLrkD7Hb51YiDoWjgPWUZnEGPtbOd/o2thDtpNn4GsROVI0RlY6GdsxiZo0f1X3xpjnA6h3Ae8ANY/AgNdMGk+5Crg4Q3wmk8joL9qeF15enCorOLnv3vZjsXzV3cvnLsmOThUVlVZOVDzpda3/+TeB079BVIuDiloc5Fa6EBJwT3PDMeNtzRmkTWrMMHILGplSAnOIrIUNCDr8796v39KIpQgfb9r4fNo7qz3rbss0GNFFoZlCARtAO4IiSaHTpQgMweBnzVkfD7ULv8aAl6lxEo+o0RlbjF9jUQrjfWVhYIkiNWofoEA4vnEsZiOgFUfAiQWQmFiYM34Emci9/XriOUQLbaylmixqgzX7Qrn1qF5PQVlZG8mJjwZS8QwMVnlWcDbyfgI3NKOcK0lxHcjHz6rR+BmPnrvZoW+2YHW0xuQVdMjUDqKNjN5NH/akfv+ZSjhyZJlZoY2WTx2vqC/LS7brIEm5qI36+qRkNloMzUbbcB7EcB/K5GJowttBNLEzW0pMY62irhR+TSwvpn2gTaa/ha+P4FoeW5VrKNbEK5B9ZqBHcd+aXX7pLs6HumdX332ivcf8+DQjMpBNK860RqbQ3y1pxKTlmzO2GY7ifpwO9H9vQ14RqgklHkc/XQMMd57C5orXeGZyoles0mh3YNAoo2mRDPtR1PiznlEI4VJLjWUJzWUPwP2v3JfUQ69aGCKMZ9PWfGt3OtaaEFUEyeiBeRW4G5zn7qWXQTzefZQvShYMp+P+ANLENDbVHisa6Eakcw/By2U97gW/ju44ik4LgV8FO3qzaLg0aJ7GXKV1BHLvzWGvy0DM0V04VeEZxoB3uBb95pE83jkEWQheS5k8pDZHNrwFe+r79111BZOqigfHnnORdfeeMc9Zyzbnpkyvbamr+OMk29f+5JLf93WuLSzk0hfZdYMi/+chVy5Jt1MzJuXYCwBOd7jneMPSGnNQorVksu2oYX4FCbgsnOOCmSBq0FgY7X3GteQkLZl/Dm7JO3KEHG+UcYkgAeDK/Xxj4WA7bNQSIElU2wi7b5Ixu8g4zeTdg8ghTlAVIoWD1dBpL2xUA3byFi/e+SaTKE+GiQmK3WEa9QTK9xYItwipOTN8pdC8/Z+5MY9hljUwQCkWa02YdWromXNQLDFAt+OwMzkcJ55LqrQOJWE6xbG4K5HwLcbgVuICriGSCGVR+9WBZH8++5w/H2hz05E4CyLLGQfRSVDj0NzwqO5Zhyn1ucGdu9HAGok9KnFC9ozbw/9d6SSUeYSE/5G0EZgLtEaa9nvBjitrSkiiE+gkIEK4MXNtH8CoJn2rjaaPok2KhegpMf/10bTKfO+cNK1Z7zjvhHU7x0OEpNv6RxIDvr2oWkV3eHza8J9P43Grx69w53h85nh/j3h3hbGtINI0zYETG6j6XVorO8G7mmm/UBjtDejjd4wMcnOLPhd4f8yNJ7Z0Kb3AtPaaPp4M+2HduN58LKnUI4xSVhFKcqBShF87qf4VnYCvw0/Y8S1sBglBzQQFLtr4Wu+dUyCil2nG/jrRPcIpPbfQJZKA0YXAce4FppDG0zORZYZ2/YULlYeucb+RCTd7iYSKa8i1iHvQUozBfzIt6rqi2vhBORumYrcl7/zrY+vdJr3V3rnrvoJymQ+Fi3M93l/5c5xh3YATJm0o/8Fz/r9HWb/c465SNGuIVKy1BHncQ4t5Eud4x7vySNLVAaBBLNkVIVjfzZBM69BfWfZ8h4pp25CFRzndsUBDgfAOhMpjrpwjSSwwTluR327vDCpaQL5F2Ql20gcx+OA/0QWpccri1H82SaiBXga8DbS7uPBwro+fD8FgR4LwwDNmwpkkd2JlLJZuYyOxiFFvZU4L7vD8fb9AiI4tIQSECgwmiMDjRcjMG+xeCVobM1CugoBr2OJsb8egb6pBe1OohCSlxI3XRbvtzycM520GyTjDWDcE+5psa0214xGylzJfQXf55HL3ZKMfLjvRmTtvBN5OBYhC/fagvHZHn73hWczzlCPwN0tiH6tjhinaBbSNcCXrSTpERDzlljMqvF8mmXWxqmGmFyUIca22kawC4HT57fR9BgCaPeg+fROlMBk4Qonr33tnGc0LO/+xKJvrb0Mjbd3cOuke7p+3Jz4TR9AG02nI09UmrEVkiYRK1PZ+Num1TbnfWj+Hhe+t/afDdzfRtMXJogP303aVPf+9HDdueGZe8KzHY8MDrehDVELej+6iJ6AV6L42dX7utcRkt+hRLI6ItisQ3rlD09Uo4oSpRjz+TQV10ItWiyH0YI8FynOpa6Ft4wDjHu6xkLghciyeglSUgZWBpFl5DJEmmxyIVrUpxDd7RAz4y2Iv9DV2EMEU3bcSrQI/wb4jWvhxWgBPBkpthVoMT3FtfAxo5U6WPH+Sh+uu2Yvh92PFPIMYItzuPD3OsQNmEeL9iRiUowpkgeR1fh+4L5m2kfbaHozItu3cIcB4P3NtD/qHM9FAG8mssx+DWWdnoH617JT00jpvgZtNGYCfc7xi3CMxR0OIvB2LlIwO4GdzvFJ73clwoyXlxFdtSZbgQtJu3Iy/vHGgp2HxrpQeW4lZrdvQRuiJQjMLWHs2mDzazp6xkqi8u4nAjNzLa4hegHMXddJtNZZTKi5143qxsbR+C7z4btKIjCz619FLIlYQXTjWphFtuC6UxGwbkRj041A6llozN8LDJB2XyXjHyLjB0m7XyHgUR/uWWiZrC3omzRjk6ouQXNwE5GD9iZijLG5gAulPzxDR7h+Jxqr+nDsx9EaY2ENnaEN04DvkPEPqiWuEY2dBx4i4w+HZWoFsDWbT8zoydX1pVy2ojrZR8J5iPHoFhOcDW1dQ9wkWsLUbCL/57PDc3chEPomIpVXdfg5855PnnD2om+tvQqLdd0dcL+GWAnLxiRZ8L1tEgZQ7PUsZFWeHNry/NCeTWg87gttPwGth3t1MbfRtBhVpDIA7sJ569Ha+xngL4Gq6mK0NhS69m1jcTJHC/jM+K2k3ftQmcQZ4dNO4L2HxCtTlKetFMHn45eTiO7AS9DiV47AyJ9cC1cAf/OtE1u+XAvHICqVQaJlcg6yMtnimkOgoFBSyCJpcaiFMTnmQi9HCqoKLcQ23uZ6/RVSbMNosXw/cnXNQQraKHduCtd5LvCd/eqVxyPT/TBb3KdR9vLJSJneBvyU6T6HlEYGgYlSpPQsIaMPuYrOJdS/bqb9gTaanokAQAVwRzPtw87xWuQGHUIA4BSUrPVJBASmor4bRuNagQBLDinKKhRzW4osWXVIMZYhcFeBAPN04FUIAE8k5ewek1oYK/d4wafxWY4XT4y7vBG5uI9nLN+hLzg2RaydbZuaGvTsPUR+1m+hcTu74BoGRK3vCrOgc8QMZ+MNrCZapEBAzDYYXwCaiCEOs8JzGAg1IDoVKcoB9H7dHo6tQRau64gVh2qAd5B27yPje5AFbSYCH71oUzkdWccuQdZkA5KJ0DdGOXUuen+3IsvR+8Pz9KP36LjwXV+45nFETlTLmi8PfTIcnrWfsQTj5g6VlTftnoEoq8ziN0rafZ2Mv5tDKM20D71yxw++vaTioc95mD6SLyurSvaXzCt/bKQiOZxHY2uhAytR3xdy8Q6HZ6lGY7aOWP1nLgLoBhLNk2Sxx29uy7zwx82072lDbxuZIeJmxuafWekt9OhcYgKagf9KImvDKDIG3BC+P5G9gM/AAPCm8LwG+jej0JMfAteNK7G5g7HAGKJVuJOjSTL+T6TdzQioexSPfjQmRz0NxRVjPp/GUo1eyNMY6+4rRVaI/wb+4Fr4ZEhgGi8vRYvbTmLyT47IvQixLGGh3IQWtjvRQmrxVFmk2HqIVDjm9kqiRbWGWJ4S38qoa+EfUawpxEV4DVIAFsi/5EA65nHJdL8D+CJbnFzA08dUczHr1a2oNGgegQvLzrZkgl0Sgvh3JZU4RyXw/4hZ7BD75EUooelLSJk3Eq0ZltxUhRRtAxrrGWgcbRymAkNT2FpzTPKRhj6qX7Gp8YV3zUxsvrPAvWvyV2T5LgzTSKPNxaGgz7kDgeZCy2s1UsKbSLsZaB6eicCjPadtaEyJZws+yxFDOepRH3SjUIYbQ9tfhfrFsuSNemc20QVahhS20TAtIZK6myvdwKvFfZ6PYp0t+ak/HFtLjJktJVqhtyNgU4M2FWalLRyHXgQcjwvxrwlkBT8XgeguBCIeQV4Im2O2QRgJ7biNyDt6PwJTpcSSpR1oc3cu0aqWJCYWlRFdsUkEzOqZmEQ/BWwn7SYDH0BAtjRc91HgraTduw8lBZNbwRR43SVzy1b/7NkNf1w4tXTrtP5c5cIbuy8svaThz6RcfgpxEzgJhTZsJm7iKonvZuG7B5oH1aEPzMps66G9V03At/fQPNsYWCKRAUmH+m9jaMdUIiAdJfKCdqO+tux0UKLmvew7vnEKWifXj/u8CzipmfZrx33+Y+AlxPfQoXd+A0cb3RJAxvcxQVZ/UYpysFIEn49fVqPF1ly6ZgmxIPKpaGF6sWvh+2gxHPCtu5T4QmIyykZi8oVx0TWGz3457r5/Q1ZXi6c7Mfx+GC1gdyLr0/EIODYQE3TyKB40AZzlWngQ+BDRCmDusQXIqmUAezeuu8Mu0yfcYW8kZtWuJwKNepQYVMsESUHjZAYxS7pQBhA4+Ctwc7jmuUSqIcuWtcQYe4cs2cXoWxKO7MxZyY3NcxLrdu5gatkkt/OtKJHo8+NKI34auflnEosQ9AFXHqKM93vQfDgdAQBT6l8Iz/CB8GwdxAIIZeFcA36mwA2IWmZ6CZpbfQhwXow2P2chEDUfzZ8eBKRmh3sa3dENyKo/m2j1Kwv3HCFuyIx6qI8I2CBuCoy+x6yjFoNoCR0V4dhyYtUhs0CaeJTo8k/h+3pk4RwM934NGiOLvSwj8qHm0dzbEI4pQ3PsFCJBvyUYXYesaicTK0v1oY0UxJjYQQTOHkWx3+ehd3lTQX/cg7wX5xKZCqaHPr01/D6UGcmnAG7d8MLtP9r+xo5XT/neyfPLV1dXJIdmDeXK66tTA8aT2Yf6bwEC4X1oU1JLrM1eicZlEpp7I4ytNmSWQtsI2SZqT+Dz+0AzGjPz9BQmOT1G3IRbaIfFdhqbgsUyQ6xK1Y3i1Pcm5uo3K61l66dgd69XM+0PttF0BfBhIoftGuCdzbT3jT++KEWZSLQ4Fy2fT1d5FFkhLyUqOQuUN8XdjXjxTgvfd4SSmncjhVQTjilFoPJstAuuRrv5K8dTH/lWhl0LnyMqbouVq0YA9AG0sG0nlqW05KNypCTrkHKwRJBC6pYq4uLskKL44+Pvrscv3jPkHN8D/hkB0eOICqwMKbl793GZPjRGZnkzKUcgIo/GxsADRPBpfxdmeluMXkiO8dlyhlIbcrOqsqT6n13y55XlbvgxlGxyOgK2kozfQtpdhubIyUhJ/h8Z/7jiawuunyXtvor6aRmaa3eS8TtIuxehsd1AtIxbyIaBNBjrNh9C88OUu0PzehZKBPrPcI/lRB5Hm4MgANWNgNW08P98ovsapIjLid4Eo8MpDcfPDm22eL0kEbAZcMmG31PDZz1E62kKhawk0Lx5DG30TkfvTwJZ0RqIoHx6uG9fuHZveK4KBFQ2hPMtdGE6mlujaFxtXiXDPVah+WtyO9qEVCMg30WkHtqJ3Ninond+B9pQXI5Asc3NofCcjei9PtTZCLa+8aJJP1s6t+yxud25up68T+ZGfFkXDNg42PyYG56rBFn3bc7YcSPo3d1O5IbtR/PGNjse9W0Hu8fL7pJm2je30fRaVLJzGXGu2jw4K/zfieadxRWb9do8QhDXyc5w3z3Fa9u9d7bR9AjaQNQUfFUFnNpG0zOA7zTT/seCc37VRtMfiAUsVo5zzRelKE9ZKYLPxymBjP6bSFFdSKREsazcTrSQLkDK2JJYPuJauC/8fQ6yjlYTsqgRV90PgY6JaJvCvXMoueHBib53LdyC4ia3hY/MxbSTCDA2IBemZehWEGOmGtAc2Qj8wLey6kD753CJ99ziHJuRxedW1OezkdXjMuA5znELysh82GiPCmQbskC9DD3rIOr/WtRHfyRakWwzYdZqoxsyK0mCWD0lACjvRilN9VBXWZ4fqn53+acfCuf2oE3IzQBtNFUDVWReuLOZ9tZD1T+7ico5Lg8/kHalpN0xCCwVxhYvRwBnMDyfUdLY85rVyIXzLN45j+b4TajPhoj8lD1oTi8iWucq0Ltg4PQBZFkvQ+M4gqz5FquXRIDhQWLFmDq0ObNYtBzR2pREAMwy1S1GtdA6WofGvAG5++9HltAseidqEQC0eF/jILUEvkLqJ8Lxy8I9OtG7XU107xbGff4UlVS00IPTEAgbJrrw7wi/L0IW/nJicQkL+3gT2vQYsK8k0qhNRYD1UMoK4CUVid7SZVUPnDqUKy9Pkncel6pJ9pj1ubLg+HK0BhVasyuJmz7rvwVos3cH0aI8CQH8bWg+TkfVhvYmq5G3JhHOtSxyi8d+AM3DjUTGD9t4l4Vz8ghw9qGymunwHIXeCtpoWoDGcCba7KaIyWip8EyEZz4B+GYbTdcBPwdubaZ9ezPtw2gTUZSiHJQUs92fxhIqCX0AuX0WEyuP9KLF7nikNIeRorgYLUznhO+XEDNjzV1zLvCb/cmWLxTXQglyPb0CKT9bfPvQItmJEnGmhfv8HS3ub0OLfwOxnF8noh26fk8A+AmWLqREOhEAmYuUzEzYVa3oTOAHznE9kQLoUe/pcW4XGfWlyPVl1uF5CDCZwkkioGGgszCZwaH+szjfBNDj8Ex2O1I5nxguTw27x+YsXDq9YttONuAYpreNJlPK54Vr9LbR9P1m2nfFpR42UT30tyIQMBfNhVvCc/wdrQtLieUGDWz2EOM7IVIyGbBzqO8hggsD5OYmTxCpWhYgENWNAJVZl4aRwjd3aGk4fghZBh0a+ynh+NvD99aXOWKMYZa4GewK12wI7duMYjgJ155GpECaRvRk1BDngc2FkXCOta0bWZbNWmd0SJbslEbzrw4Bwh5ExfQ8FHozicilOhA++yCyFtrmYD56jy0m/NXE0AeIsY5VaFwONfAEeXqum1ay7Y05n2zsz1cNeBJ+YfmqbSWJ3GSiTjGaJfOeQCxUUErcCD9CZHowb0Qj2nifTKxi1oNCYa6FXZWWmIAPM4/GymKECf93hf9vQkDQ1kaLQ7X5lUTvwVpknS5FFlkLCSHc/yUoWdHi45vQOPwm3PvscO0hYrhHKaKv84hi6jPNtD9CUYryNJQnZ7DA0SnlCLyZpaUSgdD5SDE9hBTaq5CSKkeL7AXEGL9NSGH0IcV6/oE0IPCEfiz8LCCW+5uPXFFtCHjWo0W/DVlVJqGs3CkE8BTa8A2OUuDpHMcCn0D1wd+MMn0t0aMTWdXMqtKCstjfjpKMPuMc53pPr/d8GFG9XEq0ulQSkxJGUH+Y8skVfG7AqpKYRZsEhj2Jx0rdSEdtRW/lMVMfqbqv6sRTWMoZXMi5nMFa5Cq9EAGgDaGt/xqsKYdP0q4h9MMwAu69qN9ehzYgzeHZPoWU/S/Cc3UQlbhZ2Xz4zABiDQL7aSIN1kqihREi8biBunIEODYS3bULkdWzH8U07iC6auvC52YdtKSkNyB3/wPhuw3h50/ht7leDfz2hmub5+AxYrY6xPK5DeH/EmJcb5bIV9oT7v8AAiz2/iZQSIDxcfagzdBUBKr+FYHR29C6kA73XI3WkTSiV1oTzocYq1tPrBJl8zBZcIwlh/UAHyXt7Jket/hleOD7b5j2rQ2lbmTz7LL1vSdW3bt2WtlWy1g38G9A3Syd1cjKbVZNiAUJFobvqhDotHCL1ag/bwXe3Ez7t4CFbTR9A1kL/9JG0z+10bTLiBISC3+F5pnFLTs01zYTrZc2hkPhWtcDX0Vzojy06TK0Cft+Ichto2kmGj+P1uztRPqrU8Lf9UQQXEfcjHliCdo3GoguSlGeblK0fB4CCdWN3oQW2a3IOmDJQj1IcVchy0wtMX7Osn8riJm5PWhxqiEqvv2VhWgHvo246x9BFDqvJrruOhCn3QvCZ+ay/E+k9HOITP+vRynwTCEQOR8p4TLUr0sZa6GwDOiFSMEYd14Z8E/Oscp7tntPp3PMQJuCemKmqyn4HmI5wVJiBq0p2VoEOP6GLNbl4CZ1JCaNPnPyn0fK80PeDeHpJcsUHskek3ixy+VrfDKxnujK70djfgkTlFs9hHIi0RK+GAEgS/QAgZ6u0AaLmyucA3mkbKcRQYRZQoeIoSOVCIhuQHOsPnxXT6xwZHGK1QgAn4Deh/nEWMiR0JZaYsWYWmLsYQJlJM8CWonckdsRMOgK7bJ+3UnkY11b8FzVyO1eaJFNExNgILrszX2/nbHW71lEDtPpCMg69C4OhmMMjM0K7dqEwPVO4rwDgeOTUDLa89CmahNyGc8ghudUhGPNAmrriiWZzULv+vc5RPLTZU22+boWzXdzqVtimllgDegZQ8QwcQNg1vQ0AmtziAUFrkRjOgNtHm5upr27jaa5wI/CM3ehufSBcNzHC5r4C9RPryaC8c3A/yJL8t3he3PLTwvf7wjt6gjn7UDjVhhGABqXeWj+1iPjgs3pqUT3fQMx5na04G+zlM8hxhQXpSgHIUWqpae7TEO726nEmCGzElk84SwEZmwBMuuEWVMqiBal0vD3vQfYjqXECiuE684Of9chsDEPKVrLAp2P6nrn0K793VYy9CiW2ch6VOg6g2hdsxhXU8aWbGIyjPrmRODPAcwuIVZCsRhHy+ROIOBaiUDJTMYmTQwSLRqPheOSp824c0NVdX/vhu455cfNf/BuFrKBFKM+kTimdkef655Wm2esDKI5cjjFXOUOKeASNPZ9SAHbpulfkOXzOAQ0aoiE8huJbs1GonvRspw9SqYZRhWjNiCL+8/QHC0N18mgZ15CtLgaqCpF49kV2m3jUkak1YLo1j2XjP8JafcQGoN1Bc+8Bb1L94c2P4JiLO1dLEf9/nUE2q4IfbM2tJdwrGUtl6D3/CE0154drrsKJbXUERkRHNqMziJSOw0Qq2HNILroC8Xm7DDaFL4YuXL7xz27WT97iVnTAwjUnUJMUjpk4DOQpN+N3p/riDHtlvVv89pApyXRlBHjgw2gloXz16D+fmUz7f+FYmLHyz+h988S8YbRmLyqjaavNNPeEdo3DHy8jabvonHuRUB8AdFKPYjWQ4udvYtozbQwkho0jy4N5xuf52VEMnvQul9JrNrUiMZ8MRqvQWIy6Ab0nlgIz5g40qIU5ekiRfDJrjrpaUSB1LOv4yeQEcZmZpok0OKyEynyZxIVEsTdvx1rbr8GFHu3/gDbsT38tnZUEV11FeH/qnCMuSGnoLrfvwj3ncPRUl1jz1KBAKjRWlHwt4UzVBFj5WwMzH1pYDHlHOchpXM2slYZTY8ruPZA+HsSUkiFW81CxdqP4g/PBup3Dk5qSDhffcmCv9x39tJb13pP3gHJkewI3ueJsWYm9SjB4XDKo8SscnOXG+dmHXo+j/r3EmKmeDkRDE4CHthRmv7QqqpFH0n63JIlfQ/vrMv2WF/YsZ1k/M923TnttiAAsKGgPQvD/TuJ4zKZWFGqEYHdESKxvwE1F9pvlmkQeHxlOM54V49DG8SVKI7vGATUliBwsREVT7gVjcEMVAFnLmPn2RDRCrYGvSczUfJYDQLeteF4i5GtQEC2EDDa+1mJ3tlfodjqbjT3LKN/JdAR6Lb+B/gf0q4MhdW8JFxnS+jrGeF/A++NaIM2yh4SEh+n/AKFEUwi8mNuRP1lsc+2wbV4TmMlsIQvA3nWR9uB8jaaSvZQyvIkxr4vFFxjIeMsiM20r6dgDW2jqZcI+laFHxfavCi0u5B6qw6tCYUAcTGR/q4hPN8Q0fvxLWIBjLXIat2A5scalMjoEOD+ezPthdbuohTlgMQD+WLC0ZNTXAunoXixKiDhWrgVZXbvxs02wbmm2C4iWjVrkNJJICU0hHbaz0XK6iQisClURBbnmUCL4gBwpWvh+76V6/bzce5GVp1FyCJjFCJmHbQkClOOFrM4hUipdLRbPSG6d81SBnqu+vD/TKTgapBy3IaAlAHvTqTossC/IxDSRaTNMavVELKadKG+qycSXts9B4l97JECvBGYtWzKij++87mfff3QyaWz/1r5jGPKssP9x2x4dMO0zh1r+9LVv0ZJP4NEjtLtHH4i5zXIGvlcYhawgR2zJI8Q4wqToV0jxNKa97zqtB9f9bupL3jruR23HFeeG6yoyA9NfuP6b69/3o5reolgbfm4e/8aWQbriSDLEnYy4V71RAu2WdBsPn+DaP0qpAVbj4GGjN9J2n0B9W0jApr1aDM3LXwOcmGXodCCr5LxescUH2nWuwwRQJahOWFWK4uVvRO5gl8AfIQIOruINGeLUDzxEgRSUkQWgOsRAJ6K1oYc0QX8nd14XjN+mLT7JjFp0UIDSkIfWCY+aKxORGUdD6k00761jaaPoKTJkxDQejDnE88dzFU0Zn2qNkEuX5YYGipLZksRSDZgXhl+J4mlS0tQ/Ps1TFyNCzR3lzCW8N3W0E0TnsGuGM2ziXP7xNAeA5CjoU1bwm9b+/sRqP1VweVmoHXhltDeeqIX5I/Ap5pp36U7Qh8tQlboS9B4JZEn4Id7anNRivJUl6c1+HQtLEBWrx1I+SZQDBNI0e1L3ohiD6uIsWuWNAFSKvcR6V+uR27u+vC9uc12IGvQbGQdmBI+Xwm8zrWw3LeOqQE8oYRKRW9GcWKnEV3wf0Hu9lmMdYOZ699oTTYylnfwaJXJxDjasoLPh5DiXocYBmoQcFiGnnMTUigzkNK7FCmGKqSILDu7HPWbMQUsQeNnQHQm0ardFe4zQKS8qQV+/KeKZ5+f3rJj6bP7ri2rqe/trZ3XW7Z6xoLGX57f9N23lXzz72007QQuzo+SHr6+ciV/Sd7+htSPern60HbWGMl4T9r9OPTLcQXPXBOesYdYQtM2KTPR5mgVUDbiSqZsK53y+b5UzQqHf2jq8PZFSZ9Nts75p/nH9a4YnD200eh+1pN2rgBAXY+oek4nArBRNP/nEflAjcJqAPWvhQV8A4GBM0N7B5Hru5PCogIZ/wBp965w3DvCffPICmWJQrYhqwauIO3+HNpZmNzUi6yGC8P9tqL34zHge+Faa0IN9R+Rdm8kWnENQPWheTmDWAee0J5FwFQyfgVp957QL0sRaL2FjDdPxnh5VhgL0Jph4Qhm9awP3yVC//19D9d5XNJMexfwhzaabgIW9War/MbhOal0SaYsj+tNkCvtGa2tqsl3r68r6R9B/VJNzBAfJFqxs+HziTLYTb6NQhwaEABNobXymmbaN090QhtN/4AStyrDeeVoTEbCPdegcJBz0Nw8m0g8X43m4J2hPK/F93q04fkZ2jRYnPFdwAvbaEoT4/sfQgVCfgy0o3nQ00x7oYW1KEU5aPHFmM8npVxEpEMBKYQNwNmuhZ+OJ3YvFNfCbODdRFJniw0cAb6LLJCrkPJ6G7He+kZkJWhAysh24GYVySELjQWzrwLe4FowGpPbiAp3y/iEIN/KZuA1roVpaPG8CO3QtyE3WRUxLrUwZnI78JWCyktHpTjHAmSpNuqSfmKJvkmoLxcQE7nMBWhZzg8ihXMKstjUheOmES1dxkNoFgyLUaxF4LaXyKeYQK722Si2bgDNoTclq3MzfulftPa27tOZvXlzIzvyvYkvDd82UlV+ztvgj820P/qh8/6j5rGuBZ/KDE6a7YAbai5Zd+qd//qef/3Tl+875J0XpRwBs2vC38cRk60sO7s39I1ledchgNixvOaErlI/Oqd+pPOu6yddvPwZ7sbcwv7VS0rzw3P/3nBWbvaWjbchK/9LQx/+Kdz3WGK85PTwWSlSyBUF/4OUfAfaMCQQAP48CguZQiT3XwJ8i4w3MCbJ+BHSzmIhbU7PJMbfzSNa+aejuXAvGd9N2l2D4vq2IuttKdrwPIgsmKVo05oHGkk7s2JaTLBRRhGeaweR0cIj4LQt9OnbSbsbyPhBZDG/kb1J2lUjuqkSYm30KvSuT0Xrzupwv0nA9YeoStYepZn23jaaruvMNr5168i04ZUDx+7oydVNqUr0J/I+0bNlZGbXv8367A0JRyN6/kUoJGAzMSnLIaC8x7CnZtrva6Pp34GrwjVyiKXj3RMd30bTsYiE31z+5t2ZhNa8gfD5GWhudKCKW/PQ2AwjnuB3MzY8qhTNma0EfYH6/my0rkwLz9KNNvzzgW830/57IrVXUYrytJanO/i0RCFzlW8nxigZ/+Ce5DloERpCCtEsig3IJfY1q+XuWngULbYdaMEzcFmCFsY0Uh5ZoiWyLFzrZKTUHkRK+mqkUDcCm10L3wPu9q1jExZ8q9yQroU1KA7u3HCv54Zre7RA9qHSmr/wrXt0dx0VEjLSLyeOl3GX1iBl3k1M4mogJjyAxqac6CabReRjtLGbjGJD1yOFYckR5kY263Yh8DUKnTq0kRgBFoKvL50yPOBzibWbmM2mitlbhh6uqFt65/1u0oWZmQBvP+OLdWu6TvpmLp8sqSvt2QywqXfWtP7Rqm8ueOXzL3n+//3eQPWhFgNvI+HnVmShfz4xnCEbntcslBZPO6M0P7wdj6/ID5Z0lTYM/mXys5YnfD6Ryo+WPFBzwn3NW37+IFLG04ArSbth5KZ8GZEHdBsaI9u07SCWJUygsTT+SqPqySIwd3/4XYuV50y7FyDwDwpduAWNTWFA1DCaK8YbOUy0Gv4jafceMn4UWbS2I0tpLUp+WYsswovQeK9GIGZBOP8OtFE8Fs2trtB35Whzclm4nycSkXegefZO0q4ytPu2caVXx4ttBk4kJjYZbZBDoGgTkTe4dczZus85WBJOxh+qzWbbDV3PfHnH6KSFndnG8jyJ/o3Ds7sSztc3pjIzu7KNNJZ0bAltnIzGd4hYnrgK9ccD+7jPcURaKh+e5ZVtNH13AovpC4mUTxa77Ap+kmg+3oTe9elojDtD+25DYSJbiRbaEgRO1xG9JjUo838JsUxnORoHA70vaqPp+kKXfFGK8vilmO3+pBLXwjzgHxHnptGyeLTo3IusIzv2cLpJZThnKjF5B7SIlaPkIku2uAW5iyz+rD587hG9zCixrrC54s0lCAIGlWjh7Q7XWYiU3muAe1wLXwJ+Haoe7ZLw/13hB9fCzPDci9HC/2PfepS52re46UgRdAFrmL7LcvMPCDxXE62aljFbhxTSsUixlBMBlG0oskjZrEdKZBgBWHM5O2LsZSdjs5JHwzkGnixut4pI92Txiz3gkr3319XVntJV4UcTUjjOM9JROhmBJ0ZypS8czpXW1Jf17IpXqyvr2dk51DDzrq2nPf/54mY9HGIxyZbkRmj3SmQBTBFLRprl2CRzbP/D6VI/nN1eOjlbkRsoKc2PJmuyPfU7SiePnN95k1nYlxIpl96GLELHo3GxjZVlFlcQ679vRGNvludqBPJ2oE3edDQmlqBUiwDc21AyFSgu9DiUpLMejdlmZMV8LmOzjKuRNaoavRMrQjWo64HrL/vmb499y6+//vmKkaH5Lp8fPGvF3xuqhge3OQESe8Z+BEL/jOL+TkTgbij8fxLRim7W1lo0dyoRT20OvZd/JO2u2AsAtTAQ2/Dmid4bYy7oDn35BTL+YQDSzgHvRy5o23yuJ+3eSMbfs4d77bc00z76ig42QH5pgtxqcPmaZG9qKF/a3zE6aQH4OaE/EsDvURzlB0IfjCKvwzpE0j6htNF0CmJh2EHsx2oUWvEXxiaygd7rPJoztgkxpgezYE5Fm7ENqF+uCm3aivr5bMYyEYyGnxuBz6E4zpejdWR6wTH2DtnnneH34aRRK0pRnjTytAOfroULgS+hRcc4GyuRAjKqkg/uB93Q31HygpEHQ3QFPoIU0M8AfCvdroWrgU8i5bAKKUyj6ikP5/cTd85l4Wd1+P80tOOfTAQNBg4WI57RPGOD43cT38omDkMCwiGRLS6Fsn4vIFjbcvnEI+eccvs1d9x75gXA+4gxV4mC3wbUe5Hlop6YzZ0nWj3NkjafyPFnSQcNqL83ocznf0MKaDNSYosYG1/aTbScJQs+tzjU/MCaKupO7axKlOfIDSWHE6W+rPqYPofK6zGcK0uze9lPAAazFZMOpOsOSDK+k7S7BRUx2EhM1hpFVvKLUX8WWj3NOjxU6rPll239beucgfWvPqvrthk5En553Un50zrvXHdx5vp+FO/WRbTGPYIs+LYpqCNWfoFYcnMbGpccmuuWIPJnZOGaFo5PETcBDeF6NxJd7D3IlfpH5Kp/LbKKdqFs94WMjcu+Llw7jm/alf/p9Gc/47U1jZ+c2rm9fu20eRtyyWTJ9oapc+r7uoYb+7pOIBLeJwrOXRXa/V60LsxGa8Fdob8tztoorTYQM6zLkLXumvAzkVwezjMrnvFmdiNQtgr4MLCajC+0nL8cgc8h4tjMAb5P2p0R3P6PVzKQcEsrH6i5sP4v6YrEYGrEl5as6D9u8+92vug7r5/2nZ3AlmbatwC00bQcVWKbhOIt25tpX7eX619G3LCY9KF1+3wUV1koDyKQX0sEnYW/TcwSPAxssPrqbTSN2cgXiAfyzbQPttFUmK1uscQVBZ9NQ+B2GvCtNpq+A3xvL3GtRSnKAUmxvOaTQAIZ/H8SLQZmIWhEC9QaYJNv5bb9uNy9aAf/j8TFxiErpcVQ7hLfyk7XQnc4ZwkCjNsQQDLXYxVS1OYe7ECLcjUxXtNcRma5yhFplJ7rWvj9eBf8k0jOI5KBe4Dv/N8/XDA8XHYZMT7LrMOFdEhlyLJQijYSZs20vrI4Q5BbvY/IgZpDSrubmH17HBqD+bAr0SuPrFf9oQ0pYoxkScExBtZK8kOp0cx1U+6uPaFnbn44MbXq2N4Hqxb1fbid5kcA8j5xjyfhPN45nNdngHeUp4YOZ8wniPdxCFVZShJLHE5iLBejR323lcAIAdz3lvXfOKc/UVm7sXxmZy6RdC/e2l5al+2amZBV3of+qUZu1Fzop0eRpT9FLL/oUJ+OovfQgMF/oDregwg4nk9MMiNcuwzN/ZJwXYcYH6Yiq+S7ESD5X6I7fzqiKrJY4S4iH+waANJuIfCxM1feflHJ6Mgkl/f5Wds3Vt6z5JTVA+VVneAb6vq6B5L4TmLmtoGmWmATGb8jXMs2KHeHZzwDzc2y0C+VCJhsJ1bEeR4Tgc+0W4Sy6jsQOK8krgHWj8vJ+HvHneeQZdg2rIS/+8K9n42SYR6v3L+g/NEtz2v87fE92bp8X642V5no235O7c2Vtameec20X1t4cDPt96H1cn/FxmkiGQPm2mg6FSUU2vpe6HIvZKywdeFU4PMGPIM8RMyENwNDBQKYRl+1nJgstSpcxzZdRgmXRetLHdoYJFDyVFGK8rSVJ2ewwMHLMchy2FXwmdEcJZCi3Je7XSfJMnolWkQ6kOL6PVIyVYQaxOPEFPgCYjZsFin+rQgMgEDUZmRZfRhZPQeJCyjECjFmkSpB4KwhUEA9GeWZqP89wLYdU0q/1/aGaccvvb/KuZwB70K3mf041K8NxKz0TqSMc+FnCPXln5HFJ0HkF1xMtEJPRYrmZuImoDBRZHX42xJjUkT3vgEciyPdOrylcu6Oa6aV9/215g9f/OE7f/nbmS9/LWl3OWl3xvyda2+qLu29tWuoYeZILlU/nCup7xqunz2rduON+XzilkPbteMk44fJ+B8gC+87Q7+UIPC5ihjPWth/o8jiWAacWJUfWL9k4NEty/pWbm7Idq1LxHrdxoV6DzErO4lco3cQrX6W2GRJe6uRJfALwGfJ+I1k/E4UY3dPuEY3Av1GWD5ErAd+DrIcPgOBwHrk0v5/wFCwBD6KgJ29LzOIAOHXpN3NiDrppK6q+txwSfnwaKpktLa/q+aEVffPXT919rZ8IunziUQ1AoyNCBA9gsDFJIJlO8g6FAs8hbjhtXfWNsGNRKuuhYlMJGeE35ND+y1GPEW06l4/wXkWTjLe2lbI73oo5O/n1/21rDQxsqkiObiqIbVzlXMMDufL188tW3taG01l+77EXuUPRG5Xkwo0D3Y9dxtNJYiJZDvyPq0gzmWzpmeJPLDGUDDG5d9Mew8quVmPOF/noDXm6yHTn0Bs/1U034y5pDfce0649hq0nvegcXprG02Fz1CUohyUaAFJHJGfQy1PN/Bpu35bcCYR3YtZBDwmWrwnFN/KAKqG8nGihacM+Kpv5eEJTvk9sbym7cJLifFOncht/iFUj/weFFfUSYw1yhMTDEBAydy+p4bjP+ZadlVmeTKJxXACsHzFibX5fMKXJLOFYG+Q3ZWzAb9qosXB3LgDqN+2oLE9JhxbRsx8N9qXITRGPWgz8NPwvSWvbEDAqpJImG0JIMNEMnYDxbVAX5KRv56Zuv381uF/uuKR3OLJyPr2bx8d/ujLOgYn/fO0qq2f8LgNqURu/cKG1VfPrt3wlo/e+NEj45bL+KFAFTSFGMdsxNlmHSxBrur68Nnk8HdhuIEP5yxH1sblKEnHE/lX/45AWhdjqxltQcDpFwig1gGvJ+1mh2tvRuNzDUoO6Qo/vei9Mb7QSrSZmI1AQiWaA6chui1C5vd3UO36vyOXewOy/lWhMTsemF0yOtLfU1kzmvT5ZN4l8lVDfVWJfL5k4+RZXflE4tfIrf+f4TqXhp8chWUyldDzRTQnT0ZzNBfaVYIsmMa2UB369PfjhylIfTh2OnENMRBbitagO0i7c0m7t5B2/0DazQttWM7unq7SMA637+F+ByR+GVtPr7n9/pF86eioL6kYzpfXVCd7M8dVPXC7c5Qy1h19MHIHioNuQP01HY3Xx5pp31Zw3DRikYksmlMr0FwpZPd4GGXL3wn8qpn23TxGzbTfC7wL+DLwFeDdzbTfNe6Ye9AG7rNoo3MuKnTwULhvZ8Hhg6Ft0yhKUZ7G8rRyuxNLuJ1DJBK3eMt1KOt3j+DTtTAFeB1STmuAH/pWHgN+5Fr4FVIeHeOzxoMlMuFbedC18GXgPUTr53aiG2018DUUo9YUTr8PKaMOBIAuI2bLg0DUEAIHXcg9vww4ybXwdt86pn71np4rQaw0s+EJLK95C6LnWQvQUN85MjRcVv/nG5+Z9D5pYLuS6BKGCERtA2FckflwHUs6WB5+z0J9nSeGPFgc2VrGVjNZgCweNp4nEgm9CxOZ/LjPbJOwGZg5L7G+e3FyVcmjuUUD3x76x6n/VfXB+9FYPu+vAxf9hfX+m8A3D7bTDpE8ytjNaBdS7mYdGyI+62g4tgHG8M+mkLL9PYpBXkJkVfgV2hzNQCDzLLTZs3jPryN3s7FMzAEuIO0+hd7LFyCgsYVYUSaLQiPMklVN9AYkEaB8FgJ67yTt3k/G7whg7H7gftLufPTOWLKKJfBUTOne4R+duXikd3QkUdffXZ7PZanr7546UF51bVl29CNkfD9pdzoCJ9VoDrwwtLuFjP8bABm/jbSzUJIFaNNrHpg6YsWpuSg7/a+7jU7alSMe0OqC/rcNbC8COj9AcdHnoTVC8exptxIBsJ1o7o8Qs8C/zyGk/5lWuvX6KSXbUt3Zuq6SRDZbneyzpLFO9kKjtD/yihXtufLEwC/mlT2WOrZqxXELylY/srjy4a+/teQ745N4BhnLydmP1vWlaENfh9bvrUSr87w2mr6AQn5+00z7rms2095HSNhsoykVeDz7CzPXw9/32/9tNJlBYQmMKVhiWf0DFKUoh0CKFY6eBOJb8a6FDSh+DCKoGEGJJt/YE91QyJD/IVq8h9Hutsm18Fbfyl3BCrrbguJaOBvFWy1yLWxG8WevRkrijQg8zkAL4buRIqsgKsPjkNvXYjv/gJTQPKSE1xMTpbYRgdAxCCj/x976xLVwMbLcTiHUvXYtfMi3HpaSfPuSv6DM4IXAaF1NV/X2zJTKbZmpHehZzbplmewjxJhPs36aYh5CCt7ATy9SglOIbvTJxASBJciytI6YIbuUyNvZyNhMd/ttFspkOM/c/bUIXHWUMDonRzJb63qHH8ktTofjzWI1A4GCJ1ruRgDdNkXDRKJto2UaQu9JI+qXycTQhkbkcvwlGd9H2v13+OxiBCpfT6QhMjd7L7EizzlobG3e9yBw+2rgo8B/o02ZJQtVEIGxD+0zDs+hcC2zRteFtr6HtPvIuEzy4xjrjrbwgorSXLZs3rZ167c3TJ7c4Roaumvrun92UfNVG6bO/t4zr/lLPsRSfojIvmDhCWng26TdPwMPkvHbQnt2EktB2rHGblGC2AY+HbLtx8szEDgdRfPOzrVwhv5wzKmh34aIlaQWh76xWPYT0TvxTeB7h5gH9M8J589tKOkyRgKzqH+xmfbHS+v0kqF85YtXDh7ft3Lw+A0INF76NvjaT5c1NaD+6UehHg+g99eYJIzW7j+QZfyF4fhO1J+NaM4tAU5qo+k/m2lfRYG00XQmYhepAfJtNP0Z+MVEpUCbafdtNH0Zrff1xPWrFPhTM+2ZcM1KtJ7PD229Pbj7i1KUp7Q8rcBnsFyeSYxDKyR+noEWys17OP29RFJ4k8nAh1wLLx1P9h7udw6KBzJOyGOR6+b9vpVPuBa+E9rTjaw7JyPFUZjxuRlZgX6AkiqOR/GIVyELyRQUr2fAE2Is3Dn76I8lyCWYC/dJIdD6KdfC63zr2FrJh12m+362uE+gZ5z/4U99fNGW7dN9Nls6iQg6DAhZ0pEBz8JQhp1I2Xah/t6MgP4iYk1pU9AQSymmwr0fQMoggRTSDiKQtcxviLGnvuCzTPhZRGBTGKJse4J81YCvLJ2XXFvogrPrP/GS8UOk3cfR3Hsjatu9CLiUoD61zVVf+L2DCLxuA64k4/vC9TxptxjRHg0jUDsNdhGNN6JM+97wnVGCFUonmvsVZPxa0u4/UYLUJeE7C32w8JV+YqlGiAC/CoVYTEFg8+6Cexj3pEkebeiWAVVVwwMj87euy3pYPrtj83985mPv/nPBsXWhf8qJHJ4pIn/kB4BB0s4S4BqQi3c0/F8efobQnJkGvJq0+9IYQJh209HGdFY4bmZ4xh3oXShFlr1Twj36Q7+NECt2TQrPdQMZ/xoOkzTTnmmj6WPI4rwMeROuaab90b2eWCAhHvJEBAR3Are/YkV7Anl91hFp7TrAn/G2GV90RI5Xh973b6I5vIy4OflmAJSr2mi6IRxrCUD2Xm5H6/xr22j6BrCtmfZcIKz/f2id3YDG+QWof9v20Bc3BFL8d6Bx6UAbhS+H56xH6/h8NGZDqELSJ/dUsakoRRkrrljh6GgX18IFKIFnClIOg0j5GV1RKey1nvs57G6h2okAZQUFVk/XQgmyfP1ruK4lMQ0gpfN+10I/ohSyBI8OIv/nRDLgW/nCBM9lSQdGNm2S2MfzgKxRqYLnyhKJr09j4qSpwyvTvdH93PN/v+YNCJx1os3Bg0TC6Epiti/EJI4cAhsPoRisW5HlrAuB9MvQHChMfuhDlmezUF2KLMu2KUigcbL7jN9oGCgFgeQR1I+zgNSO/OSVHfmGKQ5f9aqyn6wmVux5GAGCo0MEHL9K2n0DWYVKkIW+Hs2JISLpfh7Nn1HU5x3jANOFRIt6PRoTC01wqJ8XEy2qc8NxfyOCQVPII6F9nrQ7D72zm4mcuRar6tBYNhBDM/IF10mw+zv2RxQGM424gatEVshvo/Fc76B9typKkVrHWAFA77d9VxuevwTNoxnAi4jMFiXs4oVlGL2vp6MNYGHM+EuJccndRKJ2CxlaheJs3xM+s+RES4SzvugJ1z6sEqx6PzmYc9toKi/NDX+oLD98fll+pDLrSoYHUhXrLmv8ZdtvO14CEXjiyDG1dOu0nE++GsXu5tF724T4XH+APEW9wM3NtO+ingqWSUckjDcxL8iz0JzsaKPpm6ioSB9xnc+id/fZbTS1N9M+IS9rM+2/DxbS6cBAM+07wnM6tC49j5j41IdCr16BKMKKUpSnrDwtwKdr4Vjgv4hUReYim4lifNLAX3wrnYGOydyDHcD9vpUhIki1pIQ8kVdwONynHPhnVClmhIkB60i4/heIVrzjkdXzL7BbAIcp601MLNsRKDsutMeoQVLshbA5yCzYLb7TeAMb93HukZAHUQZ8GoGHQdS27UiRnsPYyiMWj1iC+uBWZCkrdOc+QgSwW8Lxxqc6Mxx7O5oXJ6IMYwMu1jcw9t0xBW+utXkIzPYDq/qpqb49e9bN/1P1Zs4vubkGWQvvAH54uEsfHpSoyo+AVto9TIx7nU+0NH6TjN8UjqkFnhkShNahvnwDGq8BZCE0sJ8ruIYlZoH6awrio9xKrDz0JTK+cFNlFE2jaB5YxvkcBMwmEa2iA+hdt5hGz3jPhspwvgFx8J4SPn0Q+AAZv3IfPTWI5sqriJyvFr+ZCW3ZguZUPbIOX4bWFU/kFp0Wzu1G/Xw6Bj7l2j8VWeMno7mzDc3/qSgB5yMBmP8ZvS+FYNw21dvCuft6pidU6ke6Livx2ZdV5gYGvUsMOT9YUZnrP/ml9W0lv+t4Ub9ZedIl2xuPrVhxxqgvWZwu2Z5Ha3I3keqrHPggGoe7gOe20fS5ZtoLN3uT0LgsQP2zDoVkzUBA0Dhc34XW1vFhVbbxsBCPCSUkMq0b9/FJaFNBuEaGSM2Ub6OpZCJ3flGKUiiW7f5klKc8+AzJPpcjAGN0RsegxWoYAYWVwEcDeHw7ctWkkAWlx7XwUcSD924iZ2ECKYO/+lZyroVG5MI+m8gdl0SKZYhYqnMWUXlahmZ9uN7ZKGHjOARaHVogbwS2uBYS42uvh3t/AtE+TSNy0t0O/Hof3XNXuKe5sCFSuCzfx7lHQpajIP5Xo740ZoLlyOpwEnpec6Wnwv+jwA+8Z2eoBV9Itv0get40mgMdyA3r0cJ/G7JUdyEwNBcpo040Flmk2Aw0+vCZxRv2obHLI8vrF4GyLX7GwAvLfgcCYqNkfCE59dEsP0TWz140X6qQK/W7AKTdNORerkHz/AJi/2xAfWdu8EILsfWfWauNMqcejeMotgFIu6qQ3JNAY2OgYYgIMC3+uZr4PlWhTds9CDgvZ6LkmoxfC7yStGsAkmR8ZrdjxkvaTUJrhYHcKUQWig5iLKG5/s3KthPNLYtFLQ/fdaG5ewzwctLux2R8PoDKvnDMTWijOpWxG9L/Ju3uRJ6K74Z25Ykk+DuRl6eEPZPXHxVSkR98fSqfS4HL5XFZXGIkST47x61fMrV0yw1bR2ZOLWWoc1nlA+fkPVMqkgPliyseHUTz7FgE4nLE+VhHLATxb200XR7c6LOAj6CNyzzUp6eH/42G6RlovvQiXTGFQiaDg0ykaqMphWJBjX4LtHabIWRjwedFKcpTUp7y4BMtSvOIsZ1DyCU7DSm4zwHf9a0MuRaeh4BfFlm9HIrd+xFa1DvRYmaUIRsQOE0DL0aKYTvRGtcZ7jMNLVBmNc0wdhc9iNwyg4gj8C6UqHEyAkTnIr7Ce10LvwH+UJiR7lu527XwLmT1mIKsJDf41jF8phPJz5GLeSGRsqkSUQxNRBV1RMV7Rp3ji2jhfz3aPKxDyrQWKePT0JiY1dO4IKc5Rwkao2OJ3K5ZBGj7kYXO6Hy6UQbsDuLm4CY0JicjUDof9dUwMdYUIpDqIbrwNwBf8n5XWIQdZu2YWK5wDWi8ZzDCGv7MOjbQuV+A6HBIxm8g7T6MLMDTUZ/dXVARpxn1RaFF6SxkRb4bzXUDS9ZfZv20EIYtCISNon67GfXTKAL/y5Cl+Dko3vN21Ef14TqjqN9PREChA1n8OtF86UKbx7+OqWWediXIEvl8tC78AtWK37vIGvkmYqnPLeGZ6sJ1toU2nkFk1diC1gdHzM63eE3bWJm19yS04fphuOOfkHV1LaJ1SiELnWX4jyA386mIQP9Poa/OQhvkPgRUf0zGj7fAHT2yxT2joXrxGf3JypLS/Gg1zuWGXemmnEsMpsg2vrTy59/86sjbX1Kb6jmrL1c9ZVJqZ8XzGn+3tirZnybOr2r0fuYYS2u0Cr3r89AcfhNwEWNp98yjtRXNW49CQx5EfV8VrtEZ/i5HiVQ52AUq64G+ZtotnnwiaYZdm2IjrU+Etm1HIQITJZ0VpShPGXk6gE8De/UFn40isNFFAJ7h8/PRgnAuAifmIp2MrKerUGB/XTh/K7JkzkQWRKPZMdmMFpUaBAoHkTJcQ8z6hbHk6RmkyFuQsqoMxzSE61SE+3+/8CF9K6vRorrf4lvZ7Fp4M6rSdD5SUj8GfjnewvpEifeMOMc30fgtRIp6Vvj6cgQcPkCMQ1yNrDsz0UbiBgTkJ6O+NXaBX6FEgaVI2SeQsn4RsSLSo2iObEYKaFM4F6TgusL/BqQeQiC1Efib9/umrAr8h+VAr/+gmxWeqXxkXbLWreSEVDY34lLcT9rdBXwrcHIeWcn4LiaK/5Ul8hRkqTGZjcbHLPxZlLh0FtEiWhj7aWT2U8PnGcYWehAgE1B8IRqDMmINeNB7Ze52KzJgbtCtZPyHJmh7CtE7XUh05V8KfAuF6OxNJqG4QEfMmO5C72cqPFN5aMd8NI8sYWsqev+nhPNqiACa8Ow9yPr5q2Ahvybc82IiRZhHQNRCEtaHtpxFxl8HfAP4RhijEmDkYEI8QmxifXjWzsNWFnKLmwG0TB3eufnh6vq5SZ8fSZJPlPqRmd3J2p11oz1bv+LesfKrvP0/3jzjKy+dXrr5A5NLtvuE8x71Xw0xzCBH3Nw7xsa+T2+j6UUoPjZPDOWxZEbzVlURXeWT0ebn52jzcxxaZ661jPg2ml6MEosmA/1tNP0E+FIz7ROxpzwf6Y+qcH+L3bXEvu9PcE5RijKhFMtrHr1ilSXWo7gwy4quAr5YADwh7oAtLnQakQh7CCmSLQhkgBYNIzMeRRaXWuLCl0AK6JsI6PQhC8bpRCvHMJGG5WakuF6FXD4DBceAXDIJ4CLXwm/2w7K5P7IJ+DTwn76Vo3K37T2DzvHfyLJzPAIot3rPVueoIVLHjBAzsRuA6d5zr3N8AlGknI/G9e+IP7UZgfz5CNBXE2N4pyGrRwbxj84Jf5cQk0M2ICWyCI3znWj+DCDr0x7FOaqBf0HjPAys+uXDL0q9YNHvUrc9dNb0mQ9tOnMkVZqrrBygsnFge3p7x1LgbaTdJ4+iOFHzJKRQ35cjK3E/2phVIzCQRqB8EgL7tknLoXE6Hrk3K5GL3MQShlYhhX8OMRxmJ+o3yxw3130/eid7EGgqYWK5GAHPTUTLdQp4Y3B5r911ZNqVIQv7yWiemet+MWNj/bKhXVsRWJmMgOYMFN/3N2TZsnfaEqMs4ShR8P0gmnMPhZjX75N2vyVa6P4lHD839FtnOGcxSr6RyNK7x3jEiSRkYb8IEaUvRX28Bri5jaZvPp5M7FB9yNbh9QUWvpOBfMNo550NIx3TNpbPrAd8WX6E2mxPz4LB9V9hus/66dDGPXeFZ21E/TGC3r96tK5uJ5YwzSPwX4XG9x+QoSAZ7ltJLBRhlnjj/zUO2puRtySP1o7bgY0FFs9LUMzwABqHMpQZn0Rr63gxfZIP7ewnzvX/LOQPLUpRnqrylAefvpVu10I7Wvy7EMioRJnPPx53+F8R9ZEjxv6YFWwo/L0MxeachCxxvWjHu45Y+cVcP2m0aP8YAZcLwnXridQqlpTwE2RV/TjaXdeGtmaJysMTXZ8N7MuFuw9xLbwM8RTOALpdC98EPv1EWj2dwyFXaAuyDt2J3NerUALRreNO6cCyrceKxQeClJFR09QgC9oriZWJdhLH29yf5sI3hXQ9CmsYDP9vR9ZVs3w2InD8FwQIvuAcNwC/9p6t4dmmoizaUxABulnQ845c+qt3vW3G9v7Ja5d0PLyoxI2O5lKp4aHR8tRQafmJw/my+2cmthwT7ren5LMjK4pHvBaFnKxF8z2J5q5DirgUPedm1M/GrWpMBfnw++to4/ACYsZ4CfBL5I78OpHnspYY8+mJ70cpcewI97hhD62/kBiPaWLZ4eeF5zHg+S4UutEb7vFSFJs5LZw3jOZWEgGd4xHAGULv6LVEUvjbEP9udfhshFjadQcC0GuI8axRMr4T6CTtJoc+OiG0x7LZR9G6tkdpo8liI7PAg8207xz3fT1y3V+C3j9CH1myWX0bTR/ch1t5T/degkBzdfioo42mLzfTvg5IZXHcWXfyos6SupJUfpSUz5F3JDtTdR3XpC+YAU0XI/C3DoVRXE4csyx6lyzu21gZVqC1Move2anhO9vYm2XY+nAYzdtqBFj/jqiRnoGy6C3Ep6uNpq8HCqm3oXE0r8RAuN7r2mj6IjA6zmL8czT/toV7VYR7bWHfSaJFKUqBuGLC0VEuv0ZWqmeil/x2FBM53iLwNwQq34YWH4/Axk60yN+ErC+XoAVtFbKgJREoXRH+nh++fwCVXduBynBORQvUhvD3l9Cu2pTNB4g8n8ZJWUMk/HbE4PbdYgBdC2VIIU1Dyv4B37or/nT8sS9GFllzPTWg7NC60NYnSv4ZJbgMhHY9D3iGc7zcex6b4PjVyBK1GD2zEcRvJVYcOReNySjaMHQjhTOZaHmuJtZmtyQms+ZdisajjwgW5hMBUB9SIiejzUs2tOM5QLNz/COK8fo8Aqkl4X5GATTocQ0dg42lN214xrFnl9826BOJMoCSxKgfzFXkHsoumzuzdIvFmu0uciNfRAwb+DPwp1DP/HDK71A/no02Uua+NCaBUiK1VA2atz3hnMnEhKGXIFfx1UTOxrvQRu9X4ZpmRRxCwMGS6zYhd/8A0SU9A72PE3IwEimLJpLe4K4+DtHeXIBCByyL/nRiFvnUcM4kIjF+FgFVAxbnoDXn2Wjj0x365pbwDMehNWIAgd5seKY90XBlQjtqw3n5cB0D/RNKG02XhucxyQUAdWfBZxchYJ1E4NwsspXhGaeiNeaOPd1nD/euRWthOZFJowx4VxtN72tKlK5YXn3sR7eWTZ6X9LnRbDLl8s6VefCjrnQWLnE8WpsvQAUHPo82AYWhF5b8V4M2/DcSKefuRVZIS0jqCM9TSWQpsE13TbhOF7LEX44s30mUnHo/6ut3ttH0fmTJLUxEsg3QDOAzQFUbTY8CPwtg9U8oj+BVxPHaAfy/Q0DEX5SiPCnkaQE+AwH8XexOYg3sAm0z0UL7eaTkPkK0LpYhi0YtAqiTkGIwYGdJSEmkQLaE3/NQRY1HkbXrMaSUusPPSSjmdCQkLS0K1+1CMXJVRMVSQuRE/L1vHZPBTci2fy8CnraLX+da+PQExzpEruyJmeCWxf0ProWrQ8WmIyrOUYHcVTuJcVqWjPVWBErHiPfkQ1LSS5F1IomsSz/zftfm4lTUp6cjJTFKrIQE0V0HMfbWyMIbUX8eQ6TImU60iqaINbKrw+eWdFaCQgKuRta0RjTH6ok8jNOBHZBw63vmZI+Z9Gh9d3XdjnRPps6VlIyWpYZL1uycv3OY0jqkOAvjKwvlvYjeyKx+ZwPnkHYfHFfR59BKxo8A/0va/QpZJi9H87gMbQjMkmxUOEk0hxuJSW5DaCP3UuByMv7/dl0/7dII6BtRe6EFySOwVh+uPYw2bqMoNObqXYlRAucC/KKS+gWKda4iAoeGcJ3NiD3iWAQgGpClajlxfphL1gCmheDUoblWT6QHq0Nzs4qYEOXC9W8mFjmoDtd6APj6XsIrasI9HiQWQ+hAG+ET22j6TRiDHPBoM+35kN39CgRqLQ6xAnhzG00rQwlJELBMjOtnsyImw3NWc+ByQnjeeuIcnROeY+lvpjyb8tyQK/FZl/T5Gg9+KFGWyLpUDpeoQWvuveF5z0GeiJvQ2MxHc82jDYB5JUabad9lCW6jyay8lnxaGvrAvBu94fzK0HfXoE3jIHrPE2gNSYS2zA3P9QgCpzavbRNWRizlOQO4vI2mjzfTvha4so2m76N1vgv4y8FYk4vy9BZPkWrpSSuuhdOQi9coT9ag+uqvQKChDi0mJ4VTVqN+W4UW5DOQe6oGWbrWE7N5EygL9XlogZmGlNWtaEFLI+vPJuLiBlrEfoNctNPC531oMfwBUljj5aXhWoXZrHORG/Mn444tRYvz+NiiYQQSZhCrQB1JmY/GoXPc531Ea9hu4j39wPed44eA83632NXucO0qomusj1ie0RK+PGPrmxvwH0R9Nkx0lVu8Xl/4bW5JR4xB7EFz5FLGWq0N+BrYKAUSmcHJ7BxozDCD0lx/Mls30FWzPTO1Y6CrMrkk+Uge+BEZv/umIO2WoFi2DuKGqApZ2n7G7qEKE0va1RFKmwKPHBBozXhxbqbd/yAX+aTwXFnURxVE8vOZ4XdZ+LmbaDVcTKQgI5yTQ5ZNcy3niOTx30Ng8X4EOqZh2d0KC3DIWvYyLMEj7dqRK/xyFOZiFsMeBFovR+97HzE+bwC509cRY/UG0cZyMZq3FkJgVtklaD2wGHNPdKWblW5m+N+SsDwaw73FXxs91Qqit2UUqO84qXYqsqhaUt6aNpreHO5j9yzs28loY3V3+GxHeOaJLHDWtj1tgPYms0MbjG+0BPXrLGCud4n6wWTFGuf9HEcej8O7RA7nsgXn34vG6MRm2q9ro+lmFGtpoNi8Hn9Aa+or2mi6tZl221z8FlXcug+ByAGih8Mo9MpD21aj+bsJeU6mhPYmw/+D4f8qVEWtFa23ZjAoQ96XE9B6sROtNc9HVe+waksH0ZdFKcqTXo5K8OlamIYshYPALXtyHR+C+8xEMUiFGbYzkfXtY8ja9gViJm4FUdFsIILHaqRsLTbKYogSxLiuaqSI6tFiv4LgnnEtvJPo2l2KlEcGgcZlyDr6u708RwJZuraM+2oLSrIZDz4tOWoKY7Pzzbo6/jpHSrYTrbaFyrec/VB43u8xVvWvSGH0oDEcQeOwASk/A5wGQE1sE2EgtYbYRyMF35UgRUVov1GnmIvcsmjLw3cGngycjejYxM5r1z7vwYc7js0uqlmVW9a3onzR6OqZI5R0NLrODy7ufLQwGadQLgj3G/FAV6quOlOanlSWG66/adL573ptC2/zrbuHaYwRVSR6fUFf9JF2nyfjJwp12LNk/DWk3YPI0mux0qC5PoysdWXh+34EjO8vuMJYwCt+z/tROEEHkeLGxuEBMv76gjO6xrXodAQ4toTzy1DM5TAZ3x6I2c8J13o2eqctY74Xvd8uPIfFFlajueTQRq2OOJ5mMe8NbZ1BBNAriG560FyrC5/9npgsdwzw1j0ml6lP7iIyDeSBxGhVcsbfv3bq+cQqRyBr4y9RXPqeXPI1bTS9IDxrBzEcZJjo0RkOz/T/2Tvr8DiP623fsyutmNcgMzvZMDM2TVKIimr7lasyQ35lSFNmTiFNlbQppFXbtGqbFMLMnE0MMduSbTHD7s73xzPjWcmSLSdOYid7rmsvSasX5p135swzB55zM08OMKVQ33hLrd/oec9BL8ZMs8YUWyIpgmXSb7z9Zr6AsDmdhdzgBxOs0T6W/gl3/Cy0QQB5rWag2M3NBMt7B3qnBe67Pveciwix+yOEilZ5qF9XAE/U07ymibr3I6aEjOu7IbRRKUZ6vR2B0AVPou9ykpNJJZftvhfEuYPfhWgwqpFC2W4aeKdt5Kan4ZbHE+I6vbSiHexcpEBKkQLzsUGVSGGdSeCTq0aKOZ9Aku2TGTIE4FKEFNsCd/ydCNweixTTIFJU09CiPIoU5n938xyWUH0nG7R51+7YgxvJmAZ+geoKF7nnKHTPeJltHBO/9IyJtbQZwzUIiLcSFvp8ZFl4std93Bga0WbiBLTg+0WmHb1n7zaF4Cr2NCye7qqMEIO7DVlZPBDyi5IlWGHyCGDTMrakJ4SFqgC5j68Dqjf0LPjjhp4Fy67jrBrgMuAGa3dJZL0DNG+PTataVzS/dl3xgoLK0a6CK2tffjLwd9PA223jJNVt4mYOspy2EiynlcCHiJuPOzf1nsgKZDmMETZimwng7f3I4jiAgI5P1BtFAG283IHcmnOzrteGQMgHiZsttNnJeGnr3LF+jg8j69t5xM1NzpJ8rSPLfxvaIJYQrJAeiPn5kYfATAZtDCsIgN2HYnjrV7973lXIo9Lv2u/DL8rd8dtRvHAUWXHXIABay/iKTEF+666zyN3LPP7BJan+JaUljPUcdKP+PYAAkLPDhWagcBYPkL1l/yF3jg9Huh2Bq9smo1tqom46AbA95t3Ijq7J69Ii93va9WkEbQ7uced2EfrfM5N4QFzg2u/XgkPQxmUIGQX8HPG8nx64+pjTBuA0UpnlkZFMaSbfRMmP+j4YcOfHXTuXoI3pAWhcthMS6nrdMe3A6U3UnYU2VTcQ4s7PJrBA+AS6SmR19e2pBbrraW6dqD9zkpPnsuxT4BPt5L9A2IFapDj/YBpI2MYdLtNdirMEmilQB5Wxc3lJ3H2L0EJxEMFl5oFcPoHMvRQtHluR8sy2ovkFbJQAPrwCvRUp1aOR9cIr9D6k5NagoPQVDixWIsB7KFJ619hGUT7ZRqxp4Aak8LLd7jOR23Ui+Ylr+wcJlTbWAIOmgVm2cdJF7+mWT6L+OheNz07gM9ZOffNhDJ4a51B3/m3WcqMxJNECWov6uAAtanlo0fDfe6CShxbIPELZ0lECIfoKtBj5RdPHw0UJc6uVkADjrTkQMub/4871Y7saWGvtHlWiuRV4VwZTtS02bdrq4sWF5ameCJC6ufrkte6a3zANvHaCJDtQSEMGxngYuhDYW8yel2R8APV/DepfH/9aiPqsHW26Po7GbAHqz8eBlxE3V4whg9eYvosA4gcI1Wu6kMVyMvA5HfVztvSjDaafnxCod0Dv7GBCyVYfGjGM5uRVaN5+AYHsdNb5fsNSiCyEaxFZ/P0o4WaTa3sNAlGLEPCMZd2vA4Exv+nZWdpsN3HzVQJN2ObH/2/ZhUxu3ZyOCmW82bVtMQJsUddmH1fuGQRuAN4AbMtyW08oDly+FIX++P7sb6LOW2fnEypdDWU9q6cYOhp5fAyB83KYECNcjXRTCfDzeprXNlFXg97LAmTVXkLI/B9GwDEJtLr2vQtrDy9d0Xdwxare8lRhtKz74PI8O2r7h+cWgTE+KS6FxtIjaNy9yrXBJ3b5jemwe7YjCKE5w+jd9aHwjSMJoVzeon5VE3V1aFMEEG2i7gHgl/U0P+Nx9juJEu0ORyEwW4HHx5W3zck+Jbls970lb0AKpivrOx8L9jaUDDSpmAbKkQI8CTCmgduAv0wEWt2xs1B2ZzdSbj6eM+LudzhSnBGC+xCCgl2DFKMHb9vc796llM76vQ9ZcKoR0DkKWeE8H52/vldigx5cmgYqECVSNVJu04CjTQMX28Yd8Z9/R2DhQALwvY9JrKauLOflyHqTT3DFFwEfNA189tmgXLKWAeBjxvBF9N43TRDDOak44PkxZLHoQ1aNdxnDX9GiYtHzdrn/+ezsjQggGAKX4my0GHq3XyHBlVyE3uN0gpWoBS001e7/bQQ6J38sBBqim4GN0ZJUXvGivjk2bUqHtxYOFEwfXqfbT1lWAJcPm9gbDZnSmtGOWHuseuSyuW/btLVotqeAmY02UvdNcH7+Lq4d3cX/JpP/ogSdOOpfn3zxML6evWrGb0L91E6w1p2LFu7sEIM70LyOIBAQIdA3+fCRyeQxZEXMBqAHIvB1E3GzBZU6vI5QjKILeSWOQQAtD73zTmSxPQglEn4KxRwuQGOjkkCe34msXCngHtrsE8TNJ5G1rgQB0wWI8cJTRA25Z6skZFdPLgLoT4Qv6h5ClZGyxYPRh+ppvqmJuiTwDQSiWpAuqXL38q5lUILUWfU0/3KXbZAsQSBtE2GD7llBrkKxr7WERB5v0fQeG5+ENQeBvlkENoJ8ZP3/E9BaT/NIE3Vno0zxae7a3Wjjsth99wTaAF1WT7Ntom4mkChd0Tej8rGemlRp3miqJJrJ5Eco2dRfGMX2D8wraUUJUBsJBoReNJZPd9ctJtR79xbS9e7+RYQQi9UIuK1x1+x1x/3VnfdqZGH3fXW4e54n7d15yiLQWY/CzaqQztsE3OLCP6Zk+MlJTqYq+xr4rJ7kex9LOamYBvJQLe3DkQLYhGLhFpgGvmQbg/vZNBBDddrnueNmol3qfKR8DkGgsJcQ01eIQIQhKND70ELmLZ4GLVxF7laeRsYgpb6MsBisQovnPAQa1xEUv09o8nIqAkTeqtnnPv/PNHCXa/t7XR9tQ4H1NwLrXab/ZHK2e1YP7gxakLaihXHP4v32ojg3865czZPJ0QgIrkcJW4vQ+FmMQOJyBHZq3PH9BHfgCgKVzyHonftEBL84g6xwGfe5y303G4HZdjRuvFv4RAwd1NBHMevoJ0IHafR8f8+vGX5V+WFdCRO1eZFYJnPoz+5N1pza/qo6+GMz9bt6d0HabIa4+enq0qX3f3/Rhy+6p+Koyu2FM1tbC2Z6C24+Gi+TZSk/hCwxEUKiSRGhvvqeSZvdRtx8BsVpnuXufxPwR9qsdzFOQ+N+5bize9DmMYDPNtvmrHy/IZCKr0WWrVoETieTKxF1WC0CCUtRHHQXGhcJlGD4BeAXSC/MJ2Q/p1wbvVXK00JdicD0dgS+ulEfT0P91o8W8UsIfeizqY92H09p5DeLkayfw64fJrPoTiSXobruMwmb2UKkW/7q/p6FNgI+EWxmVht8yEifa8eLmqi7dJIqPdlyDKFkKKiPZrvnfz2aF9774wGl32QXo3ni+9rr3fvd30PI2und5/NQiMhWAj3VMqT370Abun8BXfU0e31aAtiK1b3z0kXRERs1mDQWaxkty7Nlq/sLB+aVeHq0KGP5Vb0V82j3DH7e+zCbCoK107vi16Px9k/g6mxSfkfN1MvY2PJNwElN1P3hGSWYj5sYstweisb0aYSQMR/6cBoC8796xtqVkymLJm0u5nNvyLVoB50teYxd5CeTDyMwZZECmUfINE2gBdbLwe7/6xHYnImURRUCKT4T3MdyeldQdjZrP1K633JtewVSTj1IGfoA/TykYLciBXUAMmttQwvoge7vGqRM/eJVaxo4BfHpHcTOiRSD7pzz0G4VpKgPdPdYbRsdUfbkchYh4N5LLcE6uD/KkegdvAT1m7c+l6L3Og31cwnqZ7+ZiKH3cDhyky5DC0wVgVjaZ7OfQSgNqcxwvV9vkfMZ3cuIYjiYOBVMxzBEhBRDZHiIFYf/7M4/lR3Y+4LueyuTJs92Tzt769aiuYOjKOb1QUIlrd1Lm00fArdc2sClKKbSA2W/EWpFY30iWY0yhM91feHj7X6aVcN9z6TNbkfA65JJjvDWpWzXN4R+Hn+9J4ibDyCr9iCaW7XoXV+3i3asJ26+hFgnFiMg1Ik2WV7/RVHc40mETPdyxHgxnbFgxFMnHUeIF/bZ7T4+8QE0nj5Bm81+h+ciy2QPGjcHESpi+ZAMbxXsYmxy0m6lnuaBJurOQyENBxP05kezQE1N1ilp9zyV7m+/iuUhMF2Q9d2uxFsCj0T9NkpILPJguoCx8eg+9tNvMqPonbSgDeJ0RKV0eRbwrEQUcccREqE6kC7thB2enO8DxU3U3YU2FluwdpRRS6Y4ApZRk7FEBzLpTNQQGUp7N/ow0nvZG644mjvbCEwL+WgM+P+n3f+H0Tv8AVpTBrNJ/Juom4vWqOlofq5HG6gUoTToMwM+xxZPqEQgM0aIx40gXdkHnEnc/Drnfs/J3pR9DXz+AfgAUiA+Ni0PBXP/Y7KTHEfmqwm1cjNIQSxHAGG8RXU2wcKTQRbILYiEfg5aDPziXYgUcRmBfNy7ebagBKlPIKX5BQRWegi0JHcSOOoq3PWHEXD9D8psP4FQ/q0SLawfcG27By0gxTAmfCDqnvH97l7ZHHZxlLQ1ESWT77NyQqxdtoy489fvdNL+IV1oY+ETBfyCF0PPNYDGg++/DKGiSZ077q0EwGoJ1gC/mPqEomq06WhFGwnvwlyPt+7MJUIFFfQziCVGjA6KgePom/umDfMAKo/uzM72Bi0Ax7An4DPIRQg4vwCN1R60CbsGJtmMyA3+RzTODnT3f5A2u+sM+acmVciaVOful0RzpYLJqKHa7P3EzRfRs81Ec+c6V/lncmmzm4BfOUvPNahfFiOglG3R/gLwRdrszQDEzYmujeMlgsbMG5B++TOhZGMJmsOfGgM846YMbaw3EubcfcjKWkCoRx8jJCGNTb4SbdSRaNNYijam12cXEqineZXLXK91X7WMSxDa7p6/BYHbVjQv8glZ7W3u7zuyrIe7knL0TjxlUQUByPjnMQSrog9tuoMQ2lKIXO6t7vPZepp3hEq4uM33I49MqbtPisCnGkcWUb/BNAiAnwe8BWN+PzCv+Oi8vlRZJhYpTBVHM6Xr+zNFG/rpOrxqBOnoe9B8KSHM/XvRuzmCEE+aIhSkSLt+nIE2oFEULxsDtjVRdy3agPkNjgd3/QRqudVoXDwZT8+TleOQjlyLALH35uVn/e4NJ/urIeJ5IbmYz70gLg7xBSiu6mz39Q3AN2zjLifmPKR8UgTXj09ymANsMw2UAilXy70FdnpjhlCBqCLr+xE0EXvd751ot72GUD/69ShmJ4aUiM9ub0FguIWxHH8+Q/4wpGjvQQr/DEKsjaf3OYJQHrKUwJl4OlKEh7p2eNoQrzQP2UV/4Z6pi1Dz3lu8YsBN42re709yK0payo5X9W7MEvS8m9CC792l0xhLo1SN+t7Pj+zkMR/D678z7vwR1HejCFilgU3MYgZDjGAYxZDBMApsZA7Rnk3lsfI5kw7rqbncx5/UyKhp4ENocTnNtecW4K5dhmCI0mcNz0SohbLrLyfQXhUg8DYHWY3unfTcNvsEY+Ic90hG0eI/k2BhHCUApSXAi13J0FMQqCpnbPnWKjRX70QW6o3oXf0bAfdl7vpvJG6KgZtc387KagOoAS2b47MeLx4ePLBksK+yMDWaRuN0Hdrc3jiu/echa2w+GsvHAKcQN1/ItlA7sDlZwuBjBA7LCoJOKUGAqB0BojU4PsrJxFnyzkXWYp+oBMFyHWNnK7b3NPS6e6RRn21BY6EY+H428HQyD20YtiIA7uNji5HeNuj9lRNCn6qRdfkq4OrIaOZn1fd2vGWkpqCiaOPg8LS7OlJ5fenh5McLf91zcMWdCARGEGgtRwwNq9G4PA8ZM9Jovvtn9TrBIIvm0QSAPxdtOAwC1iXIo1GK+n7UtbkN+OFkLAJPkxxJMGZ4sOmtutneiBhwc87qmZO9LfsU+HRSiRRvBIGuv9tGcTw6ADkfAbp1aGIsQ0oBghL1lowoUgKvcscMmQbuRPFPrUipeCA6G4G4Xnddb+XE/X4bgTjb73Tb3fmnESq44M7rJ3B6rnXf+1i1kwlWN59N/xAC0Bm0u9+AlNOIa/uX3XPMRcByAFmIFmf1g4+7ynf9dZZtnLjWs22kzzTwEFowNxJcQTF25gXdb8Ra1hizY8HwiRwjhAo5DyEL+3nulBmELPYh9B6zEyIY93P89x6A+sXkLjQODgb6sViiDJJPCxmKiHM7NWzCMGvl3w9ad/T7b+8iJLlASGy6+0n3geKbb2UXlu9nWd6MQJwHED57vRiVBN11gplqm0ez4kenJrLwrkbUZt7q7zehaaRTznb/9xvRNWiOVhCymf8PzfsUQcfUoPjiITTWhhCFUBqB/16ygNi6mfMLP/nubxzbWV49cygv9ujsti35L77jqr43/O93j0V0/LW02a6sZy5H/KRHofGSIdC23cXkZUTHSD3N6SbqfoDCUk5zz/UX9+xHu+fY4tpc3kRdx0SgyNVp/wQCUqUEHtQOQgEGP498H6fQu85HsZnnu3O9zgNXvMMlCbVlxZv6zeEsd814Vn/moTVhGWHzP4cQwjEdeEn78TUnDc4q+svZp9ywLb8/PQ+B8GtOftFd44H6+M3PhibqPodA9hGEjYRnyoi6+3sqvT73f8/IcCLSQcPu581ovTkCAeQjUKWpH2bHh2b19RzE6BADbqineU/igCcTv86B4ooTaD74Tbf38tyFNoo52Sdl/812N3bSCm7PvJgGZqGYnigCdiVo8l6EFqY3IAWUQAogQtidnokWixF3js/g9sHdw0gZtKIJdTHKoD2ewLd4NCGL0SvOQnf8n5HyaSG4J6qQJXQzWngGCBY34/6/kmDNTKGYwkPRBN+MFFYJUpoHENy7fe5eFWi3/2qk4A5HiVU+S7sYWVpihFiyYmSZ2QycPxlFlWmgBsX9zMr6+g7gV9kJWvubGMMb0MJYjvrCv68R4ERrWWfMDpBXhEB8K9rYlBMSczzQHCVQLPnkjAzBCjqKxsEj7rv7kRvSMp8SFjOTYTaSTxcLuAnDHOB228gldTQtQhQ82clA/wCunHLC0f4mqjB0EqGSjgdwQ8B7aLPXTnLeAhRjfbj7ZjVybz804fETX+MCBC5PJ1jhuhFouhYlJG1nbNhJHM2RHwO37OA9jZs3ofe8DgG5Ive5l8AXCqEs7McQkN3U8MlfHbdx+txZs9o2j1x1wkuua6ucNoyse9+xCXZ+nrg5GoHEEkJCUMy1/17g5bsoxzklaaLuMBTuk0cY2/8BrsgGoM4F/kUC5/ErCfHwg6i/fGa7B58+vGEb0nVfxvFkIsB7v7vXq9DYsO45f1NP870u0ehfBE9DCQE89bh7xNz1BwiGgkIEElejd/ME8JN6mm94Ev0TQWDxdkJGOITysaVo7LShMZV2fbQZuBTRUa1z55yF1rEMGmtlru11aCO6BLnlj0VetWzX9yXAt5+SpTRulgGfIVicT3T38jovjRLwvpCzeu67svjog+zX7vnDM3Kv15nD7rXWThSG9KRkX7N8nkMgWoYQBP5uAhdjHYHcO40maAFyXXuXRzfBklKKFGIZmujeJVpuG7nENNCIlMKr0W7/eKRIqpCSvAvFgl2I4jaXIYVS7No0g8ABWubuHUMWykKkSHpdO4eR1TKDwGgrWuxa3DX7ENgcJFiGypD1tw/ANODjuVoJWZfTXL9VISC0zrV1urvvAxN1tm2k3TTsqGHt3UwbdpMhvz/IvxFDwBFokSpG4OJ8a6X8HX1TvzEMoP4vJbjT/fOnCIsajOVw9eKB53o0PtejPl8NHMgGCiinj+nMyM8bKpi3feMrTxi6o+9rj39mA/FNBze32UfqaPoEWogKgTXN1Lfs5f7Yd0Rxi1UE/lSf9JKH3tXaSc7LRzyV0wlhLPOAS4mbs3Yb9xnkEbTJuBZtGHsJwKkSzcHx12pDwCU5jnD/z+5ZjkAbwGHEYuETuzyfaIQ2myZuLgbevDk+6/hN02YvrOlu23bzYafe31Y5zfNo9hJqyI+XZWiM+tAdv6EuQzroFOJmDb6s6B5KE3WFSM92Zt0jgtzq9zE2676AkLAZJVQVGkXvcBj1VyTrOhaBxJvRhnwG8E4ExuME6+W97n4Zd60PNFH3ZeShaSWUuawiJMYVEKycswjk/j6sY4hQOrMX6YYb9rSP6mnONFFXjPRkNYEdwo9d//s09/8NBEB+DRon81z/HEggr+91n9kohCuF1qECZIlPoXkxhEDoO1z7d5eEO7m02ZXEzWXufhG0Hj2A1o4O4L+02Y7JTs9JTiYSY0wUYbHN1tqX7urYfQ18HsDOit9nla9FrhRPI+J3gkNI4dyP4plmEFza0whuBE+NMQ0Bvsqse5yDFMowirPytDmbgU/YRlKmgXwEKMoRQOxFit8gl1Gxu5Z3O0WQkr3V3asHWRXPILjn5xPiBUfdsS909/bxTD1A1DRQ4O63jLDjLiBkYKfQoteJlOyRrv07ZU+6ZznE9d0K28gj44/Zn8Va2o3hM6ivj0Qbkr9bu3M8o7VYY/gB4msE9Z13p/vsV0+31E4IwveZye3oHXWgxfiryEL+PqAci+FhtlRUdtxxSOnDRw0PFhXNG1j/xNziTTXAx4mbi5rb7F3sKs7xuSUL0ObJoL40aH7I7T15Oc+z0DzfnPVdG5qrr2DqHInXIStPDM0jDyKSCCx0ID2UHYzrQdRYsvU2O0jc/Ng9z4eRtW1T1hFV7pnS7vhe4KJP/OB3/7794BO/1F9YstpGItlA0QOmiaSIkAzjwWE+0gG1yMWvBMW4+SVtdmTCq0wufhOfHWuZQeP+MMaCz1GkV+YhfdyJ5oRP4MoneJz8BrkIve8WpBc/4c7PIyRoTkega4U7v99d8zT0npJIByfcsdlhD90EeiDfL97N70OrvDV1jJ+yiTqzh1bEtYSYcUMI9WpH46qUQMPUD3yunuauJuq+ifT761xbNjN2nA2htajT3eMA9/0oesdrCXRP5/FUwCdAm72BuLkLrav9wJanaj3PyTMrspRMhZDiGZMPIxxWvrsD9zXwuRk4AOxgeVl3aV5eKq+ru2I4k8n3u/z5jE0k8WIRYCtCAOA+pIDeiABbPyEGaRgtYqOunKcHE70ICM4nuPTnAMc7svqbkYU0jhapxYRA7QJCzJO3tF6PlEUGLWinIhddPlLY6wm8f3PRTnY9Uq6FhFi4XqSstiGL3hBSzie75y0mlG2c5e7fihT7OsYlZ5gGzkXUTD6pao1p4CO2cY/4BPd5sZZ2ZJn68xSO/asxpBAfZDU+azePGBlGyeywbv6dfCqpYjl5TKOXSkbJY5RNpPkziiV+BZqAoHdbDsyZ2b21dPHA2s29tqzvBnv6/FXpJSuXRlcPA68hbu4ZV9Fn35K4mYcWxYUoBvI/tNmNuz5pUjkd9e9jaNyXEEDBlbs4z1OAjReL5unUpM12Ejdfdu04HM3/J9Dm9VEEjo9Ac2sQzcN5KHGob4LrKbknbn6B3JgzkLej3F3j5+NP+f3Zb1iLQGoFWRRqC7esmfnev/1sBVd85xhkZc0Gu6tRnx1MmO8+BOQxpGsMcp1uYBfsIJOId5GPFx+akC0Z1Ddno3nh9fM21JfzkGXPZ4MPETxA5yDw6ENi0u7nAIHyLIHChnD3mYY21suBLSkbTT/cf+gBD/YeVTJi8/PmF64bOq789mhlXpdB3KurUBiWz4jPz7rGAuDaJurqkU6eA5gm6gaQ5e8vwJpdgNHNaNNzlzt+LgKJAyiZ6HRC6JS3er6vibqH6mleB/ylibrH0dgbn20YYywY9+8jRaiMN8JkdGR7InFTguKHa9F42ZADnjl5KmKMmYNiyb+KQox2Kfsa+Lw6Fhs6fvmSxw6JV7eVjozGIh2d1TFj7D+SKw6diZSXz1D1sSl+V+1dMbcSEm8y7thSQlyQTwz5NJp0f3D/99xx5UiJDiLQ+D20UGzP+n8BAoiDBMJki2Iz0wigdhCA8uEEzr41hMzNLQTL5ABSjN4akELKptL9/nZUxchbOUcJcU3e/eRdXUXuGf7mYzdNAyVoYfohIZ7UILD9c9PAuZOUXnxeiLU0G8MDwNeppoDFHEMhM4E8WhllLfeQYYCZnEyMKKdwBSkiRJgO9BLl91xKCvgI6tdegisu3U9Jdbcta8k3GRuxGbsyvax0aXT1NvS+iwnW7H1L4mYxmis+NvJo4Dji5uu7sFLuJM7afva5x131vlhmpPjkjltKX7f5itVzhzalUH/NZNeu0IeZHBw9MNV2ALhEnr+5z3hZRdz8HMWXx913N6Oymru65hri5ivAi9HcXgn8iza7evyhNkHGJLkEJS6Vm0xm9G3/alz0jn9dUnn04/d4GrYh4uaHtNnH3Wl3I3d8ESHZZhbasN7vL43m9QvYc/C5Fr3fSgIgzke66J5xx85Buuc+96wG6S+vE1cQaslHCUk5Mdf+Te7/Xn9n81taxnqlKtGm+yEEKCv/1vbq2WsHF+XX5LfZ4mh/ZtXgssKNw/Ni/2/6b7eVRPufQJvvWxDJ+wXI02Vcm7uRZ2ItslyWuu/TiL3gQ8CVTdR92vOLZotL2PopSpYqQuA7g0C3p6nqQqCuF60x84FvNlH3UZdQlETv7AhC+FSlO/9OBJRBxoMdCaROPCXWv8a3bcqi+OFvozWpB42ZJHHzrVwlo/1PnsGEo7gxJlsXXGytvTjr7x8gj0bZVC62T6VJ/amxbvWH3vXd9vKyntItrbPo6akYOuGYWx7+7PkXxJcsWrGSwLFWRogHrSS4Ijz4w/29zh0/gp613P2+DimNM9AkPhopTk+rUuvuUY2AQRECk8No5+tdQt2EZBafzep3s5XuZzFaJAYILp91BD67u1DpuI+ieuv+fgVZPwvc9WYj2pDDCO45H6PoLRc+ji4FJE0DxjRwDhoY30KLfDnBDbXNXfeESV/M80c2UsFDHMEhVNLGMNsYppe5jHI05ZQRJ00V5TyBwZJPmigtRKlBsWvewuID9HeMxWHxdZdYCxkiZmakdQiNOZ/p/bSKGwdzTQOLHBCcqrwKdtCTDaAxO4KSTPZE3gi8NmWineWjPe23VJ+UvnD5BYu78ip8ooYPUZlM7kGME3PR3Cx1v69ABPl7T9rsHWjn/nngo7TZX9Fmd/+O2uw62uxPabPn02Z/OBHw9GITrEKW0j+de+e/H73w0gsGj378nv/lZ9JrEKAcAN7vyMChzQ4AX0eW1JtQeNDdyFqcvWlMEyyjUxbH5/kjgqV3PtIVl9fTvH7c4fOR7kiivr8WJQsVorExH+lHH8/rY+29Z6YMuaiz158CQiLVIDISzEfj7lYH2r7TPlozsmLgwERlXleHMXSMZAq3VOZ1DfakKkYe6DuiB43PWhTitBrp7Rb3++OurxagsZOHgG8M6cQ+991LgW83UTehcaae5rVokf0pSv65CK0Fxa5fPJjd7v4ecvc4x51vUXztdWgjMROB1g8j70kZgRP1Rtev+e7YODKY3DFR23YrcbMQGSCmu3sa5NE4CG2ccpKTyaTNWnt01mcH8DTGvBTYZq2dcvjYvmb5nH3skXeWHH34XX/vHyjNLyocTOXlpSww50uf+tSK17/ryn8gC0gdoZJMC7KYzEfxkOe67+5FC9YcAgE7CCSuQ2ArjSb2NgKJ/AghXnSEoFSGkTI5HSnQQjSB02gS9yBA6OMdpqEdcIU7Pun+PppQIaPQ3etXCFx+mpBB6l0sfqfrLQNXohq8ZxHiqSKEd+kz9Gtcuw9GVpyNBCBeina9PrHFK8zntViLNW9kJf1soJ1y8ugmTSnDdFHBfGLkE2OYJTslxfhs1xFk1TnUfT+MS0zrseWjBXYw08qs+PLIyk1HRO8fRYvxb5/ubFLTwExk7TkSl5FrGviabdyJR3KsKDnoAHaujNROiEebyv3jyMW5dlXpsq65Q5tOKU33t64qWVr859pXrX/HxsY+4IpdximKJuldKNnilWi8/xlVYZoKEfqeia45GVfmXhGboB34N6e+xOug7OfvRQBpMZ5sXlapP7oPxM07kMcmOw52Jjvzg05J6mle20Tdx5F7O4b0VbqJuqJxZR/7GZuU53WQz5AvQGBvOSEu3ce1d6N48xZkLPAJmxl33VXIIl2C6qrfUk9zr2vfirxVoxcbY2c8Yg/ZMCPWOm12wabF1XkdCyNkYuuHFg6fVHHLbNcffwTehvTpNsKGENeeuWgce6Dn2U18YtTRKHTg4Un6agAXc9lE3R2octV5SA/kIz0wkHVKC3qX/vxO4N2ualMRsL2e5pRjEmhDnq4iNA5uRdb3EbTWPbTHme5xM59QoCCOQLolbA6moTXxmUmdzsleEpFH7wNyElBnjHkxzpBnjPmttfaNk52wr4HP4kzG2BWrDqxatWZZvCA2kjr04Pu31s5oGcnLS5fbRh40DWxAO9QTCVmASwgxlMcTXJlPINfLgSiz1WdizkLPnk1Z4mlL+pCSrEaTdJQQbH8WUlbr3PG1hLJ6MeRKiSDg+1fkJvJu9GkEXjifkGTd3zNRXOdc9wzlBBDpY3z6gcdsIxnTwBXINZciVAfJVkbdSPnXE8rXjSKlvMz1gQ8v8CN3vGvt+Skx4sRYSRXbAeingi4WEGU2M7megziIojGWJr9gbXLJS18Hfov6tx+XkTxM0Zab0mc8+qaC3+R/uugbXRFji1Ct8uuezscxDUQRLc6phBjlOcDPTAOvtY0TL66AB3zbCfQ+XkrA9c/UJO7ubdcXL+i4tfqk24/ovv+QilR3bG3xolJE6fKf3V6lzQ4jK9NFe3Dv/UEmWz3MLv4H2oguRRtvn1DZAjQ/2YbU0zzcRN0TQANyC1sg1UTdn4DrHOjxG+lpaBx4+juLrGgxpMceJ1TxGUBzoQKNh1pkNV2MPC8bEcD6YT3Nk7I9pMnvQEwVdsvI3NYtI3NbDZnbyqI9icMi992LPEOP1dM82kRdCTvHq3ovmOe0zLa++jABv5mZxSTgc3yfAZc1Ufc35I5/DYGarQitUVHEFzrb/W97Pc22nuYuxpZOfhMyrrSjd1qCNnrfrad5apsKbRqjBNL4z6D1JULgSR0iJPcOI+PDniap5SQnAFhrP42MZxhjTgf+b1fAE/Yx8NnVXbnpuptfuOCBh4+cBqSsNea2u0/OvOKlTZsPP/j+S91C+jEE1pLutJORElyNwNR1CPDNQmTpC5ECuB/RKcURyBtGlg2vEMsI5S19zGgJmrBr3f9r0aTtJdTznYOU7qOuPf3INdYDvBwp59uRq9wDgM0El0oGWSYHCFyHPmvUiwV+bxt3KKn/IGVyJmNd7Rl3nW0oHssniHilsgK5V6a7v+NIOf3GNu635TT3tqxCGxtJCd2U8AjQzgx+gt7VCQRreg2K01oDYC3/NYa3IMC3CIG2XwLfabGz+r5Z8ulRZA0aeYaSjBYj69j4MZVBrr8P7Ob8f6ASsn5sFqL59rM9aEMbgZXBrixdvm1lybJrY5nhRddMO+vyr9762f/twbX2azHJHWUm0zaxY8P4IPAyQqw3hFLBk7ruabPtrtzo4UjfbQQemlKIwK7lDchKtoFQc/4tyFr2qAOo30VUSYuQJTNCKM8aR+OtA+nYPKRzyggguRS5t3+MQoI662ne7XywCTpMkhuR7tsCjFgi03vSlVtv7j7z4ptmn5lND3Q3Cq2qJgC8IfdM6wkJT/lIb3trbz7qy2yP2W7FZbR/xV3rdcgI8CgwEBlKz1l4+YbXzLhx+0cy+SbTdVjlfdcdf9Inzzz+1h1A2/GIvh+BQp9s1o3680PsyqItwHkIMjgcjXT+CrQevJ4QDhFD4+8gpOu2EkqFPm/m4XNFFHO3T0VPTlmedfDpEmGci/o3M+I1W0cOWv5wBmOszZhUKhMt+us/XhO/7c5THkMK8VSkmA8jUE945bYFLfZJBBDXIsC5CbmfqwkuFs9V5+k8/OKYR6jnbpHCrCK4wjcxdjfdgwDmJ9EEbnXWyfMI5PH+uJe6Z/XA1VsIooSKKz7YPEPgmFyFEp+8jCKrwTJCacwMUloPuee3aLG4j2ABHUXWkuMQaL4Puaf2NDnhuSx3o9is+ei9xtC4udI20mMa+CVaUE5B4+VvwG3Z3KjWcjWTxiFaeAZiPEFxngh8LiTQzvgFvgzNp93JrWg+vByNzQHgMvYg5sw20mYadgCGFmAEY2aMRAvb9uQ6+7OYJJXIInYaGgSrTJI/2cSOTHXPlOAt6SPAj5y1d3JRWc3b91Y7m6grQ/phI8GbMoL05LubqNuOxtINiCj+lUh3PeaOXYPmzkEI4GVbRUfRZn+QYA0trad56iAvbsy66fPu/vJbPrfw38e9aHlLzczhTDTvQaDJJugYd/RNyB14LoG+zqI4/y2unQaFBxj3jENIVz7GFKye48UB82+icV0HVJuRTG/iWyuW1tzXxUhpXntkOGOm37D9uKLNg423bz36JSe87J7sOVnFzuEe3Qjk70peg0DmcoJ+KUCbgTTanPh3EHHP68MA8lGW/9PqhcnJ80OstTcwBR7dZw18uoXxpWiCGhy1UFv7jM0PPBLbmhdNHZ1KR8symejmvv7SdY+vOmgR8B5k9dzqzlmGJlM+mrR+gfWB7h0E19VRCJjG0KT01sJSdk7awf1/DQKJJ6Bd4SbYKSO8FJHAt7pnOtA0cByiIfHX8zGVvn3bEKA5Be1mfZLSfMYqhwhSJNmJVKDA8BcgJRpz5x2HgMJqBHpnIPfkI+5/C5ByLXDP9X7byOPkZIzYRvpNA99AfHzHIOvHFTjqF8cecJP77JNiGihH8+r1aPEpRaCzFFl2/OK0+7gx0a9cQ9zc6M7vfZIxqr9D4/4cNPbvRoC+90lca78QkySKNstvRh6aYrRB9P3/CZPkK1b16puJm3uQG30EeJQ2O56K55mQQvcz2wppCPRI1yO99F4EdDzpvxeLwpLSwDeQzvs8AtY9hBClPgSqDp8yz6bKqn57/rYNJ17y7XeRwYyko9G789OpfyNjxOvQhvtG2uzGepoHmqj7KtoInuae6RYEDP188CFIH0QWw36kk//o3Ol7LO5Zbmii7kYgcuAPVr276sHuguHq2GbfQSMFkZbStf1LBmcVnejaBIF6z9N8efGhXpP1yywEsEtRn/pzZ7qfNYTwgjxCeIF/Fx8DmnNUS/un7K/lNZ9Ny+dxaLe2nhCwfjJQ0t1TNQtNwAxScEvQ4n8QoTpKJ4EapBjRCPlsxXZEY7Id7SJ99ronIfZ0TZZQdnGQsaTtBciCuAK56X/q2nABIYat0F3/EvdMr0JB54OunYvdc6xwv7e4Z/HZ8ZVI4f0CKZ2XEfjhDFKMG1z7j3G12PuRovEW2EEUW5VBFq4RBLp/AdxlG7Gmga8jIJVAAOA220jr7l/R81NcOdIpcYTua2IaOAQt+gehRcfPcb/oxBEAHSFQ9OxelIDTudvj1IYISph4rfuqCfi1beQqFJP3nBeTpBT4GuK985RoaffpRXF896GN5I8BaLNbeJqTnExSOs4mxiTDZEs70h/lhE3xNLR5XYv0Wqv7/TTkBSgcdw2vY7c7V/SX0KajED1/h7tPJarfPhXg6WOXj3f3z0SwsUg6dRyqPf4wWg+WAWcQN98BKutFn1SB+vpftNm2rKv6jU8bcEETdfmAqad5r8Q+uudKr25bMN9GzNjYU2MAkylqGZqbdXymibpfobWrHRkqKtAasqs45wXuZzljQatFc3YawZjhE6v8mtcJ3JsDnjl5puXZBJ/nInDorSgZ5Op4I5oYPsEhD02+jxNKWnq+zZT7rh9ZUvIJ9aJnOOB1GaIYKiZMPu+m9krTg1AP+vzkzHYHpREYKUMxcOUIjH7JNrLZNFCLFpoN7tgetNAfhBb7qGvD3e7nckJSylmIrsQrPZ8ZahBY7UEJAGlEy+R5PLOlx53XihTxSu8Kto0Mso9b63Ly1MU0UIRiw+aghcvTPuUTFh3Q+HkIjaW93QYfinA6YW4fA5xrGqj3vLP7k5gkRQhoFQJ32cSUAOIrULzhILJ0+k2t3wSnkS6bb5IcSEjeWWkTOyXJ7I1nKEObgRMAY5I8BvzWJsZYLT0AuhRZw8qQTjkDWdUqUXxpCtFeWQRCD0Z9M+SecS5wt0umoZ7mdU3UXYYsk+3u2b3+nuoYXIR0qS8YgmtbkWvnLUjPdiHA9iXU921oLpwCHE7cXOh4XoEdYQaVCARnAzeyjpmDstkPQGvU73aVFDVeooOZB40dR01miGCtKWodenTc4T9H/dOAXOVbgC/W07yrhLwB9C460OYge2OxDvXHbIIXzmf0+wS1+YytzJWT/UbMvlbhaMrybILPCsbGvlUjpZXNQehpPPrRRPR/ewul57NsR7u/u9BkLQDOMg38jRDnkxn3uydnz14Y/FvMEGpHW6TANqD4ptMQ6PQk768zDXwLWR0huMcHUPbmSe65omjBX4eso/kEJVFPsHp6S2yMQAOywt0/hlyp7e7eHhzPRAvEZnf+C4ATTANfto17lJWck/1blqJ55YFNdjJaBM0V636u5+mJt3wxAp6dBLd+FI3PM3iWkxpcws8i91kHrM5K/Jno+JMQL2K5+2rEJPkFcJFNTFhtzd/jLMaG3fhjfbJNN9J51Ygz0ssqk+SHNjGulOdTENeeD6Dxsdm1ZRHwSZPks+PvVU9zsom6LyBP1NEI0A0TknYK3fcrkOWzBSUpeQvbvYjJIVsudP97AdJRrShxcqqZ+d54MP5dFbq2jfc9noTGeByFIm1C+vwk4F+Ow7PetQcg47LVr3bXrHTPuxDFOFcivXwK8P+aqHtTPc0+6XXXDd88+Dcb4e15A+m5wxX5XcbaaEHHSLmx3DT7qtYxcaXOWnpxE3W/xCWgTcEy/BgaT55nuNh9H0Fr51sB/z5H3XPkIc/edsaXjc1JTp4BeTbB530IyG1GiQ/LCHXZQYq7HymQYwilMbPJ1f3PEqQovFvZE/e+FLnCa9EuuIRQbcO73je64yvd9QyhFOcp7vj3uf+/DC0WR7q2PYIsk4cwcRKJz3b8JQLPL0NKf6a7d4ywEy0nUHz4hS7PPXN24H8KLZqHoN1sP8rO7kdKv999ZqO4099N0K6cPHdlhFBhCUIJRr/oWAQaWm3j00Kt8iLCmPbiQdiL2IvgMwtILkHz+LHdAMkC4PsElgiAm02SD9jEzvPXJQl9D+kkb+0sQvrgLkIJyIkkTeBRBG00ywggKYasVFthDNPEUrQ5vSKrHfkobKfanbfWJvaInWIh0q/Z52xFYOwIQszhDnGk7n9qoq4WVZA6AulPn5QzE+m3Va7qzz1If/fX0zw+8Yd6mkeaqPssch9PR6Bn8x7wVa5HRoAlE/xvyLUFpKfPdW0FgbFa9K76ss5/MRqP6wkZ729EuvRA93c38iKUMjYcYjrwOWQI2K3M+Ov2gc4zK18/Whr9SFn78BlghjKxyB9K1/ZfNJm72/XL1Phr2+wwcfNdFIdbiN5rPuJJvYw2+yhxU4dA9CLUX6sI73JKIDon+55oV5uL+dxTuQoptCOQYqxGirrf/R5BE6katdNXMfKxK15akLUnD4G2s93fHcjdvsJ9lhEspSMEl3uUsTtq7zK3hODtIxCoPQMtPimkaBejeMtXo538AQgUdiCO0SF3/kNI+XUisu8893sFoSpGimB9TaGkoBmuTdMJij+DgPYXEXhfghaSexkLgDuRmyonzx9ZhUDndrTo+upVfkM1jKzlKwiL9d6WXSUQTSlmdCrigOTXEYDw4TL3miTvsYlJn+2jKPbQW/8iyEr7KTSfxsvJ7Jx9PIhA5KuYBHzaBNYkuQEByVL0HnxBCm8F/Tea3+NBZAtKUrrCPed8VLL1FEJ2co9Jci3wIZuYUlnWSpjQSpsm0K5NJn7zeytyuVe777uBn9fTnAaBS3YuRjBGHKDazFhS/DFyoTFxZERoB5IXWAfO2mwXcXMJ8FkEJtMIiLe6++Yh9/Epro3GHbcJrR2HIAvhJkdp5MeB3xgdSHjfI2isdhLo6rKlHTh0AvL9SaXquq6twKeJG601DnReaIwPU6gGWi+w9snF4rfZTcTN59wzR4AtY6jc2mw/cXM+Chmb5b7dDly8y+IOOcnJ0yTPGvi0jbSbBi5EC8hMtFNrQcogioAZyCrpXeOeTN0S4jJbCPV5S9057Wi3fgKKrewgZLhnXyeFJr53R3qLaNTd01fqOMddowIpY2+RjCAr6ChS8BXu2iVIad0PfNo27lggrnXJGD9BSrPG3c8/84A7Nx8B6VKCS6SGUD/5AdtIC3CFaSCGdufj48RKUMnCnDxPxDYyaBq4CIGVIgI5fD4CQC3IylGArCJPh/wG8T9mZ+wWozly6V68zztQRn8rYeN2DKL/+dAk57waWc/8opxBC/ArTJILJ7CaFjOxWHZOshkvVyLdcwbSYQOEQg9plHBZQQiByPbkGNhh8fwIAmOLCMA+hkDz13bxrNnSQgDo2c+Yz66yqCUPo37rQ0DuIQS+1wMrXZLOESjsqQ24t57mHeDfmB3UdQPWThymAHChMXnuWd6KxqcBHr/QmA9eYK0H6FejGNNXIuvegygO/yA05o5G72wb6uM42nytRyDboFCoPHecD0lajoBnJYH1pIag42fCGBqn7NyCPZMsQHihMcXIWnmwu1bkQmNuAX59gZ0io0TclKB53k6bTbOrhLU2u4G4+TyhqtS2XKLR/i85y+eTENtIt2ngETR5DiW4GZ5AynYUcdgdihRABCkNTxXhwVg7gbrjATQBo2gB9DEwHuB5d3uK4MLPjvc0CPjlIWU6hJTYOVnX9K7+8W99gzu3FSn1CFm7fNPALKQEhwmZ6YVImY268+YQKi5tQkpwNrJ6RBANSLabpAy5AM9w9x91bStlKlVjcvKcEtvII6aBjyHAUozG1BkoS9hTx1wB3O+shwei8bIO2LIrt/UU7/+YaeAC5Jascl8PAB+1jXs1qcFz12Yv0j3AS02SL9vEhLHOxbATF+QIwVI2/tnvRgA6G0h77t1JeFwlNkGvSXIBKle4EFkNj3S/z3DX8C7StUh3+Rj0y91lfAzvIkLZXy8DwFkmSZlNTGxtdu/3FASsyhAjyGNIF05DenZSLssm6hYhV3QBojKKESq+Xea++w6yOA4iXbemibpvveb7zVt4iHfzTupox3InK4yh0VoemOR25yKrXBfhHS0DfnShMfUXWDvigNJjwFfHnbuNuFnunmum67NBgodqGgLu36DNbqvXs61GVsIOBFqz14aM+zkdWT+zx0cE6eQ/PVkqpix5JQKeHlwb5M1ahxJQJ5e4KUAJXKe6b3qIm8tps/ft8jz1YY7pJCfPujzrJPPInXM8UhQLkKKvQhN9GMXgRJBruRoBtQKkICrQIrsd+CaaiN71490yMQJdRXZCkf89RVDq3vqZfX4pUvw+Mz2fEE/kkziWErjuBlz770JAchqw0TRwMHL7ZdCidhIBUHsuTx9rOoxcPWm0KHmr57eAxx2JfRVyQfn4piFCHeMe4KIcj+fzU2wjPYxNJkqaBv6I5sFW20ifSTILlQKsIsyFa02S30+WSLMH97/INPBnNDbTwD8cfdXelBICO0QhmmuF7vNrk+RbNrET0fE9yDq6Neu7OPDgJM+8DvgVsk55T0wUxa1es7sG2gQp4BGT5AkUx+kTWUBgaASBwgNcmzyYXuysnj7+vRAmZAnwyUs7gU/HMfpBtHFvd9c4GG02VqANyB9tYuK4Qldj/G0E2rmNSIfORID55wQ97BMdZwHDQ5nCt1NpZ3GSOZ0IveRheREz+TGzjeHT1k7okfl/CPBlhw5tRwD0AGRx3ZX46kTdhMSaNkII029os6uyjv8D8BUE9ryrOnsDknHP1IfeUy3B63YbojN70uIsvT7nwYuskYH9ZFfyenf+RjTHSoAPEjdfps2ODxPISU72OdkXwOdDCLidgxSzz9L1AdcRpKDXoBirM9FCYAgZmFsI2YkVSAEVEpIvssGlRUrTk9H7pIBypPh8EpAHpUuQC20hWri8xRUC6BtFi3g/oW6wV2Y9rixoA9pFexf8Fe7a3prq6ZW8RaSSwIt3s2tLmwOeBvg2SmDCHVOBFtLXA9fZxr1P15KTvS+mgQoUt3gcGlfXADft7fdnG2lDi7FP1HkXGl8b3CERFC/9KHvC/zn5/bYCv36q19mF3Ir6rRWFzpTgy5YKiF5kkrzJJthhCTrznmt+9sCSw0+J2MwhxmZGekoqhodjhZ0YM96SpmdQ7OaP3b1e5q5/LXDNeLBqkkTQnB2YIHmpHPXvdHcNbzHz8Z99CEDehN7RfORKfgLN7RZCqVYIce8t7Ey55uVABDY9sb9nC8lDOuY4ZL2djO+zCnlcIoQwo1pCGeAqpLd8WNCoe4bauzqOjRmTWWq7oi1E3TgupoC3sZD/40VMHA5Uxs5ubO/hKtn58J3kbmTBXIM2/oegTbtFSZf/HHd8K9LdG91xxQQmFW+c8MaID7o2L0UbkuQeJEpNJr5fx8/zFLsL6YibMgSwNxD6rB+NszPYOUY1J89ZyVEtPRVZhvgxfVJRNtWStzzG0A6+w/2/BymFDQg4VqD4zu+hmKH57noVSPn6wPFCgqu8BykcH9flFU+266UNxRQ9hHaZ9yGLpbeO+gSOTmQRKEQK+UHXhhuRsj4d7d7XICXhFZcHBPcSwIcvBbqIkBx1hPveK/oFCChkCO5Ab/n8P9uYq9G7P4jj5fwUcg1uQ+OvAYGny3dx6lOVGch6tSHruwwCDyexF8DnMyDfRXNmEQJCeQQrVzcCeh81Sd5sE1jipuIvJRVvvvGQk7c0vrQh0lo9s+CA9SsGXnjPNd9+4x9/9+BkN3FhCPe6z4RikhyLYjPnAYMmyZ+BxiyrYheBbSA7VMfzrw4TyvSCAMkCm+ABk+QvCDguJFRx83yaX/ecoMZcGKWs8CDeefKpnLp0MQvjNeRFFiMqobi7xxDSPbOR3nkhk4+zfNeH1UivFRDiUcsIiZK+4EeHa1vJ4z0H1dpeUjuAJ8AAw1RRwsIJs9VBAH/5uO9KgI7y18/e3kSdZxRZ45Ocxsk9aNwe7o57DOnp79NmH5jg+IMJ9eg3o82Fj/eP4JN2ZOG92t1ToDluqsDMRO+19cnETV5g7ciFxjyANgnZbvDp7L4QQylj6bu8DLD7BLKc5GSfkGcVfDoL3ocQYPMxmdmSl/U/g9zz3jLahRRfHtq5noLA5uMomaLLnXcCwYUezbpHGVKW9xEqII0ghbMd7SIrUDzWY0i5+jig7ISnNrQwtLi2drjvr3OfCxEQXYoWkW1I4XmwO0hwNx3grn8C2pF3uvtUufYUIAA6HSmg8ZmuQ8ABpoFozvK5X8hRaNOSnfE8AJxhGrjaWSufDpkovhFCTNs+LzbBRpPkEyh5Lxtc+Xg/i8DgdGDrY/MOeOnm+KxTO6qmDb32+j9vSuXl5ZtMpnD+1vWvL7unt7ivuGw5mvdX2QSPTLUdJslBCKDECAmD56P5+m3X1mGT5G8IKKeR3spkfYYYOwaiQIdJ8ma0ce1Gcd7e2/MocKlN8CCAMReWYsxHePPx55Koncm6tmFS6SKWz5hOJOK9OBFCBZxh9/tiJpAm6mb1pMq+3JWqPMBaaqblb8/Pi4wOxyLpEfd8HlRbBFI95VsGyB/OjyUpiC5liHzystz6KWKYSUOBLkFercWujXkANZ9cfNWMbyQ+SfAkbW2i7gf1NG8dc3abHSVufowsngmk/++mzU5mGc62Lm4G/o42Xgbp6P8girzHdlg5lalejwoIpPFVwuLml7TZSbPeXQhEAhkNOoAHHLfqFcAnCWWV85GRYXex+m3sHIsMMj7szl2fk+eQ5KiWnrzUoMV3yP0OAdiZrN8jCCT2oZ2tzwb3nwKkMGaiibwY1VP+NlqclhAyYj2BewwBvAeR4j8VLT4Wgcl89/vHkVXje6i2fDcCq9uQq2cUKd7LkdssAwzbRoZMA+9DMZ+rXLs8x6fPMvXJB2cTlO52pDhnEdxd3pqzHCVgrSYAhezdbx65YPL9SRayMz+sByTT4WkDn60EtgVfqMAn2t32NN1zr4pJkofojm5AfVWMFuMKNHcMAkXfNUm+/4/Zi188khfLlA729wLkp1OjW6um85U3f+74SDo1ijadc4GPmyQX2wS3TrEp70CALLvizRDwRpPkZ1lUSP9F1s3/QxtlkKXZoHew1v0+Hc31mSj2bx0aD08gHXKJTexUqewlLJl2KMcvLKGtdxMWKMpP0DmQpqa0AOk+z2UZRXqmmJ1pngBoHZn54U3Dc07oT5f1FEf68iLYaeV5PWUZOzhaGB3NEMKE8gjJl/MR+L62NTX7UpbyeW5nDimGyWeEMmrYQAer+MtE97zA2vYLjalHsZ+nAG1V75l/6/SvH/gSgs4eRBvxDzRR94XXJJsjQGZHklybTSHr51Qs92sZq0M3Iy/XQuBz9TRP1DevRmTtPta4y/VjJ5NYkF3S1weRpdUXe+gxSb5trd10oTGfJ/s00LUAAPHwSURBVGxC1wEPXmDtMHGTh9aFc9w97gP+Qpvd5oD279B6NJjVL9vIVbHLyX4izzb4NEghdyLF73fp3rrpj+lFbhmDMiw9OM1DwDPljulBivAEFFB+NSr19wH3fx9z1et+zkPu9B4E6NoIweqtBOvJ1xCVxxeQkn0ZUibT3f873HeLgb8Ag6YBkFLZ7NpzoLtnvrvHIUhZlxIqfqRdPwwRMvhvR8puPg5oOpqqf6Mkhj5CxSYLXJGzeu434qtxZYt3/XU+XTd1sYy/QEBogf8aLVz7g8sdtFhPR3PHECxZEUL1sygCcOV3HXhs0Wn335DpqIjvuMB9Sw+vGiooLB2JFS5F/dCDvByvM0nudAlDu5OD2NkDMYzc1fORldK7728HXuVKXR5DYNR4AdIRsqTBb1EyoecjLXfP2YnAyHiAcQrLZwyCdVGKkQiF+Rk6B4eoLomqjjgxpFeGkJdnC1lJU03UxRHx+jExU/WqmBnuHI3EelLEelpHa7cOZIpqa/LbywqjHXlZ1/Gb42Kkyz4EXL1q8ACYwU85mQY2Mcek0zPyI6Oj1Se23THweOlMk6zcNlGC1wXW9gC/cB+aqHsr8gZ5ajyAge0j8b6vbvjSvxFQ7DdJ/gR8Z7LkqUnEWxhfRLAeFgH/nBB4xk0FMkQMERK8SpC+Po24+eMkfJkno5Cx7DjMacBbTJKvWWv7mRgwvgGNiy1oXB4BLCduvkCb7aHN3kHcdBDCKq4HbqLN9ky1A3Ly3JBczOeTkzYCz1wcKWtv8fS79VE0OdOovf0ovmce2u355KHZhPikDHJBHIgUlHXX98lCnvMzQ7B8vtL9bzOa7HORVTLtrvFP4C22kXXAD00D1Yjy4xGUqZqHAOh70WI06u43E8Wm9bq2Z3N7Drmf85C1wxIAaTdaMEaQch9BC6OXd6Dd9knuuB6UhfvTKfR7TvYNuRtxVc4kjKHZwD2Ox/VpE5tgg0nyKbSJKkFzYO1TpVry4pKaZqF5t32K9dD3RA5GCSY+cWOEELPtEwt7EGg79IoXvO6xkx+6Jb+8v7uwp7h8yNhMXldp5ayOsuqRoYKidnfcQqQzOoFPmeQOq+N9wIpJ+mY90hXZGef5SH9N+A4dNdJ1LqP9Lcgl6+PYe939i9zvpxLYPwyy2O10SboHR3fs19OZDKPpUaImH8X1RlybqtzPlcAnbULMIE3UVQCfAcozls60jRTNKdgYaR+NZ9pSM9pTxAb7M+VbWgdm558Wu6GK4HLuQeCzcvvItG0fWP3LYUvkBcCjNsG/TJJbl8157PMWXlEc6U9HIvbFQ5micyvS3Reb5PwfTmGsHYH0+A5vTsdoVXz14LIjwG4hVI16Hy7Gd6KLmCRxlFdwJNKr/4Hm2/6UqPsjopo61h16F5NX+zmcYLjwMoAs7b4QykTg8yVoDtSgOe7Duha7c7t2OiNuagiUSx6kb0HrxHH4KmFtdiU5Luec7KfybPN8WtPAJcgCc4/7uhSB0iICGD0NxXu2IeVZiqhkipDrrdQd54PgfSxlHC0ohuBq98HkaaQ4j0VxoivQItCHFIWvotHpzpuPQOcrbCMWudB91ZJy9/tCtJAPuPPjaOfugzKySx/mu/ZvcW0uQ4rRB7YvQNbPeQjI/sxR6Pi+GzQNvAYlbM1GC92KnNVz/xHbSI9p4JvAa5F1ZARVvvnbM3L/BANowd2r4lyN70SW/wwQMUnuREk4T7maiklSijaLm9A8HEZzJI9AXeaBTRqwq+Yu40tv/cKKD/zlx7Oqeztn9haXFm+aPiedXJjYjkDZAkJ1sRKUuLgNbS7PAa4ySf40AWD6FaKDq0Sby0oEunuBy02SlWhuPgTcOo6T8ywELr0L2CBwsRVZTF+FdI+nqaoAppskhwPJrL68kTvXnsdrj+6nqriEzoF+1rb1c/i8cowZQomPC5F+/BZw3TjL40mu3RsM0Juq6CjP7yqtzu+o6UzVdGaI2MLIYNmdPSfcc1rlDREECodcX1fe23sU/2x/xSxL5I3uetYk+cPrp/+65ZH+Q88rivRvMUZW5OJIfyHYd9bkbf8XTMumPppIfFz+Dlk3uLB6OFOQt210uidX9xnprzdJvm8TSqIzSQqRVfOlyI3fjYBmCTIQxOtp/rvr50d30w6Qjt+OgGZ31veFSIfvFPPpEtFOZayBZAGygMPOme5e4oTwm2wZROtBTnLixORiPp+s2EY2mwY+jdxXMxBoOwq5E1oRSMtDC0QJAqmzkeviIYLrPTtTPo3jy0MLSBmhqkM+Upp9hCpGpYQd7zx37ChhV2rRQpcAlpgGNiBX/olIEY26NlkEIEoItYE9LVSMYBEZRApz2N2/k0D1EUUguwVocu1/3DbuyHTP7rsMAs45Ps/9VGwjW4Dvu0pV6efI5uGlyK3srXQGzZVN7Ex582RkEZondyFQsIAQ050mxNZ513sK2HbroSf/+bZDTrywvL8nOhgrYiRWMEwIxfGUbN4rso5Q0nYAeTVuZyxDAIj+7XPA+9EGdUbWM5+AgN1jCFS+zCT5VFb5zxeieR4lVNbZjHTfL4G3ExJLPDPHTOQuHjZJHgK+whFz/839GxfztavzeduJS5lfPZviWA+x6PXIOlmKYmP/bhMTWk6X4EIHjAFj7O29qfIzq/PbC6bnt06LmlRx2+j0zPLix+5BQM3rt7yO0aqe/3S+5MjedNmdhBjSfOD/dYxWr3PX3AEg0+QN5ZlU9bzC9afsDnz2XbN9uO/qbQWplqGD8+cUDZfV1/bY5RRf03l2OmXzvY73Uol4ZS92Vvf3opjJ5QgwzkVW7Q1Ir7/OJLl2iuVJQXH7fj2qJGx2LHDJ+Ix3kySG8g4ei5A+dHpsq03ZvIG20WnVYA5FdF0TFgdA+t8bSbIBaBGTxOnmJCf7mzzr4BPANjJEFpWJc2mPIAuARQo3Q2jvZvfdiYRsUb8D9n9XuWNjaDIXIsCaQZPal8n0C0EcxYkuRcASApj18ZgWWTU+grJQPYG9VxCeDNoH5EfQ4uVj0DyNU8z9fSMhhnUlWrhWoqSPf9rGXddKzslzR2zjU7cI7gviFv4XsDN5dguy9O0N8Olj+4YQEDuLwFZRgwDkEJqPwwg8/hc41ZrIzd2llYMIQL0KgdfxTBsZd71CBGAK3HEXmSQftIlQktJZQq80SW4GbkFzO4P0UxqBxyMQ8DHACSbJDwnVzGoQOCpz/+8j6Ix73c/lSM9MIwDVLhRP2MhvG77Nx5q+zX+SS/jq1dM5bekwXzzvCQrzO3fl2nbvij8l2EygsmN+4bonnhhcbNpHak6xRKeN2Fj+7IJNXYeX3v9BVEHuN8ganL9q8ICq1uHatVtHa58Y934i3amK6XZiVgVKIn27jKe90JgD8hcVLyo8rCxlivLWDa0fquq5cH3l/e+rHX1iwbJCiGRv0nyxj9nu74XIUzbL9au3kBqk5/vQOznTJHkYWDeFEICViG/5FDQeqtB7/vUkVE61QNFhJff2nFZxfXHEpGcbrNk6Wpv+d8dL2jpS8d9Meqc2207c3IjmUQsa1zPQWrXXPRU52X8ll+2+96WEsbs+b9mMoEl/P1LeSxmbeZlG1oE8pPSrCUp8M3LDRJHyKXbX7EELQCdywc91xy4lWED6kRLrQVaCAwjUS6XumtmZpD5DP4oURi+h9rx3sa91z5JElEwPA6ufhkowOcnJMy1+c5UtKQTg9oasRnOxCs3b6xC4W4ysjIvRPOtDnoNVyEtyJqECmtcvNuvjrWkGWbfKCITwIID2a5PkbTaxE5H3yxGY9LHqni/Sg9sRd48DgB8hF+50pFs6kG4A6bpu5Pb31dSyq7Nlb2C7ESA9l+/VX2cTTCkG0IVFvA3RBpV9cNXPH/rqwo8Xluf1xoG2iLH5S4tXpzLWbB+1eaV5Jt0aNRkP3o5CAOjDQMWvWt6ztCtd9U4mAJmDmeI7iyIDZw6ki4uKowODACOZWHGeSaVKo33/3U0zXzG6fmBVwQGlo1THFvSVTC9L96YKFv7japv+4Dsj7rnbXR8XIX3q6ZemId0/jZCI5o0OpYQYzHeh97DKJPmJTYSwpp2kzWaIm0uQ5+149D5vZfIY0YGavO2FL4//5fDhTGx7f6Z0e9pGC2bHNpZ/YPb3+w8uebgbmnf1/L8jFAioRvHhf8slFOXkuSL7Kvi8DngNoeb5CNr5F6KJeCRSJDPcd76ShV9wfOJOL1I63cj6+Qhy0a0mkL3fiib2mahW7oD73rvkZxNqDf8IWSrbXDu2uHZVEKyunhjeU0htRy6vg5CS9G72GFqY7gQuf464W3PyPBebwJq7eJQ0p5JiGxVsJ48Umg97hQbGJhh11sMPE2LgtiHL40kE7twVaIX/L9psZqeF5iMdEM/6PkLwoJQTEkhS7vuNCNA0mCSfH2ctO4exrlgYSxkHITa9kJAAWYkAZg8hPGctsmqOILBaQIgbz2Tdx1+/FLn8d+uSddbOL4J9dZTRoUIzHO1MVZ/9xXVf7fnCgi80V+Z1zUd669qIsccVmNFtWe23SHedV0/zd4Dtr0kzREiK9NWSCoHU44MH/ev8OV+vuaHrBW/vTZdVAqYoMjS6rPjxL/6mpmF3lHALSbO176ptbRvPPat4eNb0qsFIkYk+0WlMxnbaCJVIB3cgMLwNeZJAoLSEQM9UyNiKRdPcea0oFGQxonj6RVY/FSGLcxRYZRP0OCqnewj5Cf7YEuQJK0JrzEqbYPvLWm/qTdlo2XCmqDfPpDGQ6U2XRw4oTo6g0JHVkz697nW1++QkJ5NKLtt978rtwL8Qma+vNuTJjT39iN/VeutiAaEU27Uoi7QP0YecgxRDM1qgPFn7Y7aRYdPAbJQl3kmwdKTRwhBByU2/Q8rtWwh8LnP36yJYYXwM6hKkDPvQQjIDWTanueN9/KZBoPRQ9h+Km5zkZFIxDZxFGSdzAscQo4RtjDCdR6jmbsyuTT17IjbBOkcyvwQByWOBjyHdUIzm4yI0505Dc7ESze+taA5W+GYjABV157YhXZBdUGITobrQYqR7spNM8rLO8dWWPI2WD9nJrt6GO8Z7TLoJlYv8M5Ui3VKI9Np4fR1zP4fYme5pMpkD9ryySHe6Mr97B+9U92j5nC+t+3LJ95Z88D0EK/Xn2DnpBbJAvE3Qa5L8BMW8+uulgIsHDyjqaOKBHy4qfOLfjw8eeNpQpmh0adGK/35o9cWFl2/l3WhDcjtwo02MsTCDgH7cQufWskUzRtKl0cKu9qGhqmkZG4luRB6qcqTrU4jizlshn0DWbk+D5T1j4Hg20bvydGabgWNNksttggGT5ABEq7QUAdxhk+TniGN1fGzn6ajalg+b6EVhGN/6xdLm27aNTj+sfXRahTHWRsikFxeturcsr88nx+YkJ89b2SfBp21k1DTwScRd9nKkxH0GvK941I4WlhH38UoyBmyyjTsUy99NA81AZBfWxWMQsM1WLL2of5LAe2yjgttNA9eiXfI9KG7Iu3JWAZ+xjax3ZRMNUq61hPJ6n4QxiUPW/X0kOfCZk/1cTAPzgAZ6mcf1dFFLhhLKeYDD6eQP9ieBu9QlWB2Ao3lyiVd7JI7X8TFnefoBIdmvCIG5ajS3ZyCr6yiaa48TqqONIvDigZx3p16KNpqeUsi6Y3yoznhOyasQd+865H73sZ8+7ttb3vzPIULoj6dK82Th5YQY1K3uep6f0ydM4p7TP9Myk+SBifgzx8nCKKni8rzu4v50ccZiTNSkUhGTGSmMDLwE+JQrJdnZRN1DCMB5d3YEAfa/Zl/QJnjYJDkfJWQegDxRB5kkKWhuBzbahKyKJskpwAXIo5QB3gjc60IZssH8lQgAZjKRSCzW1xMp7m7Pv+NNH/WbAE9j9Tjwp+wwCMdj+1UCebu3Fg+7ZxhA4RnZRoAq4FCTJAP8kECav9X1+Sfc37/z9zFJZgJfR+/Kj99SFEt8Z1V+5/1V+Z0ra2Nbto3aWH55tLs3P5LyFGTjE9dykpMnIbls970uLpP7KvfBNPBdQjxVCsV4LXd/ryFYGUoZR3vhqJF25dYuRjvt+YwFocWIczE7OP4ad9xxyMVSgeKsvmIblb1oG3fcf437+IV5Ivu45x7NSU72dzkcHwozSg0bdlCbxYAvmwbutY3cbxqoRSUoq3FzwjTwX+CPbt7vqVQhq9ugu78HGT7RL4Usko+6/12LNq9HuZ8e1A0h/XE0soptJ1Cd+RjOjcB/JyCgvxwlPh2JgFE+Aq7dCAD1EkDlgPt4+rcRApvHJhQalHHH+DAinzzl2T9A4KnTPffbEFC6fjd9tSlqUsUdI9Vl1kSz+tpmqvM6BpFV9xH35WcRldQsQvGPR1A50fEyBJyBeC2LUZ8WuTYNmiT/RW7tj6J3tN09o0H9/QFcOVKAC6x95EJjvm/gVTNWPty/5aCjau5480fXrzvm9DQaN7Pdcx+HgPevbWKH2x1kDLgIvRPvOatG77IDvZfDCfzSvcCX0JjwxoNKNB5WoPXl9SbJTUCbA8qnuGtm87l6qr7zUGLqPeV5vUe7609z176inuau7M5z4RBHowS3UmTcuCaLGSEnOXlOyT4LPieQWxEh9zr391oUpznMWEuCRTGjO4lp0AJiG3eyWjyEaDpGCMkKeSgmqDH7QGeV/QXK2p2OFNl6B3B3JRuRe2c6csmD4kePBo42DRwH/NA2TkiFkpMsMQ2qeGIbd3LV5eTZlSjajJWixd7TF/nF/1umgbNRokcxwfoTQcmAj6Fs6j0VD8Cyq0VFCbydowQ35yCa55vcMbPQfNyOLIyV7n/bCNbQQoIV7CrgH+MbYBMMmSRvQCE+JyNPzd+QDnkbCv+JIqAzzNhMfF84w7Nv+OITiwlxqH3IOlpJSJTqJADdGneP3YHPdRHSQyliVVFGhyIGm8pEohnyYgcWJ7eS5Wavp3lFE3XnIeqshcg7c309zTtc/K7M6TsR0ftS17/dhLLHFUhXvw2FRiwkVGXDPUc38BKT5LvZltsLrH0AeCD/3v4/p4pKmlGoky8T2ov06cOu395ikmxHIRbz0ab/fyiu8gx3zs1ofF3q+qqc4EkbRMAT9J5G3PcVSGcbZNn9DiqPeR0a5x5Aj9f/0Xqa003U/QxtSI5F7/UWBGbHy3muH33+wDHAiSbJF1wd+JzkZCdRtnsu5vPpln8jl87SrO9uQArB05qMIoWTvQP2YOVlCKzGTAMPISuLd5UkkWI6GVU8KnXX+mGW+36HOKC5yX2mJI5Q/yeEJImD3fNsc/d6EXCyI7HPUSxNIKaBeF7eyJuqK3tOKywcKl76lf57Y/kj33/0k4ds2/3ZOXkG5EG0iFcQQJNP9hhEsYzHIMtednJMBoGJk3kS4NMm6DdJrkA1tD0/ogef3m3qx0g+8prUIfCyxLVnmEDL9jiak2td2y5BIC+BdMNik+Tx8fF/zhr6L/fJlp8APzFJKlF84FEImPls/O/aRNgwmyRzkMt5LgLEPgO+n7Elhb3+9qwblVPorrnAPTX520/tTNUUpywmPzI6XJPXsq0nXQHjkmDqae5kkrrlTj6L+CyLCWV+Z6H37enx0u45l6Cx4a15JQjY+cIcJ5kktzi3uUFg8xiKSt5BsEznE0orb3P3GEHhTX8nxNcOIdD8eZvgM76xJsmr0bv0a4ZnIoi5dnh9H836/3T3Xae77jDaZKx0z1JKqHwURe/nX67/UighalKKJFdu9X2u34bcNaqQpfR/aO3LSU6eU7LfgE/byIBp4FsIsM1ClopH3e91SPHeAtxhG3dyY78DWRg3I6W9HPikaeDztpEe20jGNPArFPx+KFKEd9vGMVyFe+MZtpoGPu/u0YQsPd5FP+ie5e3AF/fmfZ8LYhqIFRYMfnbRglWnTo9vjWRsxPb0VLyysHDo5G+s+9jLP7Xge+3PdhtzwlrEAfkdIFY+2m1Ob7ueI7ofyHTEqvL+N+3sisfLDlzExNyPGcZybe6p/BCBzveiRXuAYN3sdX8fhcDc2QQmDZ+QUonA3WbksvWSRqDzSwi44dr/H5PkEzbB0FQbaBN0mSQfd/c/Arn8/4M8L9nHbTJJPuPaeyaiROpCwHA6gTnDs3AUIdAypbjxIVvaXRRt/e/0WPKYjI1GyqPdgwOZEnN/39HX/XXGa6bMN2uSTEPxjduQRdOzfcRcm3xoAYTiGvno/fSg/oygDcoQ0ntfcpypb0YZ5HORvvTlK70l3YcIVCKgNt/1h3d7F6JN/q9Nkpei97ocaCAkfnUQLNDea5ZPoOLz8bVFhJCHQ9257QgEX42qbc1wf0cR8NwdlVS2LEQboB4Eoj2TQSHwJnLgMyfPQdlvwCeAi718hBCTBHLD/2iyc1x82VHI0uIXvVakmI5B8V8+xnT8tfe62EbSzv3vlXG29BNcPzkZKwdPj7ceNX3atsjQUFE3QGHhUE//QMmsltZZ72YBX3u2GzihxE0VAhAHIyvcNbTZySlW9mPJKpe7qHy0+/zPr/gS00e22+688vScoY3mxI7bYzfWnHbEzxe+t4VAkwNaaCtQcYUnd2+5a7/rMq+PR67Ocvc5EQG+ErSgFyLwEEWxiS0oQ7oAeUCy48PzgDcgcOE9JTHg1cgCej/SITehhKMXI/DzEHC1TTDGKm8TdABXuM+E4qx+FUi3fdld+60InAwg708xAkY1CBTdydTKsm4C7NqhJQdHSA3nm9ECa8kbJbbeEm02SSLjk5ZMkigQnaA0ai3qyw4CF7JB/ZdHqDI1gPq+DVm2D0JW0EIC5dVW1MdfQfGfZ7jn95n/nobKA8Ppro8G3L3yCITyHjTGELC7zH1eiDb4MXcvT/eUHZ6R767pQ6R8DsGQa49fQ2rQ+Pk0Apovdt9fi7L3dxeGlS2eqcVXyYsQ+KpfbJJ8CPjFBIwAOckJNpdwtM9KNcEVky3DSBE9G9LCxOXTCsmVT5tMKsvLuqePjBSMWcxHR2OD0Wjq+CbqTD3Ne6Lwn36Jm2pEV1OBLFczgeOImx/TZu97Npv2dIkDoJe+cPv/3jxzuLVqY9G8NGAHbfFo2kSHXrf5ihOumXbW21aXLv0IslaBFv9bgKfcJ26BvtF9MEnORSDiIQRCZ7pDixCQKXC/b0CAwxeZyCBwNYSASltWW2vdOce7Z3gtctX3Io/MIAohOMokudAmmNAq79zwM5HrttW5m2cAn0Iu5xGkD36O3PVnI332TQS0jnPtvAb422T3GSf5CHzZDHnpYZs3SOBMfg9QYpKsBf6EAPn7EPiuMEnWA9+2Cf7nrrXd9Y8PV/BxniCdG3N96Ytr1BJiVX2Y1Eb3t+dSXYCsfT6WPzue0scUj6D+z46h7XHfeTe/30B4C+k70ZjIQxvBXjQuWtE60Ecg+/fhAu0oxreWAAy9DKFkpW02wRZCvfYnI+sQ4K0mcKZa144e9N63owp8OcnJc0KeD+BzK5MDvWclucfVs78BWcRaCbx6Bu3Qc7KztFgi1lprPGmAr6Y8Lb5tX636cSZaLH0Mby+yzLyRuHmQNvtcLSzQenrb9VuB4ZgdKTbW2uL0QHeeTQ/FR7YPr7pu2YCps59ClkJf7euJKSTtPRk5A232vIXQF63w4BOkC2ag2MxpKIs5iiyxSeT+9W0rIbhk04Q63Kcht/haNJcz7p5nAH/ObpCzbL4CxSR6S9cDJsllKBlmIexw589BoOQjNhGywd015rnn2GATU2bMWI70zVUETtISFAYwDYHo5SjOtQ+FHLS6zwzgxybJO22Cm9HYbkEhTduRVXWOe6a73c9yBKB8YpfPhM8n1Kvvdc8Sc+05BwHBFnffA933MQQ0vedoKwKXHa6v/XvxFtqIa1cJobTyGgJ/cylhfm5FVsvrCKFddyOL8vfdO6gghA7ku2s9GXaGMWITbDdJrkebmOxEvT7XN53AGSbJXyawPufkeS05qqV9VmwjbaaB65HLxSf3eJfLs2l9+ijwNdcuHzz/Wds4tnpGTnbIimg0dWdff/nJedGRrRZj+gdKi5cveXxo0fw1f9/nrJ6SQ2CnhLV+ZF2rhClZqqYsFxpTg+hjihGIWH2Btc94v9hGen5/WMfdZaneMyJD9omoTaeGokUl0cyonT+4YSvQZxvpR8Ubnm7xiSM97qchFIUoRH3lyzO+HlnurkS64Ql3zBZCCV5f2CIPAZYCBJzykYXtHYTs+3wg3yT56zhX9jGIv3g9wUJ3GPANQulen4FdgsDXES7DuhKBt7chq58F0ibJb21iShWkspOUNrv+OAdZ3kbRmF3s2n4YAsE+IagTWfve61zxb0NWuyJC7fq7gB8D1zsGgBko0/t1COzNRZbeDe5ZKwjJShbpwRVoHM9D7+Uw99y+bGsXeg+drl0ZpM8r0fvwbvpWNN8ijOVlbXXPMYBKL/8WsaksdfcaQVbSB90zXEdw58/Iuu9/psCrOqmYJPnIel6FSPKPQhZvUL9vdc+83T1bNrDOSU72a3nOg08nv0eK9iyk6P4L/HuCxKRnTNzi+2HTsGP33fIkOQ6fF2Ibybz6ypUfzs8f+damLfOON1h7wjG3th5/1O3XRSKZfz7lG7SYcjx1Vq3t2N3hU5RthCorXvIIHI57TS405hDgQ4SknQhw/YXGXH6Btc/4uDpn23+/3R6rWfBw2cHx7vzKyPThrdtO7rilqzTdfy1ttnf3V9hrchNKillLsHqVIoulzxhfjcDmMcjCdTACJQ+jOMrvoVjEWQjcFCNw4GPHIRDKe9dwOwJIs5FlMDvb+YUEgOllM3I3VxAYAjwlVBwlupyKwMlx7v/3ubZnUMnPTRPUnB8vq919C5AVMc/dL+Oe6WAE7ords/S7Pul27elHlaNeh0D5MLJQXo8str/K5tu0CbaaJG3u3LmErPBu93sUvQ8PFAdQFnkEgdOku88oIeMfd718BAo3I+vlELK8Tkf9P+Su84T7We36cRkCzBnX5vcjY0AloZDACuBRk+RbyEp8IAL7/lqtjCPb3xMxSZYAF7s+yXf9eC8C4J4XNoaS3/LRRiXHB52TMWLJldfcp8VVNrqOSfg/n02xjfQx9dJ4z2v58yte191E3XtQXNg0ZBFY95Ssni0mgrJVz3XfRGgxtwC/pdY+VSvD/xCgKSYkRswFrqbNjk82e9JyoTEx4N3sXLr1TMQf+ejeutdUpaalfXVN3Hx6af+qNwHlRnryZuCPz3BTrkEbgGUIkDyMAKN3325F8XoHI0CyHbmKq1Hm/KuQpevPqG/nIPA3jZ0J38sRQIq68wcRiDmdseDTlwrOlmpk0fSJLz7z2sdJnoTG0EEIoGaQ1WwOAtjDKKZ1l+DTJug2SX6Nsr5BQKocgZ3luHhQ9312WUpfTWm6+/54lJy5lhBT3+P6cQzVHSHsZHwM51b3vAtRv3Uguq4RBCjvQtnkxrX3tQQap3vQBsJv7tYiloU2lKS1zLW3E1nYb0IVq3yiU5+7RwHBrd9O4E2d4455OQL5v0MgeZZr98NPNgHIhUz8BOmxAkJG/bnIxX8MIRzA00tdvodJTDnJyT4tzwvwmZPnjjiguZa9F697MqLqakcLVilh4fnThGe0mEpkjWqn1u7EA7tD2uxK4uanyJ1bgwDDv4G/1NHkrWSpZuqf6qKyAC1ebVnfea7DI3kWwCcAbfY+EzcPomfvp80+42TZrlb3txDAqEXv+REEet6GFvoRQuIPCBwe7H76z1uA39kE55skC5DVyoO1LtgBRAwhHvQ2d+1s8nsQqHoZAqxRNC6OcOcUojGY7XZfhcDhQgT+yvzjuesvQxbS0in2yS0myRNobLwKucBnuo+vOjWIMtM9tVAUAbdiROl0mGtPLxrTmwhlkMfLZsTJvBTNmzQhW3wYzbV8BDx7COwHv7EJHjRJ3o68VlvQ5mAaAr93ovKc65E7vMvRWX0EvZtKBCY3uuecRQC/nrNzFnJ7eylxx3tKqI+j2E+DPBmNwOo9dbebJLPcM/hNziGEcAC/EclDAPskZC1f7p75Vptg+57cLyfPH8lkcjGfOcnJ/ijnoIXm9Wgx9Faf+bSYq6nNchG3mChaHF6w47gWcwPwe2rt+HKLkjZ7F3FzH1oIB+ra/jSE3K4vQSBiTR1NVzRTv2rC86cmE987WK+ePVFS1bNaBMAmSDMBjZpJcidyZWdr70IEQPIIVshOBJBea5JcahOsM0legeiWzkegdTXaBJQgEHYjsuQtZGfS+WvR+38rAj4Wjb1WQjZ6gWvDIAoTmk6IkYTg5p+JLKJDKCP9I8jaeqtNMGkink3QYpJsc/e9wV0n4a5fgbxERcjFXkMoPXwbAk4xd24N8hxc6/rhlgnuZU2SyxEI/Yl7Fm/xK0EAsRZ4jbtOBlkq7zNJYojndISwOWh351Uiy+eH3fdRk+R24Nc2QdLf3ySpc/3d7fq0hpBs5bPbIZRlnUWgtPLJVocAJ6C5e51JcplN7H5T56ycr0WxwAvccxj03lMEujHc38XADJvgWtcXOcnJc1L2T8ick5zsPalA2c0+u7Tf/ZyJFo1sORNVotpMqHB1FgKwk0ubTdFm22izAyjD+e3IqnEYsshcVEfTwqfwDOvRglyd9Z3PyL37KVz3uSdxU0LcvJC4+b/UadFjjlhx733oXY8g0FGKQIC3THe5M31998NAVZVsgl8jTkofR9mCNhRdCEQsQG7+8YAsjsZcFYHWx1cGGkDWw3YC6b1BYKvctXPYfWdcO+chkLsMgcV64AsmSc1ueuMQQphGKwKcf3D3X+zauBlZef+OQPjBBG7PQQJwPg74kU1MXJjDWQqHkbXyJsJc80lcSXetFlTjfSuqjf5m9H6yyfy9Vb/KPauPH92EQg9e7g90iVHnuv89gfrbhwnMcD/Trj1R9J699dm6cw5H4TLbCGEKHzNJZk/0rCZJzCSZ50j4D3XtqUFWzG2E2M0YgYQfNF+3jPsuJzmZXKwhk3lmPntbcpbPnDz3RRbLUxFfXikCZP90iUXb3HddWWfE0CL/MlrMr6jdkTF+LlocCwgL4BbgHFrMVVnHTSh1NBUgd+t8NPd68VZW+AJyA++xXGBt+kJjfoySJnwCjAV+d4G1u0tA2StiGjBogT4CuU7vckl1+47ETQkiBZ8N9ERtZuk97zom9utz3/KXhk9fej8CkpUIKMQQSPBatxiXfGOSxDzljU1wk0myhlAy89sIKNag+Muks7xmy7sQoPIZ+OXofRUTEl5AY2MjApYtBKDnx5m30nsLXh4ChR3oXZyLYhUnk273vFEEJLsQGLwPzQsPlM4iEMr7e1hCjfYW1+6d2BtMkiJkMTwajX0PuAvd81sCyXo3AtAXEyr9DLn+GWIsB3KJO2c6AtwWbRoeBc50tEQpBOiK3LNscM+7DG3Uilwb1rn2VxNYEEbccxa7vvQWSuv6qhiF7IyJYTZJjkYW7SI0dvy79bydoHnfgdz6pYT44zZktX5WKABzkpNnUnLgMyfPB3ktslhuRYr/VOAQWsyFyD36EbQAZtBiUIBAwVHAJ2gxP6LWDiLAMActKKAF7UGmGGvnzvMVVrwLMY0W7cPraJrWTP2Tiu26wNqNFxrzSbSwFgBrLrC268lca0/FAc+PoqSQGFp0t5gGPmgbx5aOfJblRPT+1vkvItYWv/S2f74kmk7lpaN5dyOQ1Is2BL7qTBkCJVHg88CbTZJvI4tmv03ssILvJCZJqUlyCBoja5El7RiCBQ5CZR1LcKFXu2Pmog3FTWj8TiO4rP01vLX0UDSWelBs5JFMAj4dzc/BiJ/Ux3huRIB5FaF60svd775UZj4ax75qkc/O7mRcIQ/33N9D7usqtN4MICtrsbunDwvxVtwjEBgrJFT68fcYRvOm0PVBAYpD7XKfNLJSriaETQy7fo8TEppWI8C6jVBJagF69xWujX6+v4hQMrQDvaseAvDNft75iJS/zX0MAu6e+ilbtrk+88ln29HYaLSJfWzTlpN9VixgczGfOcnJPigtphotAGsJlodNaEE/FsWwbUBgIx8taCOEZIi3AGlazOXIGlNDSKqoQfGfl+3O6umki5BNnC0F7n9x2LPEgjqa8hAgGWwW2Hw2kotORtVx2gmJN3HgR6aBs1xZ3H1BDmeshRtg4K4Dj11eOtg32F1aWYsAxjChMo4huOXXIvCzEJHB3wGsNEl+bxM8MP5mLjHp/wgWNYOy733hCy/DBOofSyAa94D2EWQ9vBmR03cjUAahnCUEV3IPoYToZPJKRJfUg6yBFQRKpfNR0sur0Rrh2Ti8pd5XEhog0DVZ1y9b3LOXARegzVaaQKvk7+W5VvsQ2C4ixNhOJ1iAvbu9kwBUW93/y117Ktx1NxAA8idMkhNR2MD1aL4XIuv1EteuUTSHj3PPEHfX60Bzsp9QScm36d/oPZWx81w7nRCT2+0+jyAd4UMyel070ohSKp3VR5sRP++UxMWTzndtXT2BhT0nOdlnZf+EzDnJydTFVzYZn506hCwdH0aLzDDB/VeAFm4fR/kJ4HKC67WcwINYhLJ/J5cWY2gxNc0tr6k0NnMVWoS89crHlrWy58DzeKAJcVE219H0uTqapmqF3ZtSjxbPbOqZNrSoHvkstGcyaUfvK1si6UiU4bxYCoE+D3C8O3YdAkWPIQBURQAk3hr6YZNkafZFTZIIor/yiUIzETB8NyHOssyd74nwfZWgQtR/viLPE649JYgWygOyXteuPtgR3+mz7WsQUJpM3o7e11YEglYh8DbNXfdGAt+oj0mNuPsNZz1DifveAB9xzw1KXprtjvNgy4P6CkJcbaH7fqP7GUfzK0ZIKqoiVC+6H1kvfea7j3+NICtxHrJwn48szK8EvuqOv8Fdt9T14wpCGECr68d2QhJYD2PjwEfcZz56T3f6zjRJ5qCN6oHIens6ig9udfdud888yz3fg+7Ura6vb0G65sNZfTipuI3NlSgZ7R/ADSbJabs7LyfPPclkIs/IZ29LzvKZk+e6dKDFPZtf0KBki6OQNXMUAYrsEqx+ASxwP5e47x5AVowqtDjlA6W0mDcQLGv/RnFz+cD/Q1bBaqDjT61vvvv/4l97dH3+PL9Qejfpf5qpn4imZkKpo+kA4Beuzf1ocX4zAjSfnOp19pKUFqX6zMG9j06vGeko6sqvHFpRuqyrM1bjrXj7ityIkmiKEAgywJwD1z92/VBhsSdXryBUxcmgsTFIADnVhI1KKQJqRSjpLJuxYCYCQ0vc9Xx1pSrkym5BlsJy978OFI+6GsWN9iJAlp3AY9w97kHxyyOERKhW5EqOIAD5B3fcZFILO7LhrXumEfe9sQl6TZKrUEKcv08XwTr5H7R583OkAmWCX2iSXIDGdoQQG11IKG2aj6ymW5BlcJY7xpPC+81ihJB804lc1d2IGu061+bNqP+9NbbU3ctbaf0YrEOVjI50/dLv2uwtnZ5ZIN/dL9+1x5Pvr0WAvtS1aToi9v87ek/vcm2sdv3qdUYXSqa6iOCmX41A6muy3gGEogUL0YZjQnFJVL9y/eZjgSuBi0ySl9jEmNjYnORkn5Sc5TMnz22ptduRlWM+IR7xSGSZKUOgbRbB7ZlBC2wRYXEaQpYoi+LkthBIuY8Avov4BtNogfkwWojfjiww3q0+rYCRl3677bPDNem2RgRQk0DjS/uv+j0tJkGLOdX9LKbFHEyLOZMWs8QlTWVLA8G1OoQsM23AS+pomrG3um8qcmzHHfcd0f1A7dyBDZWxzHDenMGNFcd13LG4erjdsi9l27fZJ4Cfo3c+B4HDu5ZuXn0x4m9sR2BwJgKJmxEw8dWKogSdGcW5mFHfzxp3twzBLVzofo8j8OKtq2sIlrUhlHT2OXfcUQiknklwMV9JAKv3EmrS+yzxz6ONx0dsgqt2Q0q+hhC77KUc2GwTOxKefoHGrR//noboQUINd2+5zLhjXoPq2a9EVr2irHM9A4NF8+ceBOpudcd5wOeJ1X1/ewDZhQDiAJrPDxCqM/W543zC0DQ0f8vctWai+VoNO8VUDhMsnT5WNI9Qh74QxVJ7F307AsIJ4LPIwjkHWYVH3feL3XcvRePso4gW6mEHDr31d7z4xLNdycnumlsJG+ouNE5evZtzc/JcEmuwmWfms7clZ/nMyfNBLkMLxlmEEnsDaAGsIQCKtPvdL3jeYtriju9Gi9oJ7meKkLQwj0DB1A+8AVkjPHH4LHfNWCHDJ1267X3/Q4lOxyBr09dcWwwCHz4G1Vs2b6HFfINa6y1hB7Jzub0RsPkH8PgLmqibhxbOe4Fr6mmelPPxqcr/bn9h9MtLP7f9uukvqDKulGd5qif6neT5D77t/sv2repdbfZOx7s6HRHfdwFYuM0kWYXcpcci3fgYspZ+FIHAQTQmytDC7+PzqmCnuupbESA40f1tCO7nQUICTgaB0W0I4BzN2Prkx7q2fh+4wt3/dPe/x9xxTSh2uQdHmm6SDO4GfF6Mxpznm4y6a/3UH2ATPG6SvBP4FEoaGgIucff7E2OtwB58lgAvsQmuNUl+igDxNHecB97taEO4Nas9fq5tdcf5sR917esnUENtcn3SQigQUIjc8JYQB+tjUT2Rv2e38LGXPYQwgBZkVT4ZJR9ByFQvIli+ZyNQ+ZBray2K6YyjjUCV+76AQNifh6yjB6FY1M+jsfPice/Er8cb2LVMZ+e4cVw/zdnNuTnJyT4hOfCZk+e+qEzmX2gxQwgU+tjOeWjx8q4+gwBdAYFH0XPzgRaVPAQqfYzmsYT4zxcDze5/2dVxKtAiB8G6+ibkkp9LsK48gGLajkIgos3dvwRZXD5Ci/m0I7RfjQCBz5oHyMtjtOhAknWurSPI8nJME3Vfqaf5acmiLU/3Lb9wxRf/cmz33YvurzhiYXF6YOhFrVc9emTvAzHiv446ovl9R9rsKOzMR+mqyDS5zw4xST6OLEp1CPyUIvBgERgZAf7neB8LENiqJmRre8lD48RbK/0mx/NM5qF33YuAa747vwB43CZImSS/QQk08905tagM6PfcceuR1fFRk+RnNrFTgpWXf7vn+H/unoOohOhfx/XJnSbJK90xw94q6trxCQTKRt29PVft0SZJuU3wb5PkERSSUIsA2woUXuDnVCkKV1lIAKARQrJUDQJVBs2TQ10/XYUy0X2srK9M5mNTPbWRry5l0Rz6D6JCiqK53oK8GX3uGg+gZLKDUciBT3zyYQDDyNLpWRwGUBJYKQKgPgt/GxoD6xBYLHL3mu/OvwfN9SMJ5PfFwB9tYsycnkjuc/3hY4W95KMkuJzkZJ+XHPjMyfNDWswMBCC2oIW9EoGGGFp4fF3tdvf/6Wgx6HPH+KSLR5HFZAOypKYIiRnFiMvwQXe9BWhB8pnzniYGBDD7kbXFW4SOcr9XEOILtxKSnOYjd94KZM09wx0zoPZlqmazuaOUgSfQgukX8vlo4b3uqXThLqS92A6V1Lf85dH6lr/4DOAigkVsvxaboBe41CS5G9UNr0axoycil/G1KKt9FrLOZVDM3qmEuOBCnOUbjRnPQWncdzNQn3nLnSVUw7Eo+/xGZ83cAGwwSV7k2uPjEDMIxHlC9wYESid6pjTwRxfXWQ10uOec6FjP6Zktf0SJZlVovHorY6/7+5smyfmOhupX/iSXoX2H67tO97MUhQGsRWN6mjvcVwDyITGe47QdxVPegMa3p9DyoNNbcn2oire2vhwB3Z+iikNnobn1OAKJ/0PzexHqb9z/fRiCj/P2SUtLkKU6D4HWKndcoWtPr+u3ckIsaRqY7jYSFyHPxzEI/N+CrNm7FJvgCZPkbwgce67VMqQX/r6783Py3BFLrrxmTnKyr8sytJD3IatXDC1qMUK8VA9yLZYQsmpPdscNIHffb921TiBk+fpF0ZOSH4EWnjQhqzcfLareUlNMqE5TlnWdw1x7/UJ6CLJmectLAUAz9Q/W0XQ+ii+daWxmaGF63X9PjtxcZiORUXevI9BCWAi8r4m6++pp7nrqXbmT/BMRtA+7Tz6ydP2GtilRUO3zYpKUI5ezt+55toIzEaDxYRk+SWUB4Z0aAtVQNcEN7PWvd+16C6L/3h/nN0XZ7SlAccb+WO++95yYDwMHmyRxm9i53rpJUoFiIEFW1QmBpwOLi3B10m1Cca6uPOeHUVzoTPd8BgHPIeSK/oVJ8kWbCMkzrtTmJcg6+3r3vPch4JlCVufT3HVWIBDnQ1E6UYx0BwL/axDwnOae3Rd/SCEw5+NRU4TwlxPQ+EyjcevjSw9x529wbT/A9X+xO3/I3aMYeTaOcW2KoQ3iHPT+R11feB5TH0PqwXsUueD974Oo/OoTuwmTGC+fQjrqNWjs/Ab4lU2MqQSVk5zss5IDnzl5vsgoIU7qfqSwy9HCFUOLtVfcPpbvLGSRSiEg+lP380Hk8itHwNHTyXiLS9p9vxEtOgsIMWwjBOtnP3IremDpt7AeePrM4Hloweshq/pJM/XX1tF084e7LjrhhKE7X5FvR6e1x6qO6ckrm/Fo2fJ4KpI/SMimrQDe20TdN+pp3tuA8C4b4dep4ujrTcrm5Q1lBhCI2L2ltcVEkIvzSAQU7qLWTprp+yzK61Aiibdket1ZRMiuXkrIePfUQD6Ew1P1eDe7j/f0kfzZFk9PX9Tn7jfAzvXhK5D1LU0Aqbi/PU3RIMHtvENMkmOBd7p2FwMDJskPbIJ7xx1Xhlzkx7vrdJskzcAlNkHKJrjHJPkeqswVQwBstfu9GM2tj5gkn3F90WUTZFzloetc1naUULnIoLEwDW3QDkJgvZOwYfOAuRqBfp9U5K3KNqsvvfiNo++bg9HcXO3OPdVd5whkvT7A9edaAterp+FajzarPiymBukIn/U/6I7tQWB0NqJk8tbtNcAjJkm961vPBvGISfKhycqTjhdXrvQP7pOT56vYHMl8TnKy70iLSaBYtllI8V+BLCYjaMHuQ67So9GC0IIWlSKUyDMHLW4+izjljv0eAqmzCBydJWhh9O7zBYxNlrAI+Hq3KIQYslKC9SNGAK4+8cnHnfpElcuotWMsVM0tr6lGFrA+YJXFVJWkBw5b1r/GJsuWryZkAz+AwNEcguVlr0hT23mLgDOjg+lI4dahvJGK/FWjVbGb62netctdwPOtyNLlk3nOocX8nlr7373Zxr0gLyRYsj3og5AcNEDIiI+hWF6fsZ1BwMkDjYn0rreubSGUlowjV24r8HaT5Ec2Qac7vptgTe0l1KSPonGect9nJ/VgklQhWqBy5Db27fmxSfIqm6Al6/API9euD+GoRLRhG1DMJWg+bHLPVuba7mmP5iEAOQ9X9cck+bVNkHTnbmQsSKxFISL9KCbSoBjPBKHik6/o9Ii7djGBxmqEYFH2yXh+Y1eFrMcWjTXPi3oGAWAa5HkoQfOpFQFQHxLRiZgttqBxuxRZYb111sdzezaDJgRUD0Jj4e+Il/NQ4CsIoLa4cw8CfmaSvGwPLaA5ycl+KTnwmZPnlrSYl6Is3hhalE5FQPS1wI9Q+btqZOk4lOAqOwjFea5Hi8owAgM1aJEod8fNRaDA08KUocUp313Xu119VnSKsVbMXgRUZ6BFK0qwgg0SQE0aLcI+HOAaYDUtpoBam03mfiJavLoBpo+037ehcNaMstHeRUXpwZrBaFEHcJe7VjV7mXezibpqFO84ki6KrutfUGKQ5egDTdR9dTdW1iUIeK4jWKXzgdfSYu6i9pkpDzpF8eACxlopQe/coj72yUaFCHjUMLYeux8b46/jAZRBIKmGUD+9AFkXZ5ska1HNdossd56j1o/FCAJ6KeSGHU/nk3BtXIDGjH+m2cCHkDUOk6QQWXs9TZQXi5LlPPhMIhf6OQQCfh+X6edAFfI2lAMfN0m+4lzxK9Gm6Ah3/DIEokcROfwwApdFWJuKplOjEWsLMsaQjuatxpgKNFcH3XE+1KUCzRvfJ0NobvtEsSH3vDPQZtMnJ+HaWIBAu9/0tbqfV9gEvzFJDiTwAHehzah/p1EEKFegqkM7Ef2bJG9w9/MJgNbd7wBklX14/Dk5ycnEYuBpoEF6JiQHPnPy3JEWU4SAkK9Y4mU28AFq7RdoMecj0PNBlBRSQFjkIgQXmk+gMAgIDLvvZ6NFuxYtPKtRHKCnk/GJRdMIMWje3T5MiAHcTrCS9aOF+CAESH2cWBRZVnrRIvklYJQWcyXwP1fS098XgCiZVHWq+96BSGF5SXrg1sFoke8Hz6+4aXfd6NytVSgJZXdUSZ4ayFvYLIqpXYSsWOt2ce4BBHDuxVvZFqFYwH1F7kHvYCYCIt6d3o+SVA5Az7rU/c+HefQR4jlxv2e72j3oLEJjpJxQ9coTv6fRpqGeYOEbRX20BlkilyHL3KMIGF4/zorpxaCx67k5vfShGNFS986nEcpNDhM2RaVonOoBlDjzfQQAL3TX9xuwGmSB9IBuMXKb/8ok+ReqO/9TFFd9MsF1Xu6esQwoIZNJFw0NRGe1t6TyMqnUaF5+rGB05NTH5y7bYqN52wjlSWsJXodhQg33Stc3oyhLfTYCwy9mrEfCJxeVoDn4T9eGNGMrRq1E1s8DCST0/p7dKGloCI2VicSH8mSLDxeo2fnwnOTkuSc58JmT55LMRguQB1zektQDrvRcrR2ixaxFi9Ra5Gbzi2WEsbyfpe6nr4bj4+sWufNL0CK0BllEQUBggAA48t21Bwg8iHMIbsDfI0vNbEJNb78QFbhjPcG2dT/f6M69F4GNE8gqzVmW6u0Yzc/r7M4rKyOA5mLgd/U0TwomXQzeq5GL2X/3L+DvLsZsIqkmAKtssWjh3pX0M9btmi1PW+KES7aZh97rml08W7b8jeBC9lyKEUSi34YAX6v7biuyYPW4Y/148IllflOTHeebQWMnhTZH2SEY3vqYT4gB9ewLC4ELbYLrp/j4j7tzs9+Zt8x2AwUmST+ilfLZ22n0PnxS0UTUWbVoTHpqqbmufQPued5AiGEdQnPok8BnbYLrTJIb3LMsdW3zoSnl+aPD6Qg2NpqX123SpEej+Xll/T1VC1vWda+Zs+RR13Y/B3w/+4IPq9A78yBzJppzGQTmsy3SPrnIc4Jmc2b+B1hlkpyC5us/EeAvd32yDQHcUvczzuRVim5FFG3Z4j01D0xyTk5ysrNYIBfzmZOcPOvST4j58q51b8F8NOs4b4WMIavIXLToeJe0j9GEkKQQI1im/P88OBxEC062S9sDqzRatMvQwmfQwrYWEZhXufs9gjJuH3Vt9slMlWhBPQQtdg8jy8uLEfi8F4HFBe66sQiUl6d6LxyNxPpQVm4vIkH3iVSTydnAS1DogU+KeYV7thsmOWclcgNni3dB7s7K+gBy7fo4XAhZzasmOedJi8vcPptgQTTAZhdLuX1X5zrC9a+jGMhFyLp7PerzUmS5m4P6bbO79lJC8piP/fVcnx70ZIPv7LhEb+EsJ8QPQ0gm8jRMZUDCJLkZAd4DXJvusQk6JniONpPkCkQ15MexRf29EfV9AyLWTxF4M314iI+3zJYjkKX0VrTJK8t6Th8SMM21uwC5pNsR/devTJItyBLpQwZm7+gXa9NFI8N5+amRgaGCooJUajQ1FCuMlQ/0dL3zH7/s/vR7v/lbVKwhmzC+nVChbBuBlP5OFFpwIMrS9251L8b1d5vrnwp3ne0owfBh1/5+11ftyMXejuZfDdqAnO6e5U0mSRz4Z1bVKJDF95WE+FafmPbDXfCy5iQnzynJgc+cPJekFVmizkULiafDyQcW0GKOQ2CpAIG8D6OFpYvgYhwkZK97/k5DcB9m3PU8nUuFO9+DzWoEGL0lpR9ZtCrQAuwtotcjUNhNsMJ5mhYYmxQRdfeMIYvJRncfqLWDtJhvIeqZY9AifF3Mph5x8ZY3TqXjHDB7EbLk+gU5hRbvFzE5+HwYgdoDEejJd/10ZT3NnZOcg2t7Oy3mh8C7CVa2bcBPqLUTWVOfqixD9D6bCJa/mcB7TJKvuLZPB/omAgEuUSaZ/Z1J8kKUiJaPAGERAhWeEqgSgdMOQrlIH3qx49KESkEDhBrz44Fq2rXbxx97N/ViBMAOcdfJA15lknzXJlg5QT9chMbiwYRylQOIO7YUlYX1zz+NkDgFmjdjiOgR6PaxpzAWcGc/qx/729BYnef+jqNNyHQ0nvII4QZFJpNZGLWZ9PyW9a2dZVWl87Zu3HbhpRfccda919pPv/ebf0PeCz/2/TsscfdOZPVdDFETnYzmj98URgl0THnAZb7fXOGAb6BNi29XMbL0WmQR7UJW25koDGUTIW7zFe65f++A6HtRktMgqkrls/l/i3hGc5KTPZNczGdOcvIsS621tJhvI8vDdEIiQScCAc0ELkafDOTdXV1oUe8lWOyG0OK1CcVxnUJwQXoA2o4WvRloAY8h0DqEAKZPwtiOLEYHumtnx3wNE+o0ewtrGcEy5UGLt3SdQDZ5eK3tR/FoOyU37IH4a48HjEMIHEwo9TSPNlH3A0TKfRzqgxsQHdXupdY+4uJw56E+2UCtfbqI6U8kgHwvPtHjVQgUFAARk+RO4Dc2saMy1U7i3PdfYSwP53Q0Fo4ixOuuQlZQv5nxBPM+3tO7mD0V050IGBYRSrS2EKzgECz8w+7YRYx12VYA7zBJPjU+rMAm6DdJvuDaeCAam7fbBFtNkkMJY3srgUIo393rHuC/brMyHyXtzUPj3Mf4LnHPGiFUGYoQvAAzXD8VIootCOC717WnCshgTH5Vf9fqF9/+r6Hi4cEtR6+4Z9t5t/1za/Hw4BzgWscbej2yPHYi+iUISYKe6/O/aGP1YbQh63Jt6CKEh4yiDWw2Mf8bELiPEDaGvkJaHFhoE3wQwCT5f+j9bck6fz1wpklyIwKYc1zb4mjcXW4TfJGc5GQ/F2NMIfKwea7iP1trL5js+Bz4zMlzTVLI6rCIYB2agRb5UkKsnafAGUV1pjPAeYTED59Uko8sNVuRO67bfZePAMd8NI8eIcR+egDpYzWH3DX6UNxgIUq88O5Jgxbt+xFA6ibEf44SqJcy7nmmwZRj/KYkNkHGJHkIWQez6Xmms5vEn3qahxB11bVP6uYqf7r6SZ27Z+Jj+kDv6DgCyDsbPefdqJ+Pdz9/uYvrHYksV56bMUIopdoG/AMBn9OQq9lbs0uyjh90x3grYRWyiH0fEdifjMZWnmvjPPe7d2f/l0D95WUaGofTgLNNkmuys94vNKbqixpn81H4x20XWNvt/j2Ixt8cBJ59cl2xa+NcRDdU7J61zbX7APf3OkIJUg+0vcUw6p6/CoGvOCFZzicKxdE8GEDz498Hrn+86aIffug17jlLEWDOA9YRN4fNvHLLXa01tae7/kq5NsXR3Ol0/dTi/o4iC+VK9yyeaWIUvcercBsJk6TIPVd2YpgPn/DUVtnJcj6+N1u8F+FN7n7ZoSg9wOtMkos9eX9OcrLH8nRt1fdchoEzrbV9xph84BZjzNXW2glLvubAZ06ea9KKQOMQYRH1QNLH0vWjhTJNKIO5luDeXkZIEOpGbu5utChVo4W0Fy1g69BCNIhI6bOTlcrccT3IGrSdEIs6nUCvVIgW5XsRgI0jsOLv5Y/x9DEPEtyge1P+jKh25hAAxADPnZJ9d6GwhS5UanEhgY0gg6x4o8i6txE43iS5YrLqP4T3nu/O89Y+0HvySVNlCPz8G8VHLiBkQveiceaXkKuAC2yCEZPcUbLR1wrvZuymqYcwjr0uX46s9X7z81ZguUnyY5sgc6Exs1B1HE9CfzRw7oXGfO2Lj9p2ZMGegcbebHYufvAi9yxRtNh0obnThpLVpqGx0+N+93GV3rVt3c/xLnrPcwvwM0Jy08ar3v7iLj7JY65tH3X3egLNk/NbXjHrEnOT/Zbri2PRPL0TWUG9BTTPtctb8ovc/4oJlswW4MdZPJs+4auTsRWTPAiNMNZVvgKB1a6s72LueRPuGtmSctc6BHLgMyf7t1hrPbsHBAONnez4/TNNKic5mUxqbSeBIqUALRjZ1WQGCbybuP8vRXygPs6zClkpDkILxFEopuwJZBX0FDK9wHfc78cQrEbZsWRrCAvsUQTyar8Q+oz0OHLrV7rrNCPLGYTQgCFkjYoDx9JidpdNvkdiE2wELkAAaJ1rwwWTUPbsj/IwAh0fRCDNJ9N4DlYfP1lEAIO74kVdhSxZpYQxFnG/j09wi6B3dy2Krfw9AjVdBGvd/cAvbEJj0yboRvGGK9D4WowAUyuBqmuhu0efa8cBaAxGCByUH0C16U+1mFehebHR3XODe96XIQvtmciauooAar3bP0UoCTsDjdsEgZpsm7tWAYHw3YcT9Ln/dyH3s49l9dZ83O+VKNP+fOQi/65J8mpzk02hebcd0SX1u/7cArzGnmpSqN78E64fNxOYAtKu3zwFW4X7fo1rUwrN4WWoItMC1/8jwM3uXp3uOtmsBVe7vvJyM5r7s931K9FG7krkfs9nZ/HsCDnJyZ6Ln0HPxAfixph7sj7vGt8cY0zUGPMAmlf/s9beOVnTc5bPnOwf0mJmIjdnEXJDrnQ8lxPJj9GiezZjXWN+vHsamxiB97CXYM3xtCxRdx2QheQQtIh8E1HvtLs40xVo0fauyyK00HSiBf5Rd51KtODNQot5LQKSBVnntbl2vh0lx8SRlcwDaV+55hzgMFrM19DCPsu1cTO1drzrb8risr7HJ5Ts9+JiFP8PjSFPp2MIYQ+WsFHxoLQHdq6LniUr0QbhFegdedfxSvSecdfsRoDnEAT6etz9vuXuPZsAgj5kkmwF/mUTPOLcsd83SRLu3GHkLvdjuAq4A1XTeRuB6sjHDXvKq9OwmRNXn3xOJJUfW1uxdVNs+qpHNuWNjqTdvY9CQHYrAlv3oQ2Yj9eszuoX454r4Z7txci66OmF1iNLf9r1BQRDh7dCejoib+30AL0KhQT4wghRBIw3I3d717h34DPpqxDofNj1cx8Cpgn3nWeOuBPNlUPd356BohBtNM4FKkySj9gE/cgb4GOe+5HHYi0KPbgmuxqRTdBpknwVWYcPRxbY3yKPxgYUV1xB2BzMRIlpU4uPzklOnl1ps9YevasDrLVp4HBjTCVwpTHmYGvteHYMIAc+c7I/SIs5FmVElxJiz/5Gi7lswuSUWpumxXwaldV8AQKhGbQg1hAobwbRIuWtXgWEMocehHi+zVFkHZlOhrOJYIF7aTGPoiDrV6OFxYOYfgQSM4ytB74ELZQV7nm8tcxzG9YikFGMFtWPIeqbc9z11iHLzyiyQL0IWcSW4ssPtpjfUWtv2vOOfk7LXNRXXQRQlu1OtgRarjL33Y8nqBC0Q1yc7C9RnOgJCMQ8jMab532djcZUBwJPhyBg+gdUMWfYJJmJCNrzEfibjSoB/dwmuN1dpxiNxzhhzETRWP0filtejmKd17tnqEBAy29ubNfsBSbW3zvUesDh8Z6Zc2cvu/Gfd0TS6RgaWyWEqjuL3N+j7l4+icC7/P3aMY1Q4zyKgHEpGqPl7jreAuljXD9PsCh7d3wJoZ59OUr+upWwgTsbzYvZMCYMwrep14UqXIrc87PRvNzi+qUSbRRuRzRHoPmz2P3uwwtmoljgQ1ES1oAj0Z/trtFqE5NvSNzm7Tfuky2PmSQfBr6I3olF4+ZjuXKaOXlKsu/EfO4Qa22XMeYGtJnLgc+c7IfSYoqRFXA+cosVocXsEJSkMjHIqrVpZL25jxZzGQKhxxOyc0sISR7l7m/vFst2NwKUk6aT1UQoZwHbmEEJJzObmynicURd460XFi2wJ6LF37vUDiRQ7vQSFiAPJCDUN5/r7v0FBKB/iRbF9QR+R5AF5a3I9bvBfVcANNBitlBrn4kknv1FfPWbFCHJxccAg/o7g6xUNwM32sQuqzPpAgKn95gka1D85Axkhex3v7+DQB7/AAKF1cBVDnhWIUv68WhzsxUBtyHgtSbJXTZB2n33AtdmH0taQCjx+CVCRvqhBNdyPt6yayJm1akvNodfeems/OHBhwYq4zM2HXLsATVrV+bHhgZ+hoDtCxDY89Z5D6K9pdhbiX0sJWhDle/aMeqe+xhC9bAMgSaqMqudvn2FhEpBPlbbc9vehObEjLaKmt/Eu9tPctfocs8+B/iHuclCku+hxS7PXeM7NsHN6H3uEJPkOhRms8xd21td+9z95yELp3/HFs2xCXlrTZL5Wc/7APDYRIULbIL/mSTXIgtzn03k3O05ee6IMWYaMOqAZxHKgfjmZMfnYj5zsq/LQrQYHEYguR5F1sOv0mJ2T3JWa7dTa6+g1n6EWnsmcr+2ooW+nbCoejdsNp1NBMsoKylnmNkUYBighzXEuJkDGeUo4J3AJe6cQgQu1qGFqBoBz/kIDNe4j3f1eQqaIQIQtoREjuPd9f0zn47cd+cRMoyzkxWG3eeU3fbLJNJE3f5JHLdr6UJWtEIEMlKEuETQuLod+JlN8GtgvUky2yQ51CSp3dWFTZIlwNcQV+UZiMj8ZYTwDW899ZReaWCpSZKHLNuHoHHYjQDgSegdlhEA3iOE0JAK94m6789zx/gs9xkEmqEIIZs+s/rkczMrT3tJXqy/tzZ/sG9uf82Mk29r+Hjl1+/s8haKbQSqpBEEuDxpfpoA3kcIrBAeEJcTLKDFBF7cPEJyzQDB0+Bjr/27sO6cJQT+z1MRoFw+7R9tH/zBqz98JXp/8xAI/SuKqfyG63MfBwrwZZPkjPHvy4UyfINQytUnIfqEIMMU7Unu+l9EnolTgU8gcvkJ55BNkLEJnsgBz5w8B6UWuN4Y8xCy6v/PWvvPyQ7OWT5zsq/LKHKNZScJpdFCsQgtthsmPLPFzEMVexahRfRfzhq4BVkht6BFLIRUB/ebt4b0MAJsIMax5NPFICkylGLoZR6tFDGXJcgC8yt3jTyUJNKDMpvrUAzYDEIySxdaoLeixXiIkLjR7j6t7tgFaHF8MQIkxWiBPMjdZ7yMEEqDTlmaqFuCqv8sa6LOUwXd7MjqMUkqCcBghU08fSUwnwZZhRTiSwjuXw+AHkYxhmVAu0lSgCyWR+M2ICbJHcClPhnIi0kScccOEcq6gt5NP5PLKHIHz0EWxumExBzvLh/JuoYnj/eE74MovrKFkJXuCdV9Bn52OIEBTCYvP/XAK98+uPKMulRxx/btgxU19/XHZ6xAG5sGZG0/AbEebHSfEbTR8Znu25CnoIwAQjMIsFqCRT+FALUf7wWurT4ExRJokbLnXRUhHttn+q8Daj76oR/Ufe6dX/ls3zllA8AwbTblrMdnM7ZAQj+aJ29nAloym2CNSfJ7FM7jgbXfeG6FseT8TdTlufdVDKyup7nT8by+wfWJHxcGbUBuH3+NnORkr4ufafuAWGsfQmweU5Ic+MzJvi5rCNYJL/73IWRZFPiUi34hwSLzaYK1aTlK0PkOWsw2I8tJOcGV30Egni9CLtgIg8ylimL6GGEb/RjyiFCEoYfeHZm0fWihO39Mwk+L2YCAp+cc9aU7PUVOjTt3O1rMB1GC0jqCWvGUUKVo0fcJMykU67mIkOCCe6b7dtexTdRFCRyM8xAFz6Drz2JCCcZrTJLTEVeh7/t+k+QHNjFp/epd3bcCsPU09+zpuU9WXHzmt9G79yC+ExHityCwtx5Va3oZouxZR3DNn4TGzPidfBwBx/EboE70bocZG0vp33ESWfNB4SM+NnOYkFH+IxfHmI8q41QTqEyiyNIwggBcAo0PD049pyWEcAMPzIYHqqZFB6qm9bhn9u2dh0DmapSR/wI0RxaiMeaBsbdkdhHGprunzYPMCJgBiGwmJED5xD/vEi/M+s6DZO+ebyeQ8K9CYQQHuOuM9heVPkab/X5WX08neBCyZZCQMDiR/ApZVavRfDeEsqk7xnUTdfOAH7o2RIGeJup+HOHKBzNEPWD24jlBE0wEPuOmHG2Y+4H1tE2aNJmTnDynJQc+c7JvS61N0WL+jCwUOxIn0ALWD6yhxRwGvA8RcvciIFCDrJ1r3TlDyKLyGuQifYTArxlFC2sesp6MuP99CbiWTbyP3/EhTiePpZQ70pYB0ljiRNw9+hEQWU7cPIwW7AhXY5izo1rMAsJi7C25q5FF9BLgFpSM4QGBF0+MbRBI9ZYa0CJ9FMECVYKAzT2TdWkTdTHkqn2h69OVBP7FdndYP1qIXz5zVctqqH0zsuz5hbYCZWZ/fLw1cBf3nQG8BQckmqh7DPh1Pc3bpnL+UxVHXfQjk+RiBNBfgkBlLYoL/CsCQC9A48ADA+v+PoudwaevlmSyjofAdvAX4P1onFnkdv6hqzLU4s7rQpayg1G/xlDc6FXuWoe4zxOEcQChItcK1zZvUYSxxO7+3aZce/vc/26HMdbrOWjD1u7Oa0NhH+UEV3uxe4Z/uvY+Cpkj8xg5JkqaouhgZlZsS7Qk2pe/eWTOqi0jcw8E04FAYMZdM0aIBfVUYz7MwDNObHD3PZIQj4k75kMmyWU2saMa1zrXpiLGcmmWATcQN4aQsd7mAZ9NsNEkeT8KfSh3fbEWgf4UQBN1EeAnKD50O5p3JcBn3jDjsq/8butbI5mdKXe9Gz+I2nAuCpnBPdM64ubHtNlOcpKTJyv7iOVzTyUHPnOyP8gPkCvQk4J7y+YlKJ7y/wg0LPnINVyEFsr1hOnZiWIvM8CvkTWpFVk+StBCPogsSOuBXiUumZ+wmjI28QIaqGY2VYxSySzSVLARWWcALFczD3gzPvP9fKJcRBlx7kQLzixC8kWb+32AsPA9gBbcFtdOn2g0iqxx2arGZzuvRJyDlWghPgD4KS1mC/A7au3j4/rzjYjTcRMCJHMQyLht3HHDwPS0jZ5A4Gv00k3IFn6M3UgTdQXoPZUiVy7u3PObqPt8Pc1TArB7Q1y4wBDivvy1+y4DOyiZPOtBtqTQhmT8tTpNkkdQn/tYwzwEfG6yCR41ST6GLIc+3tQD/HXI3X88AjZ3off9AHBJVtLKMnf/PmTh9mEX+cjq7mMpS1zb/fhKuf/72P47gX+hMIN3MJa2aA6aX1ehuWORt2AUeQSKstpei979Y6WRnnmHldxXFiHdv3LogLIoaVue191urN1aG2s5LJXJv2NbqtaDtxnunj0I9J/n+snHpnagOXAnmj+nEUpuevHZ9y8FLnfvYNgk+QkCzn4ulQP97/z7L/4CfB3pByVuxc3FtNkt7tx7TZK3o43hKLDOJXh5SaB328LYzciMF1X/85sbhuaPbh2pXfvE0NJbRm0s5d5NhrGlTnH3/3+E5DPf5+8Avk1OcvI8kxz4zMn+IO3I0vImBBTzUPzeH4HPEDJWPV2Rp20pR9ZOv9iXoIXh5WgBWInc1j5GrgRZSB5HlkpRRNRaywbzHeBhPsNZHMV8Xs4CTuAeCnZkwBYyCnyTF6HFT27YlZRxD4dzKtsp5hHkcvPuUc81+hBQ6jhDf44sJGe45/wvAgzHIYqYQgIVlKeLuola+xdazHTgd2ghHXb3eDUt5iPU2v8ANFFXjSzE2aB8O1q0l/q+ith0tCg9OBtM6Qy7rbiN6RO5Bz1bwFTkINe32VbdVrQZOJBnietwgrrn1iS5C8V7ZidyzUTUPxPJpYjI3W+OQBbPh9zvw2jT8RocRZK7x2WIyeBxlEgWQRQ9N45rVwy9y+UIuLWjMTAbWcuPRSEiS9x32dbPhxDYvw3Vqh9xAHseSpLxbv7D0Zg9ifBOfXyxJ4cvRQCyGDjFkPrdMeV3zN02MqOiJNpfsLhw5faULYiAKe/OVPRX5nV2fWLeV7edX/iTu9F8BXbEyS5GoSH5CNxVu/6+nsCT62mrigj0Tn1o3kzLfgE2wa+cJfntxmamY/lPYu0jF1/83fd8xfXbEALpi4BZxM0HabPD7twh9w4mkirGEuEXoPGan2fSqVdN+1P7P9tfdihQ8fjgQfe5/vyJo1zKllMJiW5eWoADiZs4bXZXfLI5ycnkkrN85iQnT5uchOLj/ub+tshq8Hq0aPmMWy8+eacYLZjtaAE7DrnDzkVA82jkerwXWZ9mIZCRQQvFMbSY66m1ljY7ghJwVHWoxbwIJefMd/fM8DduoJ0zyE48SdHLxaxkOVUsZJhQzWYLAgVpZElSzGatHUblLP8+pgdazHWIdqme4KocQVbX37mj3u3asznrzArgAlpMN3DCqbF4zd0Vh1UPRos2MpYoYDUCn9ML0oOj1aNdp6RMXvnCgY0rG4sbzn1r/2XxxzIHtoLxVqFiBAimGvNZBhNmABtCRve+In9FfTGfUP1oO5OUGXXWz68g0F8KbMpyCYPc029GlmafyHaOu/6lwA02wXXZ13QAcQ6y+L+HEJdYilz4XejdX+ba2oYs+33AQobJMEonxWwkQgdwZVblJGuS/Ndd/zRkWdzq2vn/2TvvMLmKM+v/qnt6cpA0M5J6lAMChMjRYLLB2AZ5HeQcdnFer72215/jrsftnOOuA7ZxwnGMwcIYE2yTMyIIJEAIZbXC5By6u74/TpWqRxkMkkaq8zzzzEz3DXVv39t17nnf97y+GKsDEd3J7u9x6MHJp3f0lZmhc6aWrh9Y1PjbP5eY3Evqkp3tOVtito5MrC+QWNFUumHZsC2rN8uYgqyFfBOGeQQ1cSq6hja6v49C98W9KIfaE+8cenBpd2O6e4fP4Sxzoxv/Re48vR99b6wnTNEV6F4/ir3Ii0YE2Kveg+heTbrttU8u3dT2b5N/1JMdbqr/w9bXXf7f7/riypfc89ej0APuk8DjtNoCul+2V9N9cVbpXowjIuKgQiSfEWMB56LJv4RACrx68iSh5zWI5HgC2eZ+T3fL9yMFpoAUEFCu3CqCiXwPIqRbkYdmB1lTgtSlIaQgLSdtryNrHkZhuRzwKJ9hDlKwRmMFfX1vq7wydePI2tLkyBlows+jXM1qt/5XyZo7EJl4eFT3pqwZ787BFtRxZYY73luBH5G2XmXx6koxutBE/yWgqmG4rXJ+7xONW0snVK2tmH5HEQG1wA+xdmJtru/NJbYwMrN/1Z1Thja3T0tuHHhH6WWNXxr6+IItdlIHIef0/+z8HfpV7wobCMU7/tj83zv1T9xfsPNpNctoRpWb3k3hwd0dq/OCXFX8mrnUdaX6IBeQpJuQS/wC9FAwHymVS80yvuPdA5wF09vQtXQKoaDGK81V6GHldXY+A2YZ16DuRuvoYz33cArdzGeQQQapAr5nv7JN/feuBZ8kpJfMdGMqRfeMr2RvRQ9raYLS7lXIwVIGn1raf8y888bfcFdVsr8NqEiZ3GBT2cZhYOS2zrMW/KX9kkbUq73KLON21I52IlJQjyM8OHqf0CtQyPpqN9x2RHxL0H1chlqU3ruTj+HN6N7KuvVeipTL4oexAfeaV153i0Us7mxh4Q9RS9ZhNxb/XbIZIGkKw1PL1vO9q9499dh7lr+F0A63BLiHBuMbERzrxuVRi4h9tF2KeHY4gKrdnyki+YwYC0ihW+wUFG7rQ9euJwZJNOEcRijs2EywXvkimuhfRbhVp7tlfc/oKWhi8kUFQ4i4/Q+hQKMcTW6/B64hbTcyKjS7jcj5amBuaHhR4++nvOa4K9Ovru781Pg1wJ+GMqW3lpaMfNttfxhNqBYVAE1BSubVAGRNPfDfiKx0umPdDHyTtF263XnqRpN6Mbz6OxHoSmLbGobbyyryg6f0Jqu3tJfVr3XvtQNXL9r05/GoungCKnKxxtjCf5Z/J3t0yaN3XNB706NuzA/b+YHQ7AVWoiKoUwlpEPWIzK9+BtvZJ7Dz6WfXYfbdwlxKCilfFwBJ/sThHMdKZo+qSu8kFDIdB7zXLOM2FP59MyI7g4Rq7eJioXL0mfmillsQYbyYezmOVuoY5h9sYgUiOO8yl7LBXk7WLf9CdD1VEbr/GESaqgih+AZUzDSTcF+VuOXKu+34mvUDI4WuXF11VbL/UbfdJJB6vP/Imhs6XjJvzeCsHkIe5BvQtfUtRP62MLpCfar7/QpEcjcicjbRjaUc3Ruf36HzVINpQN62qwkPN20oFcGTPI9SYBEN5sPo3rsX5Y8+TlFBUhH+Dz3kvtEdSxWKFPixJ8xIgSO+89T56PPx59mgh9stKH3Gt/70aTM54Ju02u2r9CMiDnpE8hkxFnAnSsz3FaszESEddn//DE1q81DIuxtNlke5n2FkRO3ZYSUiV4OICEx326sgWCA94dY7DClzkwlhsneTNXeQtsUqBrTaVhpMC/BaYOT+uhOrvz73v05qS9Wv6EyNewyoSpjcu/7ruq8/+N1L3t+JVNaTCOQ2hQjGJWTNLaRtB5q8aglWPoMo5+z7zgXgJqTsXOLGPw3d161urJMIKnAeoCbfv76kkE9NH9w4tb2sfgvwd+C6RSzuATPBndNaQq/6ZMLYeS9K/e1+O5+/7u6D2hUWsdi2sPAyNAF7A/yrgDu9j+hBhFchT8z1wAg9TOABXkA5nTQxFX3uZYg8TkCE9Gh0Dc9CSvUgoRNTCfrsUoTK9SS6Nh9z+aF/Nv/DI2zhy+R5isI2YtSNVMzTUR4qbj0Q8exyY/AFS/76H0LXUBUiTrPcNgzbKsoTI+35hqr7u08+emHj4tXonpkBrLq2bWHPyoG5W3KUFhcM9bpjPd39XV30Xg2hs9EURpPSLe4nDTyyC3eFenZMv1lJeJAaLFqukhB18P6dr0O94W+mwfwEEd9SYGCRwubXA9e3sPAEVKzox54EGmqf6LmrrGMk6c437v1T0PfG59HDxK+A7yFC3AHcR+u2qEVExLNDVD4jIp43/B2RqxMJ/aaH0OQ+BZHHLyDCVILCbd4HM4UKPR5x/1eiiS6HJo9GQgcYXxU8260/wb03mSIihkju2Yg8bY+/okn4pC8c9omXPFJz7H2byic/iTEc2bis9vj0kmP7RypfliskEyWJfJKQYzeM1DBPkKeiCepoQqguhdSlWjeO+aitn085aEQTpu/x3Uaort02mRug0g51H9a/evlhdas+uN3421BYsgRNkr6ivgBUuRSAYxBJeBJY5QqlvDflZHxXnPRoBWkRi0dQqsCtOzlvBwXMpVQiq6a1+HPeyXLKmcEqTqJplF3YEuRs4MP5TYgY+tavPn3Eh6W9dVIZIlajv783kEKEdnslbYjRBTobUF6k33YePdiZov9Tbv+PuG2uRKF5byhfgrWJZF9/z81Lj5w5/9MfyJfOrVpXdX7jR+o/MPv2e3rO+Ay6dosVR4uupWOQHVgVIWd6NbofuxEJXMjoFA1/jT/EztFKMKovLqRbQTCsN+5cbEX3to86eBV1FkpD+D5SLxPAGhrMr2hVq9pFLF7SwsKPAv/pzk8euOqYTy//IUplwO3nlFx5orHnsOrJA5PLbbI/X1P7ZM//lG8d/pWBDK12LDVoiIh4zhHJZ8RYQB4VGLyGkJzfhkhoHyqU8G03X4gmH987ugxNMm8GPoAU1AlImShDCkw/Uny8TY1vc1lwv31ovYLQhehssmYVmjzr0SS3iqW0krZPA09fdSknu+3RVLOh7vTpd76grryrYW3n9Fz/cGVZbXmPt+7xIbgad5zFvoZtKETZhwhpLZqgK9EkWo9yEweQyuk9Gmvd+99B5vHVRdusROSii6w5GnictPV+lRVu/75yO09Q6Saj3FHfGSgB3EXWLEP2TSe5Y7DArWTN/5C2xV1/DgXUsL3h+QjDbOQ2RqjlDMrQeXyQkD9YgchOmtC+sgSRsXL3t38w8qr2chT6LYa35ypltC1WNSJ7Hrciv1VPhPNF6xQQQUygz7wX3S997vWcG+9AVdumrpLBgfqh0prB4cf77h5+vG9i75+3vH7zBx97nMd4EN2vxQSy1G1jgzvG8QRHgCp0LTegAsMypAD70HwV8KddNjVotW00mJtRpCBL6DF/P4qMTHXH8C6U5oA7xiQhP7MUPVjWo3tntfv7ozSYT9FqfTj9bndMM1Eu5wOTb94KeuCYCIzkS824LS9smGpTpsSM2I6R2lSh64iaqp45hZdMvLvjryhVIiLin8MYzvlM7HmRiIj9iKyZgkyeP0EgRr5N31ykFnpS9Rf05V9AE1slwWT7KKTCfBDIoKr1doInokET44DbRyWaIH1XoalI2ZuJJrXXo6roryKD+5+6/d9M1lxN1vznkY3LOhHB4PDGJ6aVlgyX9w1XJqpK+4YrS/v9uBKEia8UkeeVhDzI61Eo/WVI0U0TSOZFbvkmgk9hgZAbWIYKlb7p9jEBkexGRD5nIoPtz7jcUpC1TROBaHgCOoQKJnqQOuS7IH0Y+CHwanfuNyPCcKbbric4hwraCYbnAXmq2cSf0bVyO/osJqPrawu67nKIIBXc/16V60WfqSdES5A6N84sY7qzLsJeTj+yH5uKPuM69BmvocjqyM5nE7oHfOMF3941j+6DYfTA1Yrun9sJnbWSQKfJ556q6GirHq6sYfITDz/txrwJXcNnoaKgJ9H1Wu6OsxxdH39DD0VbCV2VTkH36PvQPdGCrrE6t86XCcrirvBrFNpOueO/B/girfYRWu1faLW3uDElGN01zRAiJT6X1gszPupwNkALC89CrhPfRt8lVwBfbWm9pMp9Jl3A1MFJ5Y2FUpNKDuS7jbXDyeF8PjlUGO48um7C0PjUaXs4joiIgx5R+Yw4cJE1pwAfRcpeLZoUSwj2JD1o4l5H6LqyBqkXCTRh+5yyAjKmvg4ph59223k7odVfL1KuCqiaOIGUj1loghpBk28fIhe+T/s0t24jmoCrAPvb171u+Pyf3ERr/8RCWXKwunuwJtU7XF3ynlN/0FaSyHv/QEN4CPT2OvcWhawrUY5ngzv2Mvdamdt/GZpsS93fXQQyPuKO50o0kb8GhXUtIhR+Yk0DbyFrfoRaS0JQN0HEYZighBlEFE51Y6oiqGcTkfLUi8L/85HKd0jAXs6IuZTfIoWtG12X9e7vf9j5dJplfAYRrllIgVyBPvckepiaQHBq8L6z3yL0Pm9FYd/j0We+2SzjM3Y+N6IUlU3ooaMWXe932Mt3qNRfAvw/pFhPQeH/HCKd/jNuQGHuy4Ab0b32WmDI5PPj+8c3VFV2bN16zvc+U1w13gvMsvPpMst4O/A5N04fEi8n5Jh+GninO5YJhE5KNW5816LIQoudv63bU0CDmY7yR8e5cS6h1V6PHth2hT+gB6NGdy4NwS93gJBn21m0Tj8w1XXo+hC6XzahzyeFvlfWtrRe8mdyhY6KjQOVx/73YylTsIM2YXTerSU5VKB3TlWu+4gaO8qkNCLin8EYVT4j+Yw4MJE1FcClhM463gqpnpCDmEcT1q9c3mEFUg2PRBOpQcrJMApTvgtNyt6q6SY0wXkbJW9g7/P1qpDp9XlINS2gyd5XBhcrg96PsBSRg4nHTF764JVveHXP2T++dcuKtnlTpo+7afhdp/yw9YwZd3YgRcqrLzl3TL614PvImn+41z/kjn0poaCoEqlm7YTQKe6YfPqADxGuA3pJ27+7bX7KLdNdtN4mlJ+Xdj/e5zRJUIc8MTLufJ3izo8nzz50aZBSVSB0+jmkYC/nDnMpnUhFbkTE7UZ7uci+q9R+FHjULKMLWXolCebqN6HraCYKG3/Azpc5v1lGBTKiX4A+/xH0eX7bLOP19nIeBh5zPzvALCOJFPOXISLYiULAfegaMOj6qkMPcr9D6uib3e97gdkYtp7whx9tOuW337+ndmu2mNhWA6toMDMtXPxU0+zc65t/Y5ccdvz0QkmqBt2bL0QODh9Hinkjoz0v024sq9E9P22HA2kwJ6MOZXl0f78AWEaD+abz5N05Wu2jNJgPIVJ8BuH+7SY0ndgAo5wcalAe9wIUFegnTPkjiLQuBM6nJHH4wPSqioc/t6A8fePmioa72kqq1g90J0ZsomdWVW/v9CqbL0vetMvxRUQcIojkM+JAxUwCsfIkqICUTK8YbgX+l7R9wi13FpoYsmii9N6I3YikJtCkVue2+VY00Vzp/j8JqVE+/OYncT/RTyUQRl8s5EPdXpFNur+nAtVnzbotYT9vPgT8APgIKpwaj0imP74coVBiC5rsDkcT3nykZlp3bOuQsltCSCsoEAoyEoQQ/mrgF9tUVBH0nRm9446p1x1/wkKlCbmzfoJ+3I3nREIKRDE5HWZ0asQmQivNQwr28l0TwO1wNzp3J6AuT2n0+Q+ikO7P7PxRKtwCROA88QRdHxOR1+cH9rC/lyHCtwFda7XIT/TzSBFciK6dP6LK7HUotaIJPZStBZYVUmXTZt9785LardkT0ec86MYw/IpqViNyOfKN135ozsb69CyDrTP5/JBNJnOE++PrhOtrkGDEnkKqaw26nkbneTaYUkTYtxKKtbaia/MkdmwTOxqt9mHgEhrMOHTe5xBI5d/ca3VuTA3o/N7mtl1CqJwvRpN7rxYoDEyv7FrzmqnJzWfVl8/87fruQlmis/XkCaZkqPCHyX/Ysjfm9hERe4eofEZEPEfImhSaEC9EhKaGoCxWuqV8nmZxX/HT0IR6HwoJW6To1Lj1vJrZ794rQ/fAAhT6q0G5Zt5W6Sw0Sa4nhOa8J6evFPYh8xyhoGKWW7bf7fPNbr9fRwb2L0fq6wvdOiNu/Xa3fhuadHOIOFcRCkj60WQ/i5CjlycQYF/oshJ4lyt+KsZtqNtOsfI5CRGlk3uSVSPrKppKu5PVlBWGS6YMZlONI+1dRkUqX0JdfravHjbuvPhQfSOasK/jAPTwPFDgzN4/jMLe3oB/NQqxd25HOj3qCNdMMUbcdna3v1KCBZS/nrpxxvd2Pt9y+y5epwGR3bVFL+eAvit++NfhTx1X+jOUi9yEiof+eEwZrwKGO6vq2h+ae9xpHTUTKrCW0vxwyVCiPIcx/rqdiK6TEhQ6TxIM2stQlGMDyt0sxhQ35u1tinpQiH8U+WxhYT1ss7hatc3aq9V2trDwH+h+OhxYN/8rTzxw1FeePBF1oJqAIh/X02o7YeFjKKrhow4QzPd94ZjPISdfk2rrqy6pf+xjhw+WdYwssSWJa4YnlP6BiIiISD4jDjCIeP4XUjb8F7tX4Ma7pYbQRFIFfIKseY9rS9mPSJ1XL2sJk/VDRevbot8+dH8Usi0a59b1k/ORKCxZgkhVGUFt9IRzhOC/WEFQZSuQsjWASMa/uO3ejPLtzkfq0gjB1/FpNCF7C6Ofo2Ir304zhUjygPtdrAoPo/SACpTTuTPV8TZEto8req0V+EVnSe2XHqk5cjiPYThZmiyQMFvKGgpz+1bl5wys/SVpu4qs2ejGUEuo7PbnosON4XpE4tcBp7jWnitIRzPt7fBKRGTWFL02EzjVzud3u1jnSXStlBHyE30ayKN72F8lO1bCgxTv9C7WKc79LUaukEpVNFv7dxjdGpQGMw/oSNiCNdZSMCZhoJAoFIpVdx9mN4SuSUOE1JU+dB0ttvO35W17+KLAnY3VW6LRwsIEUnkvci8ZYGULC7+7iMVdLSwsBb6LUnEskFj2kcOXLvvI4W9fxOLPb3dM1Ysgf+Xal3y3UFnyGUZ7kT6GvntexuiHOosx3aSSq4YmJt+yiMXbt9eMiDhkEclnxIGG45Di6PtLT0GTSjUiOVlElvrd68cRilr+jsyiCwRC5H00JxMmawgheU9sR9Dk8TShvSBIJZqFJuitbp81aPL3Y3wCTZptiNj1uW0+6F47B6k4dyPicAFSWqzb/kw0Abe6bf+OtG11+78cKZNvcPswbp9XIfIykaBC9iOCUYJCh18na35F2gblKG2HyZrvIqeAKWiyfoy0HVrfc8ScvmRFWcEkh0sLwzZJjpxJJh6vnlu9rHreQ5doC6uQyrWF4CRQjgjNP5Da+RsUAr606HyvJWu+Sdp2EoGrUD+dkJvrkUWK+K7I5zpE7P8VXWfD6N7YhHJBdwfvo1lF6I4EeuC6bRfrbEYqn7f48qhj5y0uQUVLE2v7ezqOXfnwhsdmHDmjt6qmpiDFE3Td5ND13u7G79NFLLq+/2Hn89PdjOlxdA371pnl6P64vWi5E1CaSyuhaM4XeX0HOQ+c78brg5dHo3zQfwegwVQgZ4szAF41/brutS9Pf+yen5w0G1XqP4xC9bOQAuwfCnxx1TA675Xbnb+IiH8e0WopIuI5w/GEKlSvBK4hhLm97dECpNY0AkeRNWeiyacb5WmNI0xkTxK6mZQSfC59UcFmFL5vJLTdtGhCb3OvryLYNw2iyTuFiOcXgItJ21ehCt47UZHJBoKdTg/BTmc96oIzG6lVXq2pRxPziWRNFaA8zbT9AiIqr0FKzR1oQr2OUFnu1aykO18PunG+h6yZN+oMp22BtH2StP0HabvEqcZsLa3vz5tkjaHQnUuUtI0kUh0GuodNqm+wpOI8t/YfEQHKu/361qePIYX4UaTmesucDW48Tag9YYTgp43tc3BHe4Ruv5J6yH8euUCsQtfhNcDb7PzRveV3sm4e2QRNRNdaOfpcRlAXo12t82NCJ7A0IlqPsGvyuRjdf9Uf+c1XHz3piftXpUZydqi0PIExFYSHlqfQPdWO7tsNkF9dm+h4tKFkCy0srNzp1tX+8ocotWQGKkiqAy6j1a4uWvI8dO+eg/I1T0cPfae2sLAGqaK+kNBjE3BuCwu9B+8bUS7sBnTd56b/KfvaRQ3XXLeIxR9fxOLfLmLx1kUsvhfZL5WhB8haQnpKJfC1FhYevYvzFRFxyCEqnxEHGnrQhOpDcr4YwRfUjKCJEDSBGlQ1uwRN2vWE1oAjaDKY5Zb3OXWNhEp1b2NzJqEDUp7Q+7oTkUNvaF+B7htvOD8DKSmnkTWdbr1aNElvdfuqIFSrj6CJ2eeHnuL26UOiR6FJvpus+UJRsVA38DBZ8wI3zjlI8R0itBW0bj+3ELw5a4D3kzVfAdZt33WoGN0lNXdjCyenbK7MYqzBmrwxuVyipNudV5C6PBGpt77g6V5k5H0x8lr03XIaEUG4GZHkE8iaStK2f1djOFRg52PNMm5BpujFYfc0O++cVbxuAVkGPeP8QTufe8wyepBKNwnlIF9n57N5N+s8YZbxcUJayuPAozv0V/dotUt7p1T+38aGpneWDw81/vozb3rgE+/43K9+svAdJxOKdkCKfzmuO1F1omvwuOoHS/sKVU1Ty9aVA19vYeH/LmLxjoVbrbaTBvPlfHli8tJPHnHK6tdPP2ZkXOpfYeGpwG8WsXiz2/4cRDAHCA+vR6CHJm+xVo5I/xAioiqYazBlqIp+HYGg9qH7+1zYQZn9LLr/3oPSdXwudwPKH/10CwvftIjF29teRUQ8e4xR5TOSz4j9goW0VKKJaC6Q/VT7F7pPGnrofPSlfQwiL7MJfbC9pYnvoGMJRUB+EiygyWUKUiwTaKIwBP/LR1Co7G73/9NuO+9BhUoXE3IoqxC5+hUyWPfdVia5MW0mdIB5J5pEce9tIFR9lyP1xU86pQQFd4rbhw9F+knxFahV5wPbnbr7EHGY4Y6px+23EZFdr2DVoTSCBncs5wC/I2s+T9ru9OtqOFn6G6x9Q94mbYnNFfImmc+ZEjCJ9ciLEpe3+Suy5jq37TbSto2smYnyWrsQyfZuAHOR8ryO0cbeEXA1etCYR3jYegR97s8b7HyWMbrj0d6s04YbVwsL5wPva9FDyKPADYtYvK34xyzjFG7s/wrWTinJ50byiUSZTSRvQKF9r4jPR2pnPTApQW5zWWJo7paRxg0lptB7eu3td6N77T9aWPjhRSzuYzu0tF4yB+VDvxg9CPUhtfMtLSz8JCpAbEAPq3lCeL0EXZ/3Id9SX7DnU3CWurE1sfPA5gCj25UC4AqZrmphoQXeT6iUz6P7+hiUf7rbh4uIiEMBkXxG7HMspKUOtXycDAxMyLU1/bXygiMm5DvvmJ1bnUDErA4RK2+4fSsiZ+cS0kX6CfmfhxP8LetQOM+3zut261QjwngM8HPStgOArJnqtjcDTcppt34eEcHzCIpIGyLAvuNMOVJWS9z6K9yy89z+JhII4Lii05BHE3AFoVgpiSa2cndMF7Aj+XzY7dsTWO+z+TiyQDoThcAvIFg6tbpz+RZUeHUNO8EiFj/ZYhZ+I29Sb8+T8q1HW5F6eceohdO2nVDxC1LwEkjN7Uef7Yg7LzPdOJaRtjuQiEMVdj59ZhlfRgS9Hj3cPO1C6wckWlh4GnpQ60Gf8zkojP2ZRSxuNcuYgVJDKjFmQ64kVYLup/egVJAudJ/4B8Y2IFGV7M0bLI2prVsW1l/18KyKVb7IqAHd26PsiVpYOBGlHpyGrrFuQs5oGUr92OrGmXI/s5HKvAKd7wUE1dMS7qvLRSTNVnQ9V8Aok/5x7P4BIe+OuZWQQjFCaP8byWfEc4MxnPMZyWfE/sCFSD1cAzB/5Imj+k3F4OKql879QNf3at3r3mroHqQOTiJUc/cjoubJlbdq8aH2VjRplRMUuD73MwndrtVkTTdSnsoJfeB9X+thNBENuG33EAqffCeYUhSWT6PJLUeYZEpRwcMmNOFWunWt22YJIsm+84shmOd7o/a6Hc5c2ubImkfdeHyHpTlIMS5z+5xP6OU+4sbow/CvZxfk0+FHiIBfhFTjJcCfF7G4azfr4I7fEoh/CeH8T0XE44o9bOOQgwuhP7m/x7E3aGFhCbp+OhCROwx97u2osOenyEasDl33EOzCJrrl17j1i43jh8cnO54el+qoff3EK+6fWLplex/NJDvidEKnL592MkTohNZIiF60u9fKkAL/JCpMbEQPd43ofjHo4ayxhYXH0nrJzGM/+ejSOZevPjM5Yn3O9nj0gDv6YWw0niDktXr4FqaxziIigkg+I/YPTsF59BlbMOV2sLaA6WxLjE8PmrKBcjvkCZrvJ30UoX1lI8GKZZDQ6s4X3KQJZtU+3FUc6q0hKJZfQsoqiGCOJ9gZeQslX606gAo8VqMQ/HikNvrcsgShcMigSdDv30+OHsUTU46gAg2791rd3/eTNQtQrl0B5VY+jsKFM1CR1DxEzlPuHG1CE3sZYaL36ksCOJKseZ/b1gOk7ai8vUXZazyZ+DPw+DZ1eM+4E7UqnY4eDryJfiWa8H9A2m7a9eoRYwA+n/kIpNb6UPUE4L9bWHg1LJ7Ojh6k3tdzK7rP1iMiWuvWH9gyMilx5rhbNk4s3VJ8Pfre9qPIeQsLDXqg6WVHMpcitHsdIBjWbyXcc79DJvjeh9dflxXuGC9G5Db38OcXJDdcks6d8p4HV1etG0j9/YRzl7z3g/+3/vEZR05nGU/sIu91BXpoW1B0LvKowOqRnSwfEfHsEZXPiIi9hk/aH7AmYQdNWU+CQnkCm0/avJ8gfJ/y+YiQtRFIpc/b8v3MJ7v3j0SkrR9Ncv1uXyMEdXM1Im+fRZOX98LsRCTOd0YaIlRzd7nfPcj6qA94L0F59B2GfM5nE6F7kS+Oqig6fk9GvRrzIFKGUu79rBvXOOQHOoAm7/OQyfsNKNw40x1zpVsm6475CUTwi03nJyBS2o5sZP4DuIWseZ+vdidrjkTtNxfgzb6z5pfAN0nbnXV1KcajKDXijYRGABbZL7UjpWzFHrYRcWDDRw6OInjdFtC1V40K7x5G9kXlhE5APsfyd0ilPw3dh9PQw+Ddg7byyosmXFuJKtCLfXgv96q7I51nIIuxIxAB3YKIsHfIKCcUGtYXbWeC+z0HOVJ466Vi31Prjq+bouYIrafVT7pmyYXm9cuvXonyS310YpNZxjftfLYUn6RFLLYtLPw8ykctc+ctj+7N5zWfNyJirCCSz4j9gRtRn/U+IL+6ZMbyhnzr+UeOPLkiRa6OkBv5APL89D3Na9FEV0ewahkmqJ2thBDfkFvP2wLVEXqwvxURRF8stBQRy0fR5HUqoWgmS+imNAC0k7YryZpPoEl0OlI5/p1QxV6HJhpPYr0ZPISJtddtcxj4JnA2ItEdhGKqhWgy98+2SRTevBPZO52CKv0nIpWz2Dy83R3DJPf/FEL7zj63rfNQZ6evkDU1SA1a4M6FJ8ZvReT7e+wOaZsna65AJLPU7WulG8d02EVldMRYQgGpiN7jFnSN16AOSGeggqIXI8s032q1AhnG34L61t+ErokeVDXvttVCCwsfQg+cBWDpIhYXE7szUGHfZnS9z0PXfie6j4u9ezcgBRRC961N6No/wo05696rQA9+TUXH6dtlDgHrlvYeM6uEkY4cKZ/TDbq33maW8aXt83QXsXhpCwv/x52LJvRAeL2rwo+IeO4Qlc+IiL3GXegL+SLArk9NTVbYwT8s7PtLAakqU9AEU04gfb7lpG9v6SunfWcfg8JzRxDIqS8WaCOYxc9x741zr89BpHUjIpm/QqT2lYTORdWIxA4AL3Mde24jba/fdkRZczMqqngZIQ1gMiLFXonJM7o3vQUeIW3/DPyZrLkUkcpyQnenaUgtGSaEL2eTtncCN5M1Fcgw209+xh3/08A3EJE+vOg8+oIfX4h1IVnzfXfepwFDFoaHEqXlwyZVVlLIUW6HX5KQWf2e8j6XufM86I4Tdyw6zgMc5lJmooK2YeAGe/kO7RsPdRyJ7sshwsNUAT1opVBL0E1mGR8FFqEHqiFUYPMH5xkKur+e2sU+OnBOFNvaYLJN9fwXt/+pbiw96B6pRJX0N6MHsuMRsawgtModIbSvHSJ8BzzulpnhdpVC3xP+fhkAqp4ePKwuXbrh/obS1hOS5FNtuYaNqwZnrwFzGFJYfdRjGxaxeHfHGRFxSCOSz4h9jsUsKgAtC2m5Eaf2fb3tE10oZ9BXiVYjRXKFe93bJRVXsc9Gk4i3Y5qHiN8AwUOwgmAwb922rdvOFEQ6Z7j1DLD89B/e8eCiBS1rz5l180uPmfxIVTJR2OLWr0G5aqXAOWTNj0lbFR6k7VNkzYeRGtKPbKR8TpoPvW0g5HX6CvefAZA1RwAZ916nW8fn120gVL37fFiPG9Gk+wJCflk3UpkWk7ZXOZP5K9w2pxJyZn1OqzfErihAvi01oWkgWV5jwSSsTZUVhlIdpeNmH670gF0jbQfImu8g9Wu8ezUPXEbaHtBEzlzKfyL12qtnHzeX8hF7OX/ZvyPb98gYYxAxG2m2trforQpE4Naj69z78foivD8C2PlsgB37xO8OLSysQ24MF6P7uqSFhU+i+2Mxuk49yTsCkcgqQnpMO3AlIpPHonvVP5T6iIDP/fYpL0+i7kQvRzmh/UiR9Skzpei7pb5AwsyuWHlKTbKnYEwh1VS2/qRZZU9l7+p54dKBQlUsIorYP4jV7hERzxyLWdSJiBbIb+8kQq5VAlVu344IYi261frQpOOVwSRB/Rhy26su2sYIwUdzCE2a65CC0kRQSWfkC4kbU/8zcoIlcfFda0+3wJbS5ND6B//juHvmT3z8NShk3UgoLnoTWfMYMEjaDrpe7A8Cb0IEsReRL195C5okh9zPA8BVZM0pyHpqHKEFn1c6U0iVXEKoul++7SSq+v3DKFfuXEQCbgGuLOqlvtKtN4+Qf+ZzW5chBbgAdAyaspn9yfLa0sLIIGAStkDOJIeXVR9+ySMsfKhYjdop0vYJN5557pyvID2KwBxwMJdyPMrh3Uog8FXAl82l3GEvZ0+K70GDjDGzUOvOae7/e4FfNVvbg+7NAuqs9SL08OarzH+FwunPGK4H+weQbdMURBz9/T8DfS98CpHeuehen4E+I/+woLa0yju+D93XlW7MTeh696p/GaEN5iPuWPoJbT69+0QChfN7j6hYNrhucPqEfMK0W1JDCrkkmk6ovn/glQ2/74D/ezaHHhFxyCKSz4j9j6zx+Ycbil71+YlzUJh+EiJzpSgX0ucVel/MAiJqRyAC4UPcPvxeQqhC9wVMCTTp3AT8pjrTW1ZZ2vexuRNW9NeW9ZS1D9T3PLF13pQ7157+r/MnPp5A/qAenvz+CHUjug/1NL8ReAeaDCcQOiZlEbHsQZ1plrjj/RYKT44n5J51ujF7E26f87oV+N624p+smUXokPQA6u1d2EY69f5LCKkIOffbuL97gdVue1my5id9JZXfqsr1lxaMMQlrk8bQtaZi6p25RMlMRH73XP2u7R3wYfYivIwQmvXoQ+fqfJyid7AjY8wE4CPoPKxF98fJQG3GmK82W7uphYXXIXXyDnTdTUBdr769xweTXWMOelipQ4RyGN3PZehaPQZVn7cgh4o0uuchpN00Af+LckufQiS1HX1PNKKHxXIUaalF99fhKGcUdxzj3DH5dB6fUlByZNVjg08Pzhl6vP+opDGFpLWGymRf7lWNv++aWrZuHvLWjYjY94jKZ0TEs0aC4JNZjBFEvD4HvBk4muAPugXldvkcUO/9aYp+pwgEM4kmoGo0+fgw/BWomGbKW4772bcPq3/qpNNn3FVWVjKY39ST7vn7ynPXb+qelMvnE/XJZGEzIpJJlBdWjaq5W5E6Mwn4mhvfEW65HjTRjSOELBtI22VkzQcR8dzklvPE2HsV+o4rvwC+j9pjemJ5DioG8kT7HETSLyNrylHo8iNIIZrkxusJe3EB01yyxri2m79/pGb+aZOHtpwxLtddMZQo3bquvOmxLeUT2wg5cQcjdvc9eCh9R55C6NwFuk7WofzKqe7vFqS8vwBdP/cAD/8TxBNEOksJtmjbT6dJ4NhFLP5aCwt/jq51Q2hf6V0iGgkpN61IoQX4KnqI+He3rzZUALQchdxzhMiKD2QmCZ69JUlTSF1c/6fsgqqlvRuHmsqrkr25wyufSFYm+7sJhU0RERF7iUPpizXiQEXajpA1jyAlorgadBJwA2nbCnyTrKlGOZfvRxNGJ1IGc4S+6dVoIssh4tlD8AL0uY6+Y8n3kXJZA/y/M2bceeThjU+UDYyUD/ePjEuMr2irXHT072feseaMdqvJqBopJFUEe6MjkCLp/T6nIuLoVdohNFHm0cTeC0x1hULnufEU3Di3IGWm1O0nj4ovvuw6CgmqTH8TUlOH3fFNRaHjN7htTXKvJwkFTBSNxZvzz0Z5bmtIW9vOwpb2sgn1yNPUE4pJaLLu3PHDOyhwPbKI8rnEEPp+/2N/DWo/oIHRjgkeBUTOfAvJpe7nucJGQl/1Yk9eX5Q3hAgjSGHsJpjCpwhV6RZ9bmvRw1LnIhbfB9DCwlUofWWT249/0O1H3yn3IPcK38nMv59DD41bEsY2zq5Y2T+7YmU/Ic1nlC1TRMQ+xRjO+YyJ0hEHCn6HJr7piIDNRITuum1LKHdwKSEHtAwRwXpEIH0vdggel17pLHWvlbnfPajV3atRW8rqc+f8o3JDd1N+pFBqLYn8wEhVYihXbo5sXF6TTBRWI4JX3I6vGqlCR6K2ljOQwplF5M3bzJQQ+kqPR0VUXp0tnmxXooKJTpS3+W7gklHEU5hJ6MIEyo07BYUjp7txTnZ/1yC1p/grKlF0PnoR6fe4F1UOT3fHM8Mt89N/Ut06kHE3SpmYjMK3U9Dn+PlDrOL9SUI428PfTxufr50uYvFGlPrShe6rKgL570Pk7xa3+Ar0kFbc9cgS/Dp9fm6O0V2UfBFRHbJyOhp9b3jP4LuB36KoxYMobeQRVMT0d/RgtxFdGxPRPbQeuGY7O6iIiIi9QFQ+Iw4MpG2WrPlvlGPWhMjbEtI2VHar28+/IYVmIiJ/vgtKcRcfrzyCJq4JaJJph22G0OPQBHYRCleTrs7mJlR2sLW3sSSZyGOtSVakBszJU+9tNYZqQqV8KSJnviq40u1vnHttidvHX93xDKN7rc+9/xf39/0oHJ5y4/N5ouuAD5C2o0zZW1g4HnhBevwpJx7b/WhTeWFoc8rmK9GE6I+/G+Vlpt2+JhFajEIopCh1r89wxwLAIhbnWlj4Y5S7Og2R9GWLWLwzReyggL0cay6lGRn4n4c+r2vs5Ty9f0e2z/EwegCag5TGFLqmr262e93pas9oMAbd4zOR8ric1kt+ie75tyE/zxQid8uAHwIDLSz8L5SfO4EQas+j69l3KvLXaQ1Q3sLCSc5bsxV9ZxxJCO0fgR4Un0IPqJuQ1+8cdE9vQCT424tYvKyFhS9FrYGPR9GOO93yERERzxDG2oNVzIg4qJA1U4DPIFWwB00Kr0QTiSeX4MKDaCIpRZPpkYjseRN6EBlMIKXxH8AFwNn5AhM2905OtPXXU14yODKtbl1beWr4BjQhNrn9Vbpt+5vH+2/2oqr1a1B3k3pk2j7Z7e9J4FOk7Q3umKYCX0EEdTLBC/QJVED0ZdL2SYAWFk4BPlaT622Y2r9hwtTBjQsKmMHafN+SEgqHISJe5/YxgghpEyKYPi/O57lCsHoaRIT87aTtbXv5aUQcpMgYU4kaO5yGiOHfgCXNu5gozDIppXb+tm5Gu0eDSSBniwuLXu0Cvk6r9d3GaGHhOKSAbkFetd9F5LES3fs+J7qcEP5uB65FUQjf9SyFlPyfAT9HD1oFdP0n0HfCe1DaRc4d8xR0P/8UuHMRizu3O0cpt9/eXZ2XiIh9gaYjTrLv/PH9+2RfmTPNA9bak56r7UXlM2Ks4IWE3EgQqfJK4iCB4PnJoBGRsBr3+kpC5yQIk49BYbbjgZJkgkRT7SbTVLvJ2zP1o1DfcSgNYAKjrZw86S0gQnoh8Evg16iNXx8KGa52y72GrHmItN1C2q4na96NlNCpKId0CE2QVcAmsua/XTHQooah1sYFPU8cBjCcKN1Ume+fUTCJs7CFHnesbe63H1cXQeEtuPc8afbncq177WNkze1uXxGHKJqt9S0gd9sG0ixjAfADlEdpzTIeBN5h5+9RLT4aOTCsJtw79cC7aTD/TauuP0f4OltYOAl1AGtChM8XD5ag6/txdD1n0UPmyege9TnNI6gr2HlIyR9BhHQIEU9f6JhBVmWTUZj9tp2QzhK3rQvRg+KWjDFXNFsb1c+IiGeISD4jxgoaYJS60o/IWi2ahKagCSGJFEhf1Z0CHkKh7CpCsVE1Cp1tRFWv7cgf8EhCGHsEkdh3uffThApYH/YbQRNZAt1PTah6vhrZxwyjMHg5Iof1KMfU57JOQzmX7Yy2+pmA1KfaFhb2Yu2x8/qenpIzyeFcomTIWGuAdTY/0FRqc10oPOmLh2rdeMoRwfTHO4DUo340+ftuSwkUaizb7hxHROwAs4w69MDk7z2D3B6uN8s4eg8q6AsI96dHG7pumyiyW3PE86fo/vBksoYQafBWTAmkfH4eRSgaCR67fvtHE3JIh9D967tvTVjE4luRMro7vAKRz/WE5gwfyhjz2WZrV+1h3YiI5wdjtOAoks+IsYLHkKrhq14tyrfynp9dhIr3MqRqtKHJ6dNIrahAla3j0eR0O/B915d8JsGE+mE0yfkw3ziUG+mN6n3OmCEUNhm3zzmIxDYR7FsmIa/CJ1BBw3Sy5n1oQmwkKDHFKBB61BfKC0O5VGGkdihR2pGwhURtrmda0haqUNivDPkaWneM/QTijBvXendMlSglodg43ZPU0VZXqqo/wh3bE3vRXnMbWlh4FCrSWICI/48WsfjmvV0/4oDGuwjWYaDrrgNdr29GDhK7gq9g3y1aWDgX+DK6fgzBzshbneXRvVePVM+VKGf3kqLlPKoIlfC+WHCY0GL38T2NJ2NMBUrNWUu4T7rR/XQBcNmethEREREQyWfEWMG9yKtvBqH9ZB0ipW2IVA6hCbESkbwVaILZggjoAjRBDiC1sws4haz5APIOrEATVC2hCMhX1fqWmN7WJUUIX/ucMx8KzCOV1OekJd3yx6Hwei0ihJvd+HyHJm+Kj1v+CdJ2cBFwDRden08kzzHQVV4YGldi8xVDidJCZW6gA6m3TyJV6Tp3Xo5Fk/IEFEpcj0j62qLj8wpuPfAD0jaQz6w5HlXbe+/FnGsnes9uPiMAWlh4NEo78K4CxwI/bGHhxxax+Ko9rR9xwONwdq63WKT27w53o+vUd9UCXaOb0fXqOx69Dd0Tbege8ubvxT3lVyHF/zvAvYtYXGhh4b0ohab4QWmc++3tmAy61wvoe+XJPYwZFDlIloCpTjBhxDLcZ+lFD6zpvVg/IuK5xxi2WorkM2JsIG37yZovoWKCExABXYl8LQfc33ORouE7maSQ2nc6slfZBNxO2vY4I/YPI2XPh+Rq3O8CmmwKBKWFot8pRoezfVvGFFJjxxPC/r5dn7d6qSBUxZ/glukjFDH57fcCnydrxgGDg+lL/tSfqLiwKt93bklhpHrElJiy/FBHitywO/ZONAmWujFPIHihehK4GhHyAXfefL7bbyjuw501tagIoxOpqLhz+l6yZrY7t+uAW0nbndnMfMjt03u29uNClC0sXLyIxfmdrBMxdrAUWZRtjwR79v98GBUxnVv0Wg/wQ1ptcQ7oJILv7XoUlq8kPJwtQcro7YtY3FO0rV+gDkxT0QOhv2dz6IG0gTDvJYD/XcTiPU7f6SQdI5b6phJeWJ6gzEKhv8D6x4dZnZdHaERExDNAJJ8RYwdp20dxMUTWvBRVwg6iSakekcHxiAwegSaYw5HSuAwV8XwVKaiHEXLDNrl1ZhM8ML0xvHXLVbqR5BHh7EVKawea6K5BFfheMS22N/Lhxrwbz1ZCwVQ7IoLeVmodKlp6gxtnflH2msXAhwYSZZemCiNvT1BIJbT+MkIhVKk7Bt8xpsydjyWoHeJ04AHS9mqy5rvu/42kd7DROcKNp7/otSTK65uAyO5RwPlkzZdJ29XbrX80O7bh7EapCOMIqRMRYxM/Bv4DpXX0oGu4Gqnqv97tmq22QIP5BSrCm4musUdptcXXmrdL8kVEoNB4PbqnrgI+jh7kzm5hYQlwzyIWb1nE4tYWFr4O+CjKre5FD1EN6N5bi+7jFCKje3UtvnMc81YMM2fJEI0UGEkZCgaOmZWi5qkRPrQ324iIeF4Qlc+IiH0I9S1fhCrVj0Skqx1NaINoQtyC1EwIvn5VwGcRmTqZ0KO9F01EExFx816YnjR6E2tPSGuB37ufDrcv3zv9IoLqmnfv+yp035nFWz6BiGgCTehtbvyfRR6guPeOAhZUFIZWIkPuY5BPqC/umIcm0zSByNa5dY91478D37EnbXvYdT/qnTWfmOfO2VZ3PB2IfLwWKVDFaEWKVbE3aKkbaw8RYxp2Pr1mGS9CvdRPRffW9cD77PwdWuTuCFW0r2YXnYEWsbirhYUPo4eYO9D1OwHdp79G7TLPc7+r0P3U18LCbwM/d6bv/9XCwlpEUOehFBKLigk7kZqaY+/N819/WCmpCsPKx4cZ32cpnVpC9/wyqmsS24oPIyIi9hKRfEaMVZyMJo8nEBGahQihJ1UNSAH1bTZ9XpZB3YB80YInjBUoD9SHi5sQWapxy5a6bZchIrkVeJHb1kdJW1XpZs2vkEfnW4F3MLrAYiOh60olUn1SiJBKhUnbJWTNexGh7iQQuCkoFH4VofL3DHf8CTSR97nxlSLy1+feG3T72bSXRUNPEEi2L4Sa4rY1053bpxDJPIKsSZG2xZX6PwG+6NYdcPueBPziYDarP5Rg57MauNgsU4cuO3/PRUTPED9DD2NzUW7nBlRQdCW6/r5GsFgC3UMfQsV+jwEsYnE30N3Cwk7gbLetR9B1XQ78chGLQxOL3WMuMDw1Rd/U1LbCRND3ytyicURE7DvEnM+IiH2LfCFR9mTrvPL13VMbjmh8vGta3fp70ATUSCB7/rascL8H3WueQHoD9kFEQH0hRT0KfQ8h0pUihOoGCK0xEyh0/V2y5hWkbRtpWyBrNiOFcSYiXY0EOybvg9jrXh9EofMEoUjieDeOYbefRjTJlaDQ9/1IEZqFJuNHEZH9AaEAqtjOZjMKNx5O1kwibX0u5mhkzVzgNYggtxEspxIo/F9BaEl4IuoMlWV0ZTHAHxBBeCcKs+dRXukXdrrfiH0GZ5B+Fsq5TCLHh783W7u3JGwUngfSCWxTP79AaBG73vtutrDwxUjxLFYte9ED18vYTtFfxOKhFhZ+Ham0J6Kowy2LWLw3hUYej7t1i+HTXJ631qMREQcrIvmMGHMwl1K1YNKDxzTVZE/rH6noAXjpvL88/tGzv7I+YWw7InGT3e8aRDa7EQkqR4SuBxEpHzLzJvGPoQmvHZFYrzI+jQhVgdBNBUQe08BFZM3vgTehoihLsBm6zu3HL9vntvkAIponI1L7ZbLmp4TuTCAC6PM5DSKBDSjvck2hAJ+dSisw3LyRbwCXIxLu9+dbBPp+2IeRNS9C+a4bUPHHKkRIvokm9bxbvxV1YDqf4KHq0w+SyPj/w6TtqGdv1wP++y0s/Kkb/5btikIi9gMyxhjg7ajafAu6RhcBR2eM+WqztQdUIZi7jtbs5K1qdm7X5K3GdratAeBm9/Ns8Ctk61aP7tUSdF/dhu6fiIj9g6h8RkTsM7zhsc0LGtLV2WXzGlbMGM6n7E0rX3TKMelHyl92+HUfRWSpASl4vuo8iQjjICKU5W5bW917te73NDS5zUcTdBehT/wAmuDWFo2lFIX9fQX+uYTuLf3IA9AgoleNComWAK8C/hXlmPqq+nmo6vxaRPAaCR2afM/6bpw9Ul8bFTd9gdciAtGfaeIvH3+K/1dayUdQtW+rO86t7tgXAJ9ERVW4bb4BeRS+1W23OHyYRhZUL3b7HkAKcBmhIn+Xqs8iFg8ikhxxYGA6Uv9WEchbH1L8j2Ts9Cm/E3gfo9NCfJOHG5+XPbbap2gwH0Ch/Qb08LoU+GJRlX5ERMReIpLPiDEFcylVwGmWxLqbnr5g7cxxq9dOrV3f2DYwofzSK3/6yObvTrqFrLkNhbxnIHJ4BlIXn0IE8Q0op9NXm9ciUtWLCGInIlcVyAewDE1uLcB/u/e8+ldFyDt9MSJj1YhMtiEiORH4IfAUaavq2qz5A+pglERE0fenH0DK1LXIGN9XzQ8jMlsAGOikdNOjpJ/6G/cBW8pqqMvneOsXD+PXzRt4H/A5FPJ/3I1tpjuORkRGc+7YxyO1djbBGsmjC5Hn4vSEQTeeVNH/BzWMySTRw8gcdG0ssba5e7crHZjw3rPbq4a+EOeAIp9m2TanisnovD9m5zOM7oWV6P4ZIFyTVyMf0ecHrfY2Gsz96HtlCFgTiWfEfscYvQIj+YwYa/Dh54K1CVZ1zG5b1TG7DSmEBsCFgZ/G51dmzc2oK8vxiGQ+SFDwqtF94CvZk2iiK3fvnYZI2RpEYm9ElbYDiJAtRwRuDgpD494rR18LK4CunZizVyFCeBSje8R7m6etiEB+EBHlfkIKQapjDZXLr2VrVT2lM1/Ai0rKqcqPkOjO8sn1S3jN1BN4HQr/n4xUmizwercPX5Hs09XLCa0Ki+F7wq9Bqqkv0sq787eBA4ywPNcwJlOKVDbvBZsEFhmT+aq1zav359ieBTrZ8TOGYPd1wMAsoxx4PyL9oGt1U6bvY3fNr+Ld6IGtFz04dgL/D7jRheqfP7TaAfaiI1JERMTuEclnxFhDJyI9Exg9YdYDf9/pGmk75Hwtp6KQ2VakpnzWbWcuUjkrEQltIhT73IDyNkFktBxZvJyLig1moImxn9CJpYSgCJ4GPE7WHE3aFhtwD6MwqFc1PXxV/QwUgn8VKizyhT6DwOrlf6GxtIaKOedwibUkcoN0jQySTZRQX9XAR4APkrbFnqjHsPNnZOP2vxyF/TegIiFPdH+L1NIKRLC9ZynAfz+TlptjFKcjW6vivL564FJjMs3WNj+/ZOe5xQqUEjINKfQW3Qet7Nkcfl/jRejBbNt5TzIyfd3g9Mz8qmUlhLzrEqTozn7eiWdExIGGMVztvjM/v4iIAxb2ciyyYSlFk+gkRNTWsLtigrS1pO064CEUMq5C1i0QHsJ8TucEFIZsROqkf78XkbDbUd/ybyC/wDsRYeskVNN7NdN7Gv4bWeO7reC2u4HQ/ShBUBpBofJTEKEdJhQ4jAMOO+51NM67gIlHvJTxNZNJJMuoLiknbQw9NZOpRBN3MZ4k5HP6bks17qcehdhLEFk+EhH1GqTm+lalNyGS8ijwn6Ttdduf5oMQp7GjYX4bOj/1+344zx6uoOhbKJVkCrp/lgFfabb2QEufOBPlXG/D+JK2/tqS7mm5QqIPPfiB1Ohu4JUtLNyZqhsREXEAIiqfEWMO9nJWmkv5JCIGE1HO5RJ7+R7yD0X+/g2Fz6vcug0o97MTEYpKAmkcQuHWflSZ7lGH1MgjCJW35QSLI58juZlgKF+HyOwmt405BC9Rr7qCQtpDiOC+1G2/HRU5lSG1tKFmErmRAUwyRWLuudQ91ELvUBepo1/JnSWqk/fm+pA1vsXnN1GY8hSUKlCKCHcZQVX1XZj6CersEYhov8CN7Vbkl3gowOf2FsOTnD0bqj/PMCbjc5aHrG3eI4FstrYLuCxjzM8BcwCSTg/fmnYbRmzZSGWyr8SYUZ6yoGs2RbjvIiIiDnBE8hkxJmEv31bM80xwIrIUGkShdt+5qBaRUe/bZwjWSxblnT2MiGAS+VfWI/VoNiKRyxChHEHkbQsinVUojF6Bb5+p3unnu9crKSaKmnAbkaI7AZHjXjcOP8ma0kpSDXMZHugimTCYo19OZW6QtVOOZ7Nbf53b16moD3eD+8GNrRL1pJ7qjmuSOx5PQH1osxxV8i8lbe94hud7zMKRuhPRZ382epBYjtTqJuAxa5s799sAAWMyhwNvQWHnvDGZm4E/WNs8tNsVgWZr97jMfsYtqDDQ++LSlR9XY61ZkzR2AkqdAd2jpcB9i1gciWfEoYcxGnaP5DPiUMILEaHyvpoWkckSQvV3wv09hFSvWkTMZqLwq0Wq4WxENHtQiDuFJsS5hPB5LQpTTwTuK8qPPAaR0vuAN283xmG37/ei1p0vQwTRFwRtK7gqKWWkphEDpKpEK5Moh0/eg1lzLPDvblzlSK31tk5ZVIBVhQhniVs/SWgFCoGgH1AekPsAp6GOUgl0vo9CJHwQ5Uv2G5M5Bbhvf+R9GpNpQkU2vUgVL0HOBOWow9RYx99Rpftx4SWztjQx8hOk4E8i5GWvQP62ERER+wnGmGnAL9AcVAAus9Z+e1fLR/IZcSjBMrpTUSOavLyyWIHIRgKRSh/6G0ZE8HFktTQLkVjv5ZlHBHETsBgpiXNQIccIUk1/QdZMAv4FhdOPcOsbN5ZC0X5BN/BsN9ZaAiH0IeA8gTR7orgK+D/gftLWkjULEWHuR6S4wy07zf1d5tb3KQZ5AtHMFSwM2bLqtYVpTx3Rs+I0Orjfzt/WhemghTGZBCr06kcpCt0o1zZJyLttRO0fv4M6Tu1r+EYGne7/HCKhZxiT+aO1zdvnqY4p2PkMm2V8B90D3mrp8eaqL+ZbWPhqpObPRffktYtYHI3eIw49HFgFRzngv6y1S4wxNcADxpgbrbXLdrZwJJ8RhxJuR4qWz9mrdr97EBlrIJi+JxEZtYhcbEa5oVWEsDzu/S408V9F2kp1yppyFA4dh+6z9yPD9tkEsusJpyUoryOEbkK1KJx/jBvLCMEaCUK+Zh8KB3+NtC32OUwTKoJLCDZJQyiknys6jjJEtiqByoJlqMvWTdqQb8q/uf+XTwJvBF5plvFV19f7YEYZOj8T0Oc9Hj0EDBGU4Bcgsv8BYzLvtra5dxfber6QxqdxBPiGCrXsWCQ15uBad65ku0YFi1i8HhVORUREHCCw1mZxRa3W2h5jzHKUyhXJZ8QhjyXA9SiE3kS4/rcicvEIIqcV7r11KC/St6fciEjmfKSGQeis0s7o6twylLM2F4UP6xG59EbuVYQQdxkiNV71rECV+3n395NuXW98n0Jq0BCqvF6Dqu7v3e54n0T2SVsQQfWh+42IoMxxx9HhxuNzWns6CnUVawvTE18e/MhVDxVOXO22Vw/8m1nGp5+vnt77EsZkKpFn68sQ0bwbdaBqRw8ip6HP3pP3YfR5efW8CSnezcZkvmht83PmlWlMxheGzUSf7z3bGdsvB45ltN2YV61HVYlHREQcxNh3ymeDMaY4ynOZtfaynS1ojJmJ0rq297fehkg+Iw4dpG3e9U6/B3g3Mk6fhu6Dze5vH8psdz9VqNJ9tQtlfwndVJORUghSZjoZfaO9BYXnt6C8tc0ob7AbKZ/d7r2tiJwat68qVE3+ReA/ETFMu331I9LzECIlT6Ovnlbgx6RtK+BV11MRWTwWEebHUZW/QZ2eprhxViPiNUjIVbVLCicNYeGNZb896ve5N6y2iuy3oer38ezMlDxrDnPncDlpm93h/QMExmRSwCuAD6DPJImI5dnu9b+iz6wcETqf1lBGyH31hVnec/YlqP/3czG+RuDjSDUfQF6jL3ME1z+83ImK1qajz6UcOSpcYW3z9opoRERExD+LVmvtSXtayBhTDVwJfMBau8tOcJF8RhxUWEhLPQpxn48IwlXATxazSJYyaWuBx4D3uRzMC5ChtW/Vdw8iIvMQKVwK/NytB2m7max5BSr28AroFuAnpK0UJ1WzH4+U00mIRNQisjIJkU/fLecxlCs6yx3CBqRMJt3f8wlG9jmkcAJ8AqlfKbf/BrLmdLfchYg8NSECOgcR5D+65S9w69Qjsuu9Ri0iu8kUIzZPomRu4qnDXlHyx2lX5V65zpIwbpnRVjc63u8hpa7gXrsSmdAfiArpq4FF6JynCLmuOZTiMAMRulaUJlFNCGmXo3NU4v5fhq6BU3mOyCciwBPRdeHD+WmUh/o9AGube4zJfAFd5yeih5ifoPzibTAmU4Y+7xPR9XS1tc2tz9E4IyIi9jcOnJxPjDEpRDx/Za394+6WjeQz4qDBQlqqgN8h8tCJwqMfBI5eSMu/L2bR6Ns0bTcDV5A1yxCpWIWI2AsJlezHA58ga768rS972na41yYg0raFtC2uBk+533Wosr6KQNjGu58SlCt6DArx9qAw+gb3+juQYjmESEidW78E+Dlwu1NiDXAx8Eo39gZEmofcNte78TSgquBu9/dZBPN671OacL+7TkguGdduxycq6Ut8tPzL552ev+vhjw18qTVH6mE7f1t6gMfnEfnyXXOSqJXnSg6wKmQXaj8fpSHUEQqufKFZ0r3egT6Hh5HKPQWdU7/MeuAORFCrCSTxnx3fNNQKNklQyh9AyvkJxmSMr653Vk9Xup+dbasGVZ8uQAQ7AbzHmMzbrW1+8LkYb0RERASAMcagB+Dl1tpv7Gn5SD4jDia8EhHPDUWv9aFWmEex6xaCnUj1HEJ2OuWIeNS6bY0HFgI/HbVW2o4OPWdNGql/NWiyP9n9XovIi++hXYW6HvlcU98HvhwpsH8nmMH/A0blV04DyosUxTnAmwieoOPd9n04HkR8+1GV/Y2EnvZDBFN9T05Kgaoa00uOkqGnCnOTTxdmJ45NPrTgTaW//PvPhi/9+XbHXImU401F48y7c/pGDjDyiT4br+AaQrenYpstD9+lKktoGnAPOufLCaR1Ev/EcRqTOR5Zbk1ECmcpuv5yKMf3dGSf1f8MbZ3ehZokrC96rQH4kjGZi8ZYa9CIiIjtcWBVu5+BvseWGmMecq99wlr7l50tHMlnxMGE49k+JCwiZFDLyF2Rz9UoRJ5GJLGXYDC/ASmEp7E9+SxG1hyPrHd8eNz3jN/oxtDu3tuIiOD7gU+716YS+rsXK16+01IxBpES5/FCt/wAIiyV7n0f4m8lEKocyhM9n1BpP0SwXPJ92yuMYWCC6dw83yzL1Zu2FVWmr+MnlW9/+qdzL93eaqnSjXl7H9BhRpvnHyhoR+e/lnC8/us7ic5bFl0ThxOsrPIo1eFB4K3oevDn8FqUp7tXcOrmmYgI1gOvIRj7T0Sfo3cxGEAE9Ejg+8ZkvOn/4Sh14h5rm1uNyfgUiq3u2PqBi9y2itGK0g2mGJOZiK4F7zl7s7XNfXt7HBEREREe1trbCU4ye0QknxEHEzawYytECBXeO0faFsia7yCl6Ex0Xwyg6ud+pEjuug1h1pQCb0N5gr4IaRMKd25F4e9WpJx5U/cEKhY5FpGLJCIbFoXi17rXQeHyAZQ7Oh24hawxTv2ci9TTVkLRiXHH0OD21+7G1gXcBRyGCOt0NxaDyGKCYN+zGiipNv0d1clVj+Gr89Wi1JK2nrC1IeLeyOgipPHATp949yesbR4xJvNb4OvonNXjukYR8joLSC33+a1rgPdY23yf28xlxmSuQg8YW/bWU9OFwU9E5DWHzvnr0GfwNFKjh9G5HHDbxy37V2QV9jFCXmo90GdM5k5EWqe4dVYgtXMyO7ab9Krvhcj6q9Md4yLgJGMyX9qbDkkREREHCA4c5fMZIZLPiIMJLSgEXU8gQpNRdfddu10zbVvJmi+gSftiFFb1JvBNbtu7wlREFLcv5HgCEYl7EQkodf//EJFGbzTfjdQqH34vIKI6gkLvFxBI9WaUAnACWXMLgaAapHTmEYmtRepZwv2/GbiStO0na36EbKe+gBS1rYiQ3Af8CYXL6905WOvG3uT2cxmQJ2tuBq522/s08AOkHA+542jnAPVitLb5DmMyDxBSLSahcz2I1No0It++8UA/Oh/F29hKaPG4WxiTqUC2W2egVIwh5B3ri7wSBLXSf545RCLL0EPEbW794xD59Kkdjag4LktIofAFSN3oOusiKOhNSNl/ByEHOIcekGYDbzMmMwuR2MdQwd5WFPLfNs05I/7D3DpdwCP7wes0IiJijCKSz4iDBotZtHYhLe8BMsiKCJSj99HFLNpze0gV8PwGTeK+cjuBCkuu382avs3f9tiMiO9EQj7hbxAR/gaa/I8mEEvv5dlDUFobCZXVeURETkRh33OQWtbg1htHUPF6ELlKIHXrq8CDrkDpWGQrtJQQqu90/0924/LE2+cgTnfbXoGI2gVAmqz5Bml7m3MAeCsK6T4AXOEKug5U/A0RvTx6aBhGn5MvNhqPCqa63GsvQerjDnCh8DMRORxBebr3WNvsr7k3obzNNvf+ECrQWu7ezyMyOUS4BsoIKQ1PoTzTevQ5VKMHCt/606BroItA/k9FxXcNSBH1OcWl6DOcgUjsNHR959C19gZ0fW5ARWn/ih7Iep3CWomuPb+/Te4Yeo3JfM3a5jW7PuURERHPKQ6snM9nhEg+Iw4qLGbR3QtpeSkiEgOLWdT5jDaQtsPA98maP6EJduteeFZuQKHZyQQT+VJ0f/0vUqXGAR2k7SBZU4GUroeRatqIyGYeTe5DSM2aQcilLLjXK9zrq5DqtNa9V81oI/R2N5Z6YBNpuwTAtdx8NSKmp7pxbkZfYx9CRGYQEaCNiJi80I1xotvng+54F7ixrCZtnwQ+uYfzdCDh74gQnoaIegU6h/5z8Ib8Xokev7ONGJMpQX6s8xGJTSIP2bnAL4zJ1KFuSOvQ55NCn1EBEc5Ot+0CUhJL3abz6LO7DWd/hT6zBsI1YQjerCUEP1JfqFTu1r8aEdBXuW34ZTvRdTnNjW8Wuib70HU5x+2v1o35Erd93xghh66Ff7jtvMOYzP/EQqaIiIg9IZLPiIMOTuX850zO03Yju8sTHb2sJWu+B7wPKVMWEYSfkrZPu6WUS5k1h6Pq8GPdaz0oxDmMiIlF4VevcHn11efuecLR4F7rRUrWJEI70CwKp05AhDFJ1pzslns5Iqx+nN7vc577v9Jtd8S9NheFXYcQCalEpLXTjW0CjL12m9Y2dxqT+Sw6pmPQZ73J/V1OaKXp7adu38Wm5qPUhdVIbT8Kfa9ONyZzG4FolqLinhnu/SF0np9ECqO30rKIAI8QyGYBmcrngH8nkMziB5MCQUFPouvCt1S1KFx/JEF9rUV5vFn00OQL3rxyeYQ7bt/qtYpgy2Xd+JPoAWSFW286ut62Kd6OnJ+FcmhL0MPM36IRfkTEc4SofEZEHMJI260u93EGmrTXkrajK4ez5kxEUI9CE34NoajFh1D7EOEYIlTqQyAcECqjO93/vpq+z20richDjfs/jbxBb3DbyyEy4clLChFdr/T5nu8GkaYCIp2e+FYgMvEIY7iVo7XNXcZkvogUW5/zOQudr06k5lWjdISdemkiwplD6vBxBLI3E/gmCrkPooIeH/5Oos/maET+HnJ/+6Iv/7nXo8/5apSjmweuQK4KuG31EkL23mEgh1RY74rwGpRr6j/DdajAaSYii8PoAeNBwjVRgx5oUoSWogkCIfcEutSdM09at6W3GJMxqBDvDLf9AlLdjzYm81Vrm7cvhoqIiDhEEMlnRMRzAVW8jwc2k7b9O3nf93pPI3I56H4mILJqUbecqYRq9QFEEocIIdsEIgMVSC1LIaV0OSJLPt9zCiKkSUREBhBhXIeUzwFELqYgAuF9Lr1q678bCgRbIgjkKo3UuGJP1TEHa5tXGZP5HAopz0UkswSRQRBhv3w3FkTt6HM4FpH/Yh3iWBTWfwgV+HgV1J/DMvTZ9Lt1i9XtrejzvA/4oQ9lG5P5bxSGfxeBnPqOWRaRwHZk/1RCaDgwiFTPcYhwrnX/9yDbr4dQXuvrkHLpHzIgqO8U/Y8b/zDB1uspt02PqSjlYBWh4KnPjWl31me7h/KWa4Bh0nbXLhQREREHLCL5jIj4Z6CJ8EykLk0AZpA1A2gy/zNwq7MlmoxUtIlo8vZ+pDmCl2QdIoIDiBw8gEK1kwl2SJsQWWlA928tgWB2oDDu2wkde7oRIbCIyFqkih5F6LQEQXntIPiLGoIPaAciyVVu+dWIuM4ja1YUWS+NOVjbvBr47rNc/WH0mZYiYoX7ux99Xv+CCnN8Lq5v5znglqtHBL4Hff5Dbpk+RLB+XUQ8U25fP0UpES9FxHPI7a/djecR9HBwOlI4fcctXxxUj665clRc5F0a/uq28waU45snXAte8fRKvVfFcWPvAn68Xb5nmkC0i5FHeabPnHxmzTzgLahqP+8cH1pI22gPFXFoYox+80byGRHxz2EBInvtqECjFE2MM4AXA1eRNZ9DJMGri8VIIFVqGBHHWoKCuQlZPB2JchKvRB0k1iJCenLRslXAZ0nbFW6CPhepZ8NF+7HAzcikvAkRDeuWSRJ6vafQV9oWt+1qQhX9oDuWcqQUfhy4g6y5fLsWowc9nEn7f6JzmyIUjrUh0j8bORP0E9Rl3360mvDZr0YhcIseCPJISbwOKZgYkzkZkS7fROB4pHL6XNzZ7ucFKD91FQqHT0WV/X3oM/Mdtaa78VzoxnIdUnl9bqZPAUkRCLNPGfDX0iBwDWqv+vhOwuid7Hi941575v3l1UHs/7lxrXXjfBFSaH/0jLcXERGx3xDJZ0TEP4eXINVnMiIYvijHIhLyOqQMfQ2pTMciguELNvxzaw8KW+YQIfAejhVoov0SIrReRZpCaKXp+5F7ZevXiJj6ymrvI9mO2msejcisb+GIG3MFIhQliDw9hOyGzkQkZishj7QcKVdr3PsPoLzEQwIun/G96IFjNSLivkNSJyKTBeTx2o9UyHKkeHoC6gl+FTp3J7jXlwN/RLmeZxiTORVdEytRjugs9NlOdPtqQtfTBPT5zUTXwgOo2GcOshy7GKmRvgtXL7qGfLGZzwtdi66V8eiz7mC0Yr8cXZ9dyHy/cxen6SlEgqej682H59t5diH3M91vv7+cG+sLyJo/kLZ7ZfYfEXHQIFotRUQcsqhH5GI8InmViGCUoYm6F03qs4CfIRL3LjQJe3PvJPJSHEZK5kPATQTieTehKKkCEZ1TEAEYdK8di9p1/hey17kM+CAiHgk3xj+jSb+N0RX0STe+ckQ0egmFL59xx9SMvD0nuLGMuGN40i1/CgcJ+TQmY/bCLmg+cg7wy/Wic5NECmQBKY4diLCvRaFm78s5iPI570Z5uHPQZ3YnOqdlqJvRZKR8z0Fq5ya3jzb0cOILwhLudf/5HYEskB5163YjhbOTcD141Xs2qlg/GV13IIJ5vFunDl3T5Yhoe3uvn+6GeGJtc8GYzLfQA9ip7riXolSCZ1PtniZ04PLwlf617tgjIiLGACL5jIj45/AIClV2okkcRAJ8cYm3pZmMyFoadT6aSSjo+Acibo0oZ+8vpK2qh5VTegGqEk4gxfNIQj5mKcHs+6VkTYa07Xa5cGcTchHbkQJ1HlJGX4ZIZT8ivDVoYt9KyEc8GjjemcivRaQogSZ53x99jvvfh/fHLIzJNCEvzOONyfSgxgI37KIq+7WIjHm12Ru8t6MHCgs87t7Lo/P1JFIA2xHhrAOy1jb/ZCdjuQR9XpNQakfCbb+a4OPp1XHvTGAQKa1ASmVx69STkcLqQ+f96Pu/3C0/Z7shPIGu1cMQEe5CBPY2FJ5fam3zHp0OrG3uRu1Ifw4k/kmLpeXIUaC96LVSdB72qttURMRBh6h8RkQckrgeqX6+NabvA78RkYsVhBDnu9FEPo7QAz6J1NC/k7Zf2cn2FyC7Hq+MbkDk0yuXvme7D+VOQiThYjQhF1cfDyK17gPA54CPEIhnnkBcShBhTQKHkTX3ISXtAbes9xPtQ2reIHtqX3qAw5jMeKQ0lqFzXYoUu/HAr7ZbtgYdd5dbzhPvEaSIPopC4RORurkVPZzMIXhg+gKw24q2m0I5m2ehfOHxbjy+6KsEFZo9RCCFPe517w16BMEj1NtG9aH0iGGCd+w4QlFajkBWJ6JUAO/G4H1kV7vjmIL62T8ji63nqF/8XSjHczq6Vv299KudOkxEREQcsNhZMnhERMTeIm1bUTvPq1BYeyMiljnUG7sHTfx9iKgcgQiB72pTQCThlWRN+U72cD4ik57gWJRLl0DqWad7rRopkJ4UpBFxKMYAIo9lpO0VSAX9EPBLgqrWiIjTbERqNiBi6ivy7yeYlNchInolQeUbqziDYLpeIBQCnWdMZtx2y/rCoQcQAapD5/sI9Bn7qvUadI6PQp9xHbJeuhi1Iv07rsWm65X+VeAHwOtRHuY0QtelHMGCawqBJN+D1NcNiByWuvd8VyZvt5VHOaM+S6yS0Z2OHnRjmYfI3Wy3n+WI9K13x9TrztW+R9r2AF9ARVgjbkzfQEpsRMShB38374uf5xhR+YyI+GeRtu2IgF1J1nwBhWRPRF8N9wC/J1QYe1LnuwkZRFaPBQ4nax4hbYvzDT2RKca9KO9zEiIDSVSA8iPgeLLmP4CTEOG4FZHfiSj0Wg18nqy5FriZtP0zWVODCE7xw2g5Isz3kbYjZM1tqJf8WpTL2OiO54ek7eJnd+IOKEwnqNEeBilrL3TdiqYiYvc0IXXib4iwnYweEFYhRbQaPXgMopSLHErRSBEKxF6MiL8F3ohI6WZErKrcvn1eZhcis+XouvFFX/MRCfPHAHoA8deQbxxQhh5iVrixpRFpXYH8ZbvdPhNIjZ3h9reU0VOP79a0f5C2nfh7LSIiYswiks+IiOcSadsGfM+ZzlvSVn6eWVOCyEQeERB/75WgSb8aKTp3kzUfJW1XuvcfQPmePUV7KQCLEcGYi8jAGhSubUZkpQMRxH9BhGYGIV/zPERU6hExPhIR2sMQoQGppOsIiusfUMh3AcHz8XduzAcDViPfzOMQuRtCymMtKrwpQUTM5xZeiwh9Iyo08sVjXe79XkQwN6LPqBt99t6OKoeU0pnGZNagz2mA4P+6xW3X2xxVE5wLOtz6Te63z7v1/qIbCB6wFYSHiipCNfsIUuuLc3Ub3I/vY1/jjs+nChi3zbu3P3kuZaAU6I+93SMi9iFizmdERMQ2pO32BTizUcFJFSILyaL3EgRicQzwv2TNpaRtFvlynobCtlUE8+/PoeKkDFKxTkXKnMcERGCa3P58H3mDFNN+4EKy5q+IwKxCBGwSwQKoFv/Vlrb9ZM033T7GAZtI24OpyKMMnacRRBSPR5/RWoLa+EJEPnNIcfwg+tzeiAjaXEJIvhydv6ns3BDFK5KlhDzb4sKmfkJHojsQCT0B+WM+gB4Cut26nvhVIbJb4dbvQp+nccfm+7R7lfciZL017MbpLbPWunUqkIL+KKFQ6S6KXA2MyTQCn0DpIQXgQWMyX7K2+Yndnu2IiIhDGpF8RkTsG/je2zchQlCBCIM37AaRhw2ICFwA/AKFbR9B7R/TiHAsQ2bz5yH18hikwnlC68Po/n/r1vPkpgyR2Eq3/s3IKH8VwUNxCvDgqEIOpQOscz8HDYzJlCIfzRvQQ8J8RL685VQKfV5lBHI5FfgWInC/Rp6fjyFSWIUUxKTbRgoR0aeKdluNQt7eKH4VelCoQsTQd5Jah/JpRxCx7EMPFr5Hey36DH2bT59bXEbosjRCMLW3RT/z3PrDiCyXoFSCrYjkrkSE8iZCyP5Ja5sL7rxVApcjBbcHKaYvR2kK/2Zt8+17c/4jIiKeJaLPZ0RExB7wBCIDpxG8OX04dIjQenEcmsgPc++9BngPIhbrEIGc6v5+OSId1QRS5GEQufTFQkkC+bSE3ENv+zMPFZL4tppr2a7Ke8yhwRyFSHsTIk7X0GpX72TJWkTYNiPlz7c69d6W5e59S6huT6Bz9hXkHvAQCtk/jRTEEkTg/PRQhhRH35pyEyKv5yED+ipEVGtQGoTfzyOoyKsFeCVKqyhHBLQUXTvL0cOHV2iH3M9aRIJXIoKYdPv3ZvhD6Hq7HV2bR6Dr5Uykuk5CxHYK8HPgPk88Hc5Cfdo7UIpCAV27DcCXjcm809rmx3ZyviMiIg5xRPIZEbEvkLZDZM3dyHuzA036nhSmEBnwHWfWAmvJmiZkhzSBoLwNI8I4BU32TYRn32G3DASCkUBEwvfiHnb7GwQWk7bKUcyan6De3lNQuHbFmG6X2WBOQK0vuxAhmg8cS4P5HK12tetQ5HvbezcBf342ESrLu9xy3spqEJ1v327St9D8LlKgX4est1YTer0nEDFsca+tR4VKb0YEdqsbYx9St7cildO7JbwMpUFchJTSaej6mUywhSpx6/lrYSrK8x1EpNe37fT5xsWpHr7iPUG4pqrcj1dDPwt8xJjMTcBfUI7wfHQN1xMeckAEtxTlKkfyGRHxfCIqnxEREXvANEQ6DMqRm0aY4L2qNoIUuBtQ1XwFIkApgt9jNVLrNiLlyRvFezukpNvmEMrRq0AEttYtN4wUu99tG5lC6usJldNjFw3GIMW4lVCotRkpeRc7AvUFFCLPI1X6BuSx6W2Lsujz6UDn0fu4QiChCUT4jrG2+WZgiTGZI1HxkCeeEMxK2qxt/hqAMZnjEPFcXbTcCvfatYwuMOtH9ksgZdb7iB6FFNoj3XuefOaRatuFFFGvsvvve/9QknLL9bp1txDykesIXq7lBCX9lShFYSlSzH1Xr2JHBp8rO3Mvu0VFREQcYojkMyJi36ELEZothD7Z65EqlUNkYAVqk7mWUFRScO+VE0jq0wQi8mqCojnkfvchcuqVsZWIeD4MXEbaHlR5m9uhDJGutdu93vFkfsIxwCL3fhaRqsPQZ/AdRECnAr9BJO5URP6mI9I/gohnKaGbUZkxmYuQerjerVdsPu+78KwpGssMRhcYQSCFx7l1egnenDPda76Pu2+tWeGO4XECOZ6GrgFvKF/pXi9OzfC/E+48eFuwGvSQknevN7rj8EqoL2SqRsprOwqz446n0r2/EeiNxDMi4nlGVD4jIiL2gH8gMjOBEGb35vDtiDT9ibR90rXVHEYV8ucjUpDcbnvfces+jQjVTLftBCIKaUSU1gI3kbaXP4/HdiBhGJF23z7Uo+b/Bk6uRaRpE6HwphWpouOBj6Oq8hMRsfwDIveVhJxKT9huR6H2WkLL015EBGcQOkEVCGbtHq3s+Hnm0QNCASmR9egz9PmZde69NOFho9qtd6xbp5dAln3429tumaJ95dADSr879lr3eifKM/WFSD5X2HdTGnFjqUUPMn2IIL/ELfsUqoavA64gIiIiYieI5DMiYl8hbZeTNT8F3oaISSciQa2ILPXjw61pa8mavwHvIoRAfQ7mVqRuVSIykkVh5VpCLuiIe/9YZNN0OFmTRUR1BWk7Rp+X9wKttkCDuQqd502EPvQ1fx6Z562StlfkylHF/6Xu/2WIuL0EKXmD7rc3eH8MkdXNjM5rnIgUzi0EwtcJ/Mra5uKUhofc9ia7bRhEeDe6fXm1sgw9eFyBrJ4Oc2NvcOPwSniJ25YP8Q8Rvt/9cnlCusATKOQ+Htl1HeOWXY5yUU9EKituLL7DUpsxtjw9qWcwPann2PaOioqvfeqG17zq7a/7HvAKN65eVKB0LxEREc8fYrV7RETEXiFtb3a90r+FyMAm945BymWxgfdfgC8RikMg5HWWop7vM1B4fgIiPrjtVhL6fdchAvM9RIz+RtZ8hbR9LvptH6i4FX01/ws6RxuBbz5dqJ+ObKx8y0mQkjgRfR+WIxX6KPRA4Cvfqwlf9T7XM4HIViOhsr0Tkf2Pum2mkHrdbkzmGFQhPh59zl9DuZxHuu32I3W8r2jdcuQ5apDf5xQ33oJbzj+A+JzOHrdeL3rA8U0DRgjFRUNurPXAXdY2r0DpHgAYk/kSKm56vTtPvsVnfyJRMKeesH7q1HR32da2ysRJCzYOVpTn/vbZj/zto//zlfM/6vY9Ym2zNSYzzpjMy1GOqAWuAa6ytnl7D9yIiIhDDJF8RkTsa6RtH1nzFdRXfToiDyXAfRQZeCOi0YmI5SChQ04ZIhZnohBvOVLaGgjm4LjfebftfkRU6pAp+lMor/HgRKu1wK00mNtwhIhWazGZVShcfDwiar6a2yJ1NIXOk89vzLu/OxGBG0Gh8ZejcDao4r0NkUHfj/0TwC+sbb4TwJjMq5GiOMPt4y0ovP0ORAbzSKk9Cj1orC9noKKG7hN7qR43iS2Hb6VxZR/VrYiY5ggV96DPPUkohlqHlM35hDzNqe548+hhZB16uBkFa5u7UDHa75wH6mnIsurFjRP6qqurhipXrR03WFmRGz5uwaa1wyOJsiMPa/3CcUdlb3/w0R90ueMtR7nLZxHSC04FzjIm8x8xFzQi4tBGJJ8REfsDabuCrPk4IkG1SHl6fLtweBVSKmcyujWjr2RvQ0SDoveK+7NDsHHyKl6P+/1WDmby6SESuk1ps7a525jMe4B3o8rtBkTgNhOqui1SJ4fd/96CyIfAfaegerfZfkQ6uxEh9f3d32VMph0pqa8idBby41kAfAr4oFMKb0Adhaor6bOzePqcHqrHJyj0pBg6bCLZI9cys5An5d0Rht14/JjzhKKlQZSO0YoI7xSkhibRNdABfNXa5id3d/qcSnkrcKsxmc++6VWP/Kizu7xuweFbtyw4YktPTdVwfni4ZKS2ZqjpuKM2nQP8ya16LEoTKLjzgjsnLwbOQQpvRETEP4sxGnbffqKKiIjYV0jbTtRdaA0yG/8kWXMJWeO9Otcgxe1uRIyqCYVHP0UEw7fNLEeE1FvtFOeI+n7h/e79AUKF8qGIJCKXSxEh8z3L/XnyBM7nevrq9TpGE1FfsFTu3mtA6udDBAujF6GHh0ZGG/2DPo/5iLjiwt/fARLlDJzbwbj6qax/6GKuWdzJuORm0pNKGZwAtteNwfuP+p92t3+fDvAC97sUEWVPpMejIqOPGZM5jL2Etc3dLz535aqFL36i+wUnru+sqRrObztdFtPdW1Zc0LQAXau9Ra8VEGF+0d7uMyIi4uBEJJ8REfsX7wN+BHwMqXHfAa4ja44hbTuAqxGpuJZgrfR14DOEiugHCWb1/Yj45NFE7/M6LVL3QKTgUO69/XpENtegc+j9U8sI7Sl9Tuhy5PuZQ+ez373niVyCQOrzqBuRt7vyJH8u6h6Udn8XV54PEVppglTCxmFSMzuYMO5hjj/rDs44vozhwSY2LpvO+nYo3IpUzV730+XGXeLGthER3mFUONXk3qshdGyaAhwNfO6ZENDevtJrK8tHSoyx2yr1x9UNVm/YXNPz13/MLa7m38Lo6vpibG8xFRER8Wzgs9D3xc9zjBh2j4jYX8iasxH5rCSQnyQiCV8ja94C/BlVqL8QkYZ7EAnNIRugjyBFdDXK8RxGBMjnBp6Iwq4dhFzGPuCyfXCEBxyMyZQhH03vc7ocGfXnCJ6ZPlS8BqVDfAsVEM1Gn02haLkEOv+e/J9J6I5UhT6H17l9JZC6Wk8oDmrzY3Fj+yRwXBI7UEY/I5TwNLOPr2SgM0WusJlJEyExwa1fiojvjUghP5lgv5REinmFWw4Cafb5ljVIoXwDqnjfI17xksdvv+xXJ1wxY0rXG8BaMGZrW9XQr/94zJf6+j+/uWjRv7sx+b7zKXQdVgMvNSbTDfzI2mYfkseYTAp9Nie547rXjX8iKsx7zNrmEbesL4Tqs7Y5ktmIiDGGSD4jIvYHsiaBPCXrESn0vp4+xHsU8BrS9jvIyuexonUNsBBZ2/QRCk0+BZyLJuwKRI7uR0TzPERee4Bfojy+QxH+OT6BzvUGRNJOJpj4FxDZmYmKve5HzgK/QXZG4xHx8d2kfP5lEhHZTYROVNVIcR5G4fUat98JSJW8wtpmH5qeh6yUhgYp21LH0BTID42QH+6jcpzFVPfrUhkh9J33RvgtwPUoh/gE9/5cpOx6m6SkOzafVuDba565/UlyBUPnAWe49W8GbrPW5t71/zKZd7zxgauqK4fP7egqH/rb7bOvX7exblXx+tY29xmTeR/qpDXZ/aQQ2S4B3gkcY0zmbdY254zJlAD/7sbei+6JDyGFd6Mb/1pjMl9DBPVV7lwOGJO5GvhbLGKKOCQxRnM+I/mMiNg/eDXBYseHJ0tRGDaJyMM5KAy/PaYj4rmOkNdZjuxxPo+Uo7nu/VtRlXMdIkQ3AXe7dpqHHKxtHjEmcyciVV79XIII1tGImG10vw0KkV+C3AE6ELn0VeY+h9ObwPe5n1qUK7ocfQ7liJAWCObyZeizegDA9Zqfg0Lkw0OUd/RS2FxJX0Mpw6ZAItlH5XCeEt9DXRX8InNJQo5lE7J2GoeIbz0imYNunwmCajvg3vN2TLixJIH/dOejCimWr0VFRx9yZPlh97O7c32PMZlXoHSS9yEiOezG34uq6E9G5vtHIeLpSexx7rw2us9n2I3jvShPdhP6/MqRc8AIcMvuxhMREXHgIOZ8RkTsa2RNBfKa3Eow/fZk0LdiTAHzyJo3kDXp7bawgJBj6DGIHibHk7ZXkrZfRkrdxUhRakJE5F3AW5x6eqiiBXXlmYGI/HQUJh4hdD7C/c4hBfD3SJkcRsTJEylP5noQAc0iktpHIFk+p3MEEcQpKJR8KfACYzIN6HN5DSJTE8HM6qcq30rDym7qtg5RdleOsq1gUohEDiHy5Ttl9SGithR1XnoSXUvl6NrwSriHV9pTKGe4GPPRg1ED8iztR9fqOUDGhcf3CtY2txOu1cnonM9xx59ApBN0TQ8WrToN5bIa9OAEOrevRITbd64aRJ/Zyx2B3z2ypoGsuZis+Tey5nSypnyP60REHMiIOZ8RERF7iTo0qS5HpKCOoD75yuUyRC7OAc4ma75E2npVaHc5bsWEdDZSl1YRCFUHcDbwN3bsfX5IwNrmHmekPhuF0DchYrMIqZadbtESRBR9IVItIpK+408fIj9rkIp4BCJMxR2U+t3/tegBoBqRvi3oczgXhf5nuN/3oDB4KTAdEq1WYfuvotzMk9FnmEOK5zg3zhIUyj8BkdCb3THNIVhJzSHYQ3nT+dXAL7Y7RVPdcU4qOhe4452HyOnDAMZkat0YtlrbPLDj2QZ3LDVuW74jUxO6B2YZk6lBObbF85FXno0b63idD5rctrqKlu1HKRLbuwmMQutjlfNuv/fwL95y18wma8ldcPbKzhefvXJJiRou9O1qvYiIiOcekXxGROx7dBL6gTcRClF815pepKQ9hMK0jYgYfcWt/wgKg3oFDDQh91PUqQZN1p7Mevj/p3GIkk8Aa5sLKJQOgDGZBMr9fDGqSh9ABKwUqYNT0WfTjj67cvQ5VKPPYRh9rtMRgUwictuJUh8uRMSv2B6rya1bcP9XuX37hgGlKC/0M4jsZZHTwVFu/76AqJtg5F6GrqvVSN2tdq9vQh2SjnHHYhGJ/j3KaS1GO6FQqQ4ROq80DgFpYzJZVOx2qtv/JmMyvwdu2EnuZYk75uLCLNwYpiOnh8uQcb8viFuN8ldHEBmvJ9iMvQYR/mvceR+PivKMMZk6oNfa5uKHMD79X+ea7t4zv3HfQ01zCgUzmDDW3r1kas2SR9LjPv6+2+8ugeuIiBhriO01IyIingFmoSr0BkQ6BtGk24sm8o2owKiN0Lf7DLKmirTtI22zrkf8Wwmkox/4DmlbHLos9lgsht3Ne4ccXBj53Sg/05/vckTO/Nd7zv3vC3VK3Y9vv+kJ6z3uZzxStmuQ4XpxeDyBlE4f1vfG9eWI2G5FDx0+BWOrI3RLjcm0uOVK3LiOIlSEpwgdjBa4cdYX/fS4MT3mtlEPXLMTsrjcvTcFXZv+/afcNgxSS+cgBbLaHe+lbuxLttveVIJ66eecAaTsr0ckfDrwbdTxaQLBEsqgcH2520a/2988VAR2U9Ex3+nO2TpjMv9rbfNf/QCWPj7x2PUbaxZs2lKdzOWT48BSVTkycN3f55a95LyVF5w0LZLPiIh9iUg+IyL2Pd6NFKSVaJJPIKLZg9Spfvd3GhUPpdwyXyNr/pe0fYy0vY2seQRVR+eAJ0jb7cOejyJy0IhIAYiktCGCESG8DlVfj6DPZSsigRUoXJ1G5z+HSCKI7KQJ53XYLd+GWlYmrG0eNCYzHviG2+4UFKL21ebe1L6aEDo3hN7sFj2ofNEpjetQodTNiHhOQEpmmRuPV08rEaFtc/8vRYbzeVTIM4geWpZY29zmT4JTf2vcsusIpHXYjTWFHoxOQMp5lqC71Lqfiygin8ZkJqB0hCqCauyLtZLuvAwA86xt/okxmf9CqQVfRWptqVvXk3/cdmoQ6Z+JCP2F7vxZRHYXGJP5mLXNvwW45a4ZhyeShXEGhgoFkyhJFvJ9/anygcG66nsebCo96SIiIsYmxqjyGQuOIiL2PTxh9MrZAKG940OILNYi4jmEJtQliJC8j6xRKDVtu0jb+0nbh3ZCPHGvfRWFcX1hzUbg66Tt8A7LH4IwJjMdeD8iV93upxYRtX73v+/p7kPGfYh4eXJYh8gQwEuA3wLfMybzn+79CkRUvYrolcRK9zNIKK7B7SeByNdcRDBB4efjCAVMvYTvcK+AD7mfB9x+V6Fr6yE39iQid08Clxedh2MRaf4m8AVEaP8A3IaumVZEQi9DZHKY0dNeP1Lyx293io9xx5hnx/nGV/17NwAIRXET3DatO94Kt3yVO08D6LOZA5xOIOx9br0y4APGZKoB2jqqZnd1lZcMDpbUDA2VlPX0lVb19pVVDw2VVNx06+zHiYiI2KeIymdExL7HVjRh+gnVqzWbCIVA7yIQmuWEoqEGlNN3317tKW03kDWfcetZoO1QtVnaBc5FDwKeSBUQEWxy/9+GPqNpiNgMoXNfjz6zGkL3o0r0QDERqY3zEfmc6N7fgEhoGSJQ3rJpiNC20xfMpFDOaNJtcxDlQR6LQs6eXG5GYekEIfe0ze1rvPsbt+4GROpSqK+7BTAmMxv4AFIU17rtz3Xbesj9GHe8vtLct3T1aR4pnPppTOaN7viHkMXSFHTtJQmq6wAi9JPca7470gVu2QGC2b831PfbaHDnbsj99hZS/jXv41rrjuMhYNbwSMlwaaqQLCvPJQCGhhKp7p6y/mtuPOJ2IiLGImLOZ0RExDNAF4FY+hCswXeDSdvryJo8yqF7ih0reJM8E4hsbt3jcocmJiNiNh8RHghf6R0oJH4dUqtPRZ/TeFRIdAL6LAuE1pY5t81a5Ak63W23EinQWxAB9QUxKaTm+dadxUTLj6MaKXxPuZ/ZKG9zkEBq/dgHEUFcTcgF3eLe8xXu91jbbJ2RfD2y4xpChBL0oFPrzolBpNuiMH2vMZm/IwI4042/ApFzC5xP8OuchNq4+rzQEbddSyDtG4CfOEsmEPHd6l6f5rbh0xHY7lyvJzzAVaKUhuJ2sp2Ee6cGzObe/tKavoFURcJYmy+YDkiMoOKliIiIfYhIPiMi9iWyJgW8jNFdZyyQ62uF1Xfx3k+/a8GvRl78usovffLG+vKyXNv0KV2ticQ2i5oCh3Zf9mcEV0x0Iern3oQUucusbfYdo5ahMPLTiEyBPpNeVPxyKgpTV6Hzfh/63I4nEJ9+Qki5H31Or0PEzCBi5PMRJyPi6QnUMCG1wndJ8ipogeBjeTgidGuQ2ulbpd6Bwv5r3PLTUBHSqUgRXICU86fdckPAY8ZkvonU925EJLOI9OWR+nkyQaX1Lgz/647xakTAz3bnbLo7X2vceKtRQVW92/cDyDKskaBQDrp9dgFrjMnMRykLJ7vz9zAinvVF58L733plM00g2b4Ay39+BUa7P2zRsZhKa00hbzHoHlzOaNumiIixhah8RkRE7AXmECbHIYB8Dh76HWVr76Hs6WWVr0uSe8/669sTn+Sc3OteufzEVevGbTj1+A0PV1bkhoGfk7Yd+/MAxgqc6fi7gbeh77ohVBDzQmMy77O2+U4UVj+X0FKzARGub1nbvBRVmP8W9XfPos/uTET8+gnKn1fuDKFKu9dtayMKWU9Baqq3SWpDhNATJ2/t5ItwKtz6viXnePf3rYgw51C4etAdQz0i2He7fYKI6tEox/Mmt/+PuvU73fFWIsWxF5HxyW7bqxAJ9J2QXm1MZom1zUPAD4zJ/BH4V0R0ZxFC8L2IGFr3+0FEUqvdeWknqJbnI1L/akSEVxUdi+/C5CvdB91YfdGXceP2HZuKc3LXI8KZd9dBhTum1e4cei/dG53tVkRExD5EJJ8REfsWpWgCnIwmTbvyZkpW30mqahK55e3TazoYl5zJGvPY9UclPvzohfaYIzdPrx/fv+W1L3/sHS9544qn9+voxxamAi91f7e63z2I2LzPmMz91jZ3OsP5dyAlrxv4KfCPou34FIk8IlmeePrWlD4Xdwv6Tq1EpKnM/e5FRK+OYFU05H4PIjLWgR5MHnb7q0GEqhwpgKXInmsL8EH33gjKAb0deWUe7t7zxBOkZj6FOjj9DVXej3PjGXA/Sbefo1GV+xHuGDa4ZX3l/XnAL43JPA38CSmave7Hh8V904Rx7rVS97vBnVvj9uFzM5uQh+2g+1xy7nhOQGS9ONzuyTgEs/ohN/Zhd25b3fqt6PNPIdKeQu4Ps4o+A9+lKiIiYh8jks+IiH2Lp1EocAoKkRaevo1UdSN248aq1uzm2oSBXDvjq2exqnLxhqNb124YVwbM+nnL8W/kTZnP7cSXMWLnSCPiMbTd6yOo8GayMZkNyLB/HlLgksC/AI3GZDa5db0v5pFIwcuhUHMlo0PlOVRB/k703dqKSKXP3SwgYliFyJkPv1e5fVQjJfPFBN9Xb8G0FZHQoxBxXE2ooj8TEcdRxupF8ETNq5xJgs0TSCnsdOt7RdAb608nVKyXut9TEUH9NiKg3mg+7c6r90MtIMeGGndsFe74/edRcNucRSDbHlkUuvdFWN7D1LgxelspT/4NUq4r3N/jkJWZJ7UF1BRghVvPK6qezEZEjE2MUd0+ks+IiH2JtO0la36OJtM5wIyhbsbnR1h5+18b1+dt4jiLKSmQSKQYsQaL0tMYRBP+TBSajNgzOghV6MXwymMfIpQnMvqcHgP8PxS+zqGK6STKWaxw26tgdFGQQURmKcqJfBFB3fNFRFn00FHitpsgmM8fhULj3UgZrHHrlCFStR7lb5a4cYwndB2ajAjo5e7vw9x7jxO6Hz1KaCywGRG+bve/tym6G6m+L0AEbZBQYJUi5LOOR4VMnwN+7I6r1h2Dt0LqQ7mjdYjYe2I8xS3T7Y7tbpTnuZVQHFSL8lH7CRXyPr82j4izr2zHneMUIsoJlOO7FPimK6zyuaU17jh9cdZE4F4iIiL2OSL5jIjY10jb28maVYj0lG95nNkbH2ZuBb25JPkjhimtqqLPbCQ9aEkk0ITaiibh8UTyuVsYk2kCXoGIThdS5IYQaalGBKoVKZS+qMZjPKom956RXkUbRqH4w1Go2xcL+eKXAUS0XomIordc8lXX96Oq+c+693Lo+3cTKtTpR6Sw0Y251a1bgtTC8W7sfn9etRt2y7wRhaqPRuQN4BTkD/t9YLUjYrehwp5hN94CImVPAb9CBLfBjaux6Hzhfqfd/hJIua9HauJGgproz/V4N5aEO5c+J3Oy2+5mpJxOcueqG5HKCW5/W9y6kwgFXb5Qz6c8JNw217nXahDx7CfkoFaj/No3u/83IsK8BN9atMH4rkqbabW7UpAjIg4sRKuliIiIZ4S03YBy6tj4sJkAfKye1okDlGe7qW3oo6pkKcf4SulNaKKsI5hxR+wExmTOQVXZNYh8+GKeBrdIj/v/FPfjC4TaEOGbRFAyR5BCOIAITh4R0A5kT+SVy0FEdmpRB6Ibgd+5bc1DZKse+DihIGYzcAuh0no68D1EmusJhGmzez+NCHE5gQz6IpsRFAqfhcL3JYQwdxq4rihV47duzBcQ2lZeBfzM2ub1xmROcMe+xR2PbyPqcy+9R6mvzu8lNDCw7th8+N6H270y6ZVLP+aVyDR/LVI+D3NjT7lzXIKiA7jt+uP2LU39uHzDhl5E8Lvceb/YFYv9GKmyQwT1tgv4rq3/dAUNn34vIu0W6KLBXE6rfZSIiIjnDZF8RkTsZzRb255Rb8OTprBxVifjy/7Bea8dpKIBTdDrkBp0m7XNG3e/tUMXxmRmAT8h5HmmEIkqBxYDP0Rm6i9DRMPnP5ahMO9iRI4qEBlqR3mHxUUvIKXPV6R79dOrkAlEGMvc+pXu/RlIbRtAimESqaj3ItVvLSo2etj9fzywEKmsU9w2Nru/KwgE2aA84qkEO6cRRN46EPk8FRUc4SrVf2FM5kpcy0trm4t9ZB9256DajbF4jkgSiCdu+77gZ4I7dl9J7vM5vULsW8QWh829+XwHymF9yu3vbHfcPlfVos/U2y0l3OsDiPgPuNdXIZX6FDeeo4FPum0+TSDE3UBlKbk5wMtRWsW6ovf/kwbzP7Ta+KAXEfE8IZLPiIgDAM3W9iEl7BYAYzK/QoUnp6PJezHq6R2xE7i+5B9DilgvgZxNQgriie732YR8Td9ZyOcLznb/9yKl2SJSMhcppt5OqRKRGZ/f6Ns9+gKh8wg91n1o2Hfs6UQEqRwpfeMRUf0zMNPaZt8O86/GZG5Geb6fREplmtAZybf79OTPE0Jf6LPt1LCTim5rm/uQmrg9lgE3uGMod+fGk0nfYchvM+s3545hEBHJcYTe7RDIZ96tm3DL5t15+jbwb0jxTSKi7hVrr5Qm3LH6dIVir9B6FEo/3L1fjQj8EPoMfMekje68NQKdLy994nC3TrHJfA+6hk5DubsRERHPAyL5jIg4AGFtcy9wpfuJ2DOmodD6CEGp9AVBVYiU+CIebwwPwUC9DPg6IjOHIf/KGoKyOICUOhAJfRcqSmpA5MrbCB3rtteNCJM3VvfEFUTQVgFnIYLXC7wGeLExmQ9Y23wXgLXNg8Zkcm7ft6JQcicqkvKV9sUWRcUG9SD1rxUV9ewVXF7oZxAB9lX7CUJVf4VbtB+F+f05HERkb7VbZjwhV9N/Dr6hQp6gCj9KUEIHEHGscfvzOZxebfVE3jcBSKDweRn6jD3hbESfwSAivWWIuPuK+hRQUWMGy9l5xtwwOqcRERHPEyL5jIiIOBhQighfB4F8eJQD16NQei8ijMXh43JcSNza5i3AFmMyj6B8wxEUZh+HnAb6gSesbR4xJvMBVLzjvSN9pfk0QjV7BaEoCAIB8yrryqJxTgS+bEzmi4RWmme5ba9yx3YkweOz0x3PMCJYj6HcRo8u4P3bhdX3CGub29wYRhAJTxOM80fcsdS4YxtBpHG9O646gptAP8EmyacDFBPHAeA3qBDIFwzNQCkHlW78SQIBhWC3VOm2PYNgE1XmXvedwyCQ3XK3vyG3XPevh4456YdVfy6UGFvKaHXYk+KIiIjnCZF8RkREHAxYi8jO7ahrzjhEPFIojPwjpyReBbyHULxSgkjOowQjeqxt7gEeKtq+J6Xb2jha27zGmMzPgPcie6bzkQLnc0Bx264kVI4XEOE8FhEuj3KCWvivhJB6EyJZQ4iAdhKKcta5bfaglIK7gQ8R2mbeZG3zAM8CTgG9FXg7UjNzSEltJBjFe/J5LSLTvjVnlRvvhehzeMr9bnLn4wl3DH93Y/dqrS+A8tZKvtLek2vvlTrk3vcdj3xFfSd6sEi45S2jw/S+AUAW+MsgqUm/GT76b28ue+RCQtOAcW58Dz6b8xYRcajCGHM5KsTcYq1dsKflI/mMiIgY87C2eciYzE8QEbwNhU1rUQ5txtpmb5/zv4j4HY5IVJv7uc7a5vYdNuxgTGYKCo0fDSSMydyLrInORMQzRwhN1yJi1IvI01pEhnIE380ugq9lBVJZfUrAdII6+xRSVse74xogqLz3EdTbacAalzP6XFlxlaM8yXEEcuwLrDrde9Wo2KkVEUlfqJR25+AWRKi73Hnwiq9Flf2vRGTyWLdPnxPqi6dSBCXVF3QlkbLtQ/e+qKuBkCbgC5z6CCF/n+LQiStkelvvy+9/c9kjDyCFuQb4I3APrTZ2PoqIeGb4Gfp+/cXeLBzJZ0RExEEBa5uXGJP5JOqq47sGLS8inljb3GVM5j9QF6OTEBm5AfU93ymMyYxHxUwViAjOAi5BlfNPI4I4E4XFyxDpqSQUywy61zYAd7q/LyH4W9YSugL5lpm+r3k9Im3TkBn7E0iF9Sbtw0hRrAS6jclUAf2764Llep2fjhTWaUjlu8wR12LUuOPrRPmupYhgznHj9vOHRcrxrcBF7lw0IluwpaiCHmSrNIyIpPf1rENFVZ7QtiHCWOfe9x2LOtx57HLnZMidi1KksOYI6mZx8ZUnpp6sliOF9SzgoRGSa2i1g8iQPyIi4lnCWnurMWbm3i4fyWdERMRBA2ubN6HK8d0tswW4zP3sDU5HZHYayqn0xTFplHN4BCJVeUJFt1fahhG59N6b3uvyLkSAqwgEy7eSLM5HnQzcgQjodKTMrUWpAxcT+ps/BnzYjXGtMZn7gSutbV6+k+N5NfBp9/cgUh9fbEzmjdstv4KQo7kCkc6822cNInTliJhuQNZQTYg4liOHgRKkflYjUjrijqndHWMjIUQ+kdAKcx1KI2gHXojU14lF29iMlM65bqy+j7wPzfvz3IdC6v1uXNZ9HgXgFmubvRF9RETE7tFgjLm/6P/LrLV7+x26AyL5jIiIiNg9piKyMpfQ1tFXzifc++2ISBZ31ulHpGuWW38CImfXEApi2hHh8uFlny+aKNr+kcgO6HZEyD7t1v8zUhpL3DYmIrI71+3rX4zJfA/4nbNWwimj7yEULIHUzEnAh43JvL1INc2i0PrJ7vdG5KHZ7o6t3p2Ph9y+J7jz0oVIXwUqHqp345pJCM9bRCh9lyVvo5Qj+JhWu2OpIPSl73brTkJkHEJYPUlIZQCppb6tpm+xWeXO7yOIxEdEjHHss4Zcrdbak56rjUXyGRERcUjDmEwF6sVeDdxpbfOa7RZZCZxDqFz3Fdi+R7sp+r+AlEJPonzhUTcibJXAS1F42SIFz1eS17u/IXiHplCv9XkorP06RKDWEkza21Eu6mq3vya3Xg54z4Rx/fOX3dLYMn9e6+ay0v9ODA2X+BaexehGJLccGDAmcwzKny1DRPVIRH5bUUW/QSF1b0P1L/j2lELO/T3OHdcG1Lu+wf3vw+cQ1OIhQrFRHaFVaAmhiGnEHa9/EPDn3xeQ+er2Abe/qQRC2l+0Tjej/T0jIiL2ISL5jIiIOGRhTOZk1Pvc90O3xmR+bG3zV4sWuwdZKvmuPSWEsC4En89x7vdf3O8LCfZEOULRUSMiUhsI7Tl9iL6M0KLSV7X3ojB0G/AmRPog9Dv3PeC9qX4KaIDCSP34gSmzp3dMfPDRyUfOn9e6Zd0D31g37cQP5oeGU9urhGWILI44dfTfEUHsRxZVXYiA3uD2t75o3aQ73ipCugDunPYhEnizW+40lLownZAXO4AIZ3GOZjci0b7Ayve0L9OxkSPYN3mvTm/pNITSBJYhNXbAnRdPcp9CRD4qnxFjHGO3uXtiz4tEREREHHwwJpMCvotIiw8rbwXeaUzmLL+cs136AurXXkbIUfRdfwbQd2kCkZ2TkO3SeEKxzFpE7joRkXsakdoUIloQCKQvmskjEvUUgeD2EszdWwkhZ5+LOc6Nr7SuZqhywrj+kjUb6iquvWleGbCmsb5/ytvfsGQTIsA+9F+OyF+L8wSd596fBZyLlNqjUW7rQqQQN7h1y1De6xUEq6MUIpEVKMS+juBN+gAi3cXdi8rcOSlxYxlChLWTYMPkK98rCC03PbFfhYqwht15ftCt3wu8A/gM8nld4j7DzwK/2F1RVkRExDODMeY3KJf9cGPMemPM23a3fFQ+IyIiDlW8AJHFjUWv+arpVyF1DJDxOvBBYzI3AV9CxCyFVMsygsXPCMGcvopADMchIuYLYO5FatxNKIw9jqAmesuiWkRca1FIHUTkZqKinS2IZJ2ISNcsQptLxtUNVlhrhgoFk+joKvediTZ87VPXJ3/6u+NX9A+UXkAI7/8M9Xw3qK3rMW47TYQCnz5EEodRJfs8gqJ4MvL7PIegAK9y52CNO8/1qJI/7Y7Vd4Ka5N7vc8d+s9teNaFYaLw7x574e+V2I8FOaRC4jtBZ6QngMffwsNsitIiIiH8O1trXP5PlI/mMiIg4VOEVtO1RIORejoK1zdcak1mHlNBjUKGN96YcQOSpApE039qzBqlwk91mliCf0Qnu/VmESuxupB4OuDHMRDmOPkScAL6B/DKPQ4U0n0IE8OOInCWBXDJpB3O5ZBJIpif29vhjKy8v2L6VX/i4afr0p1FO5DrvcWpMZiawgGBz5NtcTkRK61pEBK9GdlGWoGROQ8rm3e7YulEb0ncRUhZAhLrD/V1CqHx/HKmWQ24MBQKp9w4AvpWnbw5g3b4muPde5j6DJ9DDxURjMl+MKmfEwYt9VnD0nCKSz4iIiEMVdyGiU0no9e6LV/66m/WWIgJ5DOGb3+eCehI0DpG2NqQc1iClNIlyJ71iWI3CyzVuDL5Iqd4tO9H9PheF6h8FbnSm+saTKmMyRxE6MlUD1a3tFWWNE/qSjQ0jAxees9KT14kolN9nbXOvG18xDnfjvh+lDvgq/BQinj2IfE5DyucWgu2SV2WfRuTyP9xxbnXnuBwRzeLORb7l5lZEYofcODa5sba55UFksw1ZT+UQudzg3vPnKuWWr0MWT4chol7cxjQiImI/I5LPiIiIQxLWNvcZk/k08HlCO84EIi2Ld7NqNQpHX4m8Nuvc617ZSyISNIzIkbdl8lZCBimenowlEQkbdtv2HYAGUb5nI/quHgK+Zm3zkBt/sZrnlcSHkSLa2z+QMjXVI9NOPm5D98tf/IRBRT69wC9I210pgd4mKgvciFwA+t2YfOvMQTfWw92+/LZWI9J8BTqf3r+0FYXZS4vOUQ0ikj7NIVF0DCCS+yghxzXhxlTq1utHKusVqCq/imCDlXT7P9ZtY9wujjUiYoxj7BYcRfIZERFxyMLa5j8ak3kEtXr0atnfrG3e3Te6b+N4NCE30xccgUiQr0BPEHqge+I1iMhpyv1fhwiVVzu9hZMvMrJITcy7fW+rNDcmczTqtOTH0onySSfmciX1y55s+Nu3PnPdDyrKc40ob3MJadtdtH4FUmLLENF9xO27yi1/LyKY3grqCDeW9xHIbKU7tsPcMQ24H++HWofIYp87V73u9RE35rXuWGvcOGpR69ANwAVIqT3GvfcYQaUGKaaHu+OeVHT+R1Bu6WOItEZERBxAiOQzIiLikIa1zU8BX93jggEdiHiNR+Fhr2J6GcJ7SY6gUPAgoetRL0GqGCFUhLcTjNg9eSomWRAILQDGZE4Efuz23eXWmer+fxi4ZXgk9buzX7lmIzuBMZm5qG3oHJQuMIgKj74LvLvotduRynghKh5qRz3tJ7hzUGwLZd3x1BL6wKfccsU97p9GhPUm4CfutTPdeg+gsP+w+/vEon2sceulESldQTCo95ZNIwTP1dutbd7p8UdEHByIymdERETEQQ9rmzuNyfhiGK/oeZskS+ju04dC0ROQwjdYtFwCqZo+ND+N4EPpc0ELBFW1CxHX9QDGZJLA+932vLH7oFu3A/imtc2P7OoYnM3Uf6EORMZt27/WBnwI5UrmEVF8vdvuBkQgJ7pN+U5MxfE/XxRUTujy5P05n0a5qdcjYlhsdr+zvMzlwHJjMlejYqJz3L7+iirYB1GB05lI/RwiWFz9Gfj5rs5BRETE/kMknxERERHPHCsRSfOtM70/pydgWwmFL52I2A0hMlnn/r4F+AEipy9GfpqthAKeFCKAjyLCdZnz4QQRrEZCG8okUv4GUVX9W43JdCKid4u1zdtC7Q6zCJ2K/Hs+NeDfgKuL+7wbkzmSkJM52Y3N52oOEdqC5gldkUbc8gmkWLa5/dUhK6tTjMl8y9rm4lzPHWBMJgGcjkLwE1Ao/YGilqE/RMR2ghvXeqRIf67ofEVEHITwdsBjD5F8RkRERDxz3Iqqwe8EzkLfpePQbFCK8iB7UDj4dtQOci4Kh68AWoB7fW6pMZnlhH7ltYjAlSNCeTNSMtucD6dvP5lA4efi2cd3UkojovdK4IXGZD7n/C49jBvvEKPhyeMEROA8sig3dBg4lWAObwlFVL67EO74BxCJvsadk7ORwjrBnYcm4C3At3dyfovxauAjhKKtw4FTjclcam3zemubHzYm8ymkjE5B5/daa5tjB6OIiAMUkXxGREREPHMsRmTyJYQ2kZuR6XkNUuLWIpLoWzrOccs2IaP6bmMy1yLLpypE7kqQwug7+Ex2v0uNybwPdRjy1d+TGe0vmkAE9nFEwLxv6HREkK8tGv8qpMj6Vp8Q1NutiCQW43qkPp6FOhr5CnevLPp8z373dwfK53wYOAHlbbYhZTbpXrsFONaYTK3bzhFu/yu8GmpMphxZNnk/UNxxzgAuRd2LsLb5cXfcERGHGGLOZ0RERMQhAWube4zJfB6pcD43czqhuGgSUih7ESF7AYGgzUekrwb5d+YQSZxIqJTvRiQw717/OCKdM92+Kgnf3zWE/MpORHqLrZS6UT/1awGMycxAFfJpROI6CH6fHcBi5wFafLxPGpNZhdTLIaR6drv9+i5OmxHp7XT/DyOyeiIhlWC9ey+P8ly7kF/ope58ARSMyVxhbfM/EMGexGgVtuC2dToRERFjEpF8RkRERDwLWNucMybzGCKHq5F6WU/oyJNC/dtL3TIjKOTcSLBm8mHy8UWvjSCCWYHIms/prEek06uivjVmEpGxDYSq+2KUIyKLMZnJwO9RyL3TrZN227kP+BNw1fbHakymBBHBtQSy3eDG4Ds6/YGgmL7cvbfJvTaAyKZXWb0p/FLgre79Le69UuDNxmSedK8X3HkpTi8oYUd1NiLiEMPY9flM7HmRiIiIiIhdYDEicuUo//MRpAj+EfVd97mg3oOzihDe9qb2vljHG657o/chpPolkapZ6Zb3xT7WrVfqtjvd7cfbOkHoJvQPYzKNqIq9HuVwDrjfS922Pmpt8++tbfaFQsXwuZ1tiDROIPRa9/mec93YqtxPuzsX3rM0hVTOOYSCJ39OivNRh932jkeE9AFEdMvc8ftj+sNOxhkRETEGEMlnRERExLOEtc1Lgf9DZGkKClv/D/BOlI/4KFJF/4HIqLdT8uposZo3SChYSiGyBVImj2Z06BlEWpMEJbQKEcJaFJ6f5vZzGSrG+TIq3hmHyKOHJ5uzdnOceVRkNR7lsSYR4fZzSA9wGvBmVJVehohqHlXcTyF0aRpASmwr8C+IkF6IuinNIXR4SrguTp9Glkvlbv8jyEZpd12oIiIOERT20c9zixh2j4iIiPgnYG3zvcZk7kfh50FH1ACWuR8f7v5/iJBNJeQ99hP6wHuD9hQiWOvc77uRDdOTiNxOIXRL8mHsPAp9r0LK5H3ANxBhfQtwMrI72ojI6US3z15CCH9b56Rd4AZ3DHkCAe11Y5yGFM5aQovQi1HRUac7rmqkhvp+93WoyKjgjtWiTkb1SPFc6s7vU8Zk3omq7BtRYdGDvs1oRETE2EMknxERERH/JJxlUt9u3t9kTOaTqFXl/0NksML9DCLi5vvBg0ijQZ6WfSicvw6RuFZEYCciFbEEhbfXEyrO61FVfTtwBoHcPYKUxiRSEQeQsnqHtc2r9nCYc5D6uMmN09tBVSGy6ZXaEUR008BFiICXIeK8GhHIpqL12xEx9R2RDgOudMv689fK6Gr9iIiI6PMZEREREbE7WNs8CNxtTObVwEkozNyE1MtORMaORdXwW5HS6VtDDgC/trb5Ib89YzL/iqrEGwjFOjWoiChHaEFZXKyzBXUHOoeguF4HfGIvDuEURCx9fmYToUd9Ac2ElpB/uhYR1R43pia3z3pEuL0Z/Va3/qM4WyngERdyj4iIOAgRyWdERETEPoQjVfcZk3kUta28CIXSFwNfRzmOJUjhBCmcHSjvsRi/R0T1FSiEDQqDL3PrbESh+I2E6nZQi8sC8Hfgj9vbKu0GU1AofL4bny/8GXV47nel+5mBiPCTiAzPIfR790S2C4Xrvarr7Z8iIiIOUkTyGREREbGP4Xqzfw94IVI1DTJePxkR0HegPEqDQtg/2j7H0drmfmMyH0eq5glIXdxMIJ5LrW22xmR+gXq2+/7yVW7Zq54B8QS1FK1FCuU5KB0gScgZLf6haByrkLr5W1T4VIXI6Gqk9Fb704IU0ycRQY6IiNgjxqbVUiSfEREREfse56BczCxh9kihwqKfAs2IvFlg665C0NY2543JfBp1WjoPKZw3I6P4IbfMk6795BnIumk5au3Z/wzHfB1KF5iMwum+K5HP+fQWTxapmt6z1Cu4w8C9iGAvcevf4bY5CeV/3gr8wbcdjYiIODgRyWdERETEvscp7ncxyfKE7URn4bR5bzbkSObV7mdXy2xG3qPPGtY2rzUm8wXgm4gY96AQvz8Wn/Np0HFtRqpuMXEeRAS0iaCQLgPei9pq5oiIiNhLjF2T+Ug+IyIiIvY9unbz3gGb72ht8ypjMt9Ffp6rgTcg6yRvvZRDhDOHCo7GMdpIvw74KlJO56Jiq+XWNg/sy+OIiIjYv4jkMyIiImLf41pkRD+OQEQnoKKgG/fPkPYad6Ge7TNRUZFB+Z8FQsvLGmT/dAcqVPIdkn4GPOrSCLbuy0FHRBycGJvKZ+xwFBEREbGPYW3zGtQJqQflUE5GuZH//ixyMfcp3Pi+DPwS5Y/mkKXTFlT9XoPyV49Auag9wHeBD1jb/PdooRQRERGVz4iIiIj9AGubrzEmcyciaSPAY9Y279Ko/kCCI6B/MyazHJHQaegYelH1eg9ScS2qcJ8PXLJfBhsRcdAimsxHRERERDxDWNvchkLTYxLWNm80JvNa4LXAie7l8yjqToRsnWYiFfTqfTi8iIiIAxSRfEZEREREPGu41pf/B2BM5h3Iu3RnOJJIPiMinmOMzZzPSD4jIiIixhjMpcwETkdFPTfZyxncvyPahvUEC6VieLP8iIiIiEg+IyIiIsYKzKUY1If9LQSS12ku5d32cpbsv5Ftw00o5D4dFSBZoBEVU/1p/w0rIuJgxdhUPmO1e0RERMTYwfnAvyGboo3upxz4rrl0/3+fW9s8AvwrcDtQj8zolwBvHCvFVBEREc8/ovIZERERMXbwKtSmsrgTUDvqGHQKcPf+GFQxrG3eALzNmEyl+/+Ato6KiBi7iB2OIiIiIiKef5Sz89nGog5CBwwi6YyIiNgVIvmMiIiIGDu4DnUXKkYVaml5774fTkRExP5F9PmMiIiIiHh+8UfgpcAZSAE1aPb5iL2c2B89IiJiTCCSz4iIiIgxAns5OXMplwIXIj/NDuAqezlP79+RRUREROw9IvmMiIiIGEOwl1MA/up+IiIiDlmM3YKj/W7NERERERERERERceggKp8REREREREREWMSUfmMiIiIiIiIiIiI2C2i8hkRERERERERMeZgGatWS1H5jIiIiIiIiIiI2GeIymdERERERERExJhEzPmMiIiIiIiIiIiI2C2i8hkRERERERERMeYQfT4jIiIiIiIiIiIi9oiofEZEREREREREjElE5TMiIiIiIiIiIiJit4jKZ0RERERERETEmEP0+YyIiIiIiIiIiIjYI6LyGRERERERERExJhFzPiMiIiIiIiIiIiJ2i0g+IyIiIiIiIiIi9hli2D0iIiIiIiIiYkwiht0jIiIiIiIiIiIOQRhjLjLGPGGMecoY87HdLRuVz4iIiIiIiIiIMYcDp72mMSYJ/B9wAbAeuM8Ys9hau2xny0flMyIiIiIiIiIi4p/BKcBT1tqnrbXDwG+Bl+9qYWOt3Wcji4iIiIiIiIiI+OdhjPkr0LCPdlcODBb9f5m19rKisbwauMha+3b3/5uBU621/7GzjcWwe0RERERERETEGIO19qL/374d2iAQBGEY/SckVAECQU8UQU0UgaMGNB0QqiBZ7AnWcMlg3nO3GXHyy0723/+wUF/Opreb1u4AAKzxTLJffO+SvGbD4hMAgDXuSY5VdaiqbZJTkuts2NodAICfjTHeVXVOckuySXIZYzxm8x4cAQDQxtodAIA24hMAgDbiEwCANuITAIA24hMAgDbiEwCANuITAIA2H8lOwe0/I6SQAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))" ] @@ -1694,7 +2271,28 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.49 s, sys: 219 ms, total: 1.71 s\n", + "Wall time: 157 ms\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "pca = PCA(n_components=2, random_state=42)\n", "%time X_pca_reduced = pca.fit_transform(X_sample)\n", @@ -1713,7 +2311,28 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 16s, sys: 7.77 s, total: 1min 24s\n", + "Wall time: 8.86 s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "lle = LocallyLinearEmbedding(n_components=2, random_state=42)\n", "%time X_lle_reduced = lle.fit_transform(X_sample)\n", @@ -1732,7 +2351,28 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 18s, sys: 6.54 s, total: 1min 24s\n", + "Wall time: 7.57 s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "pca_lle = make_pipeline(PCA(n_components=0.95),\n", " LocallyLinearEmbedding(n_components=2, random_state=42))\n", @@ -1767,7 +2407,28 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1h 5min 8s, sys: 7min 56s, total: 1h 13min 4s\n", + "Wall time: 12min 12s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "%time X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X_sample)\n", "plot_digits(X_mds_reduced, y_sample)\n", @@ -1792,7 +2453,28 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1h 11min 58s, sys: 5min 42s, total: 1h 17min 41s\n", + "Wall time: 11min 5s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "pca_mds = make_pipeline(PCA(n_components=0.95, random_state=42),\n", " MDS(n_components=2, random_state=42))\n", @@ -1820,7 +2502,28 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 5.04 s, sys: 74.5 ms, total: 5.11 s\n", + "Wall time: 685 ms\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", diff --git a/09_unsupervised_learning.ipynb b/09_unsupervised_learning.ipynb index 78fff00..dd4e28b 100644 --- a/09_unsupervised_learning.ipynb +++ b/09_unsupervised_learning.ipynb @@ -145,7 +145,20 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–1\n", "\n", @@ -190,7 +203,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–2\n", "\n", @@ -314,7 +364,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 0, 1, ..., 2, 1, 0], dtype=int32)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred" ] @@ -323,7 +384,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred is kmeans.labels_" ] @@ -339,7 +411,22 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-2.80389616, 1.80117999],\n", + " [ 0.20876306, 2.25551336],\n", + " [-2.79290307, 2.79641063],\n", + " [-1.46679593, 2.28585348],\n", + " [-2.80037642, 1.30082566]])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans.cluster_centers_" ] @@ -355,7 +442,18 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 0, 1, ..., 2, 1, 0], dtype=int32)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans.labels_" ] @@ -371,7 +469,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 2, 2], dtype=int32)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "\n", @@ -397,7 +506,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–3\n", "\n", @@ -471,7 +593,21 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.81, 0.33, 2.9 , 1.49, 2.89],\n", + " [5.81, 2.8 , 5.85, 4.48, 5.84],\n", + " [1.21, 3.29, 0.29, 1.69, 1.71],\n", + " [0.73, 3.22, 0.36, 1.55, 1.22]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans.transform(X_new).round(2)" ] @@ -487,7 +623,21 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.81, 0.33, 2.9 , 1.49, 2.89],\n", + " [5.81, 2.8 , 5.85, 4.48, 5.84],\n", + " [1.21, 3.29, 0.29, 1.69, 1.71],\n", + " [0.73, 3.22, 0.36, 1.55, 1.22]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code\n", "np.linalg.norm(np.tile(X_new, (1, k)).reshape(-1, k, 2)\n", @@ -530,7 +680,20 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–4\n", "\n", @@ -598,7 +761,20 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–5\n", "\n", @@ -634,7 +810,23 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(init=array([[-3, 3],\n", + " [-3, 2],\n", + " [-3, 1],\n", + " [-1, 2],\n", + " [ 0, 2]]),\n", + " n_clusters=5, n_init=1, random_state=42)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "good_init = np.array([[-3, 3], [-3, 2], [-3, 1], [-1, 2], [0, 2]])\n", "kmeans = KMeans(n_clusters=5, init=good_init, n_init=1, random_state=42)\n", @@ -645,7 +837,20 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code\n", "plt.figure(figsize=(8, 4))\n", @@ -670,7 +875,18 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "211.59853725816836" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans.inertia_" ] @@ -679,7 +895,18 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "219.43539442771404" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans_rnd_init1.inertia_ # extra code" ] @@ -688,7 +915,18 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "258.64724728961636" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans_rnd_init2.inertia_ # extra code" ] @@ -704,7 +942,18 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "211.59853725816856" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code\n", "X_dist = kmeans.transform(X)\n", @@ -722,7 +971,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-211.5985372581684" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans.score(X)" ] @@ -752,7 +1012,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(init='random', n_clusters=5, random_state=2)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code\n", "kmeans_rnd_10_inits = KMeans(n_clusters=5, init=\"random\", n_init=10,\n", @@ -771,7 +1042,20 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code\n", "plt.figure(figsize=(8, 4))\n", @@ -783,7 +1067,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "211.5985372581684" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans_rnd_10_inits.inertia_" ] @@ -858,7 +1153,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "MiniBatchKMeans(n_clusters=5, random_state=42)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.cluster import MiniBatchKMeans\n", "\n", @@ -870,7 +1176,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "211.65239850433204" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "minibatch_kmeans.inertia_" ] @@ -941,7 +1258,18 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "MiniBatchKMeans(batch_size=10, n_clusters=10, random_state=42)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.cluster import MiniBatchKMeans\n", "\n", @@ -961,7 +1289,27 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100/100" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–6\n", "\n", @@ -1021,7 +1369,20 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–7\n", "\n", @@ -1044,7 +1405,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "653.2167190021554" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans_k3.inertia_" ] @@ -1053,7 +1425,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "119.11983416102882" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kmeans_k8.inertia_" ] @@ -1069,7 +1452,20 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–8\n", "\n", @@ -1101,7 +1497,20 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–9\n", "\n", @@ -1179,7 +1612,20 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–10\n", "\n", @@ -1250,7 +1696,20 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–11\n", "\n", @@ -1319,7 +1778,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(533, 800, 3)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import PIL\n", "\n", @@ -1343,7 +1813,20 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–12\n", "\n", @@ -1417,7 +1900,18 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(max_iter=10000)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", @@ -1430,7 +1924,18 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.7481108312342569" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg.score(X_test, y_test)" ] @@ -1439,7 +1944,18 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.906801007556675" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – measure the accuracy when we use the whole training set\n", "log_reg_full = LogisticRegression(max_iter=10_000)\n", @@ -1478,7 +1994,20 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–13\n", "\n", @@ -1519,7 +2048,18 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8488664987405542" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg = LogisticRegression(max_iter=10_000)\n", "log_reg.fit(X_representative_digits, y_representative_digits)\n", @@ -1555,7 +2095,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression(max_iter=10000)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg = LogisticRegression(max_iter=10_000)\n", "log_reg.fit(X_train, y_train_propagated)" @@ -1565,7 +2116,18 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8942065491183879" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg.score(X_test, y_test)" ] @@ -1602,7 +2164,18 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9093198992443325" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "log_reg = LogisticRegression(max_iter=10_000)\n", "log_reg.fit(X_train_partially_propagated, y_train_partially_propagated)\n", @@ -1627,7 +2200,18 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9755555555555555" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(y_train_partially_propagated == y_train[partially_propagated]).mean()" ] @@ -1652,7 +2236,18 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DBSCAN(eps=0.05)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.cluster import DBSCAN\n", "from sklearn.datasets import make_moons\n", @@ -1666,7 +2261,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 2, -1, -1, 1, 0, 0, 0, 2, 5])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dbscan.labels_[:10]" ] @@ -1675,7 +2281,18 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 4, 5, 6, 7, 8, 10, 11, 12, 13])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dbscan.core_sample_indices_[:10]" ] @@ -1684,7 +2301,24 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.02137124, 0.40618608],\n", + " [-0.84192557, 0.53058695],\n", + " [ 0.58930337, -0.32137599],\n", + " ...,\n", + " [ 1.66258462, -0.3079193 ],\n", + " [-0.94355873, 0.3278936 ],\n", + " [ 0.79419406, 0.60777171]])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dbscan.components_" ] @@ -1693,7 +2327,20 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–14\n", "\n", @@ -1755,7 +2402,18 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsClassifier(n_neighbors=50)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "\n", @@ -1767,7 +2425,18 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0, 1, 0])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new = np.array([[-0.5, 0], [0, 0.5], [1, -0.1], [2, 1]])\n", "knn.predict(X_new)" @@ -1777,7 +2446,21 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.18, 0.82],\n", + " [1. , 0. ],\n", + " [0.12, 0.88],\n", + " [1. , 0. ]])" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "knn.predict_proba(X_new)" ] @@ -1786,7 +2469,20 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–15\n", "\n", @@ -1801,7 +2497,18 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-1, 0, 1, -1])" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_dist, y_pred_idx = knn.kneighbors(X_new, n_neighbors=1)\n", "y_pred = dbscan.labels_[dbscan.core_sample_indices_][y_pred_idx]\n", @@ -1843,7 +2550,18 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SpectralClustering(gamma=100, n_clusters=2, random_state=42)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sc1 = SpectralClustering(n_clusters=2, gamma=100, random_state=42)\n", "sc1.fit(X)" @@ -1853,7 +2571,24 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1. , 0. , 0. , ..., 0. , 0. , 0. ],\n", + " [0. , 1. , 0.3, ..., 0. , 0. , 0. ],\n", + " [0. , 0.3, 1. , ..., 0. , 0. , 0. ],\n", + " ...,\n", + " [0. , 0. , 0. , ..., 1. , 0. , 0. ],\n", + " [0. , 0. , 0. , ..., 0. , 1. , 0. ],\n", + " [0. , 0. , 0. , ..., 0. , 0. , 1. ]])" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sc1.affinity_matrix_.round(2)" ] @@ -1862,7 +2597,18 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SpectralClustering(gamma=1, n_clusters=2, random_state=42)" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sc2 = SpectralClustering(n_clusters=2, gamma=1, random_state=42)\n", "sc2.fit(X)" @@ -1896,7 +2642,20 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(9, 3.2))\n", "\n", @@ -1950,7 +2709,23 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['children_',\n", + " 'labels_',\n", + " 'n_clusters_',\n", + " 'n_connected_components_',\n", + " 'n_features_in_',\n", + " 'n_leaves_']" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "learned_parameters(agg)" ] @@ -1961,7 +2736,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1],\n", + " [2, 3],\n", + " [4, 5]])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "agg.children_" ] @@ -2014,7 +2802,18 @@ "cell_type": "code", "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "GaussianMixture(n_components=3, n_init=10, random_state=42)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm = GaussianMixture(n_components=3, n_init=10, random_state=42)\n", "gm.fit(X)" @@ -2031,7 +2830,18 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.39025715, 0.40007391, 0.20966893])" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.weights_" ] @@ -2040,7 +2850,20 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.05131611, 0.07521837],\n", + " [-1.40763156, 1.42708225],\n", + " [ 3.39893794, 1.05928897]])" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.means_" ] @@ -2049,7 +2872,25 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0.68799922, 0.79606357],\n", + " [ 0.79606357, 1.21236106]],\n", + "\n", + " [[ 0.63479409, 0.72970799],\n", + " [ 0.72970799, 1.1610351 ]],\n", + "\n", + " [[ 1.14833585, -0.03256179],\n", + " [-0.03256179, 0.95490931]]])" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.covariances_" ] @@ -2065,7 +2906,18 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.converged_" ] @@ -2081,7 +2933,18 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.n_iter_" ] @@ -2097,7 +2960,18 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 1, ..., 2, 2, 2])" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.predict(X)" ] @@ -2106,7 +2980,24 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.977, 0. , 0.023],\n", + " [0.983, 0.001, 0.016],\n", + " [0. , 1. , 0. ],\n", + " ...,\n", + " [0. , 0. , 1. ],\n", + " [0. , 0. , 1. ],\n", + " [0. , 0. , 1. ]])" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.predict_proba(X).round(3)" ] @@ -2122,7 +3013,23 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.86944074, -0.32767626],\n", + " [ 0.29836051, 0.28297011],\n", + " [-2.8014927 , -0.09047309],\n", + " [ 3.98203732, 1.49951491],\n", + " [ 3.81677148, 0.53095244],\n", + " [ 2.84104923, -0.73858639]])" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new, y_new = gm.sample(6)\n", "X_new" @@ -2132,7 +3039,18 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 1, 2, 2, 2])" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_new" ] @@ -2155,7 +3073,18 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-2.61, -3.57, -3.33, ..., -3.51, -4.4 , -3.81])" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.score_samples(X).round(2)" ] @@ -2171,7 +3100,18 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9999999999215021" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – bonus material\n", "\n", @@ -2196,7 +3136,20 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–17\n", "\n", @@ -2293,7 +3259,20 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–19\n", "\n", @@ -2453,7 +3458,18 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "8189.747000497186" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.bic(X)" ] @@ -2462,7 +3478,18 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "8102.521720382148" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.aic(X)" ] @@ -2478,7 +3505,17 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bic = 8189.747000497186\n", + "aic = 8102.521720382148\n", + "n_params = 17\n" + ] + } + ], "source": [ "# extra code – bonus material\n", "n_clusters = 3\n", @@ -2513,7 +3550,20 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–20\n", "\n", @@ -2555,7 +3605,18 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.4 , 0.21, 0.4 , 0. , 0. , 0. , 0. , 0. , 0. , 0. ])" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.mixture import BayesianGaussianMixture\n", "\n", @@ -2575,7 +3636,20 @@ "cell_type": "code", "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this figure is almost identical to Figure 9–16\n", "plt.figure(figsize=(8, 5))\n", @@ -2587,7 +3661,20 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 9–21\n", "\n", @@ -2676,7 +3763,59 @@ "cell_type": "code", "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".. _olivetti_faces_dataset:\n", + "\n", + "The Olivetti faces dataset\n", + "--------------------------\n", + "\n", + "`This dataset contains a set of face images`_ taken between April 1992 and \n", + "April 1994 at AT&T Laboratories Cambridge. The\n", + ":func:`sklearn.datasets.fetch_olivetti_faces` function is the data\n", + "fetching / caching function that downloads the data\n", + "archive from AT&T.\n", + "\n", + ".. _This dataset contains a set of face images: http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html\n", + "\n", + "As described on the original website:\n", + "\n", + " There are ten different images of each of 40 distinct subjects. For some\n", + " subjects, the images were taken at different times, varying the lighting,\n", + " facial expressions (open / closed eyes, smiling / not smiling) and facial\n", + " details (glasses / no glasses). All the images were taken against a dark\n", + " homogeneous background with the subjects in an upright, frontal position \n", + " (with tolerance for some side movement).\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + " ================= =====================\n", + " Classes 40\n", + " Samples total 400\n", + " Dimensionality 4096\n", + " Features real, between 0 and 1\n", + " ================= =====================\n", + "\n", + "The image is quantized to 256 grey levels and stored as unsigned 8-bit \n", + "integers; the loader will convert these to floating point values on the \n", + "interval [0, 1], which are easier to work with for many algorithms.\n", + "\n", + "The \"target\" for this database is an integer from 0 to 39 indicating the\n", + "identity of the person pictured; however, with only 10 examples per class, this\n", + "relatively small dataset is more interesting from an unsupervised or\n", + "semi-supervised perspective.\n", + "\n", + "The original dataset consisted of 92 x 112, while the version available here\n", + "consists of 64x64 images.\n", + "\n", + "When using these images, please give credit to AT&T Laboratories Cambridge.\n", + "\n" + ] + } + ], "source": [ "print(olivetti.DESCR)" ] @@ -2685,7 +3824,41 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3,\n", + " 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5,\n", + " 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6,\n", + " 6, 6, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8,\n", + " 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10,\n", + " 10, 10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11,\n", + " 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13,\n", + " 13, 13, 13, 13, 14, 14, 14, 14, 14, 14, 14, 14, 14, 14, 15, 15, 15,\n", + " 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16,\n", + " 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18,\n", + " 18, 18, 18, 19, 19, 19, 19, 19, 19, 19, 19, 19, 19, 20, 20, 20, 20,\n", + " 20, 20, 20, 20, 20, 20, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 22,\n", + " 22, 22, 22, 22, 22, 22, 22, 22, 22, 23, 23, 23, 23, 23, 23, 23, 23,\n", + " 23, 23, 24, 24, 24, 24, 24, 24, 24, 24, 24, 24, 25, 25, 25, 25, 25,\n", + " 25, 25, 25, 25, 25, 26, 26, 26, 26, 26, 26, 26, 26, 26, 26, 27, 27,\n", + " 27, 27, 27, 27, 27, 27, 27, 27, 28, 28, 28, 28, 28, 28, 28, 28, 28,\n", + " 28, 29, 29, 29, 29, 29, 29, 29, 29, 29, 29, 30, 30, 30, 30, 30, 30,\n", + " 30, 30, 30, 30, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 32, 32, 32,\n", + " 32, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33,\n", + " 34, 34, 34, 34, 34, 34, 34, 34, 34, 34, 35, 35, 35, 35, 35, 35, 35,\n", + " 35, 35, 35, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 37, 37, 37, 37,\n", + " 37, 37, 37, 37, 37, 37, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 39,\n", + " 39, 39, 39, 39, 39, 39, 39, 39, 39])" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "olivetti.target" ] @@ -2725,7 +3898,17 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(280, 4096) (280,)\n", + "(80, 4096) (80,)\n", + "(40, 4096) (40,)\n" + ] + } + ], "source": [ "print(X_train.shape, y_train.shape)\n", "print(X_valid.shape, y_valid.shape)\n", @@ -2743,7 +3926,18 @@ "cell_type": "code", "execution_count": 119, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "199" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.decomposition import PCA\n", "\n", @@ -2766,7 +3960,43 @@ "cell_type": "code", "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "k=5\n", + "k=10\n", + "k=15\n", + "k=20\n", + "k=25\n", + "k=30\n", + "k=35\n", + "k=40\n", + "k=45\n", + "k=50\n", + "k=55\n", + "k=60\n", + "k=65\n", + "k=70\n", + "k=75\n", + "k=80\n", + "k=85\n", + "k=90\n", + "k=95\n", + "k=100\n", + "k=105\n", + "k=110\n", + "k=115\n", + "k=120\n", + "k=125\n", + "k=130\n", + "k=135\n", + "k=140\n", + "k=145\n" + ] + } + ], "source": [ "from sklearn.cluster import KMeans\n", "\n", @@ -2783,7 +4013,20 @@ "cell_type": "code", "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.metrics import silhouette_score\n", "\n", @@ -2806,7 +4049,18 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "120" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "best_k" ] @@ -2822,7 +4076,20 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "inertias = [model.inertia_ for model in kmeans_per_k]\n", "best_inertia = inertias[best_index]\n", @@ -2863,7 +4130,2288 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 0\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 1\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 3\n" + ] + }, + { + "data": { + "image/png": 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oFBAMBqcGXhYXF8XVrNVq+PTTT5FOp+Hz+bC0tASv1wuPx4NoNCrKxzAMVCoVceOplUOhEHw+n7huBKiIGlarVVSrVQwGA2GEQCAATdMQCAQkJqxUKuj1emi1WqjX6yiVSkin03Lo6XQa0Wh0woW8jvj3Jycn+OUvf4nBYIDFxUUkEgkRMKfTKVbM7Xaj2+0inU6jXq9jNBrBbrdjYWFhYn+J/jOOYyzX6/UQCASwtLQEt9stYRCtmNvtFuVYqVQE/AHOPbRSqYTt7W0Mh0PxvK4jNe2yt7eHvb09AMDt27exsrIinlcoFBKFlM1mJzxEu90unhY9Olrler0uXpGu6yiXyyiXyzCbzVheXsbc3Jx4leFwGA6HA8FgUHAJxri5XA65XE5kJZ/PY2Fh4du7wTzc0WiEs7MzuFwu3Lt3D9/97nexsLAA4ALppDU4OjpCsVgEgInYkZqbD12tVmXRTAofHR3B6XTC5/Oh1WqhVCqJNrXb7YK+ulwuRKNRzM3NYWlpCfl8Hul0Gqenp4IyqsjwdTQ/Py/PWywWcXp6ikgkgrfffhtbW1vy2QR6BoMBTk9PkU6n5f82mw1erxe9Xk9cc03TUK1WUavVRGPncjmcnJxA0zT4/X4YhiEMms1mcXZ2JmGDz+dDJBLB3NwcVlZWEA6HUSgUxFIwDfRNLCvjNJ/Ph2g0irfffhvLy8tyDrqu4+TkBNlsFi6XCzs7OzCZTLJ+WmYioWazGd1uF+VyGc1mU9acTqcxGo0wPz8vQtHtdtHpdCRuJSMzpKlWqyiVSsLEVqsV3W4XxWJR8pLXEd1PKjqv14s333wTd+/eRSwWEwXKPa5Wq9je3ka1WoXdbhdjQo+Orqndbke320W9XhdPoNvtIplMIpvNwuv1wul0otFoSCqy0WhIes7pdMLr9YoXtby8jGfPniGXyyGbzQoA960tK/1n+tkbGxt48OABlpaWJEek6zry+TyePn2K09NTAUw2NjYEwaQLy83iofHQaWmZf200GqLlfD4fMpmMWOFCoYCFhQXcvHlTBHZxcVFcq0ajIYUb0/bqOp3OieqWcDiMmzdv4sGDB4jH4wKEFAoFHB4eIpvN4vj4GPl8HqurqwJIuVwurKysIB6PSyxD5cH15PN5YdZWqyVARygUwqNHjxAMBrGzswPDMLCysoLFxUXR2PQAmDag8vimwgoAiUQCd+7cwcbGBjRNw9nZGRwOB46PjwV4evjwIf7lX/5FzrxcLqNSqaDT6WBjYwP1eh1msxmtVguNRmOi0olAjcvlQr1eF0vrdDpRLBaRzWaRSCTQ7Xbh8XiwtrYGv9+Pzc1NJBIJFAoFyTbQTZ0mdXPZVd7c3MStW7dEaTSbTVQqFRwdHSGdTouw2Ww23L9/HyaTCYVCQSxpIpEQcK/ZbEphTrvdRqvVQqFQkBRRo9EAAPj9fui6jsePHyMUCuHx48dwu91YXV3F6uoqFhcXEQgExOAxdKDSfxFdKaystGg2m/B6vcIwo9EI6XRagJjRaIRHjx7hk08+QSAQwM2bN7GxsSFautVqoVwuS06VoAMrWfr9Pnw+H8xmM4rFItrtNmKxGKLRKJaXl2GxWPD06VM8efIEg8FANj2dTssCQ6GQWFnGw9OmNAhmcdNXVlZw+/ZtBAIBQfboUhUKBXz00Ufw+Xzw+XySDtnb20On00E+nxdonmslwMAcXjAYRKlUgq7rWF5eRjgcxurqKur1Ok5OTpBMJsWVKhaLyOfz2NzcRCAQgM/nw/z8vLjS08ZyZCLgPJZPJBJYWlqC1WrFkydPUCgU8PTpU6yurkLXdTSbTXz44YeIx+PY2NjA3bt3sb29jZOTE5ycnCCXy0kKqd1uo16vT1SzBYNBAbKYM49Go7h58yZ2d3dxcnKCw8ND7OzswOFw4Ac/+AHC4TDm5+cldrdYLHC5XOK9TBPWMF4luhuPx7GwsACz2YxMJoN2u41Hjx5hfn4e+XweX3zxBQDg4cOHggFQATFEo2Ll/wEI7mI2m+HxeFCr1aQKjsomn8/j6OgIjUZDQMTPP/8c3W4XgUAAXq8X4XBYjIFhGFee5VRBXa1WEzDE6/UimUxif38fX375JSKRCH7v934Px8fHuHfvHrxer+RnG42G5B2DwaC4w2qxg9lshq7r8Hq94g6trq7C5/MJeLK6uioAy2AwwPz8PNbX1/GP//iPSCaTYiHm5+dht9tRLpdFu09DZAQCHnfu3MHc3BxGoxG2t7eRTCaRTqfx53/+5/iHf/gHcd1u3ryJxcVFyZGORiNJtPNQmW6i1WbcNhwO4Xa7sbm5ieFwCKfTidu3b6PT6eD+/ftwu924ceMG3G43fvKTn6BYLGJ9fR1vvvkmEokErFYr2u022u321LE5c+HAefGA3+9HoVDAs2fPsLe3h0AggA8++ABPnz4VAQkEAtjY2IDf75fik3w+D6/XK26zWutLRD4YDErqZ3l5GVarFXNzc7h37x4sFgvq9To+/PBDrK2todvt4o/+6I/w8ccf48mTJ4hGo1haWsL8/DxcLhcKhQJardZUypeppFKphJWVFYnHj46O8PTpU2xvb+Phw4e4f/++fD8ej7G+vo5YLIZGo4FQKCSYCava1LSaWkHGuNRmsyEajSIcDgu6m8lk0Gq14Pf7EQgEsLm5id3dXfzsZz/D7du3sby8jHg8jmg0OoHxvPD8rlo4EU+n04nV1VVEIhGMx2NJH7RaLbz//vuw2+149913MT8/L7A+q0BcLhdcLpdYTjINXTm16NvtdqPVagkYxVItq9WK1dVVuFwudDodQWPv3buHo6Mj5PN5JBIJ2Gw2LC4uCjJ5udrpKiYGzhP6iUQCc3Nz8Hg82N3dxfb2Np4+fYr3338fmqZhc3MT3W4XmqZJTK/rOiKRCAKBAJxOpzy7Ws1FsELTNDgcDnS7XVFIBJ6cTqfkFk0mEwKBAFwuFx48eICDgwOUy2U0Gg0kEgl4vV5Uq1XkcrmpU1T8rPn5ecmdplIpFAoFmEwm3L9/HzabDWtraxJSOBwOia3dbjfcbjc2NjYkz8v8MPOl9HzorjOHzcKIcrmMcDiMO3fuSByqovFffPGFfP7NmzfFwyiXy+IxXUWMWRcXF4X32u02stksDg8PpWDFYrHgD/7gD7C/vy88RQ8oGo1K+sbj8UjlElFzlqAy5cOqNlYjMaSbm5sTA8NswerqKorFIk5OTuDxeLC4uCieUqVS+fYAE2tDA4GAoJ2s271z5w5isRgSiQR6vR7i8TjC4bC4HwAE9XM4HOJmEmlUi/8BiFIIBoMALhLHjIP4DHSbPR4P3n33Xdy7dw+np6dSsBAIBIQpaUWuI0Lyfr8foVAIbrcbw+EQtVoNFosFDx48gN/vx/7+PrxeL7a2tmAYBoLBoBy+zWYTJUIm5OFejp9tNhsCgYCkAPjsmqZJbrvVakme+YMPPsAbb7yBfD4v58D8M0OLaYjKMh6Pi0djtVrx1ltvIRwOSxqO50lPiEo7HA5jPB5L7p3gI91DMhr/hmi+y+WSvSqVSnA4HBP4hd/vRyqVgtVqxdLSkqQ62GBhtVrhcrmQy+WuWh4ACDpO3gPOPcPxeIzNzU34fD643W5sb2/D5XJheXkZtVpN0oZ8LpZcut1u8UiYvmIGgDxMAI0FJCaTCd1uV8IzpncGgwHm5ubw/e9/X0Alm80mymo8Hkuo8jy6UljpP6tVLCaTCW+99ZbkGzVNQ6VSkZpPVUDIuGoLEQWJuSnDMOSQWdJmsVhgt9slJ8uSQz4LcI4Ox2IxWCwWxGIxlEolca/J5FctXCW1s4XP3O/3EY/HEY/HBeZXCx6INtNVpEXlM9Ddp5XhgZF8Pp+EAV6vd4IBmBKjxmbCnOkN7gM1PxXcdcS4ieiuzWbDm2++Kcl9lTqdjgCMZEQKDZmRNb30NHiuxBHC4bAooWAwKDgFq9s8Hs9ECenW1hZWV1dxfHwsoOR4PJZGkmksK1OFal22yWSSumimqJhpsFgsiEajAC4aMtjIYLfbBaWlAma+dTweo91uS4zLnDPlZDQaTaQzGerE43FBjekVsTrP4/FI2evz6FqAicRDMJvNiEaj0kPa6/VEuIALZJWlWVwYW4TI0NwoXddFcOkSq212tMp0aRgfqd0ZTNSzjpWbNE3FC99D/ZfAzcLCglgytXyNGpuMSOagVaIQ2mw26LouB8710GOhFuZ6uV8qKsh9oTtKoVDbAr9Jixzb0li4TneW5X+6rsNut4sVYc0sS0ddLpd4HGpbl9pVwmfk+lg5ReVLxcv8ta7rcDgciEQiEu82m82JPmEK93WkdkyxionWS+WrQCAggux0OgXlpdfH8yD4o7bQsR+ZXgNfw3N1uVxSokvDwRy11+uFz+eTvVFbIa8rHZ16yDcXzziMwkFLpm4MN5laSC3GZteG2hfKAJ6CobZK8bWqtuPzqETG5WuA6fofAUxYPOAi7qGiULs/WABgtVphs9nk52qhNxFalRHpWdBCUUjVSii1NY37xfeksLNGVX1OtVj8KnpeixnPk0g4XXcqATIh899cL9fEvVZb9nh2alEB+UHtxWW9OQWDX8FgcKL8k4LPWvBpz5R7yDOksF1W9ur58QyeFzvS2tvtdimTJQjKMI7nxXw0lS4VAY0RFSBLEPmcV7UBXimsdAv4vdpcrP6OVoUbC0AORQ3OWTsLQAJ1uhdMRqsWme4EhYWfpW4yraAq/JcRu2mI78HXkImp+dhZo3at0LLwcHl4FD7GTsAFExNlVZvI1bI1CiIZSO05VfuG1frkaQtAmGqg4lWVGZUfBRG4aKZnSMKzYhkp/7bdbguPqC4on5VFClTEVIJWq1VSWzxnupx0twnmkGemPUd+/zyFTYWk7rfqhZH/uCY2VRArYO0Ac+isalPb7ah0KRd2u33CAKmAIwuL+HkvomstK0Ehaj3+TAVMKMjUoqo7ywIFHhyTx2RebiZjPboOJLpkJAoja5ZVy8aNUHtCpyEemKpx1bYvPp96+KrF55emXbTOsUqL7X1kQrU4n3EjD1PVsvyeh8334Tl0u11hcibjr6NOpyPAlMrUqrtJz4Hhihp3q+umIvH7/SiXy7KPfH56HtxLosN0q6ngCcCxyON5CgSY7Km9jlSGVwVXJZX3qLwoQGr3C8+d3g1DGzams7CHsTD3kspJ3Wv1LFXFpn5GvV5/4bqutayMA6n5uCh+wNfeUAGLKLy9Xk96BFlkkUgkkMlkxM2q1WqCmvKQVcvFRfPzuUjV5VL/juVm0xCZkkqHAsT3588pvLRK/CIzqm4d94/eA/9ORRPVele+XnV7+Tl8FqvVKmEAAFFIpVJpqnUSY3hRnKsW9XOdquJlK+N4PEY+nxe3TX0NQxpaZ9Xr4D4QwKN3xGe7bPXV/Z+2Go37zs9R10QhpgFR3WwVmOJrqVjpYTWbTZEDvt5isaDT6ciEFO6b2tCiKkP1exoc4jDMD7+IrhRWajKVSSks6s+pjXkYfBj2cLK8jg/TbDZhs9nQ7XbhcDgwPz+Pp0+fTpTmkUHUOJnCzLSMmgIyDEOsARmm2WxOdbi0YlyPqpRUUtemKgl+0dL5/X4RvMFggHA4LKgxa56pnVWrrsbq/Bn3V0VaycgsmKdlu47a7Ta8Xq8IhKp41bVTGarfcy1cFwWSLY1q+5k67kSd80RPQl2risByD6l0+Qx8r2lqgy8rdDV2BfC179XMBBU9cFHzTuVGAex0OrIOxqYsTqGXR2FXz4pCrion8jWzDK1W68r01LUD09TJgTTdqkt42Z1SmZyzhFiO1ul0cHh4iFarBZfLJVMW9vf3JXBnDyXLzXgAZFi6USwaV90XegHs/pjWDb58kM9TSKr1oAZWPQu17YkVOqVSSdDXVqslrVbcW03TJH9MN55aXFVCKm4AYCLOZzH6NPTkyRO89957opzUmJJrvOyx8Kx7vR7q9brEXsQFGF/SHVTj6E6nI8CN6nKS+Umq18J4HLiI21UP7TpSFZGqjFRSFYXqkak92SzWZ1qGCqher8PpdKLf70s+vl6vSzcU+5PVcE79Xj1LehcsKmk0Glee5ZXCWqvVJMfITbjsDpP4MwoMGUnTNGSzWWQyGcmHHh0dScCuaecVQG63GwsLC/B6vajX65KqUUEsVdOrrqoK+DD/xwqpaYgghspQ/DxVINV4SgWT2PpkNp/3LnL0zcHBgSi4RqOBs7MzeW0gEJDDVZlS9SJ4qPyi9VFHwHDyxDRUKpUk1UbrpsbpKqkWnxacyk/XdWSzWUG6yfTxeFx+x1pXFhyQsVWXmCCgGsMBF/iFCvRc3v8XEfmU78MQTl0TeVgFwlQhYh272+2W6R7ssCmXy2JhCYKNx+c511KpJK6tatnVZ1EBJe4Hz7LZbH77mLVUKsHn800IhYoK80vVZgDkcOmGPnv2DH/3d3+HP/3TP4XZfF6cbjaf9/tVKhV8/PHHiEQi+OCDDyQGCAaD0mpGN1sFsdjOROZT63Pprk0LSBAlpQIg86lxuYrScvPJyOz11DQNX331lQxNSyaTMlDObDZLzBOLxRAIBJDP5xGLxQTCvxxmUENT+fB7hgGMWaeNzdmUQCWoWh6VkdWzbLVa0r5mMplQLBbRarWwu7sroQc9A3agsE0QgIBfFGo1TUclS0vNfaWFpwvM100zvoZnp1rKy54hz1E9Y8aXFDq3241+v49sNispuJ2dHTQaDenzVYtpxuMxCoUCwuHwhGyovEtviB4I/0/B5YTEF9GVwlqpVKTGktpATcnwkNX0Rr/flzYq+vYLCwv4zne+g0AggF6vh2g0ilKpJMn1P/7jP8b29jYKhYIkzlWEUGUmgiT8XrW46sL5HtNQs9mUiQE8QDU+uowakpF5uK1WS0CyL774AqVSCX/yJ3+C8Xgshz0ajbC/v49KpYKtrS3E43GcnJxgeXkZdrtd2tfU9BUPmQUltOIqotjpdK48YJXOzs4kruYeqiEMiYpIXR8rfr744guYTCaUSiVkMhmJ0cncLMO8efMmzGazFPOrY35UtJ9Wlm6pGsMCkPdU4/ur6HlTAlXviIqAP+N59no9tNttFAoFNBoNOJ1OlMtl/NM//RP8fj/u37+PQqGA09NTWUe9XofJZMLm5iZcLheq1Srm5+cnAFCeKesAGAfTqBDXYTvlVaHblcKaz+dFaFjFoboYKlE4OEKTtaGapuH27dvQNA31el0ardnIyw6F999/XyyQGn+SsS4H//xMxsx0HRkjAlfnrFTqdDqSI1MRPLqkwGThBJ+r0+lI+xenR9y7d0/inWAwKLWhg8EAd+7cERyA/Z+NRgPxeFymTQAXbpnqOqnIPBu4yWTTNiykUimxyHwvFZPgnqnAIEfOMq7iTKp4PA4AkoZj2uH4+FisKkfhABCghpZV9VhUj0Fdr67rkpsejSZLWV9EPLvLZ3U5rwpMusmMydWBB+VyGaVSCe12G+vr67BYLDLCdDAY4PDwUCxtIpFAOp3GjRs3xBvlZ1Dh0gWmReWZcn/U8azPoyuFlS4PhYgWQoW71Zm39L1Zt8rSQ47eZDqFJXt0dWu1mmjc5eVlKWZXXVk1zlDzeYxTmT/kgU2DHKrrDAaDE3D+ZRBE/Z5akTWtLHAYjUa4e/euzIkiWECk0OfzYXV1Va7BWFlZEQFVc6z8Pz9XVSDUzDxoNjZMQx6PB/l8XjpJGDeqDEzXnv24tNoejwdutxs/+MEPsLu7C13XkUgk0Gw20Wg0kE6nEQqF8M477yCXy8kc4q2tLdkbKhW1MowuqJqyousIYOIWhmnR4OftHYCJWJ2/5/tyTJBhGNIex5ZB1nZbLBap47bZbNja2kIul5NUFEcazc/PTyDD9JIYnvFL5SGO/7lK8V4prOVyWR7G4/FM1Kyqm8p8FLUFywlbrRZOT0/x+eefI5/Pw263S8DudruFAYrFIiqVCoDzzpfFxUXx8dXAX03jGIYhLhxjTRWlZXfQNJRMJpFIJGR9aj5QBZtUTUzB5hoIiOi6jrOzM+nzNJlM0vM4Hl+0wnGqBOthaSXVeE09WMaaKk5ACzuNe0jK5/MIh8MTo2f4niryy/nGw+H5tI54PC5/e3R0JGtst9sy2Npms2Fubg7r6+vCC36/fwJoUXte1c8ELoSLBSIqDkFP4DrinrNphAKiIr9qXMuzJJrNOVis2DKZTDI2qFKpyNwtj8eDubk5JBIJiVPVWxaImpNvL1e9cS3qOiuVytc8VpWutayFQkE0Bd0JWh66U9QQACSZnM1mUSgUsLOzg7OzM9hsNimArtVqWFpaknwq3QRd16XnMB6Py3RDtXqGmkjXdYlvWYdJF0+dlTMNZbNZFIvFia4Hfo7KaLQ63GQCK6PRCNVqFclkEo8fP0Y+nxckcTgcSmcFUWM2jK+uropyUIEkFalVreplkInDtp5Xx/o86vV6SCaTWFtbkwIV7iHfV9d1Ybh+vw+n0yn9nel0Gp9++in29/clvuN41kQigUgkgkajIXWwsVgMPp9vIn1D8JFx3/NiZaLMaoYBwFSpOI47HY/Px7wahiHKkApVBQkHgwF0XRcvaGlpSQClSqWCw8PDiStdNE0TdFvXdYzHY5lIsba2NnElClMzwNezJSpgyXCI8vAiuvKU6b6y7I31nPxAtQSMQEG9Xkcmk8HJyYkUQLD0jF9zc3NYXl6WESjAeQeGpmloNps4OjpCpVJBLBZDOBxGPB6X0ZbM76mfCUAEgcllDgmfhk5PT7G8vIyFhQVEo1EpJeNnXEZMVVeKA88KhQIePXqEfD6PwWAgIQAb49UcNWf0Hh4eYjgcIpFICABzOUZXYzu2CnIeUK1Wk3ztNOTxeHB0dITvfve7E2kXYhFMdzE+tdls8Hg8MJnOB719/vnnePbsmTApBd7n8yEYDMLpdApj08tpNBoSJqhAHb2x580couVTUyqcUX0dlUol8exYWK+GbSroQ2NDJc/plbquI5fLYWdnB6enpxMe5Pz8vHg2BFP7/T5cLpdMNqRR4bOrw/5UnAW4uKUun89D13UEAoEXru3ackMiuxzxzw2mdlfTHPV6Hdvb28hms6jVagLt06VgTPrWW2/J9LizszOBwdU+UN4BU6/X0ev1BKxhygaA5GrpcrbbbdmMbzLhMJlM4uTkBF6vVxSTWstJr4IuKnCulRuNBk5OTrC/vy9T6FutloxcpVJjMT+9AOaSDw8PUa1Wsbq6KrOYaKm5r2rsTEGg51AulycUy3WUSCTw6aefolarSbsdK45U5cskPmOxZ8+eyfUQnU5Hhn53Op2JMTV8ZnVWkcVikTm9fr9/ouOKDE2LS/fXZrNNWDJexzGNp3R2doZoNIpIJCJuMICJfeTPKVS8wygWi2E4HCKdTmNvbw+pVArVahU+n08KdkKhEGw2m7TwDYdDFAoFBAIBrKyswOfzTVSnqfXdVLxqix0xnVwuh16v9+37WcPhsIyYLJVK0mTNeI7AE+8S2d3dxZMnTyQm4XDsbDaLZrMpyGOj0RA3iolgChYnCrA0kZPx5ufnMR6fD91SXSjGtaqL1Wq1JAaZhvr9vgwNr1ariMViImxqFQpw4c40Gg3s7u5iZ2dHLBwtjMfjERd5c3MTFotF7hllMzIPMplMQtd11Ot1uePF5XJJS516uIwlL99sN23fbjgchmEYyGQyMgaHNbzU8HTdrFarYA5MObFVjq+x2Wx44403oGka8vm8uJiRSATVahW6riOVSqFYLCIajco0Ed6TA2DCNVXdfyol5pSr1epUDQvpdFrCImIcasMEP4eCwpiYgwpSqZTcb1Sv14UPCBixlJQeHOcy5fN5HB8f49atWxPll2pBCwCZz8WbD/haTvu/qg3wSmGdn59HLpeTh2IyeDweS0yhapfd3V2xLPziIGTeFcO5Qq1WC9VqFcPhEI1GQyqPWq2WzJTlZrGqg2AOr6a4XAAxGAzEIqvTJa6jUCiEarUqcS4tIUd6qEXqvV4P5XIZX3zxBY6OjiSOcjqdCIVCExU6vHaBSB/jcovFIq7xaDSSsSMU4OXlZWEuumBq8r5arQpSq8L/1xGncLTbbeRyOYm/ON1ATenUajUcHh4imUxKPMV9p0BvbGxgaWkJhmHA5XJJqo/CTmXO8bAcQQtA+IlrAs4tHpmZ6KoK6E2TT+Y1HY1GQ/ZUTdmoIBrdfhqWZDKJg4MD4TcqJo/HA7vdjvv37yMUCqHdbstQcI7k6Xa7ODo6AnA+/lTlGX4xj09jxwkSxDHG4/G3F1a+ca1Wk5GJdDGpDamdiJTR4rHPMZlMIp/Pi/DcvHlTRjdms1npmmdtJF0oFWF1OByoVqsoFAoTVwIyp0shZUxAhppWWJnQZ55LvQaCrjbd3263i8PDQ3z11VeSM+UUA1qu4+NjmEznEwh4VWQ+nxe31e12T1xDwZlDzJ1yVCj3n4qIe03rqk4WnIaePXsmCrFcLiMQCMhoEuCiZrZYLMo0QBa3EHfI5/Oo1WoyioQeBy+fqlQq4spyFhcVBAvWB4OBTIhkVZKKPzCmpHfBwo9vUpHGaYGj0UiaF1SBZUjH2LpWq2F/fx+ZTAa9Xk/urBkOh6KEGXsz5GM4yDUZhoGjoyNx/dV6YLrjLN3lGlUF1u12rywdvVJYP/vsM5mix8WROeh6mc3mCesyGAyQzWZxcnIiyfRer4etrS0sLi7igw8+gGEYePz4MTwez8RN3IeHhzg5OcHx8bGUKq6srEjQXSwWEQgEEIvFYLVaJQdHYIptZ3SvpxVWNgd0u11ROKFQCMPhUIosqPF7vR7Ozs5QLpcxNzcnoyfr9TpSqRT29vawv7+P0eh8LEw4HEatVpPh0rRClUpFtDb3j/nZSCQi0xLq9TqGw/PhbepsXgqdmt66jv7+7/8e4XAYmUwG8/PzMh+YzMkzrdfrODs7QzabBXBukWk5GZ8zrlWvfqSlYlqNQu31eqU6h6HN2toaLJbzCYC0xMDFqBzgHFQqlUqClk4jrBQAKnB1jhRwUalFZU53n9c1drtdWK1WSamlUimZ98yLj2u1GjqdjqD0kUhEeMUwDBweHqLX62FtbU1Sdpd7t2ll1buJR6MRDg4OXri2K4U1m80KU1AbcTF8cLoxbrdbak7ZoDscDmUg98rKCr73ve/h1q1b6Ha7cgvZ6uqqHDatyGg0QigUgt/vl2FWBBdogZhLpatDhFItfJ9WE6dSKSwuLkosPR6PZTwlm4ipPQeDgQAKBB5oOfP5PLa3t9FsNnHnzh1Eo1EYhoF6vQ5N0+TgWBhSqVTgdDonGLbT6SCXyyEej4urRHCFwmmz2ZDNZkV5TGtZuYcej0cUHUEeAneMpegFqEy1t7eHYrEooRCnSADnlpUILG9rYKkh0zlq6oUFMfQ0VHSWmAAtEn82jRtMC0dDwWFrbL0DILxDT/HLL78Ui2q1WuVyKea2WYFGBcTrUBiesPuIY35YRss7mtRxRSpf0jOl8gP+HZMiiLDSFVLdMY5aJNTNwolQKASPx4N4PC6IMIU+nU7LQ/Kem3K5DIvFglarheHw/FKqtbU1aR0DMFEAQfSXXxTQTqcjmosMPi0TN5tNtFotYUpWZhFYYCcFtbPb7ZYihlQqhUqlIned1Ot1BAIBfP/738f8/DxqtRo++ugjiT/b7TaePn0q1tvtdmN5eVkqwQg20SoxJcU4XI1fmZaYFkjj3hDhV2upWaFDT4KufaPRwPHxMVqtltw6NxgMsLGxIZdaFQoFWK1WucOF11ru7e2hUqlIPW2328Xc3Bz6/T6KxSIcDofcEMi2NDWnqus6fD6f3B8zjafE+J+WmIKkFlSMx2PZy0qlItaM9/8wG8H+Ut7/u7m5iUKhMNHUwNSV2qRPD4LNCgzlmPIhhkHLrN6kdxVdm03v988vDi6VSlhYWJB7Kel+MXAGIIBKNBqV29T6/T6WlpYkHkylUuIqWSwWAYSoYYPB4MQYUrq2TCOpdaNqA7vqlqsx4DTEOJCKQE1FWa1Wccm50dFoVOI4lg+SMUwmk0zxJ2BAUIJAxu3bt3Hjxg1pAwQgNahUOLVaTUZWMl5jikuNV1m8MA3xvNQrTEwmkwCH7F5SwUR+Bt1wXjtx8+ZNbG1tYX19HclkEpVKRRSP2+1GOp2Gpml49OiRKFSXyyXTFJvNplxrGQgEZB1qbTJzwQDEtb2OaPX5HrTYan6V79XpdLC7u4t+v4+1tTUJr3itKQe8UYC5z5w9zPRXr3d+yTgr81jGSUNksVgQDoehaZqcJdHufv/8juHLFXvPo6lKXxqNBrLZrEzKp5ZgJU6vd37hEHOFnILHki+z+fwGOa/XK8G/qkEHg8HETW3qWFIWCjD2azQaUvBgt9tRr9dlSDLdk3a7LWDVNHS5bpNT7wn4MOZQc4i0CouLi7Db7eIp/P7v/z7C4TDq9To+++wzuWeFd3UyxolEIqLoiKADEKZmyRxdfgIwVGCsXmKJ4jREobFYLMhkMtjY2JiI29T+TCpIFjv87u/+LiqVinTa5HI5OVvOIOLECq/Xi52dHWkp4zUjkUgEFosFpVJJWu+YZmNuknGvWrCgeh3TEHlLrcEltkGBHw6HcsOB3++XDiGOVVleXpZxpQBEWUajUXl/ektm8/l1j3t7e8jn84hEIoItsNCfLjb5nVgOe2WpYL61sNKKFYtFKdRmHSRdQzISr8ejxclms5Kb5aar5XYET9SRjvT7mfNSqzzMZjPm5uakuom51dHovNuDX7xmj4c0Dal1v8y1cmYU65n5N0TC1Tm3LK632+0Ih8O4f/++pLyofBjf0x2jJqX1Zv6a9bbEBghcMOapVCqinRmbTyusai1uJpNBpVKRQgx10iRdR5fLBb/fj0QigXg8DsMwpMXv+PgYmUxGLpDmxPxkMinK0uFw4I033sDq6qpcxMS9pEUHLpSl6s4zDPF6vcjlcrLH05wlcNEAYDabBV/hDGe1t5RGolqtwuFwTNzHazKZxKvSNE2MD8MuNRZltV2lUsHTp0+Fl9kgQK+J4RvDGoKaxHi+tbBSm1ksFiSTSbnPRU0xsH6UnTaqdVRnzzI/yMO02+0S69DtZcmd2thLgRyNzu/MjEQiE9UtdJ9oSbkB1NDTEIEtwzCkLYpdF6orTaUzPz8Pq9UqXUhEegm2WK1WufZRrbqhFSRYwoJwr9crjBSNRrG3tyd3uxBhZ26PBSos4L/cNXMV8e8oTEdHRyLARPX5jLyniJVjLIKfm5uD1+vFysqKlFYyBcUacla8bWxsyDhWKiNN0xCLxcS9Vos7ePbcD3UaBvPU1xHDomKxKIpP9QDMZrO0Q1qtVhkvFAwGcfv2bfh8PpTLZXFRa7WahEm8r4cKlGAasRur1YqVlRXouo7j4+OJ1Gej0RDFQVyA70P84Drjcq1lJXpZKBRQKBSwtrYGp9MpQszuAm4staWmaXKfC8vjaEnVMkIG/+qmAhD3l+V3lUpFYkLGp7TKtHYEw1hRNE2XBgCpmKKLnslkBGBRn3E0Gsmwa5fLJfFVuVyeAGq4Trqx3AMVBeQBX3b/nU4nIpGIdLzwNWQYKgy6ZdN2owAXNw0Mh0O0Wi2k02nE43FpL6S1pqtO0JDldbycmJaEaSdaHPbu0orRdec0CSoLAjlnZ2cyQ4rWnMP0er2ezPBiDl0t+n8R8SqPTCYjk06oNInoqnlOk8k0cVk18RnyFqvGarWaTMIYDAYyzZCFH91uV0KXtbU1jEYjZLNZ8TYZv/JOY94XxNBB7QR6EU0FMLHW9fj4GGtraxOgBIsGuFG8zMjn88nkvUqlIu6lWjLHeIWBPHAxa0lFYCkQ7XYbfr9fhJaMQe3EeJZQ+zchMj0LwZeWliZiHjKeavnVMIBeAXBR3J9KpcRiULPStVQZjy4oQR91QBdTK/ysy8UFPORp6HJMxLtTY7HYRAO+6u3Qa2ItMgBJexDsUutfCd4wrlMLHfg9iyJYCH85tdXpdOQcqUDV7puriI0j7PwKhUIy4IznRpeTHgHz5fwdL/rmmdTrdSl3pLJjY77D4YDP55PsxWBwPsVybm4Ow+FQbkVnwQMtq2EYaDQa4gJPw69TAUwsgshkMjg+PhbLQrRQnezAnkB2yHCjGNMBkEQ3NSe1t9oUwIYBlbmq1Sra7ba0Yqn1l8lkEsViUWKMb2JxAAgqx04jFuWzBI6dElxXsViUKxuJjqu3Y3NSXb1el2ofVq+wtpn7RQFRLyviszebTVECVH5MWanWYRpiIQP/vlKp4OzsDGtra2J1LvcL8zkBiDCPRiMJF1jQzrZFCiXrjvl/tVOK/waDQXGFL190BWBiSiUV+3VExddoNAQsYjEPMQd6FoPBAAsLCxPgHn/PohvmVblWVXkTbAUuRgypQ98cDgfcbre48I1GQ6y1yWSScIZ7oDaKPI+uFVaT6Xyu6YMHD3B4eIjHjx9jcXERmqZJlwo77FlCxtiCcY/P54NhGAgEAtJCx+CegkANxZIuplEajYbcmcPyQqYSGBM3Gg0pg1PBommBF+Ci8oXVSKzyoTXggdPNZ8zMmJJMxUodCieT89TI/KJlZBxFzU8vhILNgvTxeIxcLid11AwF1G6O64hoNJlyNBohlUohk8kgGo0Kwu50OiXnzPWbTCbxaqh8WXFFxTgcDuXMQ6GQZAz4nCyaGI1GUuhPK8ieZu71eDyWC7QbjcbUfbuGYYiB2N3dldGrHItKA0PvjHeq8pxUi0qly88HIOHJ5dptDt3jvlCBO51OMTIqhsMUIyvIyKv/7tRNt9vFwsICNE3DkydPsLu7Ky4ZH4BalS1QvBh5OBzKdYJqVQrzqKwNZleG2tbE+k4Ok6YFVwvfCSIQBmfaSK0FvY7Ujg+Px4NyuSzNB8FgcCKny1iKz0oUW21cMJlMsuZisSiHSkCJr1HLz/r9vqyvXq9LjpqVXeoA9MFgIHEYLfU0RLAOgCjLWq0m6+S+08rx7wikdbtdAdMYw6rXeAAQl5ngF5Umc9FU5nTBmSJTkVcaCOIUdKunmW7IumTWMSeTyYnLvIhGM5fcbrcl7BgOh4Lw53I5DIdDeaZYLCa93USpKbRMeTHmrNfrMiWCjRIEFNXWQ16vohbcfOuYlcxEjXnnzh3s7e3hyZMnCAQCoq1YjM5N5/T9dDotSWKCPwSb1tfXBRgKBoNS2M46SeAixqIbRAVRq9WkRI0dFhSSWCyGw8PDb8TEKi0uLsqYGU6PYLqKnzcej6Vrhp/LDQ+FQgAgzfIcruXxeCSXGQqFBFknYxKwU8MJ1YJSGOgysXH8m3gPwOTcIb/fj06ng1QqhUgkIoqEXTJer1fiV8ZpalxHoIXXoNDqskTRbL64nEm9UY1/ZxgGTk9PpfabjfTj8fmly+VyWVxW9tBeR+wk4ijYnZ0dhEIhmaxJo+L1euVsRqORXIRN74ZCuLa2Jl045XIZXq9X8uIcpMDeWSolm82GRqMhY5HY/MKsA+WF4SDPBbj68i3tmx72jGY0o5dD0yETM5rRjF46zYR1RjN6RWgmrDOa0StCM2Gd0YxeEZoJ64xm9IrQTFhnNKNXhP4fU4L+GbVPrsQAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 6\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 7\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 9\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 10\n" + ] + }, + { + "data": { + "image/png": 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0Go21bpbaE3Zddy1800hoMKpzqMRFmqbSoCAZxChmmiaiKEKapsIdMAqSd1e7cVet9+ZgKpVhgYBBJd5pTQAkB7Fm5u+jKBJAQmNhiFIBC3DBgZPEYHgGIJ2VLMtEeazT1YNlN+a6KJqKo2FwsCEMQ8mxwJtmC0kbMmtqmknTVMgf8tBUIsed1DahKgeJEJ6jOoBAI1YjAhnDG3eTKDitkZ4VhuFaPgSwNpul/i03Q2652+2uTWKwJKlUKqjX6zg7O4PjOPI8KpCIm6/lc9mJUilDrutOdTAk09uIbskm0fMILNW5LHUshwYyn8+xXC7RbDbXEDcdgU5AB1ApWxWlA2+iWxRFIiuf965ZsLdke59y1d4t+dbZbIYwDGUTFFq1JLV3m6YpwjAU8ETP5PMdx0Ge55LL1R4nQyFrP9M0JSyzL80WpZpLf4iCSdJUKhX5+yiKZMCPX+pBkiNQjXi1WgkRRM8n5qA8JHto2ABENnUoj6CVf8ccTaOuVCpotVrvVfB7Q7RqraxRNU2T/Mu6kdQbv6sjNKxNAeDs7AyWZWE2mwGAKHSxWMjBsWmgsj/MO+p8GDs/NDaGNB6267rXUnCWZcIOMToxDdFwSAvSKKlYAJIeaPykI8MwhOd5UlMz+qkgrdPpSJimQdJTGUXUFiw7dzyD99GxVyo4jmMpg5h7GWYuz0ABb/IYww857OVyiSzLMB6PMRwOhYOlQEEQ4OjoSAh6pgI+UwVoBHysBdmdoSFwJUmC3d3dayk4DEPYti3UH9+HOfzyIapgUVU2+XLmyoODAywWC+i6jvF4LIqNoggHBwfQdR2dTmcNeKoYghGEcrIupgGdnp6iXq/fXME8uFarJaM3aglDUMAQoTao1QmMJElkGOD58+doNpvSS2U/9fz8HFtbW0Jz0itY5NN6uSeGfRIpKhJXWafrLHLrwJuZbkaNyyO1au7ke5HQAS4i0OvXr2GaJp4/fy7dr+PjY1FQGIaYz+d48OCByMdzvey1LA2J7on4Lw813kjBKpRXB9LIJdN7GZpVb2NI1TQNrutiMplgNpvh8PBQgAhDIPvMlUoF7XZbKE0VCbMmZ2imdZPKBN54O8dYeRjvWzxEy7IES6gIWeWQ1SECNTST9BkMBvjqq69wfHwsxvHy5UsZDGQ5xyYK27Gs4Sk3QRXre7XNyAkYVjE3HrojGxUEgTTQCQgIcLhxCk5FUOGWZWFnZwc/+9nP8OWXX+LRo0cwDAOdTkdKLZIXlmVhf38fvV5vbfhMnXmit7BOJE4AIP1klQO+ziI4UvvSxB0ESfRgVU4eNvCmUT8YDPCrX/0Kf/jDH3B4eIhHjx4J47VarTCdTpEkCZ48eYKHDx9KiGWkUzEElaz2vkmAsLLgvm6kYHomr1Bw0oB0pNooZ03GzQJvCnvXdfH555+j3W5jd3cXWZbJd13XMZ1OEccxNjY2ZIKEOYhAS1UySX0euGoMvu/DMAx4nofj4+NrKbgsS+ltO44jsqvnQKUy9FMRDN+sCoqigG3b+OlPf4rt7W0Mh0PYti3R5vz8HEEQoN/vi5yXu2usm1UegrogNcr3VUvVH6xgAMJYcVpDnelVhaaFESTQCxiq4ziGZVl4+PAhgiBAr9eTUEuul8IFQSDIUh3ZUfMvBWcYJEKltRPYXWcxCkVRhDAM0Wq11rAE5aFnUVZ1bIiAkvtfLpeoVCrSKyYj9t19KYRhKOUeGxPM/7yfRI/mWS6XSywWi7d08A/ionnoy+VS4DkX31xFfsxVpDDZBsuyDJ7nwTRN9Ho99Ho9Uaxt2zg5OUGSJFgul0iSRPILpxp4eAQb6kEzbAVBIEDlMqq+aqkkB8Ecw7JKZvA9ieSpEBopvZFhlfNinIBky5WDiDQCgjmWpByRohfzHGaz2RqY475u7MFBEAhjpSI5Wh4ACY9UMAABT7RAAqOyLKUV1+12pZFgWRbKssR4PIbneRKigAsPVetslVRQ0wOJCdbql8n9qxbLPeBiFNa2bcm/6jA8U4IatXi7j0ieBs4biQCEEUvTVMolDi3wecz96p6AN8CRY7Y0eDVV3BhkjUYjGSktiotJQTaf6b0ENewGcTKB4ZnokDVmrVZDkiR49eoVWq0WgiDA8fGx9D09zxOlsQ4HsAbceAD8t3r1g4OA1ykhuOixrO+ZTtQOF9OECoaIMbiXyzjk5OQEZ2dnWCwWYtCvX79GHMcCsFQFMf3QAFSnIbDke6nduBuH6Pl8Lk1+ApfpdCpvrt40VIGBerVTrZPzPMc333yDk5MTTCYTdDodJEmC8/Nz5HmO/f199Pv9NQRLBbB+JL2ndmr4e1o6I8N1lUxD4jPjOJamPA+ReyHAY17k+5Fw4Xz4wcEBzs7OJF0Qn4xGI7nB8ezZM3S7XQBvZrZYdrEyYY1MD2YYB9ZB340UHMcxFouFNPLZ8SFAIMhgzqC3qkQ5N+d5Hr799lu8evUKURRB0zR8++23Mgx+dnaGw8NDfPbZZ3jw4IGERT6bnsVQreZ9lXteLBYS8q6bg2ezmZRslJtjSKzPVfROTpwl23g8xtHREaIowmg0wjfffIPZbIb79+8Lsh8MBuh0OkjTFKenp/j6669RFAX29/fR7XbfKj9pVPRqAkxGNBX83ThEU3hOGHBagdctOb9rGIa0Ewn9dV2XqX1Sc7///e+Rpil2dnYAXFjg1tYWXNdFHMd48eKF3KC4d+8eXNddmxhUSQZVuYwSrNmvq1iu+XwOwzAEb6ihmiGxXq8LKGSjnTn1j3/8oyDj0WgEz/OknOx2u2vTniRyPM/DfD5HmqYYDAaCpgkOKRMjo+/775SLBv99670K5rA3J/NZBgCQjg5Do5oT5/M5Xrx4gZcvX4pVR1Ekg3h5fnG/hoh6c3MTR0dH+Prrr5HnOU5OTnD//n188skncqOAYUzNT2qTfzQarYGr64boarUq/dter4dqtSqGStloXDxMRqw4jnH//n08e/ZMvJvh1XEcwRJsB3qeh0ePHknHzHVdiYRqn5wGxBLT9/01/MHoprJsN1Iwa0oqmcKx/6q+IfCmSB+Px4jjWBAp21u1Wk28koBrPB5jd3cXjUYDk8kEzWZTDkSlAt/FAxNtk98l8n0f+FBXs9kUKpWjMbwKygE6Go1anjmOg93dXWHlZrMZPM8DAJkGoYE0Gg1RumVZUjpubm6iWq1iOp0iCII1poylF3npy1XBP5iLBiCc7nQ6Fe/jDQLWfKzJ1LmsVquFe/fuyS0EbpYf4MIBOYIxdmEIdGhMQRCslU0cZGMI03UdcRxjPp/D9/21kH7dUM09sUlPoyRSVkd0KCujF8MvQR5pRAIm7oNgkKUOaVymM7WpoU6nJEmC6XQqnkpQpZZRN1Yw/5hsFnubvKPEfjDwhp4kndnpdGQKkL+nRbO5z6XOJZFB4hXM0WgktxzU/KSidoZBAGu89HU9uCxLubUxmUxkb2xWFEUhAwvqQJ5pmtL/ZWoqy4vrLdPpFLPZTK6iAhfgjdMbvE9EAMXyiO9FepisGGVTWTQa8I1DtFpMsyTwPE+G7khoEAGqf6cCBG6aVCA3qc74AheWzsF61ppExDQUega/iPQ59UHQ8UOAFj2y2+1iOp3KnWfm+sttUqJq4ILmJIPGvTabTQRBIHmcDtFqteTaLEdp1e4YZ96YcwlouUcq+DJFqYLPH6zgy4v5gENnANbmlRjWyJkyhJdliel0islkImGK3lYUhXgsw786KqNauEpV8jA4vKaOuNAor7P4ularhTy/uPRmmubajUCycMyD7IAx3dRqNQn1pmmi2+2KQVMBPCdGBu6dgIplF2exWfeyWcHoxu8qBrqRgtU/VtHpbDaTQ2GtSCBVrVZh2zbKssRisVi79b6xsQHgDZXJyQR+wg29BngzbECFEsnyQDjVQe/lTBXwJvdeN0Sro7m8HTgcDpFlmYza8HlsDJBwoHGxjGToVmtn9aMaGHYJqNj24xlz9oqMnjqASNzCNKWSQTdSsGohfFin08FkMhEqkrUvyRDgwsvJLxNA8Fbc1tbW2jQkD4szT/RUKpigRW2uq6Ms7Ex5nrfWGPghS505sywL3W4Xw+EQh4eH2NjYQKvVkklIfmfEYP2q3hEi+maqchxHMIo6xEiFEpmz2TKfz+XOEo1kc3MTr1+/Xqsm1CGLGyuYD6OVMVwQXAAXZRMnPuiBpPP4b3oHD4DKVMMNFcdcVJYXY7KXuzh8DUuHWq0m/eokSWT/11U258CoAN7K58cI+r6PdruNVqslUYZK4xgvczPJEpW3plLVNidlAiDheDqdSr+43W7DdV3MZjMcHR3h888/l67U5U/4u2q9N0RTAbztR4TMD2Ch0mnV9HaGa36+BkO82hJjuFOFpWJZN6qfdsPw5vu+TGH2+31ptfF+LZ9x3RBtWdYaZ16tVuG6Lvr9Po6OjuTzRbrdrhiaGo5pzCrpQO+8PKhA0MV7R2ynjsdjHB4eygAgpy1pvJ7n4d69e5KX1QGBGzNZBEe2bePBgweCUmu1Gra3t3FwcICTkxO5BEW6j6GD3st6UZ2MUPup6sgP8ObSm67rwhZx6IAfQhoEAXZ2diQq8B5xt9sVRuu6HkxDolEQKLbbbfmwU350w3w+x97eHsqyXBviJ1ImAFU9mM9m5OFsFgfszs/P8fLlS0lt/NAWRoV+v4/j42P88pe/lLNkZcHn3UjBFPTBgweSH3ihy7IsbG9v48WLFzg7OxMAoN6kU71SHadVR1PUgQFaM/u5PAASGWptybu7ZLuyLMNwOMSDBw/kg2CuKh/UpQ7sM2Kxft3Y2JA9jkajtWlQ8ubdblfYM54bET0NX613CRAZidiAsW0b3W4X/X5frrwAkNDMHgAH63lX+MYoOs8vLjIPBgM8f/4c9XpdGgWcYd7Z2cGrV68wHA6FbFCNgHl0NpvJDQZatzrWw8NVh7zJbk2nU5yenspH6vLDTdTPkazX6zg9PcVgMMDm5iZOT0+vrWA+g8rhnjkQz1v8nEqZzWbIsgyz2Qy9Xk8+g4PyqIieDJzaiWL5NJvNpDlhWZZ8eAxLRe6NKcH3fUkJZAXJsH3fuvu/rtzydfeJ77d83Sn4lq87Bd/ydafgW77uFHzL152Cb/n6fyI9gM6lO5p6AAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 11\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 12\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 13\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 14\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 15\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 16\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 17\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 18\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 19\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 20\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 21\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 22\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 23\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 24\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 25\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 26\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 27\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 28\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 29\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 30\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 31\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 32\n" + ] + }, + { + "data": { + "image/png": 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WLb355pu6deuWMpmMptOpOp2OsQh4RKLHJgPMS68KiR6QsN/vq1qt6uDgwCBUv99XoVDQvXv3VC6XlUwmLYfIZrMqFAorBRwcE5/baDSMpQC27O7uKp1Oq9VqKQxD7ezs6JVXXtHrr7+u6XSqer1uxQ8cIQ70onElJvbsBAkNHHE6ndbe3p4qlYpZ9I0bN/TGG28om83qiy++UL/fX/G8JIZk/3im4XCoer1uCkOSF4ahvvvd76pWqymTyeinP/2p3nrrLd27d08ffPCBbax0Xg3EwwCHrhpECl9Fg6EAx1erVVUqFYM0k8nEGoZ85Q5Pns1m1ev1VvA1sGi5XKpcLqvX6xl1BoX0yiuvKAxD3bhxQ7dv39azZ88sKaxWqyuUnafBNhm+RAx1StGI/gQc0sHBgWq1muLxuO7cuWOVQSInhpfJZEyG9ZA/HA6tFwO4GIlEtLOzo5dfflnD4VBhGOpHP/qRcrmcjo+Pre8FBwCswxtfNK7snWCR4GkXi4XG47HS6bTy+bxisZhu3rxpdNeNGze0s7Oj8XisMAyNOiKswmxMJhP1+31lMhlT5NFotNI0NBqNVK1WVa1WFY/HNRwO9eMf/1j37t1Tq9UyUt6XMEnGSIw23VyybxgXSUYNpdNpFYtFhWGo73//+3r8+LFisZgqlYpVFKGW8OL9ft/4UDYEBfJMDBQcm7+7u6sbN25Ypg7GhI2hHOwbgp6X8KwPX2iizI5xxeNxo8tSqZTeeOMNnZycSJIqlcoK1GAfI5GI5QVAPYolJIp7e3tqtVorzUv9fl+lUkmvv/660um0Xn31VTUaDU2nU+3u7qpUKikMwy+1KDxvXNnFhgKiMJPJxEL2fD63JKxUKqlSqViCslwurZJFQYMwH4/H1e12TfnwyCwkCaTfsL29PYVhqEgkolqtpna7rWw2a8UUrJqs12fvVw0IfBIZwmShUFC73Var1TLMms1mdfv2bdtw5g1FRRhOp9OqVqvGdwLNwJT1et1gBvNmnbPZrIrFol5++WWlUinV63XF43ErihD12NhNMTGFCXhoCkKlUkmtVktPnz61SEmUxcPyM/IM9gkum3ZYn+BL0vHxsa0rTgVGpFKp2Drv7+8bO1UsFo1i5Nmeel0fV1bsSABIlMCFg8FAJycnxiPjYX14A0IAJ3K5nFFwsAiSDE9Fo1HDnmwYFR7mg2ff2dkxzjSVSpn1w6v6StJVg+SIogutpblczhSsXq+vyAVvjIGSxfN1cHBg61Sv11eSx3K5rNPTU0myPl4+I5lMmvxEKQoFYHw2FmXeVE6wPB4ZOfDK0+lU7Xb7Sz0TzI88Az47Ho8b9z0ej61ED9be2dnR4eGh6RCen+/Rp0qlov39fZ2enlrfiK9BACueZ6xXZgR8AHV38E2z2TRuljAqyZRAOle60WikYrFo1BHhFSwmnfO64NnFYqFcLmefh/DpdFr7+/taLpcGKShXwi74PohNBqS/L5vTA4AM0GNAFbwohosx+WaWTqdj1bFer6disaggCIwbh6nh8/37pfPOOP8z5kb754sYKw4E78p+wfTQPUfnGY6JCIODymazZnywF8g5HA7NW+fzee3v7xt7gTdnP4FqqVRK/X5f8XjcWkXx5lCZtDxcNK7ExNI5rKBvGGWZzWYaj8crjd7JZNI2F4uuVqsKw1CdTmelJ1U67/iKx+MqFAra29tTsVhUrVazBcbqU6mUcrmcPR/ONJPJrEAHegM23VyqUrAAyI7HQC42izkTHinQ5PN566/wCd1oNFKr1TLlBeOWy2W1220NBgM7mcJ6UzljHtJ5i6jvoOM5mwz2y7d24mULhcJKKd8nVegByVyhULDeFwoXrEOr1VK5XDZS4M6dO8Y60SSGM1rvVadYRGGD9YB3ft64VIlJHsAkPuzhiYbDoSkxIRZvFQSBZZtsLMddsFaSDKo35XLZGI+joyMzHqyTRiGUV5LhZs+b4o03GYVCwZJLKkheXhrPKQbg5YkY4EsyfrwjIZl+YbwYDUL0avtGI795fA88YqBcvoV104F8fl8l2RonEglLxMhNeD1Qh2jMWmNsrCGRm73hmBfsk5cPOfDOGA8GC1Qhilw0LlViJk8IQlFJYnw3krTKZiwWC+uCo3mFScBs4FXoh2i1WppOp2bpkUhEvV7PFgNowWJ7Y/EZOlHieUKvD+guEjDf14wygh3plkPO9dZDoJJv1aTFkOanZDJpiSfcLYaOciEfBoFn9nJLWlHEqwYheTAYqFgsmpxUSpkHfeDSOc2KcyIq+NDOGnCSZT6fm6cl16AQ1O12V3C5L39LMqPh2f7fr0Sx+YOYPkuEAfBdUeu9p0AKjtgQosiys9mseW68bb/fNw46k8nozp07RsJT5fKKwQkKigy+V5bQtclIp9PGlsCUEHp9hcvjOBYUD0xD0PoAP/okGcNmPfiZdxq+dwGohsGjtC9Cr0my5A387z2nf473iiSk/uROv9+XpBVFpK8ZEoBo6/ttwN5ETPYUJYU5kWSQg5ZP1uuicaUnxiPxf0KuPxiKx8ATk4zMZjPLwj0lQw8AUCMSiVghBN4XZQd70VPsn4sBwGHzexZuUzhBr8RsNrOjOUAlH9JJeMDqJLpUsehom0wmhh+LxaIpgOdhfbcfvSbeq+IsMCDPn/teAua9yeCz6FCDlfBJnT9x4aMeRogRSFKz2VzpGMzn8xZ1WBsvE9HMwxnmReLKnqJTzAWDumhcqsRwf74JA09Bxsjm+MySTZlOpyu9twgCNiQBAJqQreMlfO8wn+ebdfBEeGfmzMJt6ol9IsgGIw/JHQuMIjBnlBnFHQwGloQAp+jkI3MnXNOhRZgGCwId8Hysn++pBrZI5w1WVw3mDjdPMgmeZQ54ZDywV/Zer2celqSOah6v83L6g6PAUIbvifBO0OuaV/SvpMQoE9ZHDyiAH5oMEO89FK9j0fBivtS5ji893vMCeG/vK1UsBIpMGJb0QskO0IcwBwQi7F/U3UbIRdGIDhgrG+pzBO+RkBOKzRumhwtsYKfTWfmsWCxmCeKmA2ODj59MJgZPMA5CPoaK8vqIFIvF1O/3V5Juvz7SKkUJHPT91hgs64fxAsn4mT/V/jxjvbIVk/JwPp+3Rm6wjMeLTMYnHP6gZRAEhnknk4nCMNTjx49XTnmgLHiJ9XCDQqGsfD5QgoW6KhFYH7du3bJ2UoyM/mIWlI0hhEvnRRKa18H+FF8odgCTfJLmZaVl0VfteB2KC3UnnR8zSqVS1hC0yeD1GKvfK0krybtnCUj82FP2kY412BecE+zOunGPRiODj15/2GP/PJykp0q/khJTYSPZQVi8CskHeIqNYuLj8VjdbtdIcFo3O53OCjfsqRTfW4w39oQ+C0P2T/K1zqJcFn7WRzabtdDnk1Q22mOydc/Ks3u9nlFI+Xx+JflJJBIGn/zm+lMWsAGeK0Xe9dyEz/Sv2WTQx8DwtCTsgJeLuXoY2el0dHx8bMoFvMDQuKAFj0/ySpOXn7d3Nr7PxRdipHMm5CtRbAiGFdHo4b889vSLiVd69uyZms2mguDsbgHf3E2PAy2ez549s6YYLBLrSyQStqA+AkirYRdM/SKVrFarZckXHgh5+AyyaQ8f2IDBYKDT01O1221LQn0VSzpP3jxXjPIEQbByVAj5fZSDvcCwWAfk3mSAXzkqhoxeHvhsiky+P4PWyk6nozAMVavVjPclGec0tC+U+JyDSOATuHWDwSNjzMzhKyuxF4JMmOySU8Ec7JTOGQ2qN61WS81mUzdu3NBsNtPHH3+sMAztRhdYgNPTU73zzjtKpVL6yU9+okgkYomS3zCKGH4ObCSLQg1/0z5bGnuy2aza7bbJiLJI59dm8b1PwChWkAiDpQ8PD619kkwdOur09FTHx8c6ODiwbj+v9Nls1kIsxQOgGQMl29QT05SEgfn9Yk2BQey1T7ZoWJ9MJmo0GioWi+p0OmbgRNfJZKK7d+8qnU5b3wj9L3DxkUjETrsAHTyV59d/Haquj0tN2Jc/162FBZBkWGg0GllXW6fTMYpqsVhYSIjH42q323r48KEliMPhUA8fPtSnn36qzz//3JqDwMb0JCOUr/17rppGIrw23mWTzcWwvPelbn+RwfjsmQqip+aQ6eOPP9bp6ekKJKvVanrw4IGePHmiWq1mbAiKC0WIcnmemnDs57mpsZKQEnFIKH0jEetIkUc6PwVOMaRcLps3Pzk50bvvvqvDw0N1Oh2Dn6PRSM+ePdOnn36qX//613bSAzxM8gzk8w3+9Ir4xFl6fo5zqRL75hw+hHY7LzD/n06nKyei4YTz+bwePnyobrer/f193b592zJk6TyE/eAHP9Drr7++orDSeZM6zyQEY7m+t4DFfpEiAKHSGy2ewPcosNl4fbzwZDKxG3tKpZKdO+TymOPjY2uCmc/PDkWmUindvXt3pdEFilLSyn1zPE86p8nW+yw2GfTs+ojioaCHK5JsndnXaDRq/H42m9Unn3yiWCymUqmker2uk5MT8+az2UzHx8eazc4OSuCxoSaBGXyRrGOsJH6ejXqeU7ryZIfnKf2m4ykgzaVzZUOB4YRLpZIeP35sSUU+n9ft27fN02UyGRUKBeXzefPA0jm1RmgjgWSB+deXddd7DDYZH374oXZ2dlaazdlsD6HgOVFoPI6/6ZMbiur1up2WODg4sHUDeuDFPdMhyfjki5gR5GOe7M+mcn7yySfK5XLWGkvpG/6ZQwleoReLhZ2BpOAxGo10cHCgZrOp2Wxm90XgYefzudrttvWZU4SSZLpBRF/vmPMY2hd40MeLxqVKnM/n1Wq1TBjPdcLv+iYUeGXq5kAJ2iebzaaFFap1jUZDmUzGvDyvRwA8LZ/NIhFaYSmg4NhwrxhXjd///vcGKZLJpHZ3dy2k43m9suGRORZFpQul5C4NGAqufzo6OtJsdnbTDW2a/oI/jNTP3zM0KAEQYL0gsqmciURCd+/eXcGyXkb4Ywo4/q5oDImTLRww5f6JaDSqRqOhcrlsTg1Y4BO2RCKx0isird6I6kvt0vmFjheNS+FEpVKxQ3++W2odQ2G1FDBIBPwldfl83q5cpUGeE79UuaDiEADDYNH8hq43jlwUIjdVYurzx8fHqtfrK40xHjv6BIh5YXz0DIP9ydKhnsrlshqNxkriSG8KHh3DoaeECIMx+WQM2dZbWy8b4/FY9XrdysV4X1/l5LN4Lr/zUYT3+P5njDcSiej4+Ni4dvIDnyziAHkfhrHOKHn4kEgk1G63L5TrUk9MstLv900gFtF/+SQLL0FChuIlEgnLxJfLpYXNWq2mer1uZL5vCCHceBzsy9cIyu8TicRKsrNpmPXJK73F6XR6pV+WjWQTOCNHAQClBquHYai9vT07jwhPenJyYhEEuIWx4J18xQ4P5KtdnmIjUX6RgUKy5uwhMkrn1dr1vAcIQjmeq8I81/7s2TNVKhUzMJ/IUcyhEkhlkOex7x7SsN+PHz++UJ4rK3b5fN4AOw8idFNZoY9COudNuTWIjHO5XNqNP4B4rjjqdrvW8E7Zut/v26b5ChjFBaqG3oC8dwZjbTo8XBgMBiqVSqa0KA1U0GAwWOF4uVXSc5+cQ+Qg6WAwsDIsm+7vFoaHXy6X5qmAZsgknV+Y4inHL774YiMZfSTt9XoW8tcLE0Am35k4nZ5dGeA53mg0qps3b6pQKJgD4HbNfr9vl59weMHz7HxPR2I0en51L7DDtxEkEonnynmpEnMJiS854n19eKWzDcEodHDx3EXZ9XQ6NazMXQUcT2LRWDCigPdeZLW+muZbCv0zN9lcnzj5e4LxJLyONQCve67WF4SoWtK1tVgstLu7a9e7cp6OTcPTUaLnmZyc8d6XPAQsuakSr+8t64bS4nF5FiV14B3KB2b1bZfMhSIWp7ShHTloTD5DVGV/MVYvm09aZ7OZnj59eqEslypxvV6XpBXvR2VGOg/l4F/aI1FgzzRAk/gEkZtxOH6Cp8Cr9no9FQqFFVzIonkmwjf9YL0vQj2tJ0bAJ55BAuXbEIkwDNan2Wyq0+nY9agYQ7PZtP6T2Wxm0YV5Aic4PBmGoV5++WX7HNaFgeEMh0MdHx9vJKenEImWHO3id+wnc/KdezwXr+wrbovFQqenp8rlcivHvMiLgEp0wuFkWANOq7PX7Av70Gq11Gg0LpTrUiX++OOPlUql1G63lc/nDXj74z9QTHhCLswjSWHTqDqxWNPp2cnaQqFgV2C1223rRfZ8KbhJktFw3rN7fpN+ing8vnJB9mXDl5sjkYjJkMvlvoRR/XzA9YeHh3ZtFXf4cjOOb1rxR9DDMLRj6SgSFF273bbfHxwcrOB7j98l6ejoyE6/XDU8xAIX5/P5lZ4TSSsJOpXGR48e6bPPPjMZo9GoXbTiHQeVORqh1v9kAcZfKpVUKBR0+/Zt3bp1S7lczmSjH8c7oZOTk+ees7tUiT/44AN76Pe+972V7HHd+0kyBfLlZrhhsJGHF1xxulwurf/UhyjKwBDsUHe+ru/5Yb/BkUjEGvI3Hcg0nU7VbDZVLpdXzpPBkFBVoi8Yqo2w6/Hd+vFzFLdcLls/BadDqtWqotGoYW4fmTzN6WXnlqVNBwZJGRkZWUPfGwJmH41Gajabdq0VTVc4Mw7vxuNxuzXUH2nyVTiidSRydsFMrVZTsVi0qyDW+XFgzYMHD75a7wTg2zfVXHQ+ypcOSWJQ4tns/O9PcMk0Hf6eUoKn9YtNdYsLTMIwVD6ft54LX7VCebHgIAheaHPXF44egXXiHwNjg2mWSSQSqlarli+AGeHDKa/zPoo73NtWKpXsxEev11tpemcOXsFgSA4PDzem2DBCDyk8jch+U1mjIw0Iube3p2q1aiEeB8cpbnAvJ0Io/EQiEWuuL5fLSqVS9rc7yG+ItD75Q7/G47E+++yz58t1mdDe27bb7ZU713xIXy6XK4cEY7GY9vb2tLOzY5Uu8B6byL0FUFAkOlTpsGSE9LcFeY/h8a/nqBeLxcbU0zp2BlI0Gg1LNlECaCN/MpebjbhDDOYCxgXOl82mPE2ix3lB6YxtgN5rNpt25RO43FObh4eHevDgwQq3epWcPlcANhWLRSskgH8J6wwwPIbmE20iKA328/ncCjx7e3vmwLi1VDo7nIsReWYLw/VFnJOTk0uT142UOAjO/prOrVu3Vk5AePoMK5/P5yqVShY+uFNBOv87alSN/NEdFBzPBWxg4+BvfTPMOj3EXMluSUw3HSQyhDX++AueFrmpYtFOWSwWTcl8NKCHmHN/yJ/JZFaYE6CGT55Imsg7wImM4XCo9957b+OkTlpNYOGf6fHAiGCb8PTkNCTYQCZYBZQT7IwTyuVyVv2kVwInsFgsbM/b7bbq9bpV/VhDYARydjqd5ybqV7Y/sbCEVybrs3RJBjkSiYR2dnYsc/dlarwVyQTn9xDO31nMazEQblvv9/sW/nz2CkaUzpmC51Eyz9tgH1kikYgGg4Gazabxt+BimJNWq2Xn1Egm4TyJQBgbpyGk8z9/xnoRxVBkqD1wKcbj1/T4+FgfffTRivJvIiNfzJHT5JyuAbZIMgxM4kZiCM0pnZ+b48Q4je/sEVCM93hcT0QlOfS8MBj98PBQH3744Yr862Ojy1Pgfnu9nsIwtHo42Ew6v9IUrMr7APz+6BA0C9CACg5eAHzlO6w8VzscDlUsFlciwTqsOD09tYudrxoXNdKgtI1Gw/4GhacUuY6LfmrmjkFKMoOjvOz5a3qwfWHB87VsKBVMn5D1+329++67drnMpny4j6woEje97+zsmOIFwdnRL1orwci+m4ykTZJVLOlTphJHgQP2yifhOJrp9OwCQSKDL2ANh0O9/fbbevr06aV06ZVwwlvuycmJKpWKJXksNJNl82nY8R1ndLqB9fy9Bx7Tef6X/xNufXKD8vt5MqflcqnPPvtsYziBAXlIgtx4Kv5CEdUuYAPVKT8XPot1Wi6XK1durZ8g9n0pfi3w8F75ZrOZjo6OTPG4OWiTQcHCj9lsZsrq/6pqt9s1yICR8Tvv0UnQiJg4Nu+92TvWyxMGvvrHuktnevLRRx/pgw8+WIF5F42NuqmxQC609sQ1i+urPVAhPjygKAjGXbvABM8n+tCNMXglo3ndKzsbDDf95z//eeMGIJ8U+sQCRaVw4zeedSGRRMYgCFaqcf5eDeg2rq+CavKJqk9ymJvfxF6vp9/+9rcqFAp688039cc//lGPHj3aSE6iwHr742w2sx5w30jlHQx7B0TyNzLhPYGCyMgfiwRv+4taPBVKVdLvRafT0aNHj1buevtKcMJ7PR7WbDbtHgrwoW/VQ9l8p77fXPpOd3Z2tL+/bzjS3xuBghB28GaEKpJGcDGbA/46Pj7WgwcPNvZQ0nn1cV1uwnmn01m5X9kblfdMYDx/ESL/h53wN2ciA/Kg1P5AAs8B57///vsKw1CvvfaafvrTn+rtt99+IRm9Z2fQSYcj8eux7lgk2V4iL2wMjT/c2ebbSX2jOzoFjCDa4wzv37+v+Xyun/3sZ/rlL39pkeGiEbzIRm/HdvxdHJultduxHX+Hx1aJt+Paj60Sb8e1H1sl3o5rP7ZKvB3XfmyVeDuu/fh/uh2QKF/m6FgAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 33\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 34\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 35\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 36\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 37\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 38\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 39\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 40\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 41\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 42\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 43\n" + ] + }, + { + "data": { + "image/png": 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dt9ttsTK9Xk/4nE6nGA6HwnsqlcKVK1ewsrKCIAjwxS9+Ebdu3YLrujNFmHQ6jW63izNnzuDVV19diM/l5WV0u10xTLFYTGBMJu2hUAi1Wg3NZlM8iRZ25j/JZBIrKysoFApIJpMwTRPXrl2TiqBGHAaDgeQAzKPa7TZu376NSqWCfr8veQ+TxyAIEI/HJWF86aWXPpwQJ5NJvPzyyxKjNBoN3Lx5E6PRCPV6HcViEWtra5K8Xb9+XfBMYqHRaBRBEODcuXPY2NgQK8OEol6vo1qtYjqdwrZttFotAJBYjBs+mUxQq9VQLpdRKBTw1FNPYTAYYHd3F5/73OcwnU6RyWRQLpfR7XZhWRYcx1nocPf29mZKqo1GA9/97nclhnzjjTfws5/9DMViEaPRSJKrM2fOIJvNwnEctNtt5PN5dLtdLC8vS2jFokA+n8fu7i42NjZw/vx5fP3rX4fv+7h79y5+8IMfCDphWRYsy0K328VXv/pVXLhwAZZl4fr162i1WiJ8vV4PyWQShmHg1KlTC/HZ7Xbhui6ee+458a71eh2NRgPtdhumaWJ9fR35fB43btzAnTt3JGQjpJlIJHD27Fns7u5iNBpJAm5ZFlKpFM6ePYtUKoVmsykWfmtrSwS5UCiIZ200GlhbW0M6nQZw4ClKpZIYzHA4jDNnzgiu/bBE/VAhLhQK+MY3voFIJCIx7ObmJiaTCYrFImKxGBzHQSqVErdCTE/3DwRBgF/+8pcoFAqCKTJRikajePPNN/GVr3wFzzzzDG7duoXJZCLAPBUhGo2KNS8Wi3BdF/l8HqdPn5bkkMrDmIpW8Sjq9Q6uCtOVyN///vd4/fXXUSwWAQC2bYsFjMfjyGazAIB6vQ7gAGt2XRd3797F5z//eQl3fN9HMpnE9evX8frrr6PVamFraws3b95EoVBAOp1GqVRCvV4X73T27FlMp1Nsbm4iCALcu3cPxWJRkBJ6rUwmg6WlpZkehsOo2Wzi4sWL+N73vgfbtjEej/HHP/4RGxsHU/aEJJeWlrC7u4tsNot4PI5cLodEIoF+vw/TNPG73/0OpmnKOhlT9/t9bGxs4Atf+ALS6TTK5TJ+/etfS0GKz2EBZXV1FdFoFJlMBt1uF+fOnUMmk0E8Hpc4mfvMBq8H0aFC/KMf/QhXr17Fl7/85YMn/x0bLZfLgvGFw2H4vo9KpYJcLjdTvmUmS6zw4sWLyGQyYrl7vR7W19fx85//HFeuXBEXHIlEJEMHDoojtm2jVCqJwDKhLJfLYpHa7bZAgXR9ixBBdN3885e//AW/+tWvUCqV8Le//U2gHr2RdJm2bSObzcJ1XZw8eRKVSgW2bcO2bYxGI6ysrOD27du4evUqnn/+efzpT3/CW2+9hVgshv39fbiui2QyiUgkgkQigdXVVQmj6vU6MpmMeCsmsjQAi8JrwIGl63Q6+PGPf4zXXnsNo9EIt2/fFpiQSAlDJ50rhMNhKR7t7+9jbW0N2WwW6XQayWQSjuPAsiy88cYb2N7eFgXo9/tIp9MYDodSEAuHwyiXy1hdXRUZicViyOfzEqYBwHA4xO7urlRqP1SxAwDefvttZLNZVKtVmKYJy7KQy+Wk0GBZFnzfF6hJJ3iWZSEajWI0GkksPN/iZ9s2XnzxRezv76PVasG2bcERmS2z7EokgP0F2WwWxWJRkhXirLr1bxGa13BiwIPBAM1mc6blkhbC931pqKHwbm9v4/Tp0zMVTKINFy5cwMbGBhqNBrLZLIbDIbrdLnq9nuxhEAQCN2lwnyEEq5+6U25nZwflcnlhPhuNBn74wx/C8zyUy2X4vo/l5WW0Wi0JCTzPE09IZAaAIETlchmnTp0S7xePxzEajVCtViXUCIVCcF0X2WwWjUZD9oP5D/OXRCIhiWqpVBIvQ0SGyXQmk/lwMfHKygru3LkDx3FQLpeloYd4b7vd/kCDC5MPQicUqmq1OtPZxviTCUIsFkOn00EqlZLEr9/vzzSVsNjieZ5YrEQiIQdLl8NeikXxU00UfPJCi0hrQIwXgHx2NpvF6dOnUa/XUS6XZ3pteRjFYhFPPfUUGo0GgIP2QuLPQRDMlF9ZyWS4QIHWDVGhUAidTmemy+woisfj4ikZo/K8qJT0ZOQ3FotJZU4XrOjmSTRIp0+fFi9bqVTEeg4GA8HhaQSIgiSTSRSLRQlL2fzEognzig+FE1erVdy9exd7e3t4+umnZ/qCeaDT6RTxeHymJ5gCzQNJJBICzwH3e2wZvBPEz2QyaLVa0lfAzJmuk8kf+0tplcPhsFhFCno8Hl+4d0IXRWjFiWUyMdWKx89kk8r6+jqazaYoDnsU2FjDPSqVSojFYmg2m+h2uzBNE8lkUiparFYlk0kp47MqpnsX6KVo2RZV1meeeQbvvvsuIpEIhsOhCHE0GkU2m5XGI+4JPSnzDNd10e12kcvlRJFZ6CJWTK+xtbUFx3Ekhqe30/sYBAFyuRxKpZJUKfm47lUhSvWw2P9Q7nd3d3Hu3LmZ+JJdTrQO7MbSLYbc5Hq9jlgshkwmI40zwAenNXjw2WwWuVwOm5ubiMViKJVK8lw+Rzf46I4rAIKIDIdDKZEuQoVCQayPnhqh0lJJiVmzkhaJRFCpVJDNZvHb3/4W+Xx+ptlbVxwpLOVyGZlMBs1mUxKewWAAz/MODiQcRjKZlNiXn01F4zoHg4EgMos2AJ05cwZbW1uo1+szXXQAxOjoteppHUJr9LA8RxoaykYoFBIjs7e3h1qtJpVZrp17msvlZJqE50t4juFqv9+XUPZDCfGVK1fwyiuv4OmnnxZgmy6GmXw6nZbeWd02OR6PpRDBTdbTIACEIS5O92o0Gg2xUDrJo6Lo0Rw90hIOh3Hq1CnpyViEnn/+efl9Op2iVqvh3r17Mz0ElmVJbwQrb7lcDul0GteuXZNERlfwNDrDkjoA6f8gVkweKSC6B5tWkLyyAcdxHOTz+ZlS/lH0m9/8Bmtra7Bte6Z3l94lFovNtA3QrRPD1X3IXJvuZ2ZMP51OYVkWzpw5I3Ag8WQ9DEFPOl9oAiBFHY7EzQ9GaDpUiKfTKd599108/fTTMxMGuteXic1oNJqp/dMqsZOJsSWFX7deep43Y8HoxmihGBczYWS8RAXQblg3/ywKPb3zzjsigPQYlUpFejZ0AhOPxyXunkwmUtompk1h1AMADHF4SPRi/D8Vn1abwsAfKhL3kr0luml/Edre3kapVMKzzz4riqS7CxkfswtNhwqpVEp44RnzdXrekcpKJGVlZUVaLvkcWnt6NuB+PwoVhpiybdsfGLqYpyPHkxzHwZ07d6SuDWAmJqTQUQPZJwFA2hAZA+neUyY8VIbhcCjCzYSH1kEnlBrLBe7Pmuk1cVMWPdz33nsPwOzc3NLSEr70pS+JtaLlZBmUCRl/CHfpQyFRUfn+AGRAgCEShYp7w3+1C2Z8ShyVkOSiKMx4PMY777yDvb09fPvb357JJZjj8AeA9EMT9+90OjO5gobfmFRTCJkbsW1XexY9MEEF0HtGY8D34F4/jI7MCCaTCVqtltTPKVS6hEj8GDioCrGRhQuj8PE1JFocli1Z3KBCcBMZ91KA+V66G2p+akCP/RxF8yM+QRCI1eO4Eb0F1/GgyRVCRvw7gJkDpTDrg2E5WfdaU+nnR6MYr88PVy6qrFzP1atX8fLLL4tw0QjQGOlpE3oI/ksjw/Ky3jP+DIfDDyg/LTORDp3T0PuwaMJzpVLryZEH0aFCzIXfvXtXYlsKIcMHboJuYucEBrNyuhBaYvbO0vVQAPT0hh4gBGYnr3U8PN/Wp7utFu0nBmaHNWlRer2eJIiu6848j0SBZdxMa6kPh2VbxsaM4WkFiY1rSI5Jlk6a9SQyLfWjQGy6uWlnZwfnzp2bGc/Xc5QM3/RoGMu/DJ3mx7qYlJrmwcgTq61M1Oh9+F46Macs0TjpfaDyPozPQ4WYlnJ3d1fKy3wjbW0IJxEZ4HOGw6HgmbSOtEbs9mc8yw3RPcXEiTldokvW/Fz9u/7ReO5R9CCLzX4I3TqoEw96BbYc0t3z/ZgrcI+IRMTjcfE4bDGlQup/5z+HB60VVlvLRYhrsSwLV69exUsvvSSPU+HplfiY9kDE6qmYXMt8rJxMJjEcDgXTpxfX8TB5oYzxfefXoI3Sh7LEFJrxeIz3338fS0tLkvHTwtLVcn6MFoUhAftlPc9Du92Ww/Z9H9euXcPm5qYULdgok81mEQqF0O12pcOLTSbzh6qhOh1nua67MH46L+zsZNvc3MSFCxdmklEtQMD9KuFoNML+/r4cdDgcRrPZRKvVQr/fh2VZyGQy0unX6/VEWbXHIE/zCsM91WEMcN/QLEJ8v1gshnq9jlqthmq1KlYPgFRD6TG4RiokJ7FpjJjPsDOPIQOTQsoRX89SNvMeHVppA0TeuGYm9w+iQ09ZV6+2t7dx6dIlCSMIe/CHmsINIV5Yq9Wkl5TdShwwjUQiWFpaQq/XQ71el+HMYrEoLpiaTqtF9IDWALiPnWqB1hMgR9F8mZph0NWrV/Hiiy/KuvkcnSnzQNrtNq5duyZ4dzqdxubmpvQNE5bjukqlEgqFAgCI9yKkxc/g/4kR64RPJ0OL4uEkvvbOnTsoFAriyjU6ogWJiuU4DgaDAcLhsHQIxuNxDAYD3Lx5E51OR3pGGF6VSiUZJ2Pyrn/Ii85rtAXW5/uwSZ2FTJVhGDLVQA1iyEBTP3+LDmfSOp2OJHq3b99GIpFAJpORal6j0RB3zHiYwq1dE2Miwk60HDqD5/+5KYtm7Tos0laeDTLr6+vyd/15TGojkQjq9TquXr2K4XCIZ599VkaP2ELoOA4cxxEl1QkvhYKWjEJlGIYkghQyDVMB973lIqRjzOl0inq9LoKlp7LnFcMwDJkzfO+999But5HNZqXnud/vS9LHCepEIoFKpSJTyjqx1cm5zpcAzMTf+lx0fWGejsSJuVF0m6y8MAP1fV8GRLkJrCj1ej3s7+9jMBjI9INhHExAeJ6He/fuSTUoCAIMBgMZrhwOhyIE3ATObRHP1dALYy0+pmP2RQ53nm9an9u3b+Ps2bOS7BC7psBzapt5w1/+8hdMp1NUq1VEIhHs7OygXq9LuycHQBnqsKU1nU5LnKyTOE6Q84B5yBTch8WJDyJtyQHISJgODcm/Hj/jYxwfcxwHly9fRhAEUu0cj8eo1WrodruYTg+uUGD7wIkTJxCJRGTAVIMCTN4p5ABmYFoq7nx1VtORllgnD4PBQPoReJOM53mo1WoIhUISv9KFckaL7hmAuKO9vT20222BlRhDNZtNsey874KWi7fRsP1Pw2paS7khi2btWtj1RpmmiXq9LiXi6XSKRqMxU53s9Xpot9totVqi1Nvb2yLod+/enSmlUqEZR1arVeRyOUkcuUe6WjkP/+lK26PgxHw9348CRW/K9+M0BSugTNo5guT7Pvb39/Hee++JEN+7d29GCQm10vjl83mB1wDINQ2sAnLvKMjz1VyW8R9ERwqxxjM5BKqDeo3tksHhcAjHcSSmIzzGDafL1ImNFjpOLLOk7TiOHFSpVMKJEydmcGKd3Oj3W7TsrHFWHRcDEOtTr9cRiUTEsxB94LSExm+Z7PT7fXS7XQCzF8ZwEJaHvLe3h3A4LC2uDEE8z5POrvmEVluqRUnH0aym6r1nGMg7zwgr9no94YVn7fs+6vW6KPLOzs4MFMhWU0J0rVYLpmlKv4SuZtLia5mYV8z5hFbTkeEEN2k0GqHRaKBcLs/Ut3kDD5/PzWBTNa0qy868Q6BSqUgW2+l05O+0+pw/oyfI5XLwfR9bW1szHWC0YLw3jswzJFmEdOjBDdXu1XEcJBIJmVBmSZZZvC6WEJlg2ZwJKONbWhs28HMy3Pd9GfGPRqM4ceIEMpkMDMOQ0iu9GdfH3xcVZK2sFGJaY2LX/X5fZhmpnI7jyHMIEwL3bxNl/sO1MI7neXmeh1wuB8/zsLS0JKDAiRMnRHFZYHkQAkS5eth5HinEOlvc29uTpEU33XBDOI4+HA4RiUSkr5jjQkQc2I964sQJmfoAINUdKgfjSMad2WxWLP3m5iZyuZyMtrNfgRjto1SxdAihG0202+V40nA4FM/CXgPbtsXq804GjjGR2u32TLGIAsCebFq9eDwuN+qUSiWJrbWV0+gF1/wofHJvXNdFu91GsViUnINQGQCBToMgEGSIECqTQSJNvV5PvDEASXh935epdiowL2/p9/solUoAII0+zG34mbqSp++y0HTkXWzUetM0sbe3h263K/cxMPFgqdGyLBQKBbiuKzcCsQ7O+wo4P8f3ZG1dIxC0hkzg+DoiF/MXfBjGwSzWPNy3KDGOm4d9uIE8WF0pZCzHz2LMx2433s9BC0QEhln4dDqVsIKN5myPtCwL4/FYEmZ+Fse0GJow4V00JtZZP0OHVqslN1Tq66foTegp2NfMhqhoNCpdfFTa8XiMvb09ieWpGDQqRDLoRUejEWq1moSGNHb6jBlG6ILKIwkxYycy7TgOarWaXHhMzJOCFgQHVxzl83kUCgU0Gg10Oh2ZpGVgrzN03QZIdxSJRJDL5WZwVMM4mKHjc/le0+lUXBAvACHTi1pjHSvOCzNjxJMnT4oXmUwm0hgTCoUEI2UIRCtEq5tOp+WQeRAU/slkItPf5EOHNLyXI5FIyGUzXMejojCaV/K7u7uL9fX1mT3ge+qecU7T5HI5WSs78TijR7SCHoNelXeIECsn3+S32+3KCNN0Op0ZhtX9Gw+jI8vOOlYEgFu3bsndYfouNt1axyZoy7KQzWalgXteu7gRnGAg87z2ikkSwxdW9ag8tEBMftg8whBnd3d3oYPVxQTGwvqwWTnM5/NS3KC1iEajOH/+PHZ3d9HtdgVmajabMtZkGPcnMVjwoJcrFAoolUqCNrBFVVfXiBPznjldxqXLX4S0J6EXZKLK5h9OYPOSRG0xmQ/ouUDuFXnkHpIPxrHLy8uyb7TwhC1Z1KLlZmLLprCjjNJClljT9va2xDIM4Inz8spXdrtpq0G3p4N1MsAbLJkAEXZj+MDYj+PcfD0tnW5AYivgaDTC22+/vfDhkjTYT0vHvuHV1VWxkLzZkld8mebB5Xt8nPtCoWcli3cqsB+X+wNADnx/f19uied1Xbqjiwq8iJXSpN0xz9XzPLz//vtYW1sT48Bwj2ET116r1dDpdGQ2jkrl+74IJ+NkDtZyjKxQKAgyEwSBhEq8JJLnyGkWAGIc6V3/YXSCwtftdvHnP/8Z3/zmN8XiMVNn1xLdLANzTs2ypKmbQHjjC6uBDBU03MIbeIhbEiPW/cm02OwO29rawo0bNxY6XF2314/x4MfjMe7cuSMXxTAs4IAlQ6RisSgegwdCosfhLUG2bc80xjPh0aERq5M8WCZzVHBd3VqUdGsArejW1pbc38HYmDEzhSyRSKBarYqVBiAeRecq9L7MhRhLU/k5HUNPQiUnT/QIlDdd4PlQl6doIF1b5WvXrmFlZQVnzpwRZIFwjP5A/s6CQLfblSuf2BSSTqeRzWZlpP/kyZMCzzB5Y1xNzWRdnofMwyDkxThs0RuAdL8C+dbCwb7iGzduYH19HaZpCnZNhQMgSk0Eg5Y4HA7PfEMRp4apiBR2tjDyfRkD67Kstshc36JQIp+v99cwDNy7d0/yDQqx7jjUt3Tqhnyum3LBuD2bzQosSP75uYQaCQokEgnZf4Zn2suwMkzL/yBaqAFovqJlGAYuX74sUIluo2PJmTANYRyWK/k3Yqi0Qsy6eS0SQwjP89DpdARiYe8FtVV/Gw8vJKQLexSYjdaJgqc9ARPOVquFvb09uZuBiqtL7bxLgqEWY7ulpSUUCgVkMhkUCgVks1nhg5aNxROOMvEeCHog5gP0GoTpHqUy+aA98TwPV69eRbFYnGkjpRBR+ag8LGLo/o3pdCqXxQwGA4n9edkNia0FjJdXVlakh1k3bTEP0vj1w7oSjxRibpgu8fJDdnZ2kMlkZNQ7Fouh1WrJhXsE/CmY+vVs2WNcy75VjZf6vi/XghJ75p1nfD9dnWNvR6lUkquZHoUeFnPR+ruui93dXWlIYRLJf1lKbrVagq86jgPTNOXxSqUi7pSleoYGxE55YPNfZaabnjQEuGjfNFGHB4VOd+/exerqKkqlkgwUUFFYwGCIwds8G42GJHG8/65QKKBQKKBcLqNSqcwk8+TPcRyBatmnzqYubdjozYlBE7GYpyNvitekEQbGvSyf6qYWXofEzifGx4RvaGUYl7Exntm8bsZmyZNfgmMYhtxYQxdLZpkg6tmxRUjjrBps1wdPy887dkulkljoWCwmGCvhKBZlWD6nQlLQGVbppiUWdYhAOI6DpaUlcfMMr+Y7vFgUOoq0ADOkoBX1fR8bGxt49tlnhW/+jfi1LkRRUSnwvV5P2gQMw5DbQnX32Xg8ltyGF0byZnydG7CG4PsHF6z4vo+TJ08+NDxcCJ2g8IVCIQnyeX0/Z8R01YmLpkBQy7T1ZUZKeCeTyUgnG/t3G42G9Noyno5EItK+ubS0BACSVDEj1tO6i5C2cPq+CB42cB9NYaJKt88vR9HXdxG/BiAxvkYk2CCjMW7G0qPRSNANFowKhYI8l1Zfx+GLjmHpUIIWT5+N67q4d+8eMpmMhAc8A4aOjUZjZqKZVpoxvxZGQq66C5GXCjL2dhxHvpmKoZVuOPP9g7useY/Fg+hQIa5UKuLOmIHzS0s6nY64SiYBQRBIoM5rkjg3xUMkNszMlqP2HH0ajUbodDoADmLEZrMpYQaV4tatW3LrJONLxlNEPx5lvo5EL6H7EgjxEUFhFu04jmTYTHIokPzdtm1Uq1VpnGIli3vEuJJtqkySCVVGo1G02+2ZIVI9ykNlfZQJFg0h0kgRJ59Op9KXwiST7QMMW/h6FluI0vA5hD65FzRChmHMhJZUIBoDYt8aZQqHwzh58qRUPz9U78TXvvY1EV6GDtPpweUirVZLLAMtno596Ob0RRsMOZj96po/4x7djqmZpsUwDAPvv/8+Ll26BAACWdFbMAx5lFZMHU7o5IkKSOFhaZSCSveuv/yFyspruXhjp25H5H7xPXQTTjgcluJQKpVCrVaT96RgM/QgusPK5lFEZdSwKSEuFpv05YzEqvk8PejLyipLyDqkYsJKTFvPWdLwdbtdyaOYLNNgsFrIugARjYd1JR4qxLRw7G3gPbK8lDqTyaDRaEj4wM2l66OVYnVGFyI0NKYxUWa/XDAnHshkPp8HAIFwiE1T4PQ6FqXTp08DgGDU7NXQkBfLw1QWnYw1m01xp8S6CRnRI7CKyfekFaLC86t5mSOwt8L3D4YOeH0sS8GpVEomJxb9qjNOlVNR6RXJM9EArkPDnAx/KGihUGjm+wJ5zvxmAf6fRNiTiTibeabTKTqdDorFIqrVqnwZvL75iRb+Q00700JpF/ugeFFbMh138cPpLmkB2NE1X4WhMLNwQtLPYZWPrrjZbAp+qd2qjlGPohdeeEFgHlodChK/UZT3ytEN8kt0tHsmD7TK+goCXmqtoUd+AQ0PUhcx6NJrtRpM05SSt/7uOlb/Fp0lfOGFF8RL0EOw0Wg8Hs+gKmz04V5QYXWFUcNuFDAqKt/D8zzs7+9LKy9DIY2u8LthiDPzJieehTZ2D6IjhXgeM9WdUPO4I5+jSQs7iW5TFxW0pmnsWbswAFL1YRzHu3T1vRTc2EfBiYHZLx2nYFCY5n8HZpEMCq+2ZJFIROAyun99JRXjYa20bOtkMWcwGMx81QCtFff1UbrYnnnmGSkocB27u7uwLEtCB90brItLVF6e3/znM5YmMkQjNRgMBL1qNpuSJOpcCYDwq4soGrkhePAgMh6lZHlMx/RppMVQ8mM6pk8xHQvxMT3xdCzEx/TE07EQH9MTT8dCfExPPB0L8TE98fT/ABf938pyo4YCAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 44\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 45\n" + ] + }, + { + "data": { + "image/png": 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NOp2Oxn4cx9i2TRRFzGYzer0ew+GQnZ0dnY5kWUalUlHiIsaV5Cec/vNA/9HAReaVZkVEhtFoxPXr17XeShbf3d2lWq2ys7OD7/vqkpPJhCAI1AjC/BzH4dq1axwcHABPBIaDgwO63S7dbpft7W2dsKZpqh2aTGqlyog+LyFy5aweRRG3b9/m5s2bnJycMJ/PlV0VRcH5+Tme56lsXK1WdVgv5a5Sqeikw7IsptOpkqIoilSLl4yeZRl7e3sMBgOMMVSrVbrdLr1eT/trIUee5xEEgSZF3/f5+OOP9WGEKzcp9+7d4/vf/z5hGOo4V8DU63Xm8zmHh4cq5lcqFfUKQCuCUN2DgwMODg7UO6Q0NhoNarWaio0XFxfKwJrN5qVx8PpTE6PRiCRJdN2NjQ0sy+L+/fvayV0J+A9/+ENu377Nr3/9axXvRAEVNeTRo0fcuXOH3d1dBoMBnU6H2WxGtVrVFlTqrjQl61MX27aVA8guep4HQKPRoNVq6Q7Lu4TNfD5XI7uuy2uvvUan0yGKIj744APt758a+HA4BJ7IzOuadpZl1Ot1NcTh4SGDwYBWq8VgMNCRcK/XYz6fs1gstPYnSYLneSpgrD94IJQY0LGVGFAosyTa8/NzAB1WOI7D/v4+FxcXfPvb32a5XHJycnI14J1Oh9PTUz744ANdsNFoKOEQqXg+n/P48WOazSZ7e3tsbm4ynU7Z2tqiLEude8tuCpkR2hqGIdVqVUOg3W7TarXUMMK/xeiSIIWTz+dzAH3IyPM8vvOd7/Dzn//8asBt2+bk5ITT01OGw6G2oGVZcnFxgTFGd3g8HtNsNnWa2e/3VfPu9/sEQcBkMtFWV56eEJFQEpJIyjKmMsbo74vFQp+CEpISRRGVSoXJZHJJzd3f3+fNN9+8GnCA09NTFosF+/v7l7JvEAQsFgsdB/m+TxRFrFYr3TW5acnwu7u72sxI0qvX6ypbCQESwNVqVXX4oiiUCo/HY4Ig0ImqeM061W232xqqTw08z3NGoxG+71/qxCzLotvtEoYh5+fnuK6rT01IXIsqI92SMLv1Xlo6rXVhQ0QNQKuHdH+i5wmzGwwGNBoNbZaER8hM7/r161cDXpalWnmdssoinU6Hi4sLVT/a7bYO+0Q+WtfFhAVKSykdmQBfP2QNQK/veZ5K1DKVkdwjdXv9edorj5DERSWZNJvNS08hypMKUuPPzs7Y2trSZiKOY+Xz8gCAcGy5OdHu1weJIjasK6fz+Zz5fM5oNNLnZsSocRyzs7Oj15SG6gs9xFuv11XLHgwGfzCblrjM85zxeMxHH32kz7hIz73+zKq4pZAhcW0JDZnKANqEeJ7HZDLh7OyMsizZ2trSWM6yjNFoxLe+9S09R4aV6w8L/wG2F/8L6Tk7XgB/3o4XwJ+347kF/n+P6wU0BUbYOwAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 46\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 47\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 48\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 49\n" + ] + }, + { + "data": { + "image/png": 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cuHCB8+fPAyzw92o7STQhpmgYxsI8XZhatQoUC5EZXK/Xo9lsKh8WFwSUbydJwsHBwfGAa5qG7/v86le/+kRdXu2Lidmvra0p4lH9HkaASTem0WioubaYtwQpmY3JKEiWdFRkoCDnJfYIYZJr0zTlww8/fBy0J+dxXdf5zW9+w7e+9a2FAkEG7yJ1aSXLi0VAQjWl8Sg+KNoVDcmEU0bBEjyrQhYXkR4gPOz+Agvf40RRxM9+9jO+973vHQ+4pmn0+33u3LnD+fPnieNYlarCv6vtXwl8wqVFC+12W/lutXYW8NJYkHvErcSPZS9Vk9Y0TTVBqh3hoijY39/n5s2bx9O4YRjkec5oNOL999/nxRdfVNIE1PSkKukqa5L6WOZsUjZWLUVAiN9Xx7siUIkr1bZ2dX/yXgGdpik3btxgMpk8Ftvv9GVjGIb88pe/ZDAYKL+tRmbJvXmeq68YZDPVf1e1FobhJ5oaj1ZUQmiqTQ6pHdI0XfjqQmj1fD5nMBhw48aN409LZVOGYdDv97l37x4XL15UFRA8bO9UA5p0SCSwVYFIIBL/h0OO0G63F6I3PAxSYsKSqyWTiNsJP5evNq5fv87u7u7xixTx09dff51z586pj3wk6Ej7WfxWmhBxHCueX6vV1MBxNpup7+Pg0JLkPsnx1WwgViT3uK6rUpdYkwg8CAKiKGJ/f58bN26ogeOxgAN84xvf4Itf/CK3bt1id3eXS5cuqRJVNiozc2lBySccuq4r7iwf6kh8qNbaUpiICQsFlXQmWhczj6JoocEpn6IFQcC1a9cYj8dHavuJwL/5zW/yta99jVu3brG5uUmv16Pb7XLv3j1lqhKkgiBQaUtAiKvIIXS1GrHLslRajKJIdU+rgwrJ0RITfN9X5GY+nxOGIXmes7W1xdbWlkrDxwb+3e9+l5/85Cfcvn2b0WikhvGdTofNzU31vRmgfEzmY1JyihbTNFVFikTwatqT6k3Iy6MaEyoqJWu1lT2bzVhaWlIfKVUnP8cCbpomH3zwAb7vKx4s38QsLS2xvb2tGn+SWkQD4oNimlEUqXERPKSW1fncfD5nOp2qDwrgYZyRb2DyPFfPEL+2LIter6dcoDpGftx6/r+QnrX1HPiztp4Df9bWMwv8fwFO6IlE4WENdgAAAABJRU5ErkJggg==\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 51\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 52\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 53\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 54\n" + ] + }, + { + "data": { + "image/png": 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lcqlms2l8HL+4YIQ++XxeBwcHOjg4sMsDoocw98YXZDIYDMyggrCazabOzs7UarU0HA7N0ILCMHw45FarpWQyqcPDw614M3T29evXevHihSGZZrP5rQwcdwtjHI1GVavVdHBwoFQqZZEMIRX8G8/GGfGL9USjUbVaLaMXQPJkiqW7hNdqtVK9XlcgENDe3p6Ojo50fHz8zrU9aJRCoZAZh1gspmq1ag86HA7VbDbNE4XDYYutZ7OZZrOZGYtIJKKrqyuDsIPBQNVqVfl83kK/2Wymdruty8tL1et1M3LNZlOTyWSDEI/H4xoMBkZ0JxIJ7e/vq1wum7d/9uyZffZjcnNzo88//1ztdluJRMIyjZFIxEJFH3YEg0ENBgOFw2HlcjkVi0V98skn2tvb08HBgXklwg88PN7j7OxMzWZT0+lUnU5HL1++VKfTsbAHjz2dTs0LwbXs7e1pb29PhULBLvC2hP5yuVS73TYeCufAJWu326Z0o9HILvNkMtHXX3+tRCKhZ8+e6enTpzo6OtKTJ0+Uy+VM2VHmwWCgRqNhCkv48s033+jly5cG/0HNFHRicPHyktTr9XR1dbV1zdl6vTbU3Gq1LDFA2IGh5LIOBgMFg0ELMXAyR0dH2tvbU6lUMufnS1agM3q9nhUFsnevX7/W5eWlcXCEaqVSyVAKDowMHqE55QSPSa/XU71et3tAxhGOi3WCGieTyUaIWigUzBBns1n7ncgAp8qecaagocVioVevXunq6mojbA+FQspms8pkMvZZ/D4ej80APlRb96BR8pmURCJh3vny8tIgaCaT0Xg8VrvdVjgc1nA4VDgcViaTUTAYtM3I5XIbFxv+gvSzJ4O5EP1+34hf6S7MSqfTqlQqur6+1mg0sr87Pj5WsVjUcrlULpfb+oA7nY4ikYiKxaIhE8JEn5WaTCYGXzG83gu22211u10zkNVq1TguEgO9Xs8OeTgc6ubmRovFQqVSSf1+X81mU0dHRxoMBhoMBjo8PLSfg9QHgufzeQuVthFQTy6XM36m2Wyq0+kYZ+DJWJ/Gvr9X7MP+/r6CwaBlAEOhkFVjsx8YvMFgYMYGJLpcLnV5eanJZGKoa7VaqVQqqVqtqlAoKJVKbTilh8SHXrlczirHO52O+v3+xrmNRqMNxERY3Wq11Ov1dHNzo0qlomq1qmw2q0KhYAZltVqp3W6rXq/r6upKnU7H1lmv19Xtdo1u4JJPp1PNZjM1Gg1Fo1Gl02k9ffrU1un5uW3Ocj6fK5lM2lmALtETHPtisdB0OjWDFIlE1O/31W63NZlMlE6nNRwOjQ8uFouGzHFkrVZLZ2dnGo1GGo1Gxi+zTum2rhGdubm5sXqwcrmsg4MDVSoV+9xisfjOtT1olCKRiHE0wGKs7mw2Uzwe1y9+8QtdXl4as0549dFHH2kymajVahmPQQxbKBSUTCZFCwsHfHFxYcZgPp8rEokok8kYMkPi8bj++I//WC9fvtSXX365kSmgKhdvsY0QPuClR6ORzs/PjcgPhW4rU+EoqtWqzs7OzCMsFgs1Go2NrFQsFlOhUNgoLYCTgUBdrVZGKOfzeX399dcaDAbq9XqGJP7sz/5Mk8lEn332mU5PT1Uulw3hYPg7nc5W60ylUsYHgVivrq50fX2t1WqlfD6vJ0+e6IsvvtDFxYV+/vOfazabaTwe6+joyPaBy4ez8VmucDis0Wi0Ycin06l9fj6fV6vV0tdff62TkxONRiPV63X778vLS+NkAoGAnjx5onK5bEmQxySZTKpQKKhUKmk6ndqFury8VL/fVzqdVrlc1s3NjZrNpvL5vBqNhhlhSer3+4bApbtMVzab3SDS4VRGo5FxKZ1OxxIh4/HYPne5XOr58+c6OjrSV199pdPTU81mM+NXisWi/dw2ks1mtbe3p+VyqUajoV6vp2azqXq9LkmqVqsKh8O6vr62s4AL8k633+8bEY6u53I5M2CAEqKcTqdjxox9YB2Exn/xF3+h6+trff311+r3+4pEIsrn85aIIhp4lzxolHK5nFKplB1ypVLRRx99ZF4kEono8PBQh4eHFrtzaT/++GNNJhP927/9mxaLhS3Uo51isahSqSTp9hKfnZ1pPp/ryZMnhhwgIS8vL41s/uSTTxSNRlUoFPThhx8qHA6rVCopmUya54jFYltf1qOjI0vLwhPgvbPZrD7++GPjvOLxuD744AONRiM9f/5cpVLJEBXG8+LiQrlcTicnJ8pkMkqlUkokEgoGg2YAMpmMqtWqxuOx9vb2lE6nzUA3m00lk0kdHx+rVqvp5uZGH330kX13tVo1vovQaxspFAqqVquq1WpqNBqq1+tG8CeTST1//lzPnz83I3J1daVSqaRf/vKX+vnPf652u22ZNy5gr9czUprescVioYuLC02nU6XTaZVKJc1mMyUSCeXzeb1588YcUTQa1cnJif70T/9Ug8FAX375pVqtlvb29oxcz+fzG8WZDwmcXiaTUT6f16tXr4w8zufzKpfLevr0qb788ksLyzFkP/vZzzQYDFSv142ExzlCuBeLxY02mXa7bagE9Hd4eKj1eq1vvvnGnHUsFtPR0ZGeP38uSaJvDX6OqGHbMHV/f1/ZbFbValVv3rzR5eWlrTscDmt/f98cRLfbVTh82wP44Ycfqlar6eXLlxt9eoCGvb095XI5S+hA7JOlxXBxrpeXl4pGo6aD8FXJZNIMIeAjnU5bwuMhHvRRpBSPxy18K5VKhno85D4+PlY2mzUkQXFfs9k0D5jNZi0ef/r0qRHdeNflcmneIp/PazweW4UoJCvooVKpWBgDF8HnkynDq28jR0dHOjg4ULPZ1NXVlXnoxWKhk5MTHR8fGzy+urrSy5cv9fHHH+vXv/61arWaPvvsM00mExUKBYPu3W7Xqn7z+bxltSCty+WyotGopav7/b4qlYr+5E/+RP1+X/l8XqVSyQjE1Wqlw8NDFYtFZTIZy5Tc7zF7SLh8gUBAxWJRtVpNT58+1d7eniRZCcef//mfm7GNRqM6Pj5WtVpVOp1Wt9tVPp+3bJIkS+ETwmGc4CGj0ai63a4hj6OjI7v0wWBQ+/v7yuVyWq1WOjo6UrVaVaVSsTACTmgb40tNDOjj6dOnRphfX18rl8uZcYnFYsb91Go1HR0dqd/vG/ImEdDtdrVarbS/v69qtapYLGbk8vn5uZHUhIU489VqpUajoXA4rHK5rI8//ljz+VypVEoHBwcWLtHg/V31RA+dZSqVUj6fV61W02AwUKvV0vX1tabTqZHz8Xhcr1+/tkzv0dGR4vG4arWa3r59a/znaDSy8y6VSqrVahvrfPnypSqViiqViobDoRnzZDKpTCaj4XCoQqGgX/7yl5Z9hovL5/Mbd93zrN8lDxol0qGk3+ESZrOZGQE4olAopEKhYPUbPs7kwUulkiGEVCplCg3crdVqKpVKG60mkGOxWMzS73x2IBAwBWTBZDUIJbcRJgNAIvd6PT158kTtdlvZbNZI61//+tdqNBqSZBm3TqejTCajbDZrXA0XUrqrCyG84d/5bA5xOlmgfD5v3gcjiRHHo3LBfZHaY8KzBAIBM0CcAx59NBopnU7rj/7ojzZI3eFwqFAopHK5bM6KkgHKAyC64/G4stms8vm8ObVYLKbhcGgo9ujoSE+fPjXk3O/37cJCLvt6Fl8p/5Bw9uFw2Az4aDSyfaWeiLCQRAbZ0el0arqdTCY1HA43UtqEzhTyghhCoZDVmFEDBFmeSCSUSCQslOU8SfQQXn2fs2SdEPAYiFQqpXa7bR37JycnqtVqG5M2OOv9/X0DEKy3UChY8gFnMJlMrDaOWiycZSqV0vHxsfGKJMeWy6Xde19q4WvI3iWPGiWKxzwJyWUfDodqtVpar9dWOEWqFJQCZD48PDTLiXEhXqU6NJ1Oq1qtajAYbGS/YPzJ6OGRfU+eH7+BAj9EpnnBU6VSKeVyOfX7fWWzWSsvAJ7ncjmVSiXLjHEwkJ/j8ViRSEQnJycWrvly/Gg0amURg8HAPDBFfiAi3xLBnmOwyJDQ/Ehh4jbiK5r5Be9DypfMmG9vgUiFJAe+w8FA/Pqanmw2q0qlYuGwLzLFqcBFEfpKt5xgLpez7A0omnT7NkJTqE+7wwvBkQ0GA3N8kMYUbvparFqtpv39fT1//tzKFqjeB1EQ2sC1YsBxAiQPKEtAhzljpj9gMLdd4/1LzjoofGTfPFAYjUYWOiUSCXPe1WpVBwcHOj4+NpQF91QoFHR8fKzJZGLcLiEfURRJLl96AW2BE/MdDQ+t80Gj5FsFfC8Rys1mU1XNhpDuPDg40MnJifE9bCbek83ju2hzoCIcA0Xmhs0kdEkmk0qn0xZHcwgo5LaXFc+GMYBnIauIQnFR+XkucTQatWIw0CBKQu0RexiPx61ZFNhMDQl1IBgGLjgHXCqVNtAYCrctIvR9gxgUEBscElkkDBECsVosFu37fSW8RzFcdgwXCrlarSyrCAks3Rkn6t8KhYJVlsOZ+daJhwTjKd05glQqpdFopPV6bfOZuKg+sUJFdD6fVyaTseLfvb09I7mlOy+fSCRUKBQspMHIQwQPBgNJtxcQjgV0jDMlbPMNr9uepe/7xAiSuSaDiO5SEIkOgPBSqZQlTwjlfJkJRpqyDeq2UqmUlUGQ2WNiB88Sj8fN+FIbBrXyeyMljITPKmEQKCDMZrNar9cbWZZgMGhkGSw7Su77azAihCJ+pAGf4WN1YlkMH5eVIkyqdoGK23JKXD42khQ+BojiUC4R3AYGtFqtmmFMJpNmsEEyKAZG3Pcs8e8qlYp5caqhuaxcLB+mYiRRgG3EOwFCHBQmFospl8uZg6HthywUVeXwWOPxeKOWxTeiony+hQJlJkwaDAaGqn3IC+FPhpIM6P1exHeJR2zeOYFIksmkXr9+bTVY3rBTr/Ps2TNlMpkNNMN5orfcB3jDdDqt8XisUqmkTqejbrerdrtte+1DeDhQDC/Cxd1GfMaZz6fwEQd2dXVlrTugPxzokydPVCgUDBWh+77PzTfHr1Yrc6Sz2UyVSkW1Ws1qtdBvzjkejxvxTjsW58i5vEsePGVvvf2wJi4fRW6+SNJ7Ax6EokpCQf9Avt8HroNKZYhhiGLp7gJgnX2BGt/BwW6blfKNpmwaHj6dTqvRaFj9BwpByEcRGhtPvw/ebzAYWCwOdGWf4BfwKB6CeyPua6U4UB+SbNuaQK8T7RGsg6JFSE4MMgbPh0HwQhgJ9powF5TpdQACNRaLWbbVhxecG89AhTiXgj7IbYwSe+yJcYx7uVy26aIgNn4GNEABLmvx9VG0WmD4fOkKhiESiRiHA1pijXCnXFjGpbBf9xHnQ0LKHoeHUKiYy+UsWYOecV/5blCoN7Kg+/F4bNENhok7COKHxvDZRz+6BUOMPnE36XJ4lzx4yvcbKsluYViwzKAjX9dAjIxi+VYED93YDA6kUCjYRvqYn0XCNbGh/AwNpSz8+yAlH5bRBkCDLyGFNxLeI8DtUA7gmywJsTC8GBLm03ijysXx0JZLSH+fr49B6fm324hHbnw+5wJfAjriczEyGErWBWqQ7gwM5+4zghg29EK6G4njf/nGZYwU/x7l3ia8mU6n3+pQ58xAJ7VabaObnb/nPKiJIoGDIcdh+AtM4uV+RTP7S9jkUSrf6YVz2DYU94baX37/7/kOjITXOagHdMJzblAhHtXDAwNOyLjeH6p3Hy1TgMk+YPQekgeNEgVToCIOm1/eG7LRfKEnsXlA3xOHUfNzhSls6/f7FsbQg8XnQxTyy0NMrLcPJbYRDsBDVSw6ngelZM38N4aMPfEGgsPysB+PA2pkXXyGXyOKxiHz9ygXvMy2BXeQ2SBBz0dIm8PYOEM//YCLxQXE2UC88+8x6lQwe93wTdskCDAcXnf4bMI7UOpjQnhIMoTwy8/c5jm9kWd9nktjX/yZ8rMeefjEDoKT4ULjYNhTnsETxt9HZ2laBq2ip74kBmPP+WEg/C/2Q5JRCv6u8nc4YZCddEcBoKdQO5Tj+MJjOD0czu+NlFg8IYKPC9lgb/09SvFxKZAf6w58JcbG8waDQQslqN/xY0ixxBg8/h0kJUpP+8C2h8zlIQsCzPZK5T03iskafWiGV8XzcVl9pTcjUz0/wYF55OlLG+6T5gglGdsIHA3r9JkQ/9x8133ylTVTxUzVOqltjCy8Sb/ft9EkoG30BGX32UmQrg8nCHO3XScX3T/PfVTms4XeGfHfPuz3YT3/lj9fr9emw/7C+VANx+YnR/izB00T9n8fygHDhCPmub5rT0BFXucwwPCXPCPPzufBQ1EeQVEySQUiGIwiKAqn6cs5uKsPrXOr7BtoBcTABvgMAAsgg7FarTbe0gCM913SkNYgBS4CoV8ymbRxHuv1WuVy2RSTC4PCkrkiLcloiG0E4tWv0UN7z6uwL/6zqd8CFtOCk8vlTCExUpIsTU4PHBXRFJn5/Zfu+APWy3eRft7WKEkyo8RF9J6U7/Ch7P0LTPZqsVhsjJsF7RIKgWL5WX8JyuWyZRdBDvxbkDVOjL1iztY2guH0xpczu3+OvroYfoR5Xp4DBdX7ESa+cJAiS5/EoJ6Py05oxV54eoNate+LCDEIGBdp0zGybp+4IGk0GAxs/el0Wuv12mrgfDEnIWm73Va73bY6p/F4rGq1uhEi+3tDmQDnSEmC72f9Lnm0TolDAqZxoHAp/oDxftS91Ot1NRoNBYO3Vbt4YL9JhBHey3AZEomE5vO5Wq2WXVYf66LALBLPTJPs96n54Jnp2vZ8lv8c9gRU4/kzmlB9CObrpwjvQAxUDycSCV1fX2s8Hls7gyd1veHmkrFOkOE2gqHh35LtAcl51MaaudBMNOh2uxuGGmjuZ1xzjkB4slhMfAgGg1ZZ7j2yR2igh+FwuOF0tjnLQCBgzwQH6rk6H+5i5LlAVEaT3uYzJG2EmoTbsVhMs9nMGtQpHjw8PFQkEtlAMCAo9gedwylynt/nLP299OCAMNqjYPSHPrl+v29IDkPpz0O6S2BgdCinSCaTurm50Wg0MtSzWCyskp09wsFgdFnzQ+t80CixCKqNQSyeV/DGQZIZB7JVjPhAGT1MBuLdN0r8DKgnGLydQ0NvHTwXxCMkM6GCL+TcRgj72Cw8D97Gp959PM7h8f3tdnvDOKN4fuaTJ1glWW/ceDzW1dWVcQQgES6CJ4ExICDDbb0r3h/ERbbIe7n7tWMYCOpfGHwn3YUQIC8MLxdwuVxudJv7hIAnle+PyvBhIsWz2xql4XBo86EgZ6W7zgFPP/jvHI1GajQaNnq4Wq1uVM2zJlAVeodzGY1Glo198eKF6d5yubSiYfbG1/R9lzPdRgiJ4eYwPJ7kx/FLskwwUz5brZbG47E++OADZbNZ0zl+Dgfqs+dkGwnbGY+CcysUCt9CqDgXbMH9As7vkgeNUrfbNcsJIuFC+ZojlJyubGpL6PFi6BaeYz6f26xpFoE19i+VBDZTaLZcLm1KIVkxSd8aTQFk3Fa4QKSJCS18fYUnrFFwDnE8HqvRaGg2u53VjbISelAsyV55g8fzS3certvtGnlJbQ3PEQgE7DkxwtuutdFoaG9vz4wwNSfwBr4BkzEzZLO4AAwzg+uBTwKZksEBvaK00i3/Rc8fyo+Sg5ilzfC22+2al6UY8TGdZS+psOeCUFbB+tBFECCV2b1eT3t7e4rH48ZPjkYjQ/a0AM1mMxvyJskMDyQ/qII2DXhZvhtDy1my59vIcDi0Bl5PmSwWC3M0gAE+l3lZ6N58Pjf6wEcG0A2+DAeDiX5AzgMOKKSkittz0Lw4FVR1vzD3vjxolFACZuty2GSQvHFiVlCr1bJKVUZrlEol/cu//Itev35t40Gr1aqOjo4s5mYR3W5X33zzjZrNpvXm+CJCrD0XhqJJrDCL/j5GqdfrGRL0za4gRF9AiufhsL3HQ1G49His+4rj+ZNWq2UNq1Snc2m63a71H8FVgFwZvue5hMeEqQvRaNTWhgJzhnhzRqj4JspsNqvz83Odnp5a2HNwcGDeEGQ3nU51fX2tV69e6ZtvvlEodNvyA/ogI8Zl8XU8VCUzUpVz5tdj4md1QTtI2thD6RYFMrKWmVYUb4J+EJyWJCOkCWnhLtfrtc2lXq1W1qM4nU5txDL1QXw/9wVdQne3EToBcMI8J7QCz7tarTQcDtVoNAwd+/7JyWRikxQ8T+b1gu/DMHlDxlA87j96RTYQ5+NnWfnI6rvk0TolFuJT/CAGX5dEPAyyYeQI8sEHH+j09NRmL11fX6vRaNjoUSA8kNCXC0iysCGZTNosZy46IQa/A1u3Jbr9mN/xeKxUKmVw1ZOdPo3r+7moBr6+vrZCweVyad3ojCSh7gWEw15QjFoqlSw7OZ1OLSTlwkLCk4nyYcA2AjlKGhsOhKpu6a62hXCbtfvq9bOzM3366aeq1+v64IMP1O/3tbe3Z9X14/FYb9++1VdffaVGo6HDw0O78Cgz6/FkL9/l+QePurapU+J8YrGY7bfPEqEXfC7TGzGYjD4hlAOtMw/Il4RwEZmQKt3VG5HoWCwWNmuJUBfKo9PpGNICWW8r/DwgwYfKvqUDlMdMfSIUMuDtdlsvXrww5FMoFHRwcGDTEDj7yWSi6+trXVxcWERA9IKTWS5vZzuBahOJxEbYCzXgw8rvkkezb3AAEM9cdGAcnhEL7xeN9Z1MJnry5In+8i//UrFYTK9evTI42Ww2DRLjlWmpwMv5zAbPBTHH4iDVJNmF3bb3DcheLpfNe/pLihLz/TQIU9YQDAZVLpd1cXGh3/3ud5Juw4hUKqWPPvrIOs9BEr1eT6enp/rtb3+r4XBos759gRsV4ygUXhHDy3qJ97cRFJkhZkB8SRaeed6KPeCihUIhPXnyxELXTz/9VKenp2q32zaAn9Blsbido3N8fGz9gLQxYPDI8BDO3O8txBjdrzp+SHwZCpfAp6o94uFzfVkDiH21Wunzzz/XixcvbObTycnJxvzu+fx2ntLr16/19u1bm0Tgi17T6bRWq5VarZa63e6GcyHzxf3hz7YRQiHCZV8/xVkDFuAnc7mccrmc6SHnnM/n9eWXX+ry8lLBYFAffPCBTc5gT+bzub1RiNYoMnlQFIThzKEizGev0FXO+13yaJsJyu+LElFYrKDvRwNhsGFwBWRDfvaznykYDOrNmzcbDYscog9t7hdedjodhUIhI8CZ+ujTyIxifQwi3heyArFYzBAEewBC8hXjHt6GQrdd8ycnJ7q8vNRvfvMbm6CIx2UURyQSsZAhm82aAhC2YYB8Ovd+ytpnHbeF+4gv1CP75dtKSPUS5kh3BotMT61W069+9StlMhm9ePFCV1dXevv2rYXZzCZiZrR0V5iJbkwmE0NshH6+7sy/agvjsg3fwp5QE7dcLq1SXbrTNZIhtJ0Q0oDkCoWCnj9/rq+++speAtBsNs3w8uIMEgCr1crOF76Nuh4SCug7mU+iDhIQJC+2ES64r8WSNl9D5dE554eh4l7G43E9f/7cXifWaDT09u1bNRoNSxR4kt63+8CL3dzcKJlMGvfE23FYK0aNUJPhcu+SR7NvZGQQUsFeiRlQns1mjeRmo7DKkHqhUMjK/MlWAe/IevlCSYySJyvx+MT/cDoQjxgVf7EeEi65/3egCC4kjaiszYd0HPre3p5+9atfKRAI6PPPP9f5+blev36tbre7MR8oErmdB16pVOyA4QH8IHj4I5wCyu4NEv+9jQyHQyWTSbuwQGzP2aFo7AGOiDAGBwN6iMVi1jRNCMa4Ywh0nx5mr0DQICLOk+/HIGE8yBo9JqwJveIykpwAQcCLsM/sJ/oaCNxOYfzkk08UCATU7/d1enpq/Kev65Fup7SCJkHWDD0MBAJWT4bRwJl4pwsC30bg/7gjPLN3lHCtVLdjDDBWINdgMKiDg4ONUdc8F//Puj048YkXxr5Id5EMURQOhvsJUn6XPGiUfEyOp+GLabBcLpc265iSAV+Pg2Jg2SkFYOQt2Rwugq8KJh3P39M+QL8NCoBXmkxuZ4L7/qRtBOKSRmAMDyS3z5ZhoOHP8OBc2HK5rF/84hfGKZydnVnadzqdWtNnoVAwBEAGj+8EyvtiQjg1PCsZOIzpNtLr9Tbag+CTfDsFnux++wEQHANDJurw8FD7+/tmWEB11Mh4XsobUPSJPfYV9YQEvgmaBMljAtfH5+K1fe0Y2aBKpWKG32cU0ev5fK7Dw0P1+329efPGQiu4RowcThRjz951Op2N8gey1+iUr8eizu2hsOb+OkExkUhkA32AUsj+JRIJ9ft9hUK3g+joKEDn5vO5vRFoNpvZz6IPvuiUPwfFY8Aw8pSLwEexjzganukhfvDR3jcUlxQr2TYPh/HyTLyj9oS3P/iemtXq9q2k1WpVwWDQXvzIfGxf40K6e7FYWJqc7y2Xy1Y/QxsL9RfSHbzdRiB/QVysyROHpFepq5LuhokRs5PBC4fDVizKoDlKARgDgmeD+PS1IJLsMsKz0WcFWU01+Hq93hryo7wU/YEMfaEnEBtkQY2Wf1Ellw7ER6MmYTXoAM6C8N4XuVK4xwRM1obBJZODQm+LICKRiCFTDAVr5tL6Km4+lx4+ODF+LhK5nc+N02JdnJNvFMeh4mwIZ3ybFuKLJ/v9vpbLpYXW2wglCr6WyCej4IJA3+x9KHQ7L4q7iUMKBAI2r4uyGwYb0oWB8SWDCJJl5hmjeMrlsq0fgzWdTtVqtTay0u+SB40SSssl9KQkL1xk9CnVzLDvksyK4z3YMFK2hA4cOClVX6QZCATsTamEbVhg/7oiSEcqlLclRqVbz0JoI91xKIQ0zIfBUAKRfcsC/4ZLyZgOOsYhhz3S5M99VzbepNfrKRQK2YxvXogABGZqJcT1NsJUTV5EGY1G1W63zUiR8SS0Go1Gurm5MQ7NvxQTxWK8L/+OxACGE4RL2Lle384f4qITfuTzeTNI1A1Jd+8DBGU8JuVy2d6j59+Ey/d6naV2hr2uVqsql8sbb5bFKBWLRZu9TiLFX36cC06VqazD4VCJRELZbHZjJIovIlyv17bP24ovMqaViawl42cY59tut+1FDyDcQqGgbDZrCRhQcCaTUa1Ws33he3xSy9fH+ZG3nDHr5y5TLuNfn/57h2/U3Ui3cWI8HrdwwZeWg2wYSM4XcrkwRpTigwICgYBxJT5cgSCn3oFLycatVisr0qTGg8wAHpCN3EYqlYpevnxpHfSgDzwgaWr2xMfO8FwYad+C4V+wCHz3xlmSHSSl/4PBwIbBY3QwtHhVLlM0GrWQcxvhsr1580atVkuFQkHr9VpXV1d2qfgZ6dZgomz+DTa+psZPG/Bz3H1/ExknQlreUoLBkmSoF4OE88MQcC6PSalU0vX1tWUYmegJycyzxmIx+y46Bc7Pz20Ubz6ftxd1UtpRLpfVarUsu0RSBt6VN4fAmZCBxplCjvOz1BpxntJmC8xDQmkMiQF4NApAS6XSRoKGyZEgbV6A4bsDIPCpHUSffTqf4mLmgTOwDkQNrQDqlWSOFm4KB/wueXTyJA9NOpr6DD/gikvI63CoXqaid7lc2ohbisx8fxpKLskOB4X2lbC+/YHhWZCIoCS/2G3DN6YuMm8cw9JoNCxk4cAIe8bjsVUB++f0M5bIyHjDDmLCuFDnQusML7FMp9MW6vhsTqPRsIQBqHTbGTx4tZubG2uUpSr+7OxMs9nMDBWhFSiONyIHAoGNTJnnkvD6/D0ekbOj1gmuUbprZm61WhbWgSYwGJI2UOlDwtRFaoOoUZrP5zo7O7NUN4by8PBQJycnkmTvnbu8vNx4ByFIkteUk7jhTgwGA9M7ioaLxaLy+bwZAd8CRfi4Xq/trTCPXdT7sre3Z2fIv0W3ms2mITS4X+4ma/chFyFeo9GwMbr3hYihWq2a06ImEbTLmbJmwjcKRCUZGvy9iydLpZLOz8+tQtu3YFCez2BwUqlcEDyqJGs8jUQiKpfL+uCDD0xRfa1Dr9ez95GBvIhffd8RFx4Lfnl5uVFegEfdFkFAUBMKSrJw4vT01MhMuAHCS7wub7YlCwKXwD74tCpoU5Jln6hvCQQCVvsE0vMtC1w0UJPPpmwjy+XSUAChLxkkENd8PreXVkraKGDle6Xbmd3Hx8ffSrdzkfGOOAv2mboazpHngmNh32iMJSzeVsLhsL3i6ObmxurZ2G/aWuD1KFql0K9SqVg9EUQujeX0/vFZIORsNrsxPYCwCCOBoMP+M0Bpfj+2kXK5bM/ljRnOgrOdTCaWrpdkISw6g2N69uyZSqXSRnMw+gZn6dtjiGZ8y45PiHCuoH9JlpF7bJ0PGqVqtap6vW6cBfUGvjoWOAqagXTmgEBVsPPX19dGQqIUZLCIsSl8xMARvviufA746urKLLsP2Xx9zzYCDMU4eq7n7du3tqkgw3Q6rUKhYIqL54nFYlbLAkzHm/kCTIwt8BjOhEyRJyY9T8PnkGVEMbYRHANvRKERlNAZ9EdZBqQ3+wDnM5ncvh56MBgY0e2zsTw7CIEQAsQI1KfMQrozGFT1d7tdc4i8CXabEo9sNqvpdKparWZzuH3lvUcpJF+CwbvXA4HS4FeOj4+NrwHhE8JRw4YxJoNM5pHvYv38N2l0Zr/7P98WLaXTaR0cHFhoLX17SB/6hqH32WNJdpaxWEz1et1ejInz4A3P0i2w8F0U0C4ke/iFPSD0JhnD2tDth0Y4P2iUMpmMnjx5ohcvXqjX61ktBgpyP62LwP3wM6FQyJj39Xptr0n2LRw0hrKpIAzP0Uh33oaMHMohacMgfR8hC8ZLFCeTiRkYLD/oJ5fLbcB/PzkT4+K9D4YcY+JrjEajkTVJgqLC4bCFsL5IzYemjUbD2ll84dxjgvIXi8WNd52B+DBMGELfnEuZxmw2M1K23+/baJpgMGilGnhG9oOzBAH6yQdcXpAa6IEQo9Pp6OTkZOsMI1wK6fzz8/ON2jJCfn7HwPpmU54lHA6r0+lof3/fkLJ/EzPhOxcWR8qauAO+KViSIV+KJr1B2lZ3C4WCBoOB9vb2zKDzfQjRBnvPdxNNkDElzL26utqYTJHJZCyr7tuB/HQJCmo5OzjQdru90SLF3eaeP1Rb96BRonaBN+L2+30biYll5OcolPTKxoYDc9kEmvPYSEm2OIboQxKiDOv1esOz1+t142Huh3bIttk3X5WNp2XzuFD9ft+8HcaLLnRCUBAhiIP2Cw6Qn/WVrT797mdGEU5gFDAW3W5XX375pSKRiJ49e/a9CH1CyFQqpb29vQ0U6xEaqIFMm68ah4MiswSKxgPjQHBUzMVG2X0xI4gPIzAcDnVzc2OZI89RcYEfk0gkYqE3WSdCGc4Tj+3nXXFJQNjUlYVCIV1fX1u4guH1o3J8ecD9+iyfrsexvHz50i4yEQX/Ztuz5OWug8FA2WxWzWbTDC/8HWGxJJseifMk/IzFYsbP4hCkO8Id3WSvePU2fJUvcoYz4w0q6DFRAMjKJ3q+Sx7llKj2nEwm5qF5WEI26hioYaAAkC/mcNgsP1ICT8J4EkI6wiQUhcwT/+b6+tp+jkpw6a6LW3qYTNvYhH9Ha7xzDKNCESObyAWE66Fxlr9HudrtthG11ONIMiXodrtGTrJ3rB/EBPpiKgJe6Pz8XG/evFE4HNbe3p5dwG0ERONHvgwGA93c3GgwGBg6IkXOBELfzkPlPelmiuv8XsJB4oxwLAjnyYgadOjm5sb0LhwO6/Dw0LruQa3bnmexWFSpVLLJpRgGjAE6QnmKdDfNAUPhCzlJ8uDAWAc1bb6eDEdGCh0nhw7V63UdHx/b54EoOf9tJBKJ2Ewj3szLVAdv+OH4yJLCXVJTRm0WoaQ3GPCNZNo4d5I5oD9CyMlkorOzM+uP810B/j77bPZ3nt9DC+ewmIjIAZHaw4JC/LKxvOWAg8WS8ouUMWlGDBqegoMhZKIwEkhMBzivJfJGyTeEbiv081A8iCJhBHk24m8uJl4XDk2SZRn9jB4fevophjQf8+ofvDbZKcJIECJGkT33VcXbCBcoFApZBzu1JBgiSZaSJ9PGmjBqvpoXJ8U+cSFZs2/8BE1ynhDHy+VSNzc3Wq1WqtVqxrcdHx/r4uJiw1M/JoRRiURCR0dHpq8XFxfmrfHu8Jy8xZk9xxiT6SQhASLHkVK/xktRvWPhvEme+HCb8+J3b4i2NUrSLce7v79v30XyiXvBd5CcoHA3kUioUqmY/kIjMPjNc3BM+/DN2SBq7goZ5PF4rNPTU3uLsjdwnncmU/8uedAo4cFBDxQpAmt9jwubTa0Ll4yLxowW6e6tGsBfX/WLR6ZIiywA3gpY32q1dHh4uOGlMRYcgB+d8pBwmaijIbNFRbEXSvB9yMp344E5fF+tiwKAHu4rMmjCr583nfrpkicnJwoEAnr16pUhnm2nIUA4+uem3YC0MP1fFDz6Xi8uIp5SuquOxglguFgHl4KsDii0Xq+bt+YtxAcHByoWi1byUK1WzahvG9rwzISOx8fHhswoFCWchoxljlUymVQul9P+/r4ZFF7o6JuBmUnkM8+E5xhrLizcEfvOfGvujy+b4P5sI+x3PB5XqVQyJ//27VtbE2iJQmP0PJ/Pm+EglP/oo49spBCOg7ViKPkd+gHnQu8rYbLPMNPlgDFHN35vohuegyFOPCzzpImXIUA9R8QIEzil+2S4L2Jj8X5oGZkbXj4AMkqn03r9+rWhBN9Hc5/w3vaAQV/RaNTK6iFAfaiF0rTbbeNcMEBceJ4DpSQE5qL4anb+XLqbPU4jKusGJUGiUkeERyfc20Z8T1cqlVIulzNPiVOg5ga0xl5XKhXl8/mNy+OTEVwsz5HwXWSuKKy7uLgwHgmjzQwfyGfCCnRvWwTBd3Ku+Xxeh4eHVluG3qIb1PWwl8wcisViOj4+1vPnz3V9fa16vW6oDqPOpfeZNeqQKAQdjUZWpkBH/X194Vn5rG3EX/J4/PZFmgCG8/PzjSJHeMGbmxs7b8bpkC3OZrMbjbsAEGnztVDwm6A/OMBIJGJTFHxNGXVe7JWkR9H9o71vIB4UEjQDmUVsCVmIRyyVShbLBoO371f3kwlh9KU7pEL8S5yMMjNmM5fLKRgM6vLy0p7HC9CSC7VtWINSMfgK6AkXQdjBxkJ+Ak2JtzFsoEPqdSgy5bC4AJ6HohHSX9yrqysbOpdOp224liTV6/UNXm4byWQyG6FDNHr7RlwcymKx0Nu3bzcGdJ2enmowGOjp06c6PDy0Kv/BYGBD4ultIvQEOZNhJIwdDoe6vr42ZERj69HRkfb3961CfTqdWusDpQnfp1YJng9dILU/nU711VdfaTAY2FmtViubPEkWyxeVEr7k83nj93xRsbQ5dwx0z5s/GBAXjUbNWFCtj4HDiYKethGfSJJuEUm5XLa/v7i4sP2l2tsbrPF4bNl09J7ykm63a9lOH+5S8oNBohcwn8/r5uZG/X5ftVrN9oX10XaFwfXg5bvkUbOM4QDu49EXi4Wur683SDpgIjwIpfo+vIOD8UR4Mpn8Vr0HSGU2m1mlM0rb6XR0eHho5COX0v83hnIb8fNiMCoYpel0qsvLS+vgJlUMElosbseM8GpuX8dE+b0ngzFMkJA+NcuB1+t1nZ+fazQaGecEmU34l8/n7Ty29a6z2cwMCcgoGo1qb2/Png9DBKIIBAK6uLiwfjsKDX2Kn0yldPeSSS4ddV8UIXa7XeMfI5GIDg8P9ezZs42qdQhmkO82ldzI/fPnfChvWa/X1htH+LVYLHR6empOgZEymUxGhULByjTQR1/jBELyI1+p1pdkrUbM0MJI+Fo+X92+rXg+EYTHXTk+PpYkXV1dbUw0kGT8HaOR/bhjShO80fUcIYkX+CT0cLVa6fz83CIfMm++eNTTE4/dy0eHvAERmaOSy+V0eHhohgnWHQUgtCA16NP60l2vF6gGnkiSZQUkWahYLpdVqVTMc3LYmUzGeqJAG/fTqttyLf1+X9ls1p4/HL6dR82QfWAxqAnDxdhX0tmVSsVCPxCOH2tBbQxkMwgFqM/Ff/PmjZrNpiqVimq1mlVcQ5SifN+nxUSSpY2J+9kviE8cxnQ6tRBdur3o9C0SlhOC+lS7tDk1gs5w6qE6nY5djmQyqefPn2tvb29jPC/8Cw5gGyX2wixsLpk3lolEQnt7e1ZzA+rhmeBT/Dhm+CLfTrNer+1sJdlnYVSZYVQoFOxFEiQ+KpWKpLtwTZI5B1+Pt80675fn4Cji8bgqlYrm8/nGnHNvyEB07C265VGbr6bnfq9Wt1M+aKOhuLjVapkOSXevS2d0zPepqXt0Rrf3PBinbDarw8NDa+70Q6EIU7jI/X7fjAbeBQvMd8Ar+OKxUCiko6OjjbdfgMRogyDMQol9KlTavk6JdoZisWijSWKx2zexwFEsFgtdXl4akoN3GY/HevnypUFipijCN/HSBQrUWJtPTROu9vt9nZ2dqdFoWFMuLSEUbvr2EkjpbauA4TQ4Vzgt+vro3PdEJwgN5AiPQBKD7CeXwxs2PofLRhtOoVDQycmJjo6OTFl9PyWGDs8NJ7GNQtMxUCwWN2rmqCGih429gLvkORqNhrrdrmXwWDshCPrrp1R6nRiPx3ry5ImKxaIZ/tFoZF0BuVxuAzVjhClv2fYsLy8vjWOl15QCVgBDoVAwtMvZkfH2Z4KzvR864uCJINARklar1e1k1Tdv3mysF13gu3z9ojeC75LAthd3JzvZyU5+CNm+KGInO9nJTn4A2RmlnexkJ++V7IzSTnayk/dKdkZpJzvZyXslO6O0k53s5L2SnVHayU528l7J/we5XEEE5gNlMQAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 55\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 56\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 57\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 58\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 59\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 60\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 61\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 62\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 63\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 66\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 67\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 68\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 69\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 70\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 71\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 72\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 74\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 75\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 76\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 77\n" + ] + }, + { + "data": { + "image/png": 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JOQzDEDDKaxN/qKCN50k93UnBcRwLQ0OrUScbqGgKRGRMTxoMBsKZMscRGbLuVa2d1nt6eoooiqR+JgerUpuq4rk3Wjz3QarzphXHsVyHhkPFsO6k8ahDh2yhxnG8MDvGkMySTUW7hmFgZWUFYRji8vJyYXaNIZzGz6E7Nh0IwCgn+8iDweBuCo6iCJ7nod/vS4uKVqmO5DBc0XPJ2bJubDQaQsQbhgHHcZDL5WBZlkQFCtRoNKQHe3JyIgBuPB5LqTAej2FZluQnHi67PiRbLi4ubqVgdmt4sDRYdd6MuRb40GXjgff7fcnfKrlCWpY4hWdXKpWwsrKCi4sL+L4vJRpTDeVivmUao3ER0PLsTk9P76bgVquFWq0mjQR1CoOHrKLCJEnQ7/dxdnaG4+NjXFxcCPPFKABAPI6hW1WUaZpwXRdLS0vY398XNov8NT2fDQIqN0kSASi0ehL3Ny2GQQCSaxlx1DSjTpuQ5ep0OqKk9fV1qRzoDI7jSHTgGQLvCRVWIO12W+phKpoKVcearg5fMDoeHR3dTcHHx8d4/vz5wrQBPYn5irNQ4/EYw+EQJycnODo6wnA4lKZ5v9+H4zjo9XooFAqiYI4EEX1zsNv3feG7wzDEYDAQwDQajaRcoHIYLsmqEYB8DsgisLmaZwkoVVDIPZ2fn6PZbML3fWGx2DYlUUJjo1GQz4+iCLZtY2lpCScnJ+h2uzIwQLpTnXjhebM/nSSJ8AnXRaprFdxsNsXqOJrT7/exsrIin1F7p77v4/DwEFEUoV6vo9FoQNd1jEYjHBwc4ODgQDy6Xq8L4T4ajVAoFBAEATqdDoIgEDDF8MXr0wjUcSJauoqgSf/dZhG8zGYz6fuq5Rq9huAvCAKcnJzg7OxMamgOJwBAt9tFuVwWw2dUIGkURZHU9/RYgibmYyJrNSRzOIJ9eTYgVMD1WQoeDocyegJ8aMR3u105XB5st9tFu91Gr9fDysoKnj59Ctd1pZf78uVL7O7uIggCeJ6HtbU1VKtVua7ruuj1eri8vISmaXj06JG0xujdrVZLZpLUfAlAkChz1+Xl5bWCq4vXGY/H0hItl8sLRAyjBOepms0mJpMJGo0GXNfFZDJBu91GkiTY29uDpmlYXl7G+vo6HMcRateyLOl1c+SGimToJQZh6lOnMpmC+DOnaO6k4MlkAt/3BTywEc4ygqCKc0atVgv5fB7b29sC9fk4iW3b8H0fg8EAQRCg1+sJA0SAxWnFx48ff8Th1mo1tFotBEGASqUibberbBUJhc95dIVgRa0r2ZMlE6U26VutFsIwxObmJtbW1iQVtVotvHz5Eu/evRNgyme71NFYjuzwrMgD0NPVaAF8qNPVZg6X7/uCHz5bwUSyzAlEkoPBQGrQ6XSK4XAoYOhXv/oVcrmcWCvz2NOnT7G7uytlB8MhkSpD2fb2NjY3NyU0kyXSdR31eh3v3r1Dq9XCfD6XaUr18EzTxHQ6xdnZ2bWTDlcVTCWro0E8dH6Gg4GDwQCNRgNbW1tCWrAHPJ/P0ev1BFC+fv1ahu7YDQuCQIAjO2dslnA0l6WZmi7UcM193RSpbpyLZoxXCQrWuSqYGY1GqFQqKJVKkmtUvrher+M3v/kNgPdhRg2LrHfL5bJw2CQ2VGasUChgdXUVx8fHGAwGsCxLgBrRJvPv2dnZrSc6uB8iXB7iaDSSelsdoXUcBxsbGwv3Zu/7+fPnODo6Qr/fF+9n1GPY1TQNa2tr2NjYkG4Y8KF9OhwOZe88IyqahAdDervdvjtV+ejRI5imKZMZLMIJ4VXlmqaJra0tGU0hz6x2fH79619jPp/j5ORkoXHAvjHnilWGjFbM4bJarSZAi4BErct1Xcfx8TGCILj1TFa32xU8QKpRRaz0HJY6tVpNKgmmIaaUzc1NfPXVV9jd3RUv5jAhvdRxHKysrMDzvAXD4jlQPtbURNAEWjR8zsbdueHPGvfo6AiPHz+Wjg9nniaTyUJj27ZttNttHB0dwXVdPHnyBGEYylzvZDJBrVZbMArDMJAkycLUAxEySw7mbEaCer0ue2Eo40ElSYLvvvtODuQ26+zsTIxBbSxQyaqCLcuSnEqjUwfgLMvC7373O5RKJRweHopzcNiwUqkI0aNGKLYWiVm63a54qzqZSU5b13UBtddNrlyrYE5S7O3tIZfLYXV1VRTM2SD2ZnVdl/Lh+++/RxRFePXqFQqFwsJD4yQpWHcyt0+nU/R6PVxcXMBxHADvw2K324Xv+4iiCJVKRbovpVJJwh3zMADs7+/jzZs3Um/eZvX7fRkYJLDiVAXLQOZoMlMsiYgz6JmapqFUKuGLL76Abds4PT2V+pwNExVcXq1zGdlouKy9WROr6ej169cAPjxk8NkKTpJExkZ3dnYknxYKhYX+K0Mqa898Po8oirCzs4PpdIp6vS7dEo7TsBxg2NI0DZ7nSd4j2cGpw9XVVQDvaUV6EY2AIGswGOAvf/mLtO44wXjTYgm2tbUlyqXxMA2YpikMFxEz26mVSkXyLL0+SRLYto2NjQ0kSSLypGkqNK3aXuR8OYkktckBLD5cnslkcH5+jv39fUmZd1Kw7/vyJAFBA1tn6pC32qMsFouo1Wr47W9/i4ODA7x69Qrj8RjNZlOou3K5jFwuJxSo4zgYDAZYWlrC7u4uoiiSaY61tTVsb28jm82i3+9LPmNJQy+I4xgvX76Uh77Jid9mjcdj7O7uolAooFgsikLVfrA6KXJxcYE3b97IlGc+n18oyQiQ1CkTNm4YtdRxnCRJ0Ol00O/3Ua1Wsbq6KkSP2lQBIODvb3/7mxBCd66DgfcNB/aFSXycnZ1Jk4FKZgnQaDRQKpVQKBTw5MkTrK2t4e3bt2g2m4iiCKenpzKlT/QaxzF6vZ6As1qtBs/zkM/nsbW1hWKxKKRAHMfCGqkHcHp6ir29vYWnEm/LZB0fHyOKIjiOg6+//lqmJq72rulp5+fn8nwRJyLZVSuXyxJtWOaRrqS3slfNsV6CJ96TA4W8ppqHZ7MZjo+P8cMPPwgGuC5SXatgEhkMJfP5HPV6Xab+K5WKhCzP8+A4jjzBwMT/7NkzVKtVMZTBYCCPuHDWStM01Ot1ZDIZVKtVQcW1Wg2FQmGBUeJhq08j+L6Po6MjGQBQp0xus3zfF5k2NjYEXJKmVJ//CcNQIszXX3+Nfr+Pk5MT9Ho9DIdDWJaFMAxh2zbK5bIQE6Rsfd/HfD7H+fm5DA8Wi0WsrKxIGmCXSp0Y4X97vR7+/ve/o9/vL7RI76RgIkkAUmNycH1/fx+tVks8jbmLN2TopDeQSF9ZWRFPDIJAchnvxXBPIKVaPYGOOsUQRRG+//574Wb5Up9cvGkRqVuWhXq9jouLC8znc7k/oxU9iCXd2toaTNPE8fExTk5O0G635TliGgJrarWZks1m8ejRI3GKtbU1LC8vC4NGZooIXuUbDg8P8e7du4We9HWzZzeO7PzU1y6waX1wcLAAQjjPpHZe1PGZIAhkZJRlE42Hj3IQaRKMUem0ZnqzruvSmiRYI+D63KlK9amGSqUCAPIYKetd5mPDMFCtVmVOmW1CPunAgQcqpNfrodfriRLq9brMcJMcqdVqMIz338XBeWkiatbXaZri9PQU5+fnUpuTLLrzkw2cGLg6d6Rpmjyy0Ww2ZaSTdRpbh0R9tDJ2hNgcpxLYxOBcNKlLKlSdeiCgiONYBtI58kPaTx2Ou81SBwKTJJFnrc7OzrC8vIxcLrfAF7P+BrAQStnUr1QqMvc8mUxwdnYmyJqPoarPWZHwAT5ESjV6AkC73ZbulaqPm+S8MUQzx6r9SAKbSqUiT6lnMhl5CsK2bfEmdSqQrBbHeehh/L065UEhKCyNiy3LVqslKJkWrA7Tq52mmxb3yAOezWZ48uQJvvvuO+mcsS5WW5P8GxohH0yzLAuDwUDyOOtoKpyP43A0iDy6Wueqzf1+v4/Dw0PhnFUChE51JwWrnkOWiMCLllwul3FwcIDz83NkMhmx3nw+vzD5x2KcBIX6JV+WZcmkhjrgzakKgh5+i8DZ2Zlw4STxyQQx//KgbrPUeSvKZ9s2Hj9+jDdv3qDT6aBarUrtT5pWDd28RqfTQRiG8lkePsET5eWT+Wqe5X6ZvtiQuby8lIpA5b7VUd47KRj4YN3ZbHZhWlIdOnddF77v4+TkBK7rIp/PY3l5eUGRZLFIQRJMsLjnU3jq5CQNi5bq+74oVx1FBSCzW8QLn6tgejunOubz9+O4tVoNzWZT9sWZMuILVhcEYo7jCLWqMmAAJMyrrU7ukZ+jsc7ncxkMUCdSme54jiqL99kKpjeQ+yTFyHV16j9JEuzs7AB4b4VLS0sL36zjuq4cFKcS+CLaVh8TUeegBoMBfvjhB/T7/QXFch++7y8Ietv8y4NTQzSvycji+z4uLi7kYTwaq9oIUVMRH73hBApbphxeYCpS58tVb1e/3YBeT4NgDle/5unOIZp5Qw2RnU5HDp7NeHLNzNE7OzvIZDL44osvZIqQnLP6nRpqOcXBNyJuejYP8ODgQLhxdaCcwIv7Uvu3t/0aJfVgOZpE+pVPAg4GA+zu7oqh0lipQAJSdVas1+vJ80ZE5Jy1UhUMQBoPaZqi3W7j+Ph4gaFirr7a3KdR3UnBBFjcdDabla9t4JiJqjD18Y2dnR3EcYxqtYpyuSyPZbJjxANVB8AZckiGMG9dXl6i1WotWDxDsK7raLVaAtpUevG2X4TGiQyO3CZJIgwWvdZ1XfT7fezt7ck33eRyOakeqERSnRy6Gw6H8hUPbMqoo8J8Uf5utytpiMZHI+a3DvHzxCd3zsEcJlPzgzpYTi+mZ9LLydq8fPkSm5ubWF1dFXRJ9mk2m0ltzANl7uU361Cg4XAo9+JiPc6xU+ZMFYnedjG8DodD+S4QNZ+rTzq222389a9/hWVZePr06UclFPfBsq1UKomsRNDqM1tq/u/1ejg6OlpoAfLsuT+2VqlUOtmn1sP/deWer4dvfL/n60HB93w9KPierwcF3/P1oOB7vh4UfM/X/wFaEM8/97yM6AAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 78\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 79\n" + ] + }, + { + "data": { + "image/png": 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\n", 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9va3SZFnGBENWU0jcIGVltVrh7u6O72kjUlMUBZfPoih4d03T5ARIVWPn5EaSU1EUyLKMb+xbrVbodDp8PLu3t4dms8lChFxStkVCelCJJPemWI6iCJPJBKPRCL7vc02XuXiWZdjb20OWZexZcqWhsLpPjPhd5gb86rbkoovFAr7vY7FYoNPp8J2FruvybspiAMUb0U0AzATzPEcYhqzATiYTXFxcIIoiPmSQDUe3o9BJiXw4YVkWut0ue82fOi2VxUZ50H1mFIez2Qzdbpf7YooxWRiQaSUlQhn4er3GZDJBnufo9Xqs1lAo0Lz0Pt1IQIeIdMpKHGLn272orBB4WR6Sv7NcLpl/O47D8UoAZW4vuyCdf9E9dNSu0k2DRJpkKkrgyLPkHp7mVxQF7Xb73pOU9/+F9NjGe+CPbbwH/tjGowX+/90Xio2iDkzTAAAAAElFTkSuQmCC\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 82\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 83\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 84\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 85\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 86\n" + ] + }, + { + "data": { + "image/png": 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VVZ0is6oDkDDf2NjAvXv3hNwsbh78bmMpn0XTCQGrOHVsjpb6M2wEQGrK/GXYlmUp7U+f3hZFDI6uVVXhxYsX+PLLL7G3tydeXQStPyB4KuDcEWVlJlPjE80U/V++fCnUlFHQ7/fR7XZboPRrlWXZeuqJQPr9PjqdDjzPQxRFshFx9+5dPH78uKUC6Wxycc/sOO+//19I5+14D/y8He+Bn7fj3AL/P3xjYVJPNMJAAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 87\n" + ] + }, + { + "data": { + "image/png": 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aUrlctgiE8f1RSoz3oxLV7XY1n89VrVaVSCT0zW9+05K9ZrOpZrNp2LdUKhnm6ff7SiQSGg6HhpsuX76sra0t+b6vg4MDjcdjW8TJZGKTvnz5sqTH1aGjoyMNh0Nls1l5nqePP/5Yv/jFL7S7u6vd3V2rAlLCZBHOE/hQoAAh++TkRPv7+4pEIqrValZ29n1fpVJJN2/eNE652+2aAvR6PZVKJdVqNVWrVaOMqCTirYhCrPXly5dVKBQ0HA4VDoe1vb1tCkKyerrMLmnp8jrwJxQKWZIKvHn06JFh8nw+r+FwqOl0qmw2qytXrmhnZ0e9Xk+Hh4cajUZaW1tTv9/XZDJRIpHQ5cuXtbm5Kd/3DfakUqmF6iPtBJVKRalUSs1mU5ubm6pWq7p06ZImk4kZQCKRULFYVDQatXzgWRHnXE8MyR+NRo0cJ7ygnJ7nWQkUbz0YDJRIJLS2tqadnR1Fo1HjM6vVqmq1mtbW1tTtdjUajdRqtSzrv3Dhgq5fv27PS6VS2traUrPZVKfTsXJ1sVhUvV43/jGVSimZTGo2m2kwGKhUKi21uSRj6XTawli/37dNJKGh2ognK5VKmkwmqlQqqtVqtg77+/tKp9OW1BI6B4OBFREYW6fT0Wg0UiqVUj6f1+bm5kKSCl4ForkKSbSBxTlPUN50Oq1cLrcAzajiEc7B/0SSyWSiQqFgECcej+vevXvWHgA+poAFhCgUCqYzw+HQIsG1a9csR4hGo8rn81pfX1e/35fneZbvsO6j0eiZ8PBcTOxW41KplG2yG1Lm87mVPuktGI/HlvCkUinbhNlsZviOfgVoN5SlUCiY1yKMYERkzaFQyPoUGKtbxgyFQnrppZeW2lyUzC2jTiYTlctlmw/QJJvN2rrAOMASMA4gDgUZF06APYE/0WjU+E+arXAeYHFoOpd7d3sylhW685LJpJLJpNbW1rS9vW0YF1YIZWc80+nUlM2tZNIfkkwmDeuyn9BvblsCuQHzgp+XntCvPJ+oA8UIAnjqvM6aNGGLRXQrR/Q/rK2tWVIF7UVCRHk0Go2q0+lYtptMJu09GCCbksvllEgklM/nNZ1O1Wq11O12rdiCwpCAoSwwCCQ9nuct7YlRYhIaFDmTyViSORgMzEgoszI3NoH1cQ3XLYS4PRbQWXhBGBjYHhQI70iFlPHCzbMmywhwwu1KxNGUy2VLxnq9ntGqwJ6trS17/0gkon6/b7kHzsmt1KG4RBOcExGcpNateuKl3WIKBR63SHZazlRirICBRyIR22B+DtOAy4eMZ9Emk4mVC+EC8bw8g2TP7T8Ih8MqFAoql8tGfTF5ys681u1ucg2N558nbpnXrcqhQPl8fqE8jDK7jTqTycTaF1kH+F3Ifgyf7NtVpGKxaIYAY4HS8z1cOh7KHfcyQkKIoTMXnApwhqSM/XdbOOfzuUUOClBUL2FKfN+3Uv1pHF4oFEyf3IIHSs9ewv0zFtb6aXKmEo9GI5tANBq16g64CNBOVQWWgE3Ds7jVNCgnFgQ6jOQRhRiPx9aUDoak/ZEw7bZF8jvf963ytKywkG65lPDtVtxcjw/DguekgZxIRATDqHgO3oufEb7dsj1K666lJDN09sFV5GWE17M+bgMOcwNKgW15HcUtEj4Uy30Nik4ylslkDGIQkZgnPeVEHeAlDgADYY+h4p4mZyoxrYG8Ua/XM09IWRfv4i4mGyvJMCwToQLk9pe6JLrbZ0AoQ/mj0agxE4PBwBQuFosZ1ww95UKW8wRynx4R5sg8bbGc4gO9BpS8XcVgwVFStynmdMOQu2aSjPTn/cnUURzWzO0tWFZgfSRZ8YLnUmRhrzAonAGOCFrOhZiMyc0dgE/Mg+cSmaAxWVO3Oophud180+n0mfDwTCWmqMGbSk86qbBcFJiNwruSjXJUCdxEGVmSeV1JCwvoeZ56vZ6y2axGo5FNioWVnnTHneZJ8TaE7WUEb47BuFVAEhJgEJvG+N2wi4G6DTunFZjEmGSPaOfSR/wOJTndVnraYSwLm6AtXcWB4aBwBZ7HgNxEkjlSNnb7RqDW3PnG43HrP5akk5MTlUola1OQZBGN1+OBUWb2HE79aXIuJmZyksxT0rvgdmBhpXiyTqejer1u1IwL0vEILnnthur19XU1Gg09fPhQ29uPP/LB7WxyuVXgCB6AcSQSiaVbFCmV0ozP5mFkeF1pEX8zXypxbv8tm+5CD4yUZ/G+x8fHSiaTVvxxO9VcXMiX2/ZIs9AyAgRjvTCm03Nx2RSiFEWLg4MD9ft9U0bpCTbGSBD2Boap1+tpf39f+XzeGozYTzfCMCfW8LyizplKjCtn4oQSrBeFxTtRbnR7BEqlkoXY06VgoAAbnclkjOjP5/Pa29tTq9VSsVg0BXajgovR8PIoeLvdXlqJScKgy9xGGDess9C0iVJOPzw81Hg8tnDn9jpITyqChNtUKrXQ+cd6kczBTLjP8H1/oTUVr7isF5aeVAsp/+Ll8KLsMevMnpKA1et17e/vK5fL2f7TFecmwtFo1GoIRLkgCJROp63paTKZKJlMGqxhvembIJKxbtKiA3HlTCV2Padb1cJbgIvcjifI6nw+r/39faOhSOxms5n167oZPFn5eDxWo9GwReVYCgcQeT9JRu1hTODpyWRiBrCMgIUnk4mR6oRKt4eW7jMMiSaebrercDi8kOjyN65iZLNZtdtt8zTQdhgInV9gegzK7d1GeYF6ruc+T3gGOQU9IxSmXOeE16Pw0ev1zCv7vr+wFr7v236yZowLAzhdyYNtAhsDmUjQ8cDD4dDgJL0Up+VcJWZT4F7xmkxQenIiA5wDexGJRPS73/3ODKBYLGo+n+vRo0eqVCqKRqOmOIRVnuE2/HC83/WUbt+xm6nP53O1Wi0reCwjbCTeHJxKYuEa6dM8I70Hp9+TzXOb9SkqoMSE9lKpZB6sXq/b2T73/VEYDM49SLCMDAYDayMgZwGPu9gb1oLQTr9vOp1WKBTS3t6e5Q940Hq9rmazaad3cEhHR0c2XrheOHnXI6NfOAKMlZzI8zw9fPjwqfM6V4lJLrAw3/ctCSN7RbEIlYSUCxcuqNls6te//rWOj4+txzedTuvy5cvG5TabTbVaLevwms/nunz5sq5duybpCV5DXDoMZYERIRqAi5cR6DHCM4kd2bIb6lBuxkOl7+joSH/4wx+sIkURgYYdvAqFExiNarVqZVmKBBR4qJaCy9kT1wvjyZeRwWCgbDZrz0JBmTORFW/t5gcoWqVS0R/+8AfdvXtXg8HA9jybzapWq9lRNrdwwhqura1ZAQkWptfrGcxymSyiKxF2Nptpb2/vqfM6t2InybJoMDIeh64v8BsTYkHy+bxu3bqlS5cu6eDgQEdHR6rX67pz544ODg6MFyacJRIJXbp0SclkUsViUZFIxBTLpaDc792Ekp/TX7Gs1Ov1hTZPKDY3sXMb1fEaHOdfX1+XJHW7XTvZ3Ww2FQSB9vf3rS0T5qNUKlm0cmkk1pVCAOvqztdN7qRFhmcZIXyT62CQOCNgkHvGzj3Bvbm5qVu3bimbzdpcgyDQ8fGxjo+PrTeDHuGLFy8aswOjBGxydYufuwyHa6go89PkXHaCTJVFPH28nooTG89CEQbZ5PX1dQsPn332mT7++GOryrmNJy5hTkLlelx+7p64cL3y8fHxM7nYszYW7EnU4RnMgWjjhlvwcigUUqlU0o0bN6y7i/XjdRRuXKrOjShuBZME2G28JzvHq52e/zLinpJx8SvsCdw2Bkvjj7R4ertcLuuVV15Rv983bzybzdRoNNRsNrWxsWEHBOhlYZzsC3/n3r9BtY+1ccU16tNybvcIDR6SrKONSeFZ3PKne3cCg+H/HFeif4D+BDYQq4aQZ4PhaiHQEdgSIM90+vjUhdvP8EXEbd+E83WrTRgv7y1pYXM40XH65iJ+z9/i7V1FhL1hXd1EC2Nyy9m8L4awrLgVRGAJEcXdb8YObgf+uJev5PP5BSNaW1tTq9Wyvm/2kDG6OQTCqRRYGdgQIqE7zmfJuRSbW7miVChpofxISCNUuQkYXpYJcToErxOPx23gbDiYCIYAGgZPxgSxYJcKpGfZ9RznyWkPjNFhNMyFBI3qFIInl2THddz+EZITFBXcyea7SgwjRP7gUnyEVTwxWfyy85QWK4MkWPREs2Y4Bd4LZ+E27XC2jrWJx+NqtVqWM7iNWqlUSoPBQNFodCGasia0hZLkk/QSCVwG52ly7jVWrvcBE1LfR8ndYzYUR6CXXBrIDftYHosDPsOLYRRwpq7i8rcubef7vur1uqQnkGdZT+wWFXgmykbUkPQPjpbDuuAh6QkgjLonE9wEB+Nz4QHFFgwWT4jCIPwt/2e9lhEXS/NMelm4/I/DuMyLNaESCZyiIspa0cQ0mz0+i4nnhvd3WQcXNrm5jFuq5/duLeBZ3XpL3cXmth9SoHBvN+RQIS2TbomSuxz6/b4pNiEGPNRoNGxz+Rcvlc1mF04j4/XJ0sGXFFfcmv+yTUBuG+dkMlnwgHhjN5HEE7tzxbuenJws9AawdmwG1BZwASVwvTUX87FORCvWGwNwPdcyQlHILfW7DU84B0ruvMfpZq5wOKyTk5OF3gtyGuoEHBTFuN2TLHQ+cmOoJDsEwO9RZLoD/+gGIPeeMawCIp7DmXjMTqej27dv68MPP1Q6ndbLL79sl3NcuHBBJycnqlQqyufz+uCDDzSdTnX16lXL/iuVij766CNFIhG9++67un//vtbX1/Unf/InRqTjBThUisIPh0MdHx/L933DWKex13kCnGDT2CAMF5jkFgIotdIiCqQpFovWllgoFOwyvqtXr1phpVAo2DnCyWSi/f193bt3T5FIRG+99ZblH8yDIgMKjJdc9mgS42W/KGARKXFWRD2EXOXw8NASOdoPoMwajYZ2dnbkeZ4++ugjvfbaa7p69ap+9atfaWNjQ0EQaG9vT9FoVL/+9a/18ccf68KFC/rRj35kTfFuhKPfAgoQjPwsOZcnBt+ycYQSLIzCwM7Ojkqlkkqlkh48eGDeE4wbBIEuXryoarWqDz74QJubm3rppZd0eHhoSd/Gxoa63a5KpZJCoZB2d3d19epVUzISHzaUrLjT6ejk5GShh8K9VmBZQTl4NrgT/Ai9B3fb6/V0584dPXz40NYgHo/bcazZbKZr167p+PhYv/vd7/Sd73xH0+lUBwcHKpVKevToker1ujqdjiVEV69eVa1W+wc9vHhiGnfYGxePnyeUgIF/JMBQnHDeyWRyoWvt6OhIb7/9tlVi33rrLU0mE126dMkc1Ne//nUlk0k9fPhQb775pqrVqmKxmLa2tnRycqJsNqvhcKj9/X21Wi3dvHnTyvSujtCQL2nhIhUw9NPkTCWG1nCTBygT9yJBjq2Uy2UVCgU9ePDAwnK/39enn36q8XisDz74QHfu3LGE5Pbt2xqNRjo8PJT0xLOVy2Xt7u6qXC6rWCwa7gOX0XwuyZpSqPy4HWbLemJgA6Ge5AOvj+GixJKM771y5cpCGyIVSdal0WgYL8pFKScnJ3rw4IF831ej0bC1ev31120NXfyPx+VnKDE4e9l5ovhuIo037vV6C9cDAGVyuZxeeuklq9SRdA2HQ3366ad2wp0zj7PZTPV63c7YffLJJ5YTdDodxWIxfe9739P29rbK5bIZCweKcZqwGRRDYKeeJmcqcb/fX7ixx7VkSpVk0fyOa0fxZpubm5Ke3F0wGAy0trZmvQGAeaAKl2twhwNtg3hi8BHhhtvhOXFC4kPSsYy4zUUkmTTtQHNxYBU4wGavra2pVqvp6OjIuHO3ePDpp59Kenxx+P379+0YEl1v3O1MQYGiC4pL0uceBmWtKQc/K+E5LazzcDhUOp1Wr9dTOp22vep2u9YuAFME/fbWW2/p8uXLhnMzmYwleqFQSL///e+t33t/f99osWazuUDHrq+vq1Qq2VUF7BX6hsIC04ASbsJ3Ws5U4pOTEytmkKlTsDjd8+q2HuKhaRSJxWJ29T+XqLi3xYRCoQVCnJBN+Rcv2+v17AIPkppyuWyY082WvwiUcJNAPA1zoKLY6XTMoNzwB89aqVRs7hghrZXwozT0s4Yop5tckSC5CgLE4eYj3/fVarXOTHaeJsCj4XCoTqez0MvLXqVSKeuRoHLHHnC0aDabKZ1O261HqVTKknv3RDRrRxQigpBnoegkfJTaJVkvOg7rrIhz5grQ0EEpmeyVMiFv6GbNhD2UAAHruI3xdEaR3IBj8WJuU1E4HFa73TaF4xqm119/XW+++abeeecdffTRR0ZRfdGkzvM82xS8HKe7UWxuuXHpO8ZIRDmd9NFLIj0pEDE2twwLZYdCscYoh8ty9Ho9MzTGsKzA3eNIaJIHJsHnUsljzOBvnBfQhg4+uhVJPjFE7vCgCOT2gdDhxr0dKDQ3SWH8Z3lhaYmyc6vVskwZRUMRJZm3dMMv2S7cK1jMLbVSjmUx3BIsCwXVgjcALw0GAxtXr9dToVDQX//1X+tnP/uZbt++vdATvIx4nqfd3V27Df/+/ftqtVqWicNn9no944Dd0qjrSRHgk9tvjQIzZ/f9oZrctfU8z7wgjedEI7d3YlmDpYuMdSPzBybN53ObI72+jBMHhFK5kavf75uTclsHpMXT7BgQPycKEwUQeo5dHfmjPTGbMxqN1G63Fxp+6EQiOyZM4IEIrQByN8tEsV3O2OWk3ZKlJAP48JW9Xk/D4VA3b97UN77xDe3t7em1117TT37yEzUaDd29e9eai5aRH/zgB9ra2jLIcHh4aBAHaECSx2UjLKpb8Djd2+vSYnhp4AZryzq7XDWvm06n1nM8n8/tcj63T+WLyDe+8Q3lcjnt7e0pHo8bTKJC6GJRIhr76EZdIiXVRddjuhU+9wgUUNE9YIu3h4UIhUILd/ChB2cxE9I5n2NXLBa1s7OjdDqt0WhkF8SRnUKAswkkO4RQt+LFjTi0aaKspy2MqpdbmsQLj0aPP2yFC/tms5lefvll5fN53b17V7lcTn/1V39lyrOsvPLKK+r1erpw4YKFdwwUtgKKC3rKrTyRpLoexx0/G8lauXQlFTmXj3ezc94Lz4mwZm5idJ587WtfM+aDfuBer2e3MKF8JJ9w5iR+lKbxkDgpFNqdIwUf6cmnXDFPt4WX1lmM9OTkRI1GY2GeOLpnyZme+Lvf/a7W19f17rvvmsW4XWMoKXcGkGVD0lN9ca+BgiLiBAMnlMG5khYqVHh297X0b7RaLbVaLb322mv66U9/qp2dHV2/fl0bGxuq1+tL9xPfv3/fLrD78MMPrdpGBMG7uqdb3G4+qm9uQz+K7FYPXRqO9WOTCfVuExXG4/u+JbS3bt3SvXv39Nlnny3NSiDr6+sL3o3eZebkNhUBD92uNvdKBRQTpXR7L1wPTRLsltDdkzQ4J/IC4JvbOHT6qNZpOVOJ6QUlBJIQoFwAdjhVNolTyFBF8JFuWOF5cL+EGcqaQAi8ApiL7Lff7+vw8FB3797Vn/7pnyocDuuTTz7R1taW3njjDb399ttLMxSz2Uzb29v64IMP9P777+vixYsLyQmtldwZQRKIgkIzujhyOp1awcdNkjBst/cDvpe7F8DSzJ3qHJfJbG1tWeXzi8CK+XyuO3fuSJJ5faAiMICoy3PddklYptP7SGei9OQGSzw7HYmRSETNZlOSLHljbRlDEAR6/fXXdfPmTf385z83eHde0/+5H3fw2Wef2feA/3a7bfcRc2FeOp02y3TvpsDzgIHc6pNrhUEQWFh27wbjFEQ4HLYPg0FxuH5Uevx5FK1WS57n6dVXX9X9+/fP/NgoV65cuaJUKqXf/OY3Ojw81PXr1w1/Q8KDydlA+gVYF6ISYZZNJyq5Nxy5PbZw0O4ZPzA/3+Plcrmc8vm82u22vvWtbykIAr3//vtLzVGS/v7v/1737t1bOBrGqWPOzM1mM+OIOQnifkad2yxPBRUoBDTEi2K04GuKKGB9jnRBGd64cUOhUEgXL17Un/3Zn+lv//ZvF5LcP8oTP3r0SLdv3zYvQfKWSCTUarVUr9dtwSuViqbTqWW/dJexIC5tRogEV8Jf8nOqPS71ViwWlc1mF6pj7rVMm5ubFuZqtZq+//3vn2vByLVr1+T7vu7cuWO8p8sVo3Ruxj2bzaxQwVh837dkiE0l8cX7uo0tGAM/dy+jdu9+445mvDGK/r3vfU8nJyfPPLZzWj788EO74I9nAwep4mGcOBiXaYJJkJ60cjJfl51xm5Xc+WHcOCj2mJL3xYsXdfXqVd2/f18vv/yy+v2+/u7v/s4i2R+lxO+++66Ojo504cIF86L0jmazWav5w6v2+327ohSa5vQpBqzXbTzp9XoWegij3KyTy+Ws/ExiA57j6Ax9q5IMQvABg8tIuVy2z5O4ceOGkfxsBEoE0wBGA+8DnfDMVC6JNuQD0pPOQDdncLlykmeiGxufSCSsCefSpUu6ffu2yuWyvv3tb1sL6nly7949vfHGG1Ztc5v0KT/jSd3j9t1u12745yIZOGtK/USb091vbg4FTOKeY5qQOMk+HA5Vq9XU6/VUr9f14x//WPv7+3rnnXesUPQ0OVOJHz58aAkIntQF/W4Nn4HjpblJxr1OCtIaqwXzUcVzEz7q9pcuXVro5iIJApNXq9WF9k02/ItU7WBM+DgtN4vGI9Inyxqw0dT2e72eVbvcIg+XlLiN9mw0n1eMwXLpDGVdDATj/+ijj/Tyyy/r0qVLSqVSOj4+1rVr13Tx4sWl5tntdrW5uWl7QgJGLuJSn/1+35p2+KLgw82ldPoRdWFbpCefnjSdTu2DdWC14IErlYoZfiwW0/3799XtdrWzs6Nf/OIXunTpkv7iL/5C7733nl0z9jQ5txUTT+IKYRA8jDdmAkAC94JuSQuKRYil3Q6ahXBVrVa1vr5uWNvtLCN8wd3OZjPrnsM78vxlBMWqVCoLIZJxQxehaO5zXSbFrfRBEzJOt19aklFnlJ/dG4jos3UroXST0Ti0ubmpjz/+WC+99JJee+21peZ548YN62vBg7pdirPZzKIiTob2zNFopKOjI8XjcbXbbfuwGebpltzhy4lEVObIb2azmWq1mjkbCILbt2/rhz/8oW7duqV+v69ms6laraYbN27ovffe++P6iX/zm9/o1VdftTvRXFoICsi9mZ3XwEH2+307LnRayM5JoMB8yWTSPirgNEXmWjmY7NGjR5pMHl+IDd4ql8vmtZcRijD5fN56NhgfsATFhVN1u8pokEKZwZeMn0iG12IOGDCXgmSzWa2vr5tSYFycdWu32zo6OrJKIvDr+vXrS83zW9/6lmX7QRAsnEx3CzDtdtucDUUGt3mdL/eeatdAiRy8D1w0R5XK5bLdiImzmM/n2tvbsyu9wuGwDg4OtLW1pa2trTOV2FuWKF/JSv6pyhc7DrySlfwTlJUSr+SFl5USr+SFl5USr+SFl5USr+SFl5USr+SFl/8L21DpNmhz8z0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 88\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 89\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 90\n" + ] + }, + { + "data": { + "image/png": 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o2E5Jp9P67LPP9Mtf/tKAfDKZ1MnJiT7//HO1221dXFxoPB4rn89bEQCuyufzqlQqyuVyqtVqVvVGUaTJZGKF3+eff2799Pl8rmKxaJEAhgMec9cKvlgsWnqLx+N69OiRwQmcieI1DEMdHh5qsVhYFArD0LLAJ598olqtpoODgw0sDRY9OjrS9fW1SqWStcvZKIeHh/rFL36hVqtlDuUr+kQiYQVlqVTamWIrlUrKZDIql8umF4F3D8NQkmyjFotFjUYjYw+IiPP5XLlcTvV63X6HLID6h0JWuqkLgHej0UhBEOizzz5TuVxWv983jj2dTqtQKKhWq1l2f/TokUql0kY39FV2pxMfHR0ZFmZB8/m8Vc4XFxcWsWq1mqbTqWGjdDqt6+trS0OJRMLUV76SB/hPJhOrmKGhiP4419HRkWG3SqViDgSWJi3uKgACuvjOG6mQwsPj9HQ6bVidhQNe/fSnP1WlUrGfTadTgwt8VjqdVrvdNry3Wq0sIh4fH6tUKlmRVCwWJd3g2WKxaBCHhsEuFoahbRyeDdqv1WoZFCIIALHAvcAbMDpYejabKQxDg3Fw9jg53DgMBbRcMpnUbDZTpVIxWFUuly1g9Ho9nZyc3DvOO5346dOnFjEpZNbrtdFd+XxenU7HdnWn07EKGBL/8PBQBwcHms/nymazRkHR6kwkEmo0GvrTn/6kIAg0Go2sgiVqE7k7nY6CIFClUlGhUDANRSqVUq1W21DF7WJkFKg2+vexWMxYFxouXg8h3UCRSqWiWq2mo6Mjc2CaPcPh0ApFCuVyuWw0ZLfbtbn1yi2KaZwjHo/bZqXg2WWjSps6DCgyMmGv1zOJJNmD38HrhmFojAn9AN8+5j0zmYwVfQcHB8ZgDYdDdbtdK/wIimQ0oCn9BRpOb+XElUrFJpg2YLvd1vn5uYl2JNnCE1EgrIEIFEXsSlqURL5isWgbg24NjQwGK90UV8ViUblcTul0WqPRyCaBzta2GOkh5ikumBQq9VqtZowEzgz2S6VSKpVKqtfrFk2Wy6W1xyUZgwHfTERj4x0fH2u9XhseZmN7CSMRu16v6+XLl+bYuxqFkteB8Bm1Wm0je4Bz0ZKzBmBZr3uAUyZy4+iTyUTFYlFHR0f6+OOPrcFChxZGiJoJGg8HJmu8FSameGBX0SokWhJVUV4RPUulku0mqDS6frRegR3gTAZ+cHCgUqlkvCrSS8//eocjivAaL4N8qEEd+k0AzcVmLBaLP3A02tVsKr8YQBoWjvZqMpk0KnC5XFpW4Xsij1fCoSWpVqsG597UcDQv4OLfbM5ttgFn3xb/0NHF8b2ugw3d6/VULpeVy+UUhqEKhYIVcrwP8GE0Gln07vV6xorcZ3c6sSfW/WDpqc/nc0tBsVjMuOBsNivpVlRPhc0CsdCeZ0wmk+p2u6pWq6pUKrZTfQeMxaW4Y6OAh6HpduVQwdkQ+X7DMGYclVTr1X1eASfdnnhhI6AlIKtUq1WFYWi8bz6fNz7e61SAI51OR8vlUuVy2aDEmzQ7KOJI3WRDNj/Ova0l9tFwW8UnaWPTIloqlUpqt9sW8FKplFGDXstMwctmSCaTOjw8tOzPZ95l9zY7iBpeHUZF7Xd1KpXa6Oh4HanHT945wU5Ep+FwqH6/r8PDw42I5SWKnpKJx+MbUZBJJHo/1KC0iCA4m284eOfCIaAIweAUXNtSTbIQkbher+snP/mJvv32W/X7fYNS3rFgO4AgrAUt+127ktJtx47nZg09BPMb0TuPl5h6pZ6XrwIloigypun777/XYDBQNpu1jEcgomCm+cNc8m8g2X0b9l4VG71r78Q8BIUVRZGPUtKtw1GB80Dwn/CkUDyr1Uqj0cjEQ0Qm3stP5HA43BDFQM3xfLsuLuOVbjUPjMVjSL+hoajAksPh0DAfRscLwRPF3eHhoWHtyWSiUqlkn+NFVx5WRVFk9CMOtIshyPcnSrabFV5X7J0YrI+4B+ZhWxJK5w0art/vb+BsXuNZJNaUzySz8bO3wsSTyWSDXkKvkEqljAUgIvpB+x0JZvaFio9OTCqaBI+N/CJRWSOa4bOlG4aAgpHdvivNxuT79/bY0etAyAQ4rxfwQxPC6OAAiJYkWbqtVqtqNpvq9/sbxS1tYWoIdNk4IdBsVydmHVhH1mcbOnjMigPRhEHNBi/sgwuSAwIQlJp/fug7fwiXOYJzBl7AV7+VE7fbbUkyldN25e81pP57ogeKJhYZrpnFJ6Ink0k1Gg09efJEX331lVF5bBifAbxYBYG5hz2ver77zKdSH4WYcDYgE00kGg6HthkpXCj0aKGTflut1kbR6KvybrdrDotmAC4eVR3Zgizlo/1DjU3loRKwwIvkvdMxHzQ+iJREcLIEGgk2CAo8nh+sLMmaO/5QBAUsJztQ63ls/Dq796Ao1SjR11f/pFWwC/iIdA80gFtlt6bTaRs8dEoYhmo0Gmq1WpaqiHbsWo91vTPAbPjiYhcjArBRgTl8PlELITkaYw8V/EbzWaDf75vybjweK5fLaTqd6vz8XC9evFCn01EURTo7O9N4PFa9XjeRDSJymgUU0xTEuxqUlpc34nhEZNgUr5GmqzYejzcOdqIdHo1GSiaTGgwGqtVqSqVS6na7+u677/Ty5UutViuT4UoyfwL3IuOFpViv1wbnyPR32Z1OTBVJVGIAngbyx3Yk2WQPBgOTSXqtqXSTTn3qYFEKhYIajYa++eYbgzKLxcIoOCaACSUie6rvTZyY9OkjLpvVQx+O2gBdoIva7baGw6HJEWl0IPKZTqcKgkBHR0fWkfrmm290enqq5XKpx48fS5Ip5tAurNdrU5pJNxsCLco2FfYQQw9OCue5gIOe0lutVpZZcPxWq2VO1ul01G63rQkUhqHq9bpqtZoSiYQ6nY6+/fZbNZtN04bPZjMNBgPN53Nb0+VyaSpBsisHBDysucvuPSgK4e0Xlt/5c3M4EgUOaQ+eNZ/Pq9ls2utXq5tjPSj86QTm83ktl0u1Wi2bHHrrkmyQtEyR9iUSCRUKhZ2xMO9JsUQ0JtJK0nA4NKprNBqpUCiY+IdjVi9evNDZ2ZkuLi50eXlpC8Hmo9BBcnl9fa3VaqXj42NJt3QkCjoOheJYQDAYkEKh8Ea6aSAR6dxDGxpbi8XCuozMR6lU0tXVlTEqNH989KQlzXtRbNOt9GOgY8lr6Rji5BSDD8k4dzoxFSW8KxiRdATmpUNFVclklMtli95QJ/xNMpk0h6CQ4eQAUZuoP5/PN5yYgXKKhFQNd/wm7ATUmBei83P4Thbl6OjIMHgQBEYJLhYLtVotKzBZIMQvnotdr9fWGJJkwSIWi1lUCsPQNjjPgyBpNBrtHIlJ3TgyUZnnBK4RTJhzuNxPP/1UsVhMFxcXKhaL5mxs8OFwaNidLmC1WlWtVjNhlqcjgTdATiIxkRfIeZ8j3+nEDHA4HJojgxPBvhybgcyWZA4GHUTaohiiyh2PxwqCQLVaTd1uV+fn53r27JlevHihk5MTSbKoTsUKRiTN8my+AfEmjQCyCRtysVhoMBhYVY6eAiWYP69Ggfrxxx8rCAKdn5/b8SPfyoVZCcPQHLPT6Zg4xvPmFDyYb3DAKe8aif2VCP79oEApvvL5vMEIinLGi9abtjJrk8/nNw6V+qgLZiYIcncGvuJPiXsKkHb3WzU7WDh/tDwej5smFUCOvA/ck8lkTFTuHc+3GNPptOr1uk5OTnR0dKTBYKCvv/5af/zjH1UqlTZ2HzuVQXOWzzsXBaKnjB5qwCYyz3g8NvzG8yJ0z+fzlnI5nkWFjzb68ePHVgSGYajxeKyrqytdXFwYBcfmZl5ms5lpk7ebAjgDEVy6DTC7mD/W5Dlb6fbeBzJIt9u1z/Drxn/p0gIVfNOKjBpFkXq9nqIo0mAwUC6Xs1Y72QodhR8XWREpw1th4qurK+v5E01Xq5UNhoXDgZmURqOhjz76SH/4wx90dnZmSjAWn4j06NEjff311yoWi3Yytlwu6/j42KIAmMxTdaRbdjtqN0n3DvhV5u+z4Pk8zYQmBJE+dBj6AF8P8LeJRMLklZwF5Cg+1JanBcHlOJLvFE6nU5s/Nhyswi4GV41ajxZ9GIYbmmnP2eJgZBIv/PEdRrA6Zw7ZAMBH5tVrMegYesgEnYcM4CGZ9V5MzCKSNhkcDoY4nagEPfXkyROFYahnz56ZRDOKIruH4Pz83E6MUKQgJIrFYhqNRhuKK+m2aYCjsJi+H/8m7ARYkxMLvn2M8Imihc1DNPU3+xBZ+/3+zeT+5bm4isBjdd4fTa3XiXB8ixY6TA8O9jZUIqwAhSybgVoDqOH1JBRlvvuKc2+PnyBCk8zrWJbLpcGn9Xptp5oJjHz+YDDYyPq+6fQquxdO+G4OA/GCH3QLg8FgAyuzKznhQJQrl8smFGq1WhqPx9atGg6HarfbtjkwoAW70ivEwFHsVp9yH2qkNL6y2ay9L5F3uVxaBoCrRfwDrAIHc0qEm3LQhIALF4uF6bA5gwidyJEemjzeoTxbtOsYGSdpHa0LTZlWq2WHAHxXFVyKSJ1sgJPx3MyLJFsXsjcNEIIhTsomh3GaTCZ2dIkxei77dXavepwWJ5HHK9AkWeTyXS7wsuf48vm8LX4URXYrjn9QaJnr62trbyK39BfMkXpxHhwYJ991gREA+WJCum01k3o5ezccDnV5eWn4jqgDs8LixONxO5PXaDSscOx2u3r+/LmiKDKqjtMziUTChOOLxcKcnLF70cyuVGKz2dw408ghhV6vp1arZRnBa0GI/OPxWN1u19aQziTOThscJ/VCeU72EIygEz2UYG5oDhGMHnLc7F4BkL+FclsAg4OiVOMgIgvP7+BLGTwPhQSTSWPBIMDhjlH8S7JjQ+An3216kygsycT3CNb987NBuZIJOMPRqWazafc4gPtOTk5s4bgrolgsGgPTbDbtUAF8NJoJScahErV5BtI/67ArxXZ9fW0nNijIKZSZUzKJ14NAEQ4GA4NYQBAyL8Z7eX0G8MyfXqGgJFDBaIGboWsfUuPcK4r3xQ2V9Ks0BRQJXL/EsXTSMtiI9EPURnYIRMGJOQDKUSWehfeUZM9Fi3jbHhqprq6u7EAmi8dn0CCgLZpIJFStVq3zxiLTmPC338TjcbVaLbvNs9vtqtvt2qUiQBfemxS7Xt9cGQbOZD5JwwSFN4nEFKPUKF4rQcZBaUfUJ1B4wRXQCJoNpgJMi5Oyruv12lR+bETqi20BGdFbur0z+S67t2OXy+XMadl56/XNjTyVSkXSbfuSQ5H+dkVSBWmaFMuRdUnWpkalRfpkcF4YDi7vdrsW/Sk+th35oYUPOI/Dqh5fg4PhiOFRqfI57s6iwLJA+hORiSiPHj3S8fGxEombS2hyuZzBC3hh5KVcYeCPfz10YV9lvV5PYRjaZgAW+rqHOoCrFcDnZDqewWdVf5hXkuFbnBsh/9nZmV6+fGk9AjQ0XuGGMN5rUt7qjN3l5aUxD0QF6BaKE1IozkUkRmNA6oH/JH1xMhqHZMC+j49eoVqt6urqSlEUGRfdbDYVRZGq1aotLP/dtXLns6DOmDhwoyS7T4FzdTAqHibBp+N8zBuRx49bkp0jQzBD1CbzpNNp9Xo9a4JQN3hedRcjSNDd9NfGAmW8PpgaAcYI861q1p1gJd3+7yG4rw/tDG1sxE3gbaAKEBX5AFH6rZodRD/fCGDHAPJxADjETCZjCzKb3dxySMoHYjAhrVbLNAQ4AUdYAP5ADcC+1yyT9nxhx0bYxXhP/zlgcS/YJ0qwII1Gwz4LTAsXzKKQvrdxLI0B2vFcjsJGYozUB0QtCiig2C7m27msF2MEvpGRPJ2GqgxISFQGlnitOLSbx/hEWN84gStHrokDczrIqxTfyom5jZFePZiH4sZjGIA4ajCKNgQhpEQaASi0VquV0W6r1UqlUmmjuKDLQ5FBB4hTCUQAXyDsauA0orAfI7qI6XSqZrNp17VyPwZ4HJ0FcIhFpc2MmIXIDsZHE01RCU7E4dBdA50oYt8kEg+HQyu0yFbcf8E6Srf8NhCx2Wxaex9mxAcVWBUyjCRbdyS5ZCEcn/lBDITl83kLYGz+++xOJz49Pd343ouYKYQQ+bALSePs4sPDQwVBYLcAgSNxGpom3B5UrVbtHjCuV8VJ4ZFJVzAWHgvvWrFLsrshcJz1em0dMjIJeDWKInNibv8kyvgib7Va2fOhixiNRtYAwAGIeP7KVdIyEIsIRoF8H+X0Ots+FxdFkQULoCABhmzo6UOoP6+7YK15Lb5ARmJ9WDsUcp4c2O478DfYfRv2Tic+Pz83PIvIg/Qq3eBEPhgC3Wt6oY7CMFS1WrUUhhPCPkDwHx4e2oV2aHL5G05FSzI9LzvWd5DexHwDh/fwhQwO7c+P0U7eFtGgiYDvJWUSxRDIo96rVCrWJKGRQfTxpzc8S/AmkIlnJACxPvyXZ/aSSag+YJLnpwloKM+AWNzugzyWQwC+USJtQg8yFbUFz+QhxV12pxPTZQIz+bNrPjUA2EkFpE4mgy/StW9wEGUfP35sKZbdyN9x09BkMtk4r0dTwjvfmwiAut3uzWQkbi8A57JrKnlJdiMPkcifp1utVta2ZqxAEnAlGWcwGNi9CrFYzF7D2MCZLB6VP5/zKibmIXZ9fa35fG4nR9gYOA5Zj/mHUh0OhxsRlojLc0GvUcTRTYWh8N07IB/w0K+jv46A9WTD3GV3OrFPk+BeipxYLGYaAen2cKh/3Xp9cxR7W8PKLo7FYiqVSoqim1sToc18WuXkRiwWs1MS/kClb0VLu590lm6Py1DEknlYZEQ7LAj6YlRtrzq9K8luhCSLEPmYK1geNsp28eerdCIS3LiPag81CiqckruOiba+O+YloxR6kuzaVjaBb1hR0KH3ILvRiWPNpVtoGo/H7YQMOJx1ZCO/lYqNN+FslXQr2ZNk+lKE41EUGS1FJGLwRGEWkd3vTwK0Wi07dAj3CI5jApB6AidI4zyvj8oPNXhpIo2XgRJZiI4sOFJLHAMqkglnUxCpPMVGNJRuLx4hAvr/DYKfN79RwZ+72nK5tOfkPX12JJsw73zGNp1Gg4r7MHxbnPfCPMMAtidbUoQXi8WNk0PbY32rSCzdOC0VJBESHcR2KuUaV5oBpBBPn3AWjUKKw5PsWjYE0YKrQWmB+148gwSDvwmUkGRiHdIa+udUKqVWq2WyStgBIhTCHFRc0IGId8ggRDOcXrqtzH10Yn59gYmWgXlmfJ5u3GWcNBIQ6VDEAak4beLvLYbN8BQZt1sSPWGMpNv/gxLHyqATcdrt4/6svc9mwBvfKHqd3XtQdDab/UDoQVQiVXB8m548aRKymt3oO3P8nkKnWCwqCAL1+32rmHEkChwwabFY/EEketOijklHN01UhDYjKk6nUzUaDcsiXleLcImfc+cCm67f75uzBEGgXq9nnU3P9/qGD04m3d425J32TQo7DhOwIT1EoqlAy9gfJ2LdPfMDbUbn0s8HNJ50i+c9HvZ05rak0wt/GPtbdey8kBkMBI9JmmWicThJG1dB8RqO+fgrrdhlRL7Dw0PjktmN/sAmF8yRATwO5vX8bNeITESFG+W9aCxwtN4zK2xmMhHOvFwudXBwYGkZAT2XMVLcsaFJ4f7gwfZzgf+3o9Uu5juTOBpry+b1VywQSIBz/lQKwYbTKETT7cOtzCnOSEBAIUcEZgNvd+l8jfE6u9OJu92upVl/YtUPmkYAnCOv9ZU7k8cO90omnLhUKtlxI6IzmcBDFt9U8YouDyd2TbPQdODvxWJheA8eNwgCq9Y5V0i0gWZE9I1Yx2tlkWJ6MQ8LSe0ARp1MJjbHMEMe9z+0k7VtOBOcNDANVkiSZSM00Z6x8PfssU78jvehZtru5vGszAEZLplMGu3K2lK8ejbmznHtOhF729s/NXvzi273trd/IrZ34r198LZ34r198LZ34r198LZ34r198LZ34r198Pb/ASFPLqM/cw/JAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 92\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 93\n" + ] + }, + { + "data": { + "image/png": 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pgszZ9CGxtL29jVwuJ+H9Cys4znfSU9LptCibdBpwUmqkUikJkVQc2a3hcIh6vQ5FUZDNZqV0IJApFotoNpvCa2ezWVEcXwM8bifSgPj9cDgUVH/r1i157Xnk448/FlQ/m82EiaMB5XI5jMdjpFKpheYD90se3HVdzGYzFAoFLC0todPpoFgsQtM0+Z1SqYTBYIDhcLgQ9bhe8srk8+PduyiKMBqNpFp5/vnnxckupGB2Zur1umwm3vvM5/Py4XEFkHKLd0yKxSIKhQLa7TaKxSLm87l0nlKpFFKpFLLZrHh6NpuV8olWHf9sKp4HAADD4RDj8RjlcllIk/NIv9/HtWvXhB8PgkA8h2xUqVRaeD8aHVuLiqJIM4T0IgCpPmgcNJzhcAjP81CtVmFZFjzPkx43jYgdtHizIggCNJtNjMdjWJYlzOKFFMw+qW3b0mNNp9OSh+PNgnh3hdZHZY9GI6yurmI0Ggl9eVphiqLAtm2hJ2n5JFsobL3xsFVVXeglE7Tw7+cRlkSj0Qjr6+uyb+45/pmnu0dxbw7DUMj/TqfzuRiAVcHR0RHG4zF835cWIPfC18U7VzzL+Xwu6enw8FAYwyfJmSM7g8FAShSGQ27k9EJOC3MMQ3W/38d4PJbwzH+PRwBd11EoFKT8oaEwf8XzHltsjAT0OsuyEASBHOR5pN/vw3EcwQ7xliZJFqL6IAjkoOPsF72ZXS8yTES+8YEBhv7hcIj9/f0TRXw2WBCvCIjUGQ35pes6bNuWxsTq6urFFMyORa1WQxRF0kJjeCEXGx+jofJZHvi+j9FohKOjIwAQC2fIj1tpOp1GpVJBsVjE/v4+hsPhQk813h8muzSbzaQLREtWFEUaGecRRVGws7OD7e1tqd2HwyFarZa0RzkEQIXHyRiGToLJRqMhIZ6onnslQCyXy7BtG3t7e2i1WgtDC3yv6XSK2Wwm+2QrM51Ow/d9JJNJLC0tYWlp6WIKHg6HePDgAUqlEiqVysK0Aj2HEwgk0uMhejwe4+DgQOrRuHXSouP5g+XO0tISUqkU7t69C8/zFkAWeWN6E9fBtYVhiNXV1aeWD6fl0aNHWFpawvb2tiis3++j2+0KdToYDMSw2FxhGmB/l7mf3DSVS0MCTrxV0zTUajXouo5PP/1UkDCNiAbEKEXDYtcrCALcuHEDr7/+OhqNxhP39dSRnQcPHqDX6+HmzZuo1WqC/OINbOYpKs91XTQaDeFY2SDQNE0WSQQdH/2JogjJZBKmaWJtbQ0ff/wxfve732Fra0vqXwpTBgBB8qqqolgsAjhhhM7aeFzYBvzjH/+Ib3/726jX6wv5lYbDsM2Uxf0cHR2h1Wqh2WxKquGZxKMU0xq9WNM0ISreffddXLt2TSqWZDK5kMIYsgFICVcoFBCGIQ4PDy+mYNd1kUql0Ol00Gg0kEqloOs6yuWyNB8ImBi26E2WZYk3k/ojJx2GoSBwejtbhgQRlUoFyWQSt2/fxjvvvCO/Ez8A4DHYiaIIw+EQvV4PURTJNMp5ZD6fI51OS7is1WpSChYKBRk34pn4vo9WqyX5MT6XVSqVoGmaUJz5fF4UHS8huU8ygTs7O7hz544wVSwXeb70XACS9ojez5KntgtJeKuqitlshvF4LKR3KpWCYRhSSmiaJh0PXddx9+5dqQ1d18XBwYGEPZZNVBRrQx52Pp+Hbdt48cUXoSgKer0ejo+P0el0MJudPMQmDvDi0xaapokiziMst8jC7e7uCiI2DEPqWIImGqZpmsjlciiVSjg+PhavdF1XanqSJlQUWcDZbCaAib3yMAzRarXQbrcxGAzEY5l+4oOIZAAdx1mIbF9IwfRMlkakArPZLHK5nIxtcqaJk4xhGKLdbi9wsr7v4969e9Li0nUdW1tbciAHBwfSHF9fX8fy8rKEJ5ZM5XJZIgXBBy2brUEaVKfTObcHs/ZlY4RTGp7nSWuUXsWmOw2bpVy73Za0QOxBRK6qqjB0o9FIRnQYDRnW8/k8isUi6vW6DN8xqjFN0CEIujqdjnSXvrCCmU+5McuyxLuy2awU7fGxUHabDg4ORBnHx8fodrsy9pPNZqGqKhqNBkqlEhzHEfR5fHyMlZUV3Lx5E5VKBcvLyxIGCc64Ht/3F/Ijywai2+Xl8z3fhLmfZQ5rf9u2ZbCA6J8DdPRI13XRarVkfuvw8BDdbhf379/HdDqVCZF6vQ4AaLfbePToER4+fChDFNlsFvV6Xc5F13UZZoyPQTFETyYTGbjg+i+kYAKK+CgrR1YcxxFLJ1pkuOQHMrQ1m030+32k02kBMAQkhUIB1WoVGxsb2Nrawmw2Q6vVwmAwQLFYFA9i/jq9vjjDE1dwnBx5mriuK2tlo4AsFina+K2GOPChQXNMttPp4PDwEMPhEI7j4P79+1AUBaurq5LLVVVFtVqF53nY3d3Fc889h2QyuTDQTwAKPB6GV1VVkDXRtaqq2Nvbu5iCebB8Q4Y8csT8YG6cJYNhGCgWi0in0zJeShBF2o5AYzqdCp/L5jbRoWmaUv+epkOBxesv8RFT1uc7OzvnUnC73cbq6qqsi3uLEyrx4bs4CCK3TsPgGA2p1kQiIbU1I1OhUICiKBgMBpjNZiiXy9JI4fuy1o0DLK6JUyY07gs3G3gLga0sVVUlZBAAnKbTaKEM5xxUMwxD5qQ5nMe+KxsL/KwgCAQwMQQzUtAz6UkcluOAOhvmT9t4XAaDAWq1mowA0yDjw+lErPHZK3o2jZFUrGEYC4P5rD4KhYL0eYMgQLFYFEqU0TFO7DAyAY+H8JmX+fqnRaqnKpigI85a0XK4GOYlIkPXdeG6rnheOp1GsViEoigy1cCuDZkZej8PhnQjU0GcVKCCgcekP1EzFUHi5TzC18dBIsdXWZ8zUrF0iacMYoIoiqSPS1DK92N0yufzSKfTQpaQhoxPZXJPcZ6An8d8zPRAnVxIwUTQ8QtZPHgunAcdHyPllCVDKUMa0ahpmgvMGNkqokSGfOY3hq54Q4Pexq/4Rpmbz5uHWR4xJXDv9OR4hIqfDetgvg448VZOPBYKBeHD422/eIeMSpvNZvL96QZKvHZmk4d6IDC8sILjwg8iRRjnnFlWkMqjMjlpwVqNDXXbtiUkj0YjUWzcKnkYDE0UenycLuWFNG6WKeQ8Eh9YIGNEYBlve8Z/RlKHf/LQ41dN46zWfD6XkiduKLwmMx6PFy7m0XnoGHQckjg8Jyr6QgqOhznmX1oNrzfGQzZzNUlxvp6hnvUyIwCNg59F8oDGxPeLbxCAdI5oNCyj4kbyRXhofn7cW7lvriHOec9mM1EWnYDGzisziqIIT0A8QYPNZDKi0DAMxQAYFeK0JBk/NiHYUOH38RufF1IwUS8PkyGVCohPbxDYDAYDTCYTqaEJiOjJmUxGBt10XZffiU+BcKrRdV0pVeKGQ+Em2aPmunjl8rzCqEFGLG6c7OzEFRE3PF3XATzuhfMrzrIRf8SpXKaleIimQQGPIwbBlu/7MkBAHfx/eXD8Cmec3aGiuQGOfqbTaXS7Xbl3M5/PUSqVpG3HqyS8esEBNoIkHhrDLIEJr8vwlgHBRzxEx/NwPCeeV9gOpffxUFn3U8mctGSDgoZJxE7F0mtzuRzW19flflav15MxG0VRoGmarDl+y5FGQRTN/ZGXiGOis9LRU2828I0YWtkNGo1GAnTi94hrtZp0kzglSRZodXUVpmkKF02PX1tbk583m014nif94E6nA8uy8OKLL+I73/mOUH40FJZsBCEABM2fl6oEsIAtCPKYNji6yyssDLX9fh/vv/8+dnZ20O/3JedyrJWebNu27H00GslwHZUMnDhJPp+Xe0m1Wk1oUOqBNTH730yHZ8lTiQ4eJPCY9HYcB71eT2ameJiapmFraws/+tGPkMvlcPv2bbTbbSSTSeTzefi+Lxe6Njc3ZSpheXkZyWQSjx49QrvdxnA4lJsO3W4X2WwW+/v7GAwGKJfL4mUER9wwlcQL0+cN0XHOmEplHiRjRN45DE9GfqMokrnxRqOBbre7MGESR/G8T81SiKBqQRGfPZJheXkZGxsbgsQZKalMejuAhXr4QgoGHnda4uM6QRCg0+nAMAxUKhW4ritAQNd13Lp1C4ZhYGNjA3/961+xs7ODg4MDKZ8sy8K7774Ly7Lguu5CO5FhsNlsolKp4I033sDa2hquX78us8ue58EwDMmPzMFkxuhlXyQHE53OZrOFgQRGCY4PEyDSS1999VXUajU8ePAA3W5XgBbXx7RDT+MILG9rct3sMa+trSGXy4kC2URh2mE6IqMFnD09+lQPjocrHgRwYpXdbhedTkeeusM8TWZne3sbKysr+N73viev5WXtXq+HwWCAUqmEYrGIXC6Hl156SQAH57dyuRyKxSLW1tYW7kelUimMx+OFkMnrn6wVn9YrpfCQ42NG8YEG7l3XdZRKJaFViYDZ+SoUCtLGK5fLkoZYQhEkEumz9eq6LlRVhWmaqNfrYhxk9Aiq4k0VMnefx9GfW8HcoGEY6Ha7UgrQkjqdjjTIU6nUwrS/7/tyXTSTyeD69et4+eWXpZajojjxzysxnuehUCgIMaCqqlCZJArij3sgv03Wi5uOG+PTJF7nGoYhU5YUKkPTNPT7fViWhVKptFCOscrg3ng9hcCQ4Z1VAMM098MuXRyRp1IpBEEgZVm84c+Hs/C1F1YwG+hxgEGrHI/HePToEVZWVmQikCGMJQVDLiceSeVpmiblAHvC8/kck8kEw+FQWmGcIOSBk4TnE2hIZXLAnt73RYThmbX6eDyG4ziC2BmVOp2OXGOxLGuh1ifjx9v9pB/ZZGF7MY70CbbYbOEoFEsvGhBbjnGGj09LeBof/dQcTK8hf0zSnx/WbDZxcHAgd3kYRjOZDDKZjIzoUJmk7/iQFIZXhqE4yiTHy9xPw4qikwn/fr8v63EcB41GQx67EJ+5fpqEYYhbt26hXC5jMBjAMAx0Op2FWbPZbIbBYID9/X1JHbyry8PP5XIS2Xq9Hvr9vryGJRDBFYEiDZgPd2Gujvd+u93uQtpoNpv485//jHK5LE86uJCCV1ZWsLa2hslkIiQFP5jK5EVtAqVsNitWzZGX4XCIIAjkpqLjOBgOh7BtW3JcfL6ZgI6PTyCwixPu7XYbk8lEIkWv18NHH30Ex3FkHOi8c9GZTAZvvfUWdnd30e12Zc3x2pSH2O/3cXR0JAphrud+a7UaTNOUepfGOplMpHnBciebzcrFcOZa4h4SNYyAdAbP89BoNOTRFsfHx1hfX7+Ygt944w1kMhn85S9/QRiGyOVy0tskx8pSpd/vo1AoyCMNEomEjKEoiiLzxZxJiqJIxl/YE2b7jROLDGsEQPHGPvMPS4h8Po/19XW89957GI1G6Ha7Z958j8tbb72Fmzdv4tNPPxUF8GorIxHXRF683+/LdZtMJiPpi+vOZrMCoGjAPBumK979Ip8Q75gReROLMEVOJhO88MIL+Pjjj7G3t4dEIoHd3d2LKfj111/H3bt3hTViH5T3YXgQ7MMOh0MoiiJ5lt6WTCZhWZY8iISofDQa/U3Xh2NAPAyGyHQ6Dc/zBIwxR/MxS5ubm7AsC47j4P333xeq9Dzygx/8AL7v4/DwUMK6bdsYDoeC9DkqRIObzWbo9XpiXFwrJX4NlpGJvWQ2ERid2Jjhoxd504J9c+AEJ/T7fSwvL8P3fbz99tv4+c9/LqnvSXJmktJ1XdAz6cF8Pi/3eAjvAcijCDguypqYZc7y8jKee+45oe0qlYoM7hUKBZRKJflifmajnEwYgdV4PBajOj4+xvLyslyQfuWVV3Dt2rWnUnhxIZFCjyCgYwTggVMxTFNxsoVnRFTM/FosFuVBbYVCQfZCjEDum0YdvwVBEsfzPHlGBy+He56HH/7wh3JP+0lypgePRiM8ePBAQiQAYaUODg4wmUwE1hP9xp9flc/nAUAs1TAMyTP8k+EnPkTABXPInofKSDIcDuXBYUEQ4LnnnoNhGMhms2i1Wrh586Y85+o8kkqlcP/+fRwcHGB9fV0UyEcaMd9zr6fLIIJEemCcpyeeiDfv4xLvXTOUp1IpmZrks79arRZ+8pOfCLitVqtoNBpYW1s780kGZyq42Wzi4cOHMtpJy6K1kWCn4nhHl+EqDh6Ax7PLRMUEFPS0eFcqPgJEkoD1Y6/XQ6/XE2+P382p1+tot9uo1WpnPtpg4RBUFQ8fPkS73V5QjKIoEjpHo5HsNQxDeeof7yDxKTyWZf3NbY34/V8CrDinEO9hs55n63A4HApdWyqVMJ1Osbe3J09OGI1G+P3vf//EvV39ryuXXK6e+H7J5UrBl1yuFHzJ5UrBl1yuFHzJ5UrBl1z+BT8ZtLrZuG8/AAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 94\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 95\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 96\n" + ] + }, + { + "data": { + "image/png": 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\n", 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cDimKYikaDwYDiqJgbW1Nb2zWxmY72mRh8JhiyoN5cRzrZKXX6xHHsdbfJjWW6lB4/7Nq+5mAy8Hq9bqyqb29PXZ3d9nb26PRaOhDPXLAbrerNNecnv7W8EEorBCY6XSqffXpdMrVq1eJ43ipSSmZRNxFOIQEShH0iYGb0w7xW5lY1ut1paSLxUJZWlmWHBwcEAQB9Xp9iezIMzVma1gid5qm5HmujBDghx9+YGtrSzOE+TiY9PZkbCWE6A8hMOYGYk7SUup0OtTrdRqNBgcHB4zHY6Io0vKyqiolL5Lzbdvm8PBwaRBpcn3ptGZZxs2bN7ly5Qr7+/uqBHE9sUB5+MB8utqsJZ6K7bgg8P91ndn/ofAS+FlbL4GftXVmgf83AdrBRepSra0AAAAASUVORK5CYII=\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 99\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 100\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 101\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 102\n" + ] + }, + { + "data": { + "image/png": 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bW1tiTMus3d1dHBwcYDqdolgsCk5wHGehRKPHkLY1DAOlUklQLtMI9/TOO+9IKHYcB++99x4ePXokfDIpVTZnAEgZRAKlVqtJScgGRRRFME0Tt27dwsbGBorF4sUUvL29Lf1J5kvSl9VqVTxvMpnA8zz0+30BQUTTtFS+B+G+4zhYWVkRb47jGJlMBrVaTQiCWq2G9fV14VvVNiHfl52WJEngeR6GwyEqlQpM05TS43WrXC7j448/RrlcFkXyfS3LQrValdpTBUY0PtKi/B2mLnofOYJ6vS71LN+7UChIqKdBq23EbDYL4GWtTsKJvD75hQspOE1TARn8EDbe+RoLecMwpDfJnxE4kaCnlQdBgJ2dHZjm2aU7tbBnGUBjYBRQe8Ls3tDYuCeWUwzpy64gCLC5uSmUo2VZ0t6jsfLz+e9cLifEA72KxspOD5VNBXDfg8EAtm1jOp1KeqECaTQqMQRA5OPnra+vC8qnEbyxgj3Pw9raGnzfRxAEqFQqkvvY0eH3akOcHkAlT6dToSyn06m09GgA3CCJDMdx0G63BYF6nreQZ8i9EmnToOgZzJeFQmEpBdM4K5UKfN+HpmnwfR+DwUAMie1KyqZOYdAY2L4kTqDhkspkB+2bb76RBgLPi+fHVuR8PpfzZc4n58ChAtd1UalUzq0WzlUwcyq9OE1TqQ8ZPvg6PYbTD9y4OrHQ6/VQrVaxtrYmXs9wS4XZto319XWcnp6i1WphZWVFwjoAEfbVdiDzeKVSEVBzHvhQ1+7uLk5OToQazWQyGAwGAuJejVoAFvZElq7T6SCOY+zt7Yn3MSIZhgHLsrCxsQHXdXF4eAjDMLCxsSGDDcBLT1W9maiZn2+aJkajEXzfx/b2NlzX/TdlOzdJ5XI5uK6LfD6P2WyGbrcr3sT5KTU/U/GkDJl7GPp0Xcfm5uZCXuaG+ZphGLBtG1tbW9B1Hc1mE+PxWJA561u1VqZyaVQqZ73MKhaLWFlZkZqc1Kg6O0aDYg6N4xhBECAIAsRxjNFohMPDQ+TzeViWJeWl2lNnFGs0GtB1Hc+ePZMzI4nCf5NFVP/NZstsNsN0OkWtVsPW1pYwa39tnevB165dk7ZWpVLBdDoVq2Ttqo6gqFCfIa9YLOLp06dYX1/H5uYmqtWqDM+xY0SQBEBKHdu28d5770nTgpwryyYutRNDZRMX3LlzZykFf/311/jwww9lcoTlENEy854aNlkWkoJ8/vw55vO5DO4Rr7waRdjA2NrawjfffIODgwPs7OzAtm05PypTnWFjlCRwrdfruHHjhjB/F1IwCYdWqwVN0xamL1j/qm07hiNN01AsFpHP53F0dARd13Hnzh1RDocHptPpwsAYrbXf76PX6yFNU+zs7CBJEjx8+BD9fh+1Wm1hbAV4mfdpAOSplyU6PM/DF198gevXrwtVSYxAj6UB0itZIrbbbbTbbfR6PXz44YdoNBriYVEUYTgcLvR5mcM3NzdhGAYODg7w5MkT7O7uSvtUTXdUKo0eODPiUqkkXMSFR3bm87mUCa7r4sWLFwKE2AojuuRkAwkChrrBYIBPPvkEk8kEw+FQchWJDNM0xTvZe2bLj+GYzfP9/X00m02pe+n9ABamOwGI1y+zOK7z5Zdf4smTJwtlDnMtIwtzIXuyo9EI/X4flUoFe3t7yGQy6Pf7sh+OBpO/ZsMCANbW1jCfz7G/v48nT54IAUKnUSMAEToxkOd5ACA18YUUzNrUcRzouo52u41msykTCAQSzLdqd4kTlgDQbDYlrw0GA7RaLXS7XdTrdVSrVbTbbaEBPc/DycmJTEW6rotarSZlBI1oOBwil8stDAQAEDqVvd1lVhRFwlCRvep2u2JAzKfsV3M6g55pGAa2t7cBnHHnJycnMAwDo9EI6+vrgpI7nQ6Ojo6EJNrY2IBpmqjX64jjWF7n7LlaIvFzGEEJBtWBxjdWMLs0AKQZrY6A/rUxWh40c0WpVMJ0OsWzZ8/Q7/el3TYYDGBZlswtER3HcYx2u42TkxMAwHA4RKPRkG4R61LSfMVicaGM4GJ0WGbRKDmwp2IJGilTD0eMWPc6joPr16/Dtm08efIEBwcHePDgATRNwwcffIBGoyHz0L1eD0+fPsWzZ89Qq9Vw+/Zt1Ot1SYWu64rhvErScODw1Znrf5eCaSX8ABbVVJ5pmlLLkejnRsiVNhoNFAoFdDodmcasVCpYWVmBaZoIggDdblciQLFYhGVZ2NzclIEDKpVdFvaoSfexjqYCWHIs68HcB5sixBJqncuKgM0G5sRGo4FGoyGN/k6nsxCGPc+TtmEYhjg6OpIOEsER+WzLsmSInrmYJRP3puZy7u28ev9cBXMKUJ3ttW17gfBWi3SyPIVCAdVqFY1GA5VKBXEc4/r16wuDY1QWqU6i1yiKZG6LXsNQxDKqUChgMpnAdV2YpolarSZWTEI/m80uPVXJ/M8eci6Xkz3xIHm43EelUkG9Xke5XBZDo6Ez4gCQ9iFvgWxsbEiXitiFYJNOQ8WqjCBZMKajZUeCX0tV+r4vNOJ8Ppe6Tv1ATuMzLJZKJayurkpvlaT5rVu3MJ1OpaZkG20+ny/QlurMlXpdhSO6pmnCsiz0+308f/5crJ+pg+/f7/eXOgQCR47jMt9ypgyAACzHcWBZFmq1GhzHEdCVy+WwtbWFk5MTmYeezWYyxQFAOlXkFSgv0546jwVA5GWZRL5BNfYkSc6tFl6rYL4xrYa8MBenDMfjsUxNslHOnAGceQn7wwx5g8FAPBl4ydVSYHqUOvPFw+asWLPZxMbGhkQTsj9BEKDZbC6lYNbOJDVISLCWZei0LEuoVJIZZKlI4nzyySdyS4LI+fj4GHEcS8+X7B3TnWpoLCXJEZASVSsVGgYjxnlynqtgNalTUZzM4OLcMqf7OMlPAWn5DK0M+bquo1KpIIoieJ4nJQA9kGUOgZx6T4l5qFgsLtxuVDs3rusurWAeeKFQkAYAS0DKxZYna3D1tiPPI5fLYXt7W2ay4jiW8+DUB1MHa2USJ5SB0ZHpTu0wAZAmDPXCVu2FFKx+ILsb9Cjm3uFwKIiWyuTQNr1AvThVrVZFKapnzmYzDIdDaTnS01UOWs2DAOTgi8UiCoWCDNWz6b7syI6aJphCOBudy+XgOI6wcuo1FHVv/De9jHJns1nU63UxUPVuF72XXTGWQ5wMJZ7h+5MGJvPHku3CKJrWww3Ytr0wSMaQVq1WJU9zMyrtRlStghjyyQDEGFiLMuSrg+XstapMj+M40tjP5/My3gpADGRZBathk3sioqY3U2aeiXpfS0W80+lUysokObsCurKygjiO4bqu/JypBljsumWzWaGBeSZqf51/kySJ4JgLKZhtMTV88ICJei3LwsrKCiaTiXxxPpgD8/R+GoDK1bL2tG0bURRJOaUOlvMCeRRFMgO1s7MjEUGl8BgC2SxYZqkeyfCnhmfmWnaNeCb0QtU7gZeIm5MtPDcaIblmAAshmMahOg89lumKhBCHDNgfuJCCGe8BSLhV0bNpmlhfX0etVsNwOITruvj8889lPpmI0LbthakIXu1gqKYH2LYt95N40KZpot1uy80C1rrXr18XTpaDazQ+jtcuO9HBVEAgpHpSPp+XSERaludBREuugIrjf0nIqESQaZpwHEdAkzq4wDN/1ejIERBlq1Mlr2uLvhZF84P4AUz2VBQ5aU4iuq6Lo6MjacHVajWsra1hb28PcRxjZWUFxWIR+/v7grafPHkitxHiOMbR0ZF0V9hE5z7YSWGpUSqVpAsEnHkPbz0u2y4Mw1C4bXV4j2FYrfUJ5Mgvq9Qsf59nR+WqimKZyf1yMe2oM2h8nR6uGgF7wq++zxspmHWgOqqitubUxy5kMhns7Ozg008/xWeffSaTEZwsvHv3rgxu1+t1PHjwANVqFbVaDV999RV838fu7i48z0OtVpOR0SAIRImkNu/cuSORxbIsQZMApIOjGuLrlgp4SEioeVZtZLCiYGikEumN6oU4omDVYFjTz2YzGe8lY0hASyZLHfADsBBBdF3HYDCQPH0hBb/aC+VBUAC1XgXOUO2vfvUr1Go1PHjwAM+fPxdBRqMRLMvC4eGhXN+gQFtbW0iSRGhIwzDQ6/VkiK7T6cCyLNy8eVPuDcVxLEhX7Z+qj3dYFmSpyJwK5cHye3WigkahNiCiKILv+1LbMqUVCgUBRqzPgyBAr9fDYDDAcDgUgkXTNAGOLKmIKdSuFBE1b5JceGSH7q/2QqlgdS5J9eRCoYCPPvoIu7u7ePToEQ4PD/HZZ58hSRKsrq5if39fOO13331XJg1pwQzxp6en0ksFgLt37+LatWsyiamWFkEQiILb7TbG4/EbDd1RsaQNKTMPk/QhD1KNEmwdcrxWpXB5RuVyWcgYtjzZXWO1QZaQhkyuXtM0iRbq3Wjf9zEajV6LM16rYHoBa18+g4JtLR42QyaVxdv2GxsbMt+Upik++eQTRFGEw8NDPH/+HIeHhwuTiqQbK5WKeHQ+n5f5Y1Ka/Ey1LRmGoTQulgVY6p6Hw6FMg7A9B7xMReq5jMdjdDodDIdDoSN5NxnAQglkGIZcACAAVNMcgSKpXVYFxBDqg2iIhcgXqHn/QgpWBVWLbHVSkrBdBRVEtHx8AY1je3sbu7u7+Prrr9FutxdGaykwhwaYgzk3TJqUvC33QkFd15XnYwFYOkQzj/V6vb9a+pCR4xQJQyn5b7URf3p6Cs/zpOPFq7LA2cNeGKnU2x5kAHkNlbwB0bbaQqQuOGXDVHchBfPZGvQWlhFqV4UkBQ+dOYuhjf1VXud48OABms0mDOPl4xc4+vnqZCHfn625VyccSPcRH7RarYXL0cvWwfQK0zQX7gmpg/68AMfcT/loZJxi2draAgAxUmIJKp2GSfzAm/wkkbgXXq4jUlY9ng9xIRi8sAcHQbDwnCw+Z4OAgxfLqAQeLPAyvKvzWRz2ZsghqlRLEE4XUhhaM5Ei35+kPEuo4XCIXq8nv6MComUWZ5YPDw9FHrXzlclkUKlUJCrRe1lCqY96oNEx3LL7RaTPioC8Ng2ZyJujO+rNS5WubLVaEkGp5AspWH0GljpFoI6n0osoKK1cbVIQRarTGNy0SrqTk6aSKAAFZ67m6IpKh3Y6HRnNfbW8eN0iWKrX62g2mwugj7NX8/lcQqx6A4OfQwVz1JXP8FDrVI7iUA617qaRMdfTmdhqBF46AAcSeX7nhehzkQjzjzoSy9KJAILeQsUxV/HvuTHg5fMnScuRjyYVyXzLQyM9SqUx5/PJdFSu53nodDoLFCAR7DKL9X4ul8PGxoYcIPvEAKSkUfdEGlUdTFDbeypnr/L0Kp+u4gXSmWqfmXJz9Xo9uK67MFV64TLJcRyZECTCpeBcJPXJixJ8qFMY7HgwrKlhj2WAGiFU+k7NucxTPEAaRb/fl8dMEHicR9+9uvh+nGtutVrwPE9uVPLBMixLHMdZuOXIZ1sBkHlwXdelxuW4Ecd61as9oojM2R1rNdrR4FUj4E1HRjJGzQspeH19XTapThAw/nMjVD4ZJR4Cm+gEX5lMRh6xQPCghudXCQaVj7UsSwbsVI+fTCbodDr/X6h6EyaLn8/Q3Gg0sL+/LyUZowbJDN4/4rVRDsmrwI6gkBUCU40KUOndmczZnWZedz09PRVkzkjAc6QzqD3j8/DGuQrmWCshuapkhhrmHBUoqKFFBRIM5bRiAgiGMG5UBSlUtG3bcjFb0zS5suq6LgaDgShVpRWXJTu4N+6BuZhPEgKw0A6dzWZ48eIFRqMR1tbWFoYcmHdZQfCMGOnUfjJTTD6fl9lv3/flmijPlfQmZ8VoyMsY8dX/deWSr6snvl/ydaXgS76uFHzJ15WCL/m6UvAlX1cKvuTr/wHuCsWya5uGZQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 103\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 104\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 106\n" + ] + }, + { + "data": { + "image/png": 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CAwfdz0l2eMYgCBBF0VJcWQu4zov1NKaPkBhdSUIASKFCregpSfd5PfXRLQi6LEtkWYaLiwshJfR//S1lCpNjbL6E8LruC/D2fyHdv/UW+H1bb4Hft3Vvgf8/Gk5nSXg5p1gAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 107\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 108\n" + ] + }, + { + "data": { + "image/png": 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MNUmFYchoNKLRaKggIr27/CnhJ8rtpUnKZDLReFodDQsPH4/HOvuezWaa8Hzf16QjISK8Xe6TsBgMBlo9JMNnWaZtaJqmzOdzFRVEpJjP59TrdaIoYm1tTUFHUcTJyQnAcxWY5wI/Pj7WkiMHApIk0UZFYl92VxTZKIrUSI7jaIkSfuz7PnDO9weDgbq3zLvEUO12m1KppNMV0zRJkoT19XXG4zG2bWMYBmEYKuizszOd2126c3v48KGOdxzH0WSRpqkmOLH62dkZaZpyeHjIfD6nKArto+v1uvbSws9Ho5E2H/P5nFqtRpqmutg4jgmCgFKpxHA4VJmp0+kQx/EF76lUKvrvp0+f6kzv0iTF9316vZ7KSeL64/FYd78oCkajkepsw+GQSqWiJCUMQ87OztSdkyRRQiLhI6xNBo6S8HZ2duj1ekwmE2V1jUZD21EZRPi+T6VSYTqdEscxs9kM3/cvX86iKOLw8BDP87QkSRspol4Yhvi+rzvaarV49913lUxILU7TlMlkotMOmZyKECFiRLvdZn19ne3tbZ2ONJtNPvroI1VoPc8jCAIajQZ5ntPv93EcR3dYmqhLS08Sb3L0Io5jlXYnkwn1eh3LstQlK5UK165dY39/n1qtpsSh3W5jmiZBEBAEAWmaMpvNlOJKVgaU+3uep8Rme3ub0WjEcDhUbU121bZtZrOZytqAGvLSMe77viYKYVNhGF44+bTaxJTLZW7cuKHqqoyHwzDUob3Q2jzPdceFawuXLpVKaiTTNGk2m3Q6He3KwjCkVCrp84U3yAEG0ecu3cAICQmCQOv0crlUNVQ4+Wp7KL21qKxyqimOY8bj8QWQsvsiQ8npJzlZJWQkSRI9LpZlGbPZDMuy9CDB6gEhoa+VSuXyMS5dm5wnWa2tw+HwQtcEXFBCxCjSP0tsV6tVHQkJlRUNTRKdtL8yQZ3NZtqgSBKUIyirpVZotOd5hGGoh4g+N3BAua6wLDm1IK4lPbjUYSEiIlSIYSQs5PiGlERJWKLTeZ6nFDXPczzPU8NKxpbYjaJIvxdFkfbs0jNcGrjoY5KZ5/O5ZvLVjCmjouVyyeHhIXEcs7a2xmKx0D4f0O+Lx8guDodDjX3ZZfEU13V1l5Mk0ewtcS5nYcSIEhqrYsfnBl6r1RiNRgBK9ldFCQkD8Yg4jhmNRqrMJkmi0xURAE3TpFarAVwwoDxPTjAJEbEsSxOqPEcqiUxURLmRQ4WrhxEvBXxV9l09pWjbthIIyZwSh9JupmmK67qMRiOloJubm3q/CBInJydsbW3puEnGSoPBAMMwOD09veA5tVqN6XRKp9NRfUBOVsk8T7SD512/V16G8ziXrC7WzrLsgtAnWpllWSpKyK5WKhW63S6u62LbNu12mzAMqdfr5Hmu7r16BkYSoqgqcsRLdlhAy/RUvG/1uOmlY3x1DBNFkbqzZFF5uZSsPM+Vuq62pUJi4HyoDzAcDlWAlPMtcuQLzj1oPp8rRfU8T+mxxLlsTKfTwXVdDRvJCZd29Z2dHbVonudUq1UVCWQAL7xZ/m5ZljY6EoMiScmC1tbWmEwmjMdj0jRVAGmasrGxQRiGnJ6eUhQFrVaLSqWiHjSbzahWq0wmkwsd32uvvaaGMwyD6XSqueR3XV/8L6RX7foC+Kt2fQH8VbteWeD/Azev9cjitofuAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 109\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 110\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 112\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 113\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 117\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 119\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_faces(faces, labels, n_cols=5):\n", " faces = faces.reshape(-1, 64, 64)\n", @@ -2911,7 +6459,18 @@ "cell_type": "code", "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.925" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", @@ -2931,7 +6490,18 @@ "cell_type": "code", "execution_count": 127, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.7" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train_reduced = best_model.transform(X_train_pca)\n", "X_valid_reduced = best_model.transform(X_valid_pca)\n", @@ -2968,7 +6538,43 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5 0.3875\n", + "10 0.575\n", + "15 0.6\n", + "20 0.6625\n", + "25 0.6625\n", + "30 0.6625\n", + "35 0.675\n", + "40 0.75\n", + "45 0.7375\n", + "50 0.725\n", + "55 0.7125\n", + "60 0.7125\n", + "65 0.7375\n", + "70 0.7375\n", + "75 0.7375\n", + "80 0.7875\n", + "85 0.75\n", + "90 0.75\n", + "95 0.7125\n", + "100 0.775\n", + "105 0.75\n", + "110 0.725\n", + "115 0.7625\n", + "120 0.7\n", + "125 0.75\n", + "130 0.725\n", + "135 0.7375\n", + "140 0.7625\n", + "145 0.6875\n" + ] + } + ], "source": [ "from sklearn.pipeline import make_pipeline\n", "\n", @@ -3010,7 +6616,18 @@ "cell_type": "code", "execution_count": 130, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8125" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "clf = RandomForestClassifier(n_estimators=150, random_state=42)\n", "clf.fit(X_train_extended, y_train)\n", @@ -3072,7 +6689,20 @@ "cell_type": "code", "execution_count": 133, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_faces(gen_faces, y_gen_faces)" ] @@ -3088,7 +6718,20 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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1111.41149448,\n", + " 1096.43049063, 1132.98982647])" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gm.score_samples(X_train_pca[:10])" ] @@ -3170,7 +6839,25 @@ "cell_type": "code", "execution_count": 138, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 3.78, -1.85, -5.14, ..., -0.14, -0.21, 0.06],\n", + " [ 10.15, -1.53, -0.77, ..., 0.12, -0.14, -0.02],\n", + " [-10.02, 2.88, -0.92, ..., 0.07, -0. , 0.12],\n", + " ...,\n", + " [ 2.48, 2.96, 1.3 , ..., -0.02, 0.03, -0.15],\n", + " [ -3.22, 5.35, 1.39, ..., 0.06, -0.23, 0.16],\n", + " [ -0.92, -3.65, 2.26, ..., 0.14, -0.07, 0.06]],\n", + " dtype=float32)" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train_pca.round(2)" ] @@ -3192,7 +6879,18 @@ "cell_type": "code", "execution_count": 140, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.00019205349" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "reconstruction_errors(pca, X_train).mean()" ] @@ -3201,7 +6899,18 @@ "cell_type": "code", "execution_count": 141, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.0047073546" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "reconstruction_errors(pca, X_bad_faces).mean()" ] @@ -3210,7 +6919,20 @@ "cell_type": "code", "execution_count": 142, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "X_bad_faces_reconstructed = pca.inverse_transform(X_bad_faces_pca)\n", "plot_faces(X_bad_faces_reconstructed, y_bad)" diff --git a/10_neural_nets_with_keras.ipynb b/10_neural_nets_with_keras.ipynb index 9bbe2df..151e2d3 100644 --- a/10_neural_nets_with_keras.ipynb +++ b/10_neural_nets_with_keras.ipynb @@ -171,7 +171,18 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, False])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred" ] @@ -211,7 +222,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – plots the decision boundary of a Perceptron on the iris dataset\n", "\n", @@ -254,7 +278,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 10–8\n", "\n", @@ -340,7 +377,18 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.5053326657968465" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rmse" ] @@ -356,7 +404,18 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – this was left as an exercise for the reader\n", "\n", @@ -419,7 +478,18 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(55000, 28, 28)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train.shape" ] @@ -435,7 +505,18 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('uint8')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train.dtype" ] @@ -468,7 +549,20 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code\n", "\n", @@ -488,7 +582,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([9, 0, 0, ..., 9, 0, 2], dtype=uint8)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train" ] @@ -521,7 +626,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Ankle boot'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "class_names[y_train[0]]" ] @@ -537,7 +653,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 10–10\n", "\n", @@ -601,7 +730,31 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " flatten (Flatten) (None, 784) 0 \n", + " \n", + " dense (Dense) (None, 300) 235500 \n", + " \n", + " dense_1 (Dense) (None, 100) 30100 \n", + " \n", + " dense_2 (Dense) (None, 10) 1010 \n", + " \n", + "=================================================================\n", + "Total params: 266,610\n", + "Trainable params: 266,610\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], "source": [ "model.summary()" ] @@ -610,7 +763,19 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – another way to display the model's architecture\n", "tf.keras.utils.plot_model(model, \"my_fashion_mnist_model.png\", show_shapes=True)" @@ -620,7 +785,21 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.layers" ] @@ -629,7 +808,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'dense'" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "hidden1 = model.layers[1]\n", "hidden1.name" @@ -639,7 +829,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.get_layer('dense') is hidden1" ] @@ -648,7 +849,30 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.02448617, -0.00877795, -0.02189048, ..., -0.02766046,\n", + " 0.03859074, -0.06889391],\n", + " [ 0.00476504, -0.03105379, -0.0586676 , ..., 0.00602964,\n", + " -0.02763776, -0.04165364],\n", + " [-0.06189284, -0.06901957, 0.07102345, ..., -0.04238207,\n", + " 0.07121518, -0.07331658],\n", + " ...,\n", + " [-0.03048757, 0.02155137, -0.05400612, ..., -0.00113463,\n", + " 0.00228987, 0.05581069],\n", + " [ 0.07061854, -0.06960931, 0.07038955, ..., -0.00384101,\n", + " 0.00034875, 0.02878492],\n", + " [-0.06022581, 0.01577859, -0.02585464, ..., -0.00527829,\n", + " 0.00272203, -0.06793761]], dtype=float32)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "weights, biases = hidden1.get_weights()\n", "weights" @@ -658,7 +882,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(784, 300)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "weights.shape" ] @@ -667,7 +902,35 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "biases" ] @@ -676,7 +939,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(300,)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "biases.shape" ] @@ -722,7 +996,21 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0., 1., 0., 0., 0., 0.],\n", + " [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n", + " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.]], dtype=float32)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to convert class ids to one-hot vectors\n", "tf.keras.utils.to_categorical([0, 5, 1, 0], num_classes=10)" @@ -739,7 +1027,18 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 5, 1, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to convert one-hot vectors to class ids\n", "np.argmax(\n", @@ -762,7 +1061,74 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.7220 - sparse_categorical_accuracy: 0.7649 - val_loss: 0.4959 - val_sparse_categorical_accuracy: 0.8332\n", + "Epoch 2/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4825 - sparse_categorical_accuracy: 0.8332 - val_loss: 0.4567 - val_sparse_categorical_accuracy: 0.8384\n", + "Epoch 3/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4369 - sparse_categorical_accuracy: 0.8480 - val_loss: 0.4228 - val_sparse_categorical_accuracy: 0.8542\n", + "Epoch 4/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4122 - sparse_categorical_accuracy: 0.8558 - val_loss: 0.3966 - val_sparse_categorical_accuracy: 0.8624\n", + "Epoch 5/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3910 - sparse_categorical_accuracy: 0.8631 - val_loss: 0.3890 - val_sparse_categorical_accuracy: 0.8632\n", + "Epoch 6/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3751 - sparse_categorical_accuracy: 0.8686 - val_loss: 0.3912 - val_sparse_categorical_accuracy: 0.8600\n", + "Epoch 7/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3628 - sparse_categorical_accuracy: 0.8710 - val_loss: 0.3723 - val_sparse_categorical_accuracy: 0.8698\n", + "Epoch 8/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3514 - sparse_categorical_accuracy: 0.8755 - val_loss: 0.3767 - val_sparse_categorical_accuracy: 0.8612\n", + "Epoch 9/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3406 - sparse_categorical_accuracy: 0.8795 - val_loss: 0.3513 - val_sparse_categorical_accuracy: 0.8726\n", + "Epoch 10/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3306 - sparse_categorical_accuracy: 0.8812 - val_loss: 0.3539 - val_sparse_categorical_accuracy: 0.8738\n", + "Epoch 11/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3223 - sparse_categorical_accuracy: 0.8860 - val_loss: 0.3606 - val_sparse_categorical_accuracy: 0.8712\n", + "Epoch 12/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3146 - sparse_categorical_accuracy: 0.8869 - val_loss: 0.3472 - val_sparse_categorical_accuracy: 0.8742\n", + "Epoch 13/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3071 - sparse_categorical_accuracy: 0.8900 - val_loss: 0.3284 - val_sparse_categorical_accuracy: 0.8800\n", + "Epoch 14/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3001 - sparse_categorical_accuracy: 0.8922 - val_loss: 0.3413 - val_sparse_categorical_accuracy: 0.8780\n", + "Epoch 15/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2938 - sparse_categorical_accuracy: 0.8945 - val_loss: 0.3376 - val_sparse_categorical_accuracy: 0.8822\n", + "Epoch 16/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2867 - sparse_categorical_accuracy: 0.8971 - val_loss: 0.3272 - val_sparse_categorical_accuracy: 0.8796\n", + "Epoch 17/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2822 - sparse_categorical_accuracy: 0.8978 - val_loss: 0.3317 - val_sparse_categorical_accuracy: 0.8796\n", + "Epoch 18/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2757 - sparse_categorical_accuracy: 0.9001 - val_loss: 0.3240 - val_sparse_categorical_accuracy: 0.8824\n", + "Epoch 19/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2711 - sparse_categorical_accuracy: 0.9030 - val_loss: 0.3484 - val_sparse_categorical_accuracy: 0.8720\n", + "Epoch 20/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2662 - sparse_categorical_accuracy: 0.9045 - val_loss: 0.3209 - val_sparse_categorical_accuracy: 0.8800\n", + "Epoch 21/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2613 - sparse_categorical_accuracy: 0.9046 - val_loss: 0.3178 - val_sparse_categorical_accuracy: 0.8862\n", + "Epoch 22/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2563 - sparse_categorical_accuracy: 0.9069 - val_loss: 0.3122 - val_sparse_categorical_accuracy: 0.8848\n", + "Epoch 23/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2520 - sparse_categorical_accuracy: 0.9098 - val_loss: 0.3480 - val_sparse_categorical_accuracy: 0.8716\n", + "Epoch 24/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2469 - sparse_categorical_accuracy: 0.9113 - val_loss: 0.3202 - val_sparse_categorical_accuracy: 0.8878\n", + "Epoch 25/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2428 - sparse_categorical_accuracy: 0.9123 - val_loss: 0.3152 - val_sparse_categorical_accuracy: 0.8856\n", + "Epoch 26/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2393 - sparse_categorical_accuracy: 0.9143 - val_loss: 0.3102 - val_sparse_categorical_accuracy: 0.8852\n", + "Epoch 27/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2341 - sparse_categorical_accuracy: 0.9147 - val_loss: 0.3200 - val_sparse_categorical_accuracy: 0.8850\n", + "Epoch 28/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2313 - sparse_categorical_accuracy: 0.9169 - val_loss: 0.3100 - val_sparse_categorical_accuracy: 0.8900\n", + "Epoch 29/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2268 - sparse_categorical_accuracy: 0.9185 - val_loss: 0.3215 - val_sparse_categorical_accuracy: 0.8864\n", + "Epoch 30/30\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2235 - sparse_categorical_accuracy: 0.9200 - val_loss: 0.3056 - val_sparse_categorical_accuracy: 0.8894\n" + ] + } + ], "source": [ "history = model.fit(X_train, y_train, epochs=30,\n", " validation_data=(X_valid, y_valid))" @@ -772,7 +1138,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'verbose': 1, 'epochs': 30, 'steps': 1719}" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "history.params" ] @@ -781,7 +1158,15 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]\n" + ] + } + ], "source": [ "print(history.epoch)" ] @@ -790,7 +1175,20 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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kLevb1xycGAGK5f1Llwr+l3u1jH+9RmCzZ4/tC62LC9Crl/3H/fNPcyFXXlWrykeliNHLC1WjBtCypQx5YixNm8qPcmGutuQkLU1GiD98WJYnnrDvn3JoqKSxZk1ZjPuW6yZNkguHm1s2srJcrYK87Gz5SmVkmG8tF2NdQgLwySfy1UxPNzdHMoI7Nzdpv92+PXDDDXIbFVVw4FpQ/mgtA7YaAUtsrFxIAaB5c2mi1K2bFDSOH5//Al2cIHjUKOmU5e4ur3fYMBkrzhgo13LA3MLWTZwI/Pgj4OZmQlaWCwYONP+HMT7rtip28q5/5x0p5TLS8/DDEsRerbvuks/ByJGSTydPylA8V2v06NLJZyM906b57dY6qZmtfdiIl4p01Q2ysrLMw2+fPy+/JLt3SyPJjAz5NTMaXF66JINg1a8v5c3/+1/+4x05Ir01cka0fM00GWvQEa/qFzHt/Lvmq2bNmlJiYQx5bSxGqca998rVJScYevXnbnKctGcxLTZWfpW++kp+CWzp3z//umbN8Fqv67Bmfghe7bUW06KvvsWa1kBqq2hMuGUtVv8ZgtHtN2JIQjWcmmo7SDl92va/QE9P+cIbMaDJJBeEoCB533bsMI92bizGGGNFWbHCPHJ5UJBc7IOCZKlb13zfcr1x/733pC2v0ann7rtlfLPk5PydjiwfW94PCwN27ZKCMZNJ3s4qVaTt7qkCh7nKr3lzGbbk0iXzP8TwcIkVQ0IkWPLzM99a3s97+/zzwKxZ5tfVvr3Eu7t3S9vktDTzeevUsQ5qjMDG11e25208mZUlxfFGgJJ3OXky/3vv4yN5ZTJJgNC2rfyrbtZMvhohIbK+KGfPykW6TZvN2LLleqtzGW2kLXtoF+SvvySg8PKS/Bk+XGpT16+Xgs/16+W/wfTpsn9AgPxTNwKaG24w/95Y5s/48eaAZflyc17UqyfVJt26yU9NaKh1ek6fltdleYEujjNn8h8nOPjqj5ORIRf7Nm025eZzy5ZXfxyl5DglfV2WwUreDnlXo7Ty2UjPtGnJBZZpsgSmMivuIEnZ2VY9SR593BWf/R6OR3odw7TB/5gDk/Pn5a/3//4n7Sj++kuqY4y/QIYVK6T05cUXzX9/q1aVoCUoSL4tjRpJgLJsmayrUsV8JWzRAtlunvD11UhPz18V6uIiTTMyM+1bEhMLfumRkdb//G1VcRj3x42zHUi4uck8ZcZ4ZZZjl9m6f+VKwelxcZELT1hY0YsxovjV/AMymSSIMQIaI8A5dgz44AMp7k9Pl4tQ375Sz1+zZsHptaW0/9nZKhkoznFK6x+irdeVnS2Bxq5d1suePdZBozECfFFcXCRYq1fPvNSvb74fGiqduErjdRlKWnprz/tu9HQ3Apr//pNBbe2pqgoJkVpWo5TFGJbG2VSoUvIKqLCB7BjAlCKHd9HLzpby1NOn5e/KG29AZ2ZCeXpKENGokYTGRmWusYwbJ+WgcXHQrVrjVGZVxKEJeuAvZCF/aYQbMrEAMWjgfxb1qifBY+oUaewQFyd/p6pVkwClWjVZrr8e2LvX7iqSxET5Edu2zbzs2CFJFRqAglIaQUEK9epJQOHubt+Sni7/kPftNSEr2wVuribUb+CCtm3lYlJQKYCxXM1Xpqh6XqP5ysqVcoHLzJR/0926AW+/Lf/SjZ7C9qpoRcGlxXhdbdpsyP3HWpzXVVr5UxxZWTJvnhHQbNxoXe1hBCoxMTJorRGg1K5dcMGgobRfl6MurKmp0hTtv//ke7F0qbnhp6urtJ957z0pxFX5/884HQYwhSssgGE36lJUal3r+p3ULipbj445ofXx47JoLf3g3n1X66eeku6y3btr3aKF1pMmyfakJKvq0gSESddVhEn33LNntW7aVOt27XRmxy56b8cR+tcb3tRvD92lhw3T+obrMnSgZ4pVjaubytQKWdKjFtnaVWVZbXdx0ToiQutu3bQeOVKS9/PPWm/bJsmx+br6ncx9OYcOSU/cV17Rul8/revXt67xrVJF686dtX7iCa1nzdK6f385p5dXyfJ61KjiHcdkkh7L585pffSo9AhWSms3t2ytlNaDBkmX0aSkgnsDl2Z6ylK/flo/+qjWW7fKbb9+jk6RqGxDA1TE917ripPPFTV/SktFyeeKCsBGXUAcwTYwKF6Jh9ZSg3LokLRkt6xKmD5dFhcX6SVrOTBoVpZxXyMrLQvZ6dnINgHZbl44ftw4giRi+oKamL4AUDDh1tsAf3+FgIU14G/ygb9fPfgHKPhXcUXA0cbwXwD4+/vC/62l8K/pD//EBEwcexFrsjtijMtU3JnWAns+DEZc413YswfYv80izf/JP7cmTdwx+EF3NG4ss503bgy8/vg5fP5rdXgiFRnwwMN3nsUr08Nw4ABw8CCsbo02rpbCwqRASEotcl7X/DBMz/PPyRjItG1b6WLYqpUstWtb/8tatKh06leLW09rjNDu5SWFS7bqsYtT+lZa9calqbTqxKlwFfG9r0iYP1QQViGh4C6VaWlAfLwEKXmXw4dttaWQqg0XpVG1qkbDWmnw1qlwVdlwDQuRnrXbt8D13Gm4pSXCVWfBFdlwrV4Nbn17IT0d+O+neBzJqIksuMMVWajhdRH1otyR7lkFiYlA4hUTEpNckJhYcG+KwkRGmoMT47ZxY+n5a8tddwE11CmMDP8dM070xkkdVmix9KVL+QOb3bulSsiye2lwMNC7t9QitWoljSvz9gZ2JiwGLj/M6/LBfC4fzOfCcTLHAnh7W/cUMEpOlJKGiidOWO/v5SUN5+rXB7pEp6N+wFnUdz+Oeh4n8OGmjpi9KBgeyECG9sDA859h2vmcodFr1wa2HpX743+QA9epY17q1weiZPPoZE/M+NUFXjklHn17ZWPaL9UtUiH9DI22GomJ5uXKFbk9elTGPtu6VUpZPDxkJPNp06wnjbWHBCthAB6EPX/Cq1SRjkDXXWe93mhPYXT1GziwYgz8RUREzumaC2C0ltKTFStk/Ig//7QOYry9pStb4wYZqB94AfU8TqC+Poj6z/RHWLgr1OuvyRT2ly6Zn+TqigtROzEKP2MkPsMMjMTJkNbAx9+bgxTD228Xmr7TKgyj7rIu8bBFKXNvGFtVFjt3yvQ0Hh7SYyNvMsobi4GJiKg0XRMBzLFjErAsXy63R3MKQ0JDgfAqiTh0yhceyEAm3DE8aj2m7esN/HfR+iDjjgKqttS3DB4sg1/Uqye3devil717ge7jgIwMTPV4Bvh1GRB9z1Wn9WpLPApiBAy2xnJwBLanICKi0uTUAUxBjW9PnbIOWA4elPVVqwK33JiGZ2/ciFuSFqLJth/Q/9hk9MApjMQMzMAjOHmxgxzUIjhBvXrSYhOQuo+BA/Mn5sYbS2cm2FJiBAyxscl46CGHJoWIiKjUOXUAY4zO+Pzz0iDUCFj27JHtgYEanVtewphmW3HLgGpoMbglXNZvBaI7SfFLp074pf8aafiSlYWpHuOA75YB0cVsnFHBpo4nIiKqrBwWwBw75oNTpwrvcmoyyUCvZ87I8NbG7dix1nOuzJkjCwD06pGNEbWX45ZL89Fm59dwXZ0kG9q9Cri0lNal+/cDDRqY++fefXeFKTkhIiKiojksgElNdcWwYTJBb94Axbg15j2xxcMDyMzU0FrBXWWha4N4fL68AWrXcgFqDpXI6KEHZIz5jh1loBNAusE0bGh9MJacEBERORWHViEtWSILIFPeVK8u81tERkrMYTzOe1utGvB4/xOYsTAMnjndluun7ULt2g0AKOlmZM9sY0REROSUHBrAeHkBt98uE8TVrn0VTzSZcDo2DqPwq7nxbUA36wMTERFRpeWwAEYpGYY9NPQqgxcAOHkSv3gOAtwvASaTNL6duawskklEREQVkMMCmDp1ktG7dzEHNAsPB/btkzHqV65k41siIqJrjMMCGE9P09UPaDZzpsyz/vHHMmb9jTfKQkRERNcUF0cnwG4LFshsiwcPFm8WQyIiIqo07ApglFI9lVJ7lVIHlFLjbWwPVEotUkptU0rtUko9UKqpXL1aRsdt1w6YN0+6QhMREdE1q8gARinlCmAqgF4AmgK4TynVNM9ujwHYrbVuBaALgA+UUh6lksIdO4A77gAiIoDffwf8/ErlsEREROS87CmBaQ/ggNb6kNY6A8D3AGLy7KMB+CulFAA/ABcAZKE0HD8OBAcDf/0lt0RERHTNs6cRbziAYxaPjwO4Ic8+/wdgIYAEAP4A7tFal6yhSnY24OoK9OolvY1YbUREREQ57AlglI11Os/jHgC2AugKoAGAv5VSq7XWV6wOpNRIACMBoHr16oiNjbV5QtfUVLR85hmcvP12nLr9djuSSAVJSkoqMJ+p9DCfyw/zunwwn8sH87n47AlgjgOwHGquFqSkxdIDAN7WWmsAB5RShwE0BrDeciet9QwAMwAgKipKd+nSJf/ZMjKAvn2BPXsQ+OabaGxrH7JbbGwsbOYzlSrmc/lhXpcP5nP5YD4Xnz1tYDYAaKSUqpfTMPdeSHWRpaMAugGAUioUQBSAQ1edGpMJGDFCJkiaMUMa7xIRERHlUWQJjNY6Syk1BsBfAFwBzNJa71JKjcrZ/imA1wDMUUrtgFQ5Pae1PndVKdEaGDcOmDsXePNNCWSIiIiIbLBrJF6t9R8A/siz7lOL+wkAbitxaoKDgSeeAMbnG2qGiIiIKJdDZ6POlZQk47tMmCAlMcpWu2EiIiIi4fipBH7/HahfH9i6VR4zeCEiIqIiODaAWbsWGDgQqFMHaNDAoUkhIiIi5+GwAMbzzBmgRw8gPBz44w/A399RSSEiIiIn47A2MB6XLsmd2bOBkBBHJYOIiIickGOrkFxdgX37HJoEIiIicj6ODWA8PACOQEhERERXyWEBTHpwMLBsGRAd7agkEBERkZNyWACTUbUqgxciIiIqFsePA0NERER0lRjAEBERkdNhAENEREROhwEMEREROR0GMEREROR0GMAQERGR02EAQ0RERE6HAQwRERE5HYcFMK5paYDWjjo9EREROTGHBTA+R48CBw866vRERETkxBxbhbR8uUNPT0RERM7JYQGMdnNjAENERETF4rAAJsvbWwIYtoMhIiKiq+SwACbb1xc4exbYudNRSSAiIiIn5bgSGF9fYMUKIDLSUUkgIiIiJ+XmqBNrV1egSxdHnZ6IiIicmGN7Ie3aBbz4IpCV5dBkEBERkXNxbACzcyfwxhvA5s0OTQYRERE5F8cGMEYVErtTExER0VVwbAATGgo0b84AhoiIiK6K4ydz7NoVWLMGSE93dEqIiIjISTg+gOnWDfDwAPbvd3RKiIiIyEk4rBt1rl69gHPnADfHJ4WIiIicg+OjBnd3R6eAiIiInIzjq5AAYOFCoFUrICnJ0SkhIiIiJ1AxAhhvb2D7dmnMS0RERFSEihHA3HSTVCWxOzURERHZoWIEMD4+QHQ0AxgiIiKyS8UIYAAZD2bzZuDCBUenhIiIiCo4x/dCMtx+u4wFk5gIVK3q6NQQERFRBVZxApjrrwe++cbRqSAiIiInUHGqkABAayA+3tGpICIiogquYgUwU6cCdesCJ086OiVERERUgVWsACY6Wm5XrHBsOoiIiKhCq1gBTOvWQJUq7E5NREREhapYAYyrK9ClCwMYIiIiKlTFCmAAoFs34PBhWYiIiIhsqDjdqA0xMUBICBAc7OiUEBERUQVV8QKY2rVlISIiIipAxatCAoBDh6RLtdaOTgkRERFVQBUzgFmxAhgzBoiLc3RKiIiIqAKyK4BRSvVUSu1VSh1QSo0vYJ8uSqmtSqldSqmVJUpV165yy95IREREZEORAYxSyhXAVAC9ADQFcJ9SqmmefaoAmAbgDq11MwADS5SqevVkRF4GMERERGSDPSUw7QEc0Fof0lpnAPgeQEyefQYB+EVrfRQAtNZnSpyyrl2lKik7u8SHIiIiosrFnl5I4QCOWTw+DuCGPPtEAnBXSsUC8Afwkdb6q7wHUkqNBDASAKpXr47Y2NgCTxpSowaaXLmCDd98g5SICDuSSbYkJSUVms9UOpjP5Yd5XT6Yz+WD+Vx89gQwysa6vN2D3ABcB6AbAG8Aa5VS67TW+6yepPUMADMAICoqSnfp0qXgs7ZvDzz3HNr7+9uRRCpIbGwsCs1nKhXM5/LDvC4fzOfywXwuPnsCmOMALAdmqQUgwcY+57TWyQCSlVKrALQCsA/F5eNT7KcSERFR5WZPG5gNABoppeoppTwA3AtgYZ59FgDopJRyU0r5QKqYSt4HevFioEcPICOjxIciIiKiyqPIAEZrnQVgDIC/IEHJj1rrXUqpUUqpUTn7xAFYDGA7gPUAZmqtd5Y4dampwJIlwIYNJT4UERERVR52TSWgtf4DwB951n2a5/F7AN4rvaQB6NwZUEq6U990U6kemoiIiJxXxRyJ11C1KtCmDceDISIiIisVO4ABgG7dgH//BVJSHJ0SIiIiqiAqfgDTo4dUJZ096+iUEBERUQVhVxsYh+rWTRYiIiKiHBW/BMaQmOjoFBAREVEF4RwBzLRpQLVqwOXLjk4JERERVQDOEcA0awZkZgKrVjk6JURERFQBOEcA06ED4OXF7tREREQEwFkCGE9PoGNHYNkyR6eEiIiIKgDnCGAA6Ym0Ywdw5oyjU0JEREQOVvG7URv69QP8/QEPD0enhIiIiBzMeQKYqChZiIiI6JrnPFVIAHD6NPDzz45OBRERETmYcwUw338PDBgAHD3q6JQQERGRAzlXANO1q9yuWOHYdBAREZFDOVcA06wZUL06x4MhIiK6xjlXAOPiAtxyi4wHo7WjU0NEREQO4lwBDCDVSCdOAIcOOTolRERE5CDOF8DcfTcQHw80aODolBAREZGDOM84MIagIFmIiIjomuV8JTCANOIdNgwwmRydEiIiInIA5wxgjh8HvvpK5kYiIiKia45zBjC33CK37E5NRER0TXJYAJOZWYJT164NNGrEAIaIiOga5bAA5sgRX0yZAmRlFfMA3boBK1eW4ABERETkrBwWwPj4ZOGpp4AbbgA2by7GAbp3l67UJ0+WetqIiIioYnNYABMenooffpAx6a6/Hnj6aSAp6SoO0L8/sGWLVCcRERHRNcWhjXjvvhvYswd4+GFg8mSgeXPgjz+u8iDZ2WWSNiIiIqq4HN4LqUoV4NNPgdWrAR8foHdv4J57gFOn7HjyrFmAvz/w+usMZIiIiK4hDg9gDB07So3Qq68Cv/4KNGkCzJhRxFh1AwcCMTHASy8Bt93G9jBERETXiAoTwACAp6fEIjt2AK1bA488AnTuDMTFFfAEf3/g22+BL74A1q4FWrUCFi8uzyQTERGRA1SoAMYQGSlDvMyaBezeLXHJxIlAWpqNnZUCRowANm4EwsKAAwfKPb1ERERUvipkAANIXPLAA1L6cvfdUrXUqhUQG1vAE5o2BdavBx57TB4vWQIcOlReySUiIqJyVGEDGENICPDNN8BffwGZmTKLwIMPAhcu2NjZy0sin8xMYORIoE0b4Mcfyz3NREREVLYqfABjuO02YOdO4LnngC+/lEa+334LaG1jZ3d3Kapp2lS6NI0cCaSklHeSiYiIqIw4TQADSDfrt98GNm0C6tYFBg8GevQoYFLqunWBVauA8eOBmTNltLwrV8o5xURERFQWnCqAMbRqBfz7L/Dxx8CGDfJ4xAjg+PE8O7q7A2+9JfVPffoAAQEOSS8RERGVLqcMYADA1RV4/HHg4EHgqaeAuXOl99ILLwCXL+fZ+dZbgXfekfvbtwP3329jJyIiInIWThvAGKpWBd5/H9i7F+jXD3jzTaBhQ+CTT4CMDBtP2LgR+O47GWjmv//KO7lERERUCpw+gDHUrSulMBs3Ai1aAE88IW14f/opT0PfESNk3gKtZfjf994rYrhfIiIiqmgqTQBjuO46YNkymRTS21vGkImOBtassdgpOlrmLYiJAZ59VkbyJSIiIqdR6QIYQIaC6dUL2LpVRvM9dgzo1Am4806Z/RoAEBQkxTPffw8MGybrli612IGIiIgqqkoZwBhcXWU03/37gTfekOkJmjcHRo/Ome1aKRknxsNDqpRGj5YBZrp0kfoom3MXEBERkaNV6gDG4OMDTJggPZYefVSGhWnYEJg0CUhKytlJKalnevttKbIZMgQID5ciHCIiIqpQrokAxlC9uowdExcnVUyvvCKBzGefAVlZAEJDZajf/fulOql7d6BGDXlyfLzMaZCa6siXQERERLjGAhhDw4bS/GXtWqBRI2DUKOmx9H//lzNYr4sL0K0b8MMPEukA0lbm/vulVObJJ2WabCIiInKIazKAMXToILMNzJ8vbXoff1zikzFjbLTlfeYZaUTTowcwbRrQrBnQtSu7YBMRETnANR3AANL05c47ZUy7//4D7roL+Pxzact7663AggVAdjakVOaWW2QQvBMnZPS866+X9QAwZYrMNklERERl7poPYCy1by8zXR8/LiP67t0rwU39+jITwblzOTtWrw48/bR5eoKTJ4Hnn5cR9KKjpaHNyZOOehlERESVnl0BjFKqp1Jqr1LqgFJqfCH7Xa+UylZKDSi9JJa/6tUlHjl0CPjlF2kzM348UKuWdMvetCnPE2rUkKjngw+AlBRg7Fipi1q40CHpJyIiquyKDGCUUq4ApgLoBaApgPuUUk0L2O8dAH+VdiIdxc1N5ldatkxqh0aMkMa/7dpJQcvcuUB6es7OwcEyq+S2bdLA9+WXgZtukm2ffSZtZ2bPBi5edNjrISIiqizsKYFpD+CA1vqQ1joDwPcAYmzs9ziAnwGcKcX0VRjNmknb3RMngI8+Ai5ckKFi6tQBXnpJCmByNWkifbSrVZPHbm7AgQMSAYWGAn37At9+64iXQUREVCkobTXToY0dpDqop9b6oZzH9wO4QWs9xmKfcADfAugK4AsAv2mt59k41kgAIwGgevXq1/3444+l9TrKnckEbNoUhF9/DcfatdWgFNCp01n07HkKEREpqF49HW5uFnmrNfz37UPI8uWoHhuL9JAQbPnkEwBA4LZtSIyKgsnLq9TTmZSUBD8/v1I/LlljPpcf5nX5YD6XD+Zz4W655ZZNWut2trbZE8AMBNAjTwDTXmv9uMU+PwH4QGu9Tik1BwUEMJaioqL03r17r+6VVFCHDwPTp8sIv0YNkYuLNIOJiJCZsiMiLO7XNqGOzzl41QmRJ4SGynQGffsC994L9OwJeHqWStpiY2PRpUuXUjkWFYz5XH6Y1+WD+Vw+mM+FU0oVGMC42fH84wBqWzyuBSAhzz7tAHyvlAKAYAC3K6WytNa/Xn1ynU+9esC770qt0bp1wJEjssTHy7J6tfS+zs42nuECIARhYUDdiCqI6HgMdS9sQcSiZYj4/jPU9X0DIdMnIb1rL6SmaKSmKaSmIt+SkpJ/Xd7tly41weHDQO/eQEiIo3KIiIiodNkTwGwA0EgpVQ/ACQD3AhhkuYPWup5x36IE5tfSS6Zz8PGRse1sycqS9jPx8ebgRm4VNh4JxS9HeyIzs6fsnAxgqPFMZff5PTwAb2/r5cyZKhgxQsa7iY4GYmKAO+4AoqJkHRERkTMqMoDRWmcppcZAehe5Apiltd6llBqVs/3TMk5jpeDmZq5Guvnm/NtNJpkh2whuzp4FvLwA74M74b10EbzjNsM79Ty8kQrvBuHw/n42fEL94e1pgrevC7y8ZPbtvFasWIsqVbpg4UIZlO+552Rp1EgCmZgYCWzc7AlliYiIKgi7Llta6z8A/JFnnc3ARWs9vOTJuva4uAA1a8py442WW5rLkpUlA9CsWCF9utv5y+YhQ2XEva5dZenYEfD1zX22UkCbNrJMnCgTbS9aJEPUfPyxDF1TrZpUMd1xh/T2ZnsyIiKq6Pi/21m4uQE33CCLpXbtgKNHZSqDd98F3N1l0skvvpDt5oY3AIDatYFHH5XlyhXgr78kmFm0CPjqK6mG6tZNgpm+faUh8tUymYBLl6Sr+YULwPnz5vsmE9C/vwwKSEREVFwMYJzdk0/KkpwM/POPTDgZFibbsrJw44ABMpTwddeZl+bNAQ8PBAQAAwfKkpUlT1+wQJbRo2Vp106Cmc6dpWGwZTBi3M+77uJFoLDObU8/LcHR6NFA9+7m6aSIiIjsxQCmsvD1BW67TRZDcjJO9eiBOmfOAN9/LyMCA8CkSTJS8OXL0j3quuvg1rIlOnf2ROfOUq0UF4fcdjMTJ9oOSAIDgapVpQqqalXpjWXct1xvue7yZZks84svgF9/ldjqkUdkigZj3D8iIqKiMICpzAIDcWjUKNTp0kUikEOHgM2bpQQGkDY1o0fLfTc3WX/ddVBPPYWmTZuiaVOZA+rUKWDLFglYjGAkKKh4DX+Dg4G335YY6uefgU8/BZ55BnjxReDuuyU5HTqwhxQRERWOhffXCqWABg2kvqhJE1l3yy0S1Pz0k0QRISFSLJKaKtt/+AFo1Qphzz+AXgf/Dzea1iCqxhVUr17yXkuensCgQcCqVcCOHcBDD8mpb7xRGhx/+imQmFiycxARUeXFEphrmVJS71OvHjAgZwJxy7qigADpFvX778CcOeb1p07J6MH//AOcOQO0bi1DDBez2KR5c+D//k9KZr79VkY1Hj1aYqr77wdGjQJatizuiyw9SUkyls/x49a3J04Ahw+3xk03SRvrDh2kmzrb9hARlR0GMGTNMgjp1UsWrYGEBPNM28aQvtOmmSelDAiQKOP664HJk2WdyXRVV3E/P2DkSODhh4H//pNSmNmzJaC58UYJagYMkPFxSpPW0vg4b2CS9/by5fzPDQqSHlUmk8I330haAaBKFaB9ewlojNvq1Us33URE1zIGMFQ0paQ/dXg4cPvt5vUzZgBPPCGBjbGsX2/eftttcuVv1cq8tGkD1KhR5Ok6dJBl8mQp/Pn0UymNefJJmdT7/vuly3dyskyZYHlr77qUFOlKnpAApKdbp8HFRTpz1aoloxZ36yYvv1Yt823NmjL6MgDExm5Bp05dsGePBF/G8sYbEscBUtBl9IS/4QbJijKYv5OI6JrAAIaKz9fX9tg0hp49gTVr5Er+ww/mdX/+KfcnTpQooUULoFkzKc7Io2pV4KmnJHBZvlxKOCZPBt57z74kurtLkOHra741lpAQKfWpWTN/cBIWdvXtfFxd5WU0ayZBFiCB0qZN5oBmzRrpEGakrVUr66CmUSM2YL7WaA3s2SO1sN7ejk5NxZSaKn9YbI02TtcuBjBUdsaNkwWQ+pft281VShkZwCefmKfvBiR6ePpp4H//k2KLrVulwbG3N1xcZMyY7t2lxOTvvyUAMIKRvEGKcevuXu6v2oqvr0wdYTl9REKCdSnNnDnA1KmyrVo1ifH69pXbwECHJJvKwdmzMnjkzJkSwAQHSzXpo4+ah3K61iUlSdu499+XgtuxY4EHHwT8/R2dMqoIGMBQ+QgMBDp1Mj/28JCGJ8eOydQIO3bIrfHLHR8vg+65uMhgMc2bS0nNwIGo2awZhg1zzMsoDTVrAv36yQLIYMm7d0sws3o18McfwNy5UgLUpYt5VOS6dcs3nZmZwOHD0mMsMFCaObFhcsmYTMCyZRK0zJ8veRwdDXz0kax//XXgnXekh97//lcxGq87gskk34Hx4yXgv/tuuf3f/6TgduRIqb2uXdvRKSVHYgBDjqMUUKeOLJZtawApivjxR3Ngs2OH/OIbdTRr10r3pCZNgKZNzbeRkY4vdrlKrq4Sm7VoId3Js7OBdetkIMGFC+WH+oknZPsdd8jSrl3pBhMmE3DggDRh2rBBli1bgLQ06/38/SWYsVyqVMm/Lu9StaoEbtdqAJSQIA3Sv/hCgsKqVaWk5aGHzMMyPfEEsH+/BDOzZ0vJXNeuUoXaq9e1k3f//SclLf/9J30C5s2TIA+Qz+fkyTJzyocfSmDz1FPyX4euPQxgqGKynOfAkJJi/hV3cZG/X+vXS6BjdP/+5x/psrR6tbS1MYKbxo2tJrmsyFxdgZtukuWdd+SiZkzA+fbb0jA4LAzo00eCmW7dzI2J7aG19KwyApUNG4CNG829rHx8gLZtpTqjVSsJqC5fzr9cuiS96PfvN6/LyCj4vD4+8lYYMaix1KlTOS/OWVnyEfz8cxmJwGSSoZfeeENK32w14G7USIYUePVVed4nn8j7HBUl7cCGDr2699qZJCRIicvXX8vne84caaxv+dlo317akMXHS6A3c6Z0hOzcWQKZPn0q52eJbFO6sElrylBUVJTeu3evQ859LYmNjUWXLl0cnYyylZIiM3LHxUldi7+//LqNGydXEUNEhFypg4OlRCcxUa6oNhoPX63yyucLF+SiuHCh3CYmSsPPW2+Vl96nT/72E+fOWQcrGzYAp0/LNjc3CVKuv968NGlS/IEK09LMwY1lsHP+vLTz2LVLloQE83N8fSXOzBvY1K5tu0Hz1eZ1aqp5ni5juXxZGnHXrStLabapOHwYmDVLloQEGTJp+HBpu9Go0dUdKzNTxpmcMkU+ulWrytQbY8ZIiVZZKq/PdFqalKq8+aa83qeeAiZMsO89uXxZgpiPPpLa6MhIqWZypkDvmviNLgGl1CatdTub2xjAVG7X9JcjM1PqRXbvluBm/375W6eUdBOaPVv2CwoC6teXUppvvpF1e/dKO53ate26mjsinzMygJUrzbOJx8fL+htukLYzhw9LsHL4sKxXSl6iZbDSqpVjunJfvChvixHQGMupU+Z9/P3zBzZRUcDq1f+hYcMbrAISy4lF8y7GwNKFqVrVHMzYWoq6mGZkyLxhn38OLF0q63r2lDGN+vQpea2m1lK4OGWK1KS6uQH33CMX67ZtS3bsgpT1Z1preS1PPw0cOSKlUu+/L1/Fq5WZKVOTfPCBBHrVqkkJ4mOPVfwG0df0b7QdnDKAuXLlCs6cOYPMzMxyTFXlk5aWBi8ONpJfVpb86mVmyv2sLPlFDQ2V7adPmxuAuLnJ4ukpDT4AeZ6ra255dUXI54wMuVinpMh9V1dJsoeH+baiF6+bTJJ2463JzJTHxlg6hXFxMb8lxmL5WGt3ZGSEIDAwAIGBUv11+LBcPPMueYOeggKcqlXlIvzll1LSVbu2xMYjRkjVWFk4dAj4+GNpT5OUJNUn//ufBEql2c24LC+s27dLldiKFdIG6MMPpSq0pLSWoQo++EACe3d3YPBgKdUx2hpVNAxgCud0AcyVK1dw+vRphIeHw9vbG4oDYxRbYmIi/Nnn8OolJ8tVLD3dvHh4yHxSgDQsTkvLjRIyXV3hHhRkHqU4LU1+PR00cMVVDoJc4WVmSpampQEZGanw8/POjStdXWUp7GdCa43U1FScOHECoaGhCAgIKGRf6eJsK7AxAh7Lxs1ublJ99/DDMnZjeb3lRvXJxx8DR4/KR3PsWGnQ6u9vvXh4XP3xy+LCeu4c8NJLMgZmlSrS6+rhh0s+t5ot+/dLYDR7tnyVb7tNSnu6di2b8xVXZQpgMjKkqnjbNvncde5c8hp6pwtgDhw4gJo1a8LHWSoxKzAGMGXk0iXjagqkpyM7NRWugYHSzkZr6cJjMskvpVEEUqWKlG1rLc/lyFzFUpLPdEpKChISEtCwYcNin19rKb05ckTauERHO7aaIitLSoEmT5bea7Z4eMgFxc8vf3BT0JKQsB233toSoaESlxcnCDJkZsrMI6+8Iu22HntMukNXrVr8Y9rr/Hngs8+kQbRRRRkUJFN7GEtwsPXjvEtZFq5eTQBj1Irv2WNe4uKkxtvb27pTpnE/LKxsBse8eFECla1bZdm2TaqBLStNlJIqzltukcCxY8erb2/mdAFMXFwcGjduzJKXUsAApnxY5bPW8u1OT88NcJCRYe5LnJUl33jAHOB4eMivaJUqEvhYBjj8HlgpyWdaa409e/agiTEjeyWzc6fM3pGYmH9JSrK93nLJzi742EFBUsOadwkLy7/O09P8vMWLpYprzx4pBZkyRS6s5S09XQK9vXulhM1Yzp0z31q2+bfk52c7sAkONgc/xn3ja2zv19ZWAHP5snWAYtw/eNA6jbVqSbu2qCipOo6Lk8Vy3rbAQNuBTUSEfaW0JpOUPBpBinF79Kh5n7AwaU/XurV51pjz56WKcPlyGfUiI0N+7q6/XoKZrl0l+C9q9GmnDGAq6w9MeWMAUz6uKp+NfsmWwU16uvwKBAfLL9Hu3bKvi4u5AUtYmPx9ycoyBzju7tdcgFPSzzR/X2wzCgYTE2WOsCVLNiM8vC1On0bucuoUrB5fuWL7WIGBEsh4eUl7l4YNJXDp3bvifly1loJVy+Am72IEO8aSd5wkg5ubFLbmDW7yBjrBwcCyZdvg6dnKKmCxbMzu7i691xo3No8IYQQttr4GWgMnT5qDmbg4cz8Go/chIIFDVJR1YNOkidSe5w1WkpLkOa6u8hwjUDFujaaDBUlJAf791xzQbNggP4OenhLEdO0qpTTt2+cv6WMAcw1jAFM+SjWfs7LkypCRYV7S06WFaECA/MoeOCD7KmUuwaldW/qOGvu7uztHy92rxACmfNhTtZGaKtVplkGNZaBz/rwMwvfEEyWrgqqItJYLs2UJTkH3jdvz581DVuVllJRYBimNG0uvrNJqs3Phgu3AxujBaCkgwFyaYgQqzZqVznxdV67IUF1GQLN1q+SLj48M2G5UObVtC7i5FRzAVKCmTM5v+PDhOHfuHH777TdHJ4WcmZtb4Y0DfH3lL61lcJORYf5re+mSdfmuUU3VoIH85UlJMc+OZ5TiVLIgh8qHt7dURUREODol5U8p81xs9r7+7GypXTYCnHPngCNHtuC++9ogJKTsS6eqVjUPkmkpOdlcTeXjIwFL3bpll56AACmN691bHl+4IENCLF8uy/jxsr6oueAYwBA5G3d3c3duW4KCpOzesgTH6FcNyC/oyZP5j9m8uexz+bK5F5UR5Li5McghKiFXV3PVkSE29nKRVTBlzddXeq85akqGqlWt54c7dQqIjZVg5vPPC34eAxiiysbdvfCR08LC5BfDMrjJzDQHKMZfREsuLkCbNvKX7NQp6wDHuGWvQSIqBWFhwL33ylJYAMO/VGUkPT0dTz75JEJDQ+Hl5YUOHTpgzZo1udszMzPxxBNPoGbNmvD09ETt2rUx3ig3A/DLL7+gZcuW8Pb2RtWqVdG5c2ectmyBRVRcrq5S9h8YKK0Kw8Oty4sjIqQMuWlTqaqKiJB9jO3p6VJKc/KkVJ4fOCCjqxkOHpTK9QMHZHtCggRFBntGpSMiKgJLYMrIs88+ix9//BGzZs1C/fr1MXnyZPTs2RP79+9HjRo18PHHH2P+/Pn4/vvvUbduXRw/fhxGo+ZTp07h3nvvxVtvvYX+/fsjKSkJ6woa4IGotCllHn3YVqmK0ehBa/NwuZZBiZeXVPanp0v3hawsqfQ2RrTatUvWGdVTHh7ST7VaNdluNEBmlRURFcK5AhhbLeLvvlvmpU9JAW6/Pf/24cNlOXcOGDAg//bRo2VSkWPHZOpTS7GxxUpmcnIypk+fjpkzZ6J3TiulTz/9FMuXL8fUqVPx+uuvIz4+HpGRkejUqROUUqhTpw5uvPFGAEBCQgIyMzMxYMAAROS0DmteUcfBpmuXZQ8oS+Hh1o9NJusAJyTE3PA4I0NaEGptHuRv5065tRwjJygod7trcrJ5+F2jbU5F7ZtLRGXGuQIYJ3Hw4EFkZmbiJoum3q6uroiOjsbunPE9hg8fjltvvRWRkZG47bbbcPvtt6NXr15wcXFBq1at0L17dzRv3hy33XYbunfvjgEDBqB69eqOeklExWdMRmSw1WLRsm9pRET+LuQZGbItKws+x49bP1cpCZrCwqQ0KD7eXIJkLH5+UjJkMknpUFZWxRpPnoiumnN9gwsrEfHxKXx7cHDh22vXLnaJS17G2Dq2RhI21rVt2xZHjhzB4sWLsXz5cgwbNgytWrXC33//DVdXVyxZsgTr1q3DkiVL8MUXX+D555/HypUr0apVq1JJI1GFYnxXlLLuopGXqytSateGj4eHeRLO7GxzVVd2tjQwNoIUIzCKiJAAJjUVOH4caNFCSoJq1pTgZ8IE4MYbZVCTDRtkXXi4lPqwKouoQnKuAMZJNGzYEB4eHlizZg3q58wNn52djbVr12LQoEG5+/n7+2PgwIEYOHAghg8fjg4dOuDAgQOIjIyEUgrR0dGIjo7Gyy+/jGbNmuGHH35gAEPXNhcXZPv4FDyhipeXedphraXEJSvL3IXc3V16YE2cKI2QT5yQRsbGBC7//APcdZf5eO7uEuT89JOMgb5tG7BkiTnwqVlTGkJfzdjxRFQqGMCUAV9fX4wePRrjx49HcHAw6tWrhylTpuD06dN49NFHAQCTJ09GjRo10Lp1a7i7u+Pbb79FQEAAatWqhXXr1mHp0qXo0aMHQkNDsWXLFhw7dgxNHTGBCJGzUsrcVsZgzGr4yiu2n9O1q0zcYgQ2J07IYlTf/vMP8Oyz+Z+3dy8QGQl8+aX0+6xWzXp5/HEZbOPYMRmG1FhfWHd3IioUA5gy8s477wAAHnjgAVy6dAlt2rTB4sWLUaNGDQBS+vLee+9h//79UEqhTZs2+PPPP+Hj44PAwED8888/+OSTT3Dp0iXUrl0bL730EoYMGeLIl0RU+QUGAh06FLz90Uelsb9lcHPunJTEAOZGx0eOAJs2ydjxaWkSwADAhx/KtNGGgACpMtu7V9rkfP21zGRuOVlOSIhM4wtIqRJLeogAcC6kSo9zIZUP5nP5cbq5kFJSZNwdpaQL+c6dEticPy/BT3IyMHOm7Pv448CcOebZ8wAJYIwxoPr3lwlkLAOcxo2Bd9+V7X//LQGT5XTJAQHFCnrsmQuJSo75XLjCJnNkCQwRUVmyHEunWTNZCvLJJ7KkpZkDnJQU8/Y+fYAaNcwT6Rw9au6hBQAvvQT895/1MW+8Uaq+AOCRR2QQQsvpkZs0kaozQGYdDAysfDMvUqXEAIaIqKLx8jL3hLL0wAOyFOSnn2SqB8spkS0nBj17VkqBzp2TGfQAmYDGCGCaNZN9AgJwg5+f9M686y5zu58PP5QAxzIACguTbupE5YwBDBFRZVG7tiwF+eUX8/2sLCnlsRxk8PXXpbrq7Flc2bUL3pYNoDMzgf/9L/8xn3oK+OADqQqLjrYOboKDgZ49ZX16OrB5swRUQUGysBEzlQADGCKia5GbW/5BBUeOzL0bFxuLUMu2GW5uQGKilN4YJTxnz0obHEAClPr1Zf327eZSnoAACWDi46U6y5K/v1SZDRsm82k995w5wKlaVZbu3WWurtRU4NIlCYoY+BAYwBARkT2UkqoiPz8JKPKqWhX49VfrddnZsgDSU+vPPyWouXhRbi9cAKKiZPvly1K9Zaw3xub55Rc536pVUpoDSIBjNFT+6CPguuuAPXuAxYvN640lLIyjLldSfFeJiKhsWI7D4+dnDkBsadNGZjEHpLt4SooEMsYkoI0bA1OnSqmP5WI0OP73X9tVXFu2yOzq330nbXiqVTOX8AQFSRVYlSoyi/qJE9ZVXEbvMaqQGMAQEVHFopQM/Ofra14XESHj8BRk+HDgzjvzBzj16sl2Ly9pgHzmjIy7c/GiVEmNGSPb58yRNkCWPDyknZCfHzBtmpQgGcFNYKBUjz39tLmL/KVLss7Y5u9vPZAilSoGMERE5PxcXMztZoxqKUv9+sliyWQyl7A8/DDQubO5euviRVmMIColRUpodu6U9VeuSAnNuHGy/c03gW+/tT5+cLAEUQDwxBPSxT0gwBzk1K0L3HyzbF+7VhpWh4TIwukpisQAhoiIrk2WE3XWqSNLQcaNMwcrgAQ/ycnmxy+9JI2Rr1wxL5YBSEiIBFeXL8s8XFeuALVqmQOYp54C1q0z7+/mJg2Y//xTHr/4opyvenU5VvXqQIMG1nN/XWMBDwMYuia98sormDdvHnbu3Fkqx1u9ejV69+6Ns2fPIriw2ZSJqHJwcbGeVLRxY3OPLFtefNH2+thYuZ01S2ZKP3tWqrnOnLHuJbZypUwmmphoXhcTY244XbOmBDi+vlLl5esrJU4TJ8r2Bx+UKjGjas7PTyYo7dJFgp+//pL1gYHmubq8vK4yU8oXAxgqc3Xr1sWYMWMwzvLfi4ONGzcOjxvz0xAROVqTJrIUZPVquU1NNbfv8fQ0b3/0UanaSkqSQCY5WaqqAAlQYmOttwHAk09KAJOSAvTqlf+cL70EvPqqtO0ZMCD/JKVduwItW0oX+mPHZF1goHXJVhliAOPkMjIy4MFhv+1mMpmgtYafnx/8OHporqysLLi6ukJdY0XQRE7H29t2dddLLxX8HKWkl5XBZJJAyODpKW1wkpIkWDHm6jLG7UlJkaDn6FFZf/GiBEX/938SwOzdC7RqJfsabZGqVAHef19KifbsAV57TUqsjMbNAQHAHXdII+sLF+QYltv9/Yvs/l4+YdI1ZNWqVejQoQP8/PwQGBiIG264ATt37sScOXPg5+eHRYsWITIyEl5eXrjllltw6NCh3OcePHgQMTExCAsLg6+vL9q2bYvffvvN6vh169bFK6+8ghEjRqBKlSoYPHgwAODVV19FREQEPD09ERYWhqFDh+Y+R2uNd999Fw0aNIC3tzdatGiBb775xu7XlJCQgMGDB6NatWrw8fFB69atsWLFCrvS3KVLF8THx+OZZ56BUsrqAvnvv/+ic+fO8PHxQXh4OEaPHo0rV67kbk9OTsbQoUPh5+eH0NBQvPXWW+jTpw+GDx+eu8/FixcxbNgwBAUFwdvbG927d8euXbtytxv5/scff6B58+bw8PBAXFwcXnnlFTQ36o5zfPnll2jRogU8PT0RGhpqdZ7JkyejZcuW8PX1RXh4OB566CFcunTJ7jy0dP78edx3332oVasWvL290axZM8yePdtqH601PvjgAzRq1Aienp6oVasWnn/+ebveE1uvzcgHg7HPnDlz0KBBA3h6eiI5ORmLFy9Gp06dEBQUhKpVq6JHjx6Ii4uzOlZB5z5y5AhcXV2xceNGq/0///xzBAcHI8Nyzh4ichwXF+teXm5uMgt79+5S0vLII8CECVI6A0j11Nq1wL59EsBkZsrtsGGyPTwc+PJLmWn9+eflGNdfL42YAQl4/vtPxvT55BPg5Zel9Mf4bVm9WoKlFi2kt1nVqjJY4cqVhb6Myl8Cs3atFJ116SKjQZahrKwsxMTE4MEHH8TcuXORmZmJzZs3wzWnG116ejomTZqE2bNnw8fHB2PHjkW/fv2wdetWKKWQlJSEXr164fXXX4e3tzd++OEH3HXXXdi+fTsaW9StTp48GS+++CI2btwIrTV+/vlnvP/++/juu+/QokULnDlzBussGoO9+OKLmDdvHqZOnYqoqCisXbsWDz/8MIKCgtC7d+9CX1NycjI6d+6MkJAQzJ8/H+Hh4di2bVvu9qLS/Msvv6BVq1YYMWIERo8enfu8HTt24LbbbsOkSZMwc+ZMXLhwAU8++SRGjBiBefPmAQCefvpprFy5EvPnz0fNmjXx2muvYfXq1ehn0ZNg+PDh2Lt3LxYsWICgoCC88MIL6NmzJ/bt2wdvb28AQFpaGl5//XV89tlnqF69OmrUqJHvdX722WcYO3Ys3nzzTfTu3RtJSUlYvnx57nYXFxd8+OGHqF+/PuLj4/H444/j8ccfx9dff23XZ8NSWloa2rZti+eeew4BAQFYunQpHnnkEdSpUwfdunUDAEyYMAHTp0/H5MmTcfPNN+Ps2bPYsmWLXe+JvQ4fPoxvv/0WP/30Ezw8PODl5YXk5GQ8+eSTaNmyJVJTU/H666+jb9++2L17Nzw8PAo9d926ddG9e3fMmjUL7dqZJ4+dNWsW7r//fpYUElUWrq7Wc2xVqwZY/GnOJzoaOHDA/DgzU9ryGAFUdLQ0Vk5MlMbNxm2DBoWnQ2vtkCUyMlIXZPfu3bY3dO6cf5k6VbYlJ+ff1rq11h4eWru6au3lJY/z7vP99/L8o0fzb7tK58+f1wB0bGxsvm2zZ8/WAPSaNWty1x05ckS7uLjov//+u8Bj3nDDDfq1117LfRwREaH79Oljtc8HH3ygIyMjdUZGRr7nnzx5Unt5eelVq1ZZrR87dqzu1atXka9pxowZ2s/PT589e7bIfQtL83vvvWe1z/33369HjBhhtW7Lli0agD59+rROTEzU7u7u+rvvvsvdnpSUpKtUqaKHDRumtdZ63759GoBeuXJl7j6XLl3SAQEB+vPPP9dam/N948aNVueaOHGibtasWe7j8PBw/dxzz9n9Gv/880/t4eGhs7OztdZa//777xrAVeWTpXvuuUc/+OCDWmutExMTtaenp54+fbrNfYt6T/K+Nq0lH3x9fa32cXNz06dOnSo0XUlJSdrFxUWvXr3arnP/9NNPukqVKjo1NVVrLd9lAHrHjh2FnudqXLlypUTPL/D3haysWLHC0Um4JjCfCwdgoy4gjqjcVUiXL0ukl50tt5cvl+npqlatiuHDh6NHjx7o3bs3Jk+ejGPHjuVud3FxQfv27XMfR0REoGbNmtidM/pkcnIynn32WTRt2hRBQUHw8/PDxo0bcfToUavzWP67BYCBAwciLS0N9erVw4MPPoiffvoJ6enpAIA9e/YgLS0NPXv2zG334efnh+nTp+OgZZ1oAbZs2YKWLVsW2LPG3jTntWnTJnzzzTdWabrpppsASLXUwYMHkZmZaZVfvr6+VlUjcXFxcHFxQbRFyVpgYCBatGiRm6cA4ObmhtatWxeYljNnzuDEiRO5pR+2LF++HLfeeitq1aoFf39/3HXXXcjIyMCpU6cKfZ22ZGdn44033kDLli1RrVo1+Pn54ZdffsnNs927dyM9Pb3A9BT1ntirVq1aCM0zF87BgwcxaNAgNGjQAAEBAQgNDYXJZMpNW1HnjomJgYeHB37JmTRw1qxZaN++fb4qLSKikrKrCkkp1RPARwBcAczUWr+dZ/tgAM/lPEwCMFprffVl2kUxupvZ4uOTf/vatUC3bkBGhnQfmzu34Gqk2rULP76dZs+ejSeffBKLFy/GwoUL8cILL+DXvPODFGDcuHFYvHgx3n//fTRq1Ag+Pj4YOnRovrYDvpajUwKoXbs29u7di2XLlmHp0qV4+umnMWnSJPz3338w5cw0u2jRItTJ0+jL3Y4J0SQALnma8zKZTHjooYfwPxtDf4eHh2Pv3r0AUGij0sLSZvk8T0/P3Gq8qz0OAMTHx6N37954+OGH8eqrr6JatWrYvHkz7rvvvmK163j//ffxwQcf4KOPPkKLFi3g5+eHCRMm4MyZM3alp6jtLi4u+fbJNOaVsZD3cwQAffv2RXh4OD777DOEh4fDzc0NTZs2zX2dRZ3b3d0dQ4cOxaxZs3D33Xfj66+/xquvvlroc4iIiqPIEhillCuAqQB6AWgK4D6lVNM8ux0G0Flr3RLAawBmlHZCiyU6Gli2TFo/L1tW5m1gDK1atcJzzz2H2NhYdOnSBV9++SUAuWhv2LAhd7+jR48iISEBTXK6zq1ZswZDhw5F//790bJlS9SqVcuuUhIA8PLyQu/evTFlyhRs2LABu3btwj///IPGjRvD09MT8fHxaNiwodUSERFR5HHbtm2L7du349y5cza325NmDw8PZBsTulkcd9euXfnS1LBhQ3h7e6Nhw4Zwd3fH+vXrc5+TkpJiNW5L06ZNYTKZsHbt2tx1V65cwY4dO9C0ad6PaMFCQ0MRHh6OZcuW2dy+ceNGZGRkYMqUKYiOjkZkZCQSEhLsPn5ea9asQd++fXH//fejdevWaNCgAfbt22f1ujw9PQtMT1HvSfXq1XH69GmrYGPr1q1Fpuv8+fOIi4vDhAkT0L17dzRp0gSJiYnIysqy+9wA8PDDD2PFihWYNm0aEhMTce+99xZ5biKiq2VPFVJ7AAe01oe01hkAvgcQY7mD1vpfrfXFnIfrANQq3WSWQHS0tIouh+Dl8OHDGD9+PP7991/Ex8djxYoV2L59e+7F1M3NDU8++STWrl2LrVu3YtiwYWjWrBm6d+8OAIiMjMT8+fOxefNm7NixA0OGDEFaWlqR550zZw5mzpyJHTt24PDhw5g9ezbc3d3RqFEj+Pv7Y9y4cRg3bhxmzZqFAwcOYOvWrfj0008xY0bRceagQYMQEhKCO++8E6tXr8bhw4excOHC3B4v9qS5bt26WL16NU6cOJF74Xvuueewfv16jBo1Clu2bMGBAwfw22+/4ZFHHgEA+Pn5YcSIEXjuueewbNky7N69Gw899BBMJlNu6UqjRo0QExODRx55BKtXr849f0BAAAYNGmTnuyZeeOEFfPjhh5gyZQr27duHrVu34oMPPsg9j8lkwocffojDhw/ju+++w4cffnhVx7cUGRmJZcuWYc2aNdizZw/GjBmDw4cP52739/fH2LFj8fzzz2P27Nk4ePAg1q9fj+nTpwMo+j3p0qULLly4gDfffBMHDx7EF198kdswujBBQUEIDg7G559/jgMHDmDlypUYNWoU3Cy6MhZ1buP1dezYEc888wwGDBiAAGMsCiKi0lRQ4xhjATAAUm1kPL4fwP8Vsv84y/0LWorViLeCO3XqlO7Xr5+uWbOm9vDw0LVr19bPPPOMzsjIyG1E+euvv+qGDRtqDw8PffPNN+v9+/fnPv/IkSO6W7du2sfHR4eHh+v33ntP9+7dO7fRqta2G8TOnz9fd+jQQQcGBmofHx/drl07vWjRIq21NHg0mUz6448/1k2aNNEeHh46ODhYd+/eXS9ZssSu13Xs2DF9991368DAQO3t7a1bt26d2/DMnjSvXbtWt2zZUnt6emr5yIkNGzboHj16aH9/f+3j46ObN2+uX3rppdztiYmJesiQIdrHx0eHhITot956S3ft2lWPGjUqd58LFy7ooUOH6ipVqmgvLy/drVs3vXPnztzteRuvGmw1dJ05c6Zu0qSJdnd316GhofqBBx7I3fbRRx/pmjVrai8vL921a1f9ww8/aAD68OHDWuura8R74cIF3a9fP+3n56erV6+un3nmGT169Gjd2aLheHZ2tn7rrbd0vXr1tLu7u65Vq5aeMGGCXe+J1lp/+umnuk6dOtrHx0ffc889+sMPP8zXiDfv69da62XLlulmzZppT09P3axZM7148WLt6+urZ8+ebfe5tdb6yy+/zNfAurSwEW/5YOPS8sF8LhwKacSrdBF12kqpgQB6aK0fynl8P4D2Wut8w5gqpW4BMA1AR631eRvbRwIYCQDVq1e/7scff7R5zsDAQDRs2LDI4MuZzJ07F+PGjcPJkyfL9bzZ2dmFtv9wJunp6WjWrBnGjh1b4UbRrUz5XBqmTJmCr776Krfrd2kqaV4fOHAAl8u4QX9lkJSUxMEeywHzuXC33HLLJq11O1vb7GnEexxAbYvHtQDkawCglGoJYCaAXraCFwDQWs9ATvuYqKgo3cUYJCePuLg4+FvOMVEJeOXMKVHerysxMdFp83LLli2Ii4tD+/btkZiYiHfeeQdJSUkYOnRohXtNzpzPpSkpKQl79uzBp59+ihdeeKFM8qSkee3l5YU2bdqUYooqJ6MNH5Ut5nPx2dMGZgOARkqpekopDwD3AlhouYNSqg6AXwDcr7XeZ+MYVEG9+eabVl2ZLZdetubGKGeTJ09GmzZt0LVrV5w+fRqrVq1CrVoVp4mVLb169SowT998801HJ69MjRkzBjfddBNuuumm3PZMRERlocgqJABQSt0O4ENIN+pZWus3lFKjAEBr/alSaiaA/gDic56SVVCRjyEqKkobXWXziouLy+2ZQyVT1L/VCxcu4MKFCza3eXt7Izw8vKySVqlY5vOJEyeQajnPiIWqVauiquUIlnTVSloCw98X+7BkoHwwnwunlCpRFRK01n8A+CPPuk8t7j8E4KGSJJIcgxfU0segj4io7FXukXiJiIioUmIAQ0RERE6HAQwRERE5HQYwRERE5HQYwBAREZHTYQBTgXTp0gVjxowp9X2JiIgqGwYwRERE5HQYwBAREZHTYQBTSj777DOEhoYiKyvLav2gQYMQExODgwcPIiYmBmFhYfD19UXbtm3x22+/ldr5L168iGHDhiEoKAje3t7o3r07du3albv98uXLuP/++xESEgIvLy/Ur18fH374oVX6IyMj4eXlherVq6NHjx75XgsREVFFwQCmlNx99924dOkSli5dmrsuOTkZCxYswJAhQ5CUlIRevXrh77//xrZt29C/f3/cdddd2LNnT6mcf/jw4fjvv/+wYMECrF+/Hj4+PujZs2fukPYvvvgiduzYgd9++w179uzBrFmzckeM3bhxIx577DFMnDgRe/fuxdKlS9GzZ89SSRcREVFZsGsqgYrgySeBrVvL95ytWwMWhRSFCgoKwu233465c+fmXvznz58PNzc39O3bF15eXmjVqlXu/i+88AIWLVqEefPm4cUXXyxROvfv34+FCxdi5cqVuPnmmwEAX3/9NerUqYMff/wRY8aMQXx8PNq0aYP27dsDAOrWrZv7/KNHj8LX1xd33HEH/P39ERERYZVWIiKiioYlMKVoyJAh+PXXX5GSkgIAmDt3LgYMGAAvLy8kJyfj2WefRdOmTREUFAQ/Pz9s3LgRR48eLfF54+Li4OLigujo6Nx1gYGBaNGiRW4Jz+jRo/Hjjz+iVatWGDduHFauXJm776233oqIiAjUq1cPgwcPxpdffonExMQSp4uIiKisOE0JjL0lIY7Up08fuLm5YcGCBejWrRuWLl2KJUuWAADGjRuHxYsX4/3330ejRo3g4+ODoUOHIiMjo8TnLWxGcaUUAKBXr16Ij4/Hn3/+iWXLlqF3794YOHAgZs+eDX9/f2zevBmrVq3C33//jbfeegsTJkzAhg0bULNmzRKnj4iIqLSxBKYUeXp6YsCAAZg7dy5++OEHhIWFoXPnzgCANWvWYOjQoejfvz9atmyJWrVq4eDBg6Vy3qZNm8JkMmHt2rW5665cuYIdO3agcePGueuCg4Nx//33Y86cOfjiiy/w5ZdfIj09HQDg5uaGrl274q233sL27duRnJxcqo2MiYiISpPTlMA4iyFDhqB79+44fPgwBg0aBBcXiREjIyMxf/58xMTEwN3dHZMmTUJaWlqpnLNRo0aIiYnBI488ghkzZqBKlSp44YUXEBAQgIEDBwIAXn75ZbRt2xbNmjVDVlYWfvnlF9SvXx+enp747bffcPDgQdx8882oWrUqVqxYgcTERDRp0qRU0kdERFTaWAJTym6++WaEh4dj9+7dGDJkSO76yZMnIyQkBJ06dUKvXr3QoUMHdOrUqdTOO3v2bLRv3x533HEH2rdvj5SUFCxevBje3t4ApHTohRdeQKtWrXDTTTchMTERixYtAgBUqVIFv/76K7p3747GjRvj/fffx8yZM0s1fURERKVJFdZ+oixFRUXpvXv32twWFxfHf/+lJDExEf7+/o5ORqXHfC4/Jc1r/r7YJzY2Fl26dHF0Mio95nPhlFKbtNbtbG1jCQwRERE5HQYwFdDq1avh5+dX4EJERHStYyPeCqhdu3bYWt6j9hERETkRBjAVkLe3Nxo2bOjoZBAREVVYrEIiIiIip8MAhoiIiJwOAxgiIiJyOgxgiIiIyOkwgCEiIiKnwwCmAunSpQvGjBnj6GRQKRs+fDj69OlTasebM2cOxwMiomseu1FTpaKUwk8//YQBAwY4Oim5PvroIzhqyg4iosqKAQzZLSMjAx4eHo5OhtPIysqCq6srAgMDHZ2UCoWfIyIqDZW+CunkSaBzZ+DUqbI9z2effYbQ0FBkZWVZrR80aBBiYmJw8OBBxMTEICwsDL6+vmjbti1+++23Yp/vl19+QcuWLeHt7Y2qVauic+fOOH36NADglVdeQfPmzTFz5kw0bdoU3t7euPPOO3Hu3Lnc52/YsAG33XYbgoODERAQgI4dO2Lt2rVW51BKYerUqbjrrrvg6+uLCRMmIDMzE0888QRq1qwJT09P1K5dG+PHj899TkZGBp577jnUqlULvr6+uP766/HXX3/Z/br27NmDO+64A4GBgfDz80N0dDR27NhhV5rr1q0LABg4cCCUUrmPAWDRokW47rrr4OXlhXr16uGFF15ARkZG7vbTp0/jjjvugLe3NyIiIjB79mw0b94cr7zySu4+R48eRb9+/eDv7w9/f3/cddddOH78eO52I9/nzJmDBg0awNPTE8nJyfmqkLTW+OCDD9CoUSN4enqiVq1aeP7553O3jx8/HlFRUfD29kbdunXx7LPPIi0tze48tGTP5y4jIwMTJkxAREQEPD09Ub9+fXz88cd2vSe2qseMfDAY+7zzzjuoVasWatWqBQD45ptvcP3118Pf3x8hISEYOHAgTpw4YXUsW+fetWsXVq1aBXd3d5zK88V+4YUX0LJly2LlFRE5l0ofwLz2GrBmDfDqq2V7nrvvvhuXLl3C0qVLc9clJydjwYIFGDJkCJKSktCrVy/8/fff2LZtG/r374+77roLe/bsuepznTp1Cvfeey+GDRuGuLg4rFq1Cvfff7/VPkeOHME333yD7777DkuXLsX+/fsxYsSI3O2JiYm4//77sXr1aqxfvx6tW7fG7bffbhXkAMCkSZNw++23Y8eOHXjsscfw8ccfY/78+fj++++xf/9+/PDDD4iKisrd/4EHHsDKlSvx7bffYseOHRg2bBj69u2Lbdu2Ffm6EhIS0LFjRyil8Pfff2Pz5s147LHHkJ2dbVeaN2zYAAD4/PPPcfLkydzHf/31FwYPHowxY8Zg165dmDVrFubNm4cJEybknnvYsGGIj4/H8uXLsWDBAnzzzTeIj4/P3a61xp133onTp09j+fLlWLFiBRISEnDnnXdaVQ8dPnwY3377LX766Sds27YNXl5e+V7nhAkT8Nprr+H555/Hrl278NNPP6F27dq52319fTFr1izExcVh2rRp+P777/HGG28UmX+22PO5GzZsGL766itMnjwZcXFx+OKLL1ClShW73hN7rVy5Etu3b8fixYuxbNkyABI4TZo0Cdu2bcNvv/2Gc+fO4b777st9TmHnvvnmm9GgQQN89dVXufubTCZ89dVXePDBB4uVV0TkZLTWDlkiIyN1QXbv3p1v3dixWnfubP/i4qI1kH9xcbH/GGPHFphEm+688049ZMiQ3Mdff/21DggI0KmpqTb3v+GGG/Rrr72W+7hz5876scceK/I8mzZt0gD0kSNHbG6fOHGidnFx0fHx8frKlStaa61Xr16tAeh9+/bZfI7JZNJhYWH666+/zl0HQI8ZM8Zqv8cff1x37dpVm0ymfMc4cOCAVkrp+Ph4q/UxMTF69OjRRb6uCRMm6Dp16uj09PQi9y0szT/99JPVfp06ddKvvvqq1br58+drX19fbTKZ9J49ezQAvXbt2tztR48e1S4uLnrixIlaa62XLFmiXVxc9OHDh3P3OXjwoFZK6b///ltfuXJFT5w4Ubu5uelTp05ZnWvYsGG6d+/eWmutExMTtaenp54+fbpdr1FrradPn64bNGiQ+3j27Nna19fX7ufnZfm527dvnwag//zzT5v7FvWeWL42w8SJE3WzZs2s9gkODtZpaWmFpisuLk4D0MeOHSv03MZn+r333tONGzfOXf/HH39oDw8Pfe7cuULPY+v3hfJbsWKFo5NwTWA+Fw7ARl1AHFFpS2DatwdCQgCXnFfo4iKPb7ih7M45ZMgQ/Prrr0hJSQEAzJ07FwMGDICXlxeSk5Px7LPPomnTpggKCoKfnx82btyIo0ePXvV5WrVqhe7du6N58+bo378/pk+fjrNnz1rtEx4ejjp16uQ+vuGGG+Di4oK4uDgAwJkzZ/DII48gMjISgYGB8Pf3x5kzZ/Klp127dlaPhw8fjq1btyIyMhKPPfYYfv/9d5hMJgDA5s2bobVG06ZNrWbP/v3333Hw4MEiX9eWLVvQsWPHAttH2JvmvDZt2oQ33njDKk2DBg1CcnIyTp06hT179sDFxcXqtdauXRs1a9bMfRwXF4eaNWtaVUvVr18fNWvWxO7du3PX1apVC6GhoQWmZffu3UhPT0e3bt0K3GfevHno2LEjwsLC4Ofnh//973/F+pwAKPJzt2XLFri4uOCWW26x+fyi3hN7NW/eHJ6enlbrNm/ejJiYGERERMDf3z83/y3TVti5hw0bhkOHDuHff/8FAMyaNQt33nknqlWrVqK0EpFzcJpGvB9+ePXPGT0amDED8PICMjKA/v2BadNKPWm5+vTpAzc3NyxYsADdunXD0qVLsWTJEgDAuHHjsHjxYrz//vto1KgRfHx8MHToUKt2GPZydXXFkiVLsG7dOixZsgRffPEFnn/+eaxcuRKtWrWy6xjDhg3D6dOnMWXKFNStWxeenp7o1q1bvvT4+vpaPW7bti2OHDmCxYsXY/ny5Rg2bBhatWqFv//+GyaTCUopbNiwAe7u7lbP8/b2LjJNuoieOvamOS+TyYSJEydi4MCB+bZVr17drh5CWmsopWxus1yfN79sHacw69atw7333ouJEydiypQpqFKlChYuXIhx48YVmUZbivrcFZWeora7uLjk2yczMzPffnnzJTk5GT169ED37t3x9ddfIyQkBOfOnUOnTp3sTlv16tVxxx13YNasWYiKisLChQuxaNGiQp9DRJWH0wQwxXH6NDBqFDBypAQyJ0+W7fk8PT0xYMAAzJ07F+fOnUNYWBg6d+4MAFizZg2GDh2K/v37AwDS0tJw8OBBREZGFutcSilER0cjOjoaL7/8Mpo1a4YffvghN4A5ceIEjh07ltuWYf369TCZTGjSpEluej7++GP07t0bgDRiPWlnBvn7+2PgwIEYOHAghg8fjg4dOuDAgQNo06YNtNY4depUgf/oC9O2bVt88803BfZSsSfN7u7u+dpntG3bFnv27Clwhu8mTZrAZDJh06ZNuCGniO748eNISEjI3adp06Y4ceIEjhw5klsKc+jQISQkJKBp06Z2v8amTZvC09MTy5YtQ6NGjfJt/+effxAeHo6XXnopd51lW5yrVdTnrm3btjCZTFixYgV69uyZ7/lFvSfVq1fH1q1brdblfWzLnj17cO7cObz55puoV68eAGmYfjXnBoCHH34YAwYMQP369REaGoru3bsXeW4iqhwqbRUSAPzyCzB1KtCqldzm+X0sE0OGDMFff/2FTz/9FIMGDYJLTh1WZGQk5s+fj82bN2PHjh0YMmRIsXuWrFu3Dq+//jo2bNiAo0ePYuHChTh27JjVhdTb2xvDhg3D9u3bsXbtWowaNQq9e/fOvWhGRkbim2++we7du7Fhwwbce++9dlUTTJ48Gd999x3i4uJw4MABfPvttwgICECtWrUQGRmJwYMHY/jw4Zg3bx4OHTqEjRs34v333893cbLl0UcfRVJSEu6++25s2LABBw4cwHfffZd7QbQnzXXr1sWyZctw6tQpXLx4EQDw8ssv49tvv8XLL7+MnTt3Ys+ePZg3bx6effZZAEBUVBR69OiBUaNGYd26ddi6dSseeOAB+Pj45JaudO/eHa1atcLgwYOxadMmbNy4EYMHD0bbtm3RtWvXot+0HP7+/hg7diyef/55zJ49GwcPHsT69esxffr03Nd44sQJzJ07F4cOHcL06dPx3Xff2X38vIr63DVq1Ah33303HnroIfz88884fPgwVq9eja+//hpA0e9J165dsWXLFsyaNQsHDhzAu+++i3/++afIdNWpUweenp74v//7Pxw6dAi///67VdBW2Lm3b9+eu8+tt96KatWqYdKkSXjggQdyv29EdA0oqHFMWS9X24jXWZhMJh0REaEB6O3bt+euP3LkiO7WrZv28fHR4eHh+r333tO9e/fWw4YNy93H3ka8u3fv1j179tQhISHaw8NDN2jQQL/zzju5241GlJ999pkODw/XXl5e+o477tBnzpzJ3Wfr1q26ffv22svLS9evX19/9dVXulmzZrmNVrW23SB2xowZuk2bNtrPz0/7+/vrm2++Wf/zzz+52zMyMvTEiRN1vXr1tLu7uw4NDdV9+/bVGzdutCv/du7cqXv16qV9fX21n5+fjo6O1jt27LA7zQsXLtQNGzbUbm5uOiIiInf9X3/9pTt27Ki9vb21v7+/vu666/Qnn3ySu/3kyZO6T58+2tPTU9euXVvPnj1b169fX7/99tu5+8THx+uYmBjt5+en/fz89J133pnb4NRoxGvZeNWQt6Frdna2fuutt3LzqFatWnrChAm528ePH6+Dg4O1r6+v7tevn542bZqWr6q4mka89nzu0tLS9DPPPKNr1qypPTw8dP369a3yprD3RGv5vIWFhemAgAA9evRo/fzzz+drxJu3oa/WWn///fe6fv362tPTU19//fV68eLFGoBVo0Zb5163bp3VcSZNmqSVUlYNrAvjzL8v5YmNS8sH87lwKKQRr9IOGiE0KipK79271+a2uLi43KoOunqvvPIK5s2bh507dyIxMRH+/v6OTpLTOXfuHGrWrInvvvsut/qlMMzn8pM3r0ePHo0DBw7g77//tuv5/H2xT2xsLLp06eLoZFR6zOfCKaU2aa3b2dpWqdvAENlr+fLlSExMRIsWLXDmzBm88MILCA4OttkuhCqGy5cvY9OmTfjqq6/w448/Ojo5RFTOWGFcAa1evdqqy2/exVmNGjWqwNc0atQoh6YtMzMTL774Ilq0aIG+ffvC29sbq1atKrJXkaM1a9aswDydO3euo5NXpmJiYtCnTx+MGDEit2E3EV07WIVUAaWmpuYbUt1SQb1pbKlIVRtnzpzBlStXbG4LCAhASEhIOaeo9Dgqn+Pj4212WwaA0NDQCvPel6aS5vW1/vtiL1ZtlA/mc+FYheRkvL29rypIcRYhISFOHaRURBEREY5OAhGRQ7AKiYiIiJxOhQ1gHFW1RUSVF39XiCqPChnAuLu7IzU11dHJIKJKJjU1Nd80F0TknCpkABMSEoITJ04gJSWF/5iIqMS01khJScGJEyfYDouokqiQjXgDAgIAAAkJCQX2sCD7pKWlwcvLy9HJqPSYz+WnuHnt7u6O0NDQ3N8XInJuFTKAASSI4Q9NycXGxqJNmzaOTkalx3wuP8xrIgIqaBUSERERUWHsCmCUUj2VUnuVUgeUUuNtbFdKqY9ztm9XSrUt/aQSERERiSIDGKWUK4CpAHoBaArgPqVU0zy79QLQKGcZCWB6KaeTiIiIKJc9JTDtARzQWh/SWmcA+B5ATJ59YgB8lTP79ToAVZRSNUo5rUREREQA7AtgwgEcs3h8PGfd1e5DREREVCrs6YWkbKzLOziLPftAKTUSUsUEAOlKqZ12nJ9KJhjAOUcn4hrAfC4/zOvywXwuH8znwhU44Zs9AcxxALUtHtcCkFCMfaC1ngFgBgAopTYWNMMklR7mc/lgPpcf5nX5YD6XD+Zz8dlThbQBQCOlVD2llAeAewEszLPPQgBDc3ojdQBwWWt9spTTSkRERATAjhIYrXWWUmoMgL8AuAKYpbXepZQalbP9UwB/ALgdwAEAKQAeKLskExER0bXOrpF4tdZ/QIIUy3WfWtzXAB67ynPPuMr9qXiYz+WD+Vx+mNflg/lcPpjPxaQ4WSIRERE5G04lQERERE7HIQFMUVMTUOlQSh1RSu1QSm1VSm10dHoqC6XULKXUGcthAJRSVZVSfyul9ufcBjkyjZVBAfn8ilLqRM5neqtS6nZHprEyUErVVkqtUErFKaV2KaXG5qznZ7oUFZLP/EwXU7lXIeVMTbAPwK2Q7tcbANyntd5drgm5BiiljgBop7XmGAOlSCl1M4AkyOjTzXPWvQvggtb67ZygPEhr/Zwj0+nsCsjnVwAkaa3fd2TaKpOcUdNraK03K6X8AWwCcCeA4eBnutQUks93g5/pYnFECYw9UxMQVVha61UALuRZHQPgy5z7X0J+mKgECshnKmVa65Na68059xMBxEFGUudnuhQVks9UTI4IYDjtQPnRAJYopTbljIJMZSfUGPso5zbEwempzMbkzHo/i9UapUspVRdAGwD/gZ/pMpMnnwF+povFEQGMXdMOUKm4SWvdFjJb+GM5RfJEzmw6gAYAWgM4CeADh6amElFK+QH4GcCTWusrjk5PZWUjn/mZLiZHBDB2TTtAJae1Tsi5PQNgPqT6jsrGaWMG9pzbMw5OT6WktT6ttc7WWpsAfA5+pkuFUsodclGdq7X+JWc1P9OlzFY+8zNdfI4IYOyZmoBKSCnlm9NQDEopXwC3AeDkmWVnIYBhOfeHAVjgwLRUWsYFNUc/8DNdYkopBeALAHFa68kWm/iZLkUF5TM/08XnkIHscrqJfQjz1ARvlHsiKjmlVH1IqQsgIy5/y3wuHUqp7wB0gcwiexrARAC/AvgRQB0ARwEM1FqzAWoJFJDPXSBF7RrAEQCPcN61klFKdQSwGsAOAKac1RMg7TP4mS4lheTzfeBnulg4Ei8RERE5HY7ES0RERE6HAQwRERE5HQYwRERE5HQYwBAREZHTYQBDRERETocBDBE5NaWUVkoNcHQ6iKh8MYAhomJTSs3JCSDyLuscnTYiqtzcHJ0AInJ6SwHcn2ddhiMSQkTXDpbAEFFJpWutT+VZLgC51TtjlFK/K6VSlFLxSqkhlk9WSrVQSi1VSqUqpS7klOoE5tlnmFJqh1IqXSl1Wik1J08aqiqlflJKJSulDuU9BxFVPgxgiKisTYLMq9MawAwAXyml2gGAUsoHwGIASZBJ7PoBuBHALOPJSqlHAHwGYDaAlgBuB7ArzzlehszV0wrADwBmKaUiyuwVEZHDcSoBIiq2nJKQIQDS8myaqrV+TimlAczUWj9s8ZylAE5prYcopR4G8D6AWlrrxJztXQCsANBIa31AKXUcwDda6/EFpEEDeFtr/XzOYzcAVwCM1Fp/U3qvlogqEraBIaKSWgVgZJ51lyzur82zbS2A3jn3mwDYbgQvOf6FTHbXVCl1BUA4gGVFpGG7cUdrnaWUOgsgxK7UE5FTYgBDRCWVorU+UMznKsgsvLbonO32yLTxXFaRE1Vi/IITUVnrYONxXM793QBaKaX8LbbfCPltitNanwZwAkC3Mk8lETkVlsAQUUl5KqXC8qzL1lqfzbl/l1JqA4BYAAMgwcgNOdvmQhr5fqWUehlAEKTB7i8WpTpvAJiilDoN4HcAPgC6aa0/KKsXREQVHwMYIiqp7gBO5ll3AkCtnPuvAOgP4GMAZwE8oLXeAABa6xSlVA8AHwJYD2kMvADAWONAWuvpSqkMAE8DeAfABQB/lNFrISInwV5IRFRmcnoIDdRaz3N0WoiocmEbGCIiInI6DGCIiIjI6bAKiYiIiJwOS2CIiIjI6TCAISIiIqfDAIaIiIicDgMYIiIicjoMYIiIiMjpMIAhIiIip/P/m+h8Nx8eh30AAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows how to shift the training curve by -1/2 epoch\n", "plt.figure(figsize=(8, 5))\n", @@ -825,7 +1236,25 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 0s 867us/step - loss: 0.3243 - sparse_categorical_accuracy: 0.8864\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.32431697845458984, 0.8863999843597412]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.evaluate(X_test, y_test)" ] @@ -841,7 +1270,21 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0. , 0. , 0. , 0. , 0.01, 0. , 0.02, 0. , 0.97],\n", + " [0. , 0. , 0.99, 0. , 0.01, 0. , 0. , 0. , 0. , 0. ],\n", + " [0. , 1. , 0. , 0. , 0. , 0. , 0. , 0. , 0. , 0. ]],\n", + " dtype=float32)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_new = X_test[:3]\n", "y_proba = model.predict(X_new)\n", @@ -852,7 +1295,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([9, 2, 1])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = y_proba.argmax(axis=-1)\n", "y_pred" @@ -862,7 +1316,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Ankle boot', 'Pullover', 'Trouser'], dtype='" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 10–12\n", "plt.figure(figsize=(7.2, 2.4))\n", @@ -927,7 +1416,55 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.9051 - root_mean_squared_error: 0.9514 - val_loss: 0.4030 - val_root_mean_squared_error: 0.6348\n", + "Epoch 2/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3843 - root_mean_squared_error: 0.6199 - val_loss: 0.8436 - val_root_mean_squared_error: 0.9185\n", + "Epoch 3/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3609 - root_mean_squared_error: 0.6007 - val_loss: 0.3744 - val_root_mean_squared_error: 0.6119\n", + "Epoch 4/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3416 - root_mean_squared_error: 0.5844 - val_loss: 0.4343 - val_root_mean_squared_error: 0.6590\n", + "Epoch 5/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3301 - root_mean_squared_error: 0.5746 - val_loss: 0.3085 - val_root_mean_squared_error: 0.5554\n", + "Epoch 6/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3168 - root_mean_squared_error: 0.5629 - val_loss: 0.4544 - val_root_mean_squared_error: 0.6741\n", + "Epoch 7/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3162 - root_mean_squared_error: 0.5623 - val_loss: 0.2941 - val_root_mean_squared_error: 0.5423\n", + "Epoch 8/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3045 - root_mean_squared_error: 0.5518 - val_loss: 0.3333 - val_root_mean_squared_error: 0.5773\n", + "Epoch 9/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2974 - root_mean_squared_error: 0.5453 - val_loss: 0.3446 - val_root_mean_squared_error: 0.5870\n", + "Epoch 10/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2921 - root_mean_squared_error: 0.5404 - val_loss: 0.2874 - val_root_mean_squared_error: 0.5361\n", + "Epoch 11/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2863 - root_mean_squared_error: 0.5351 - val_loss: 0.4141 - val_root_mean_squared_error: 0.6435\n", + "Epoch 12/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2942 - root_mean_squared_error: 0.5424 - val_loss: 1.0956 - val_root_mean_squared_error: 1.0467\n", + "Epoch 13/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2864 - root_mean_squared_error: 0.5352 - val_loss: 0.3063 - val_root_mean_squared_error: 0.5534\n", + "Epoch 14/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2804 - root_mean_squared_error: 0.5295 - val_loss: 0.2709 - val_root_mean_squared_error: 0.5205\n", + "Epoch 15/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2784 - root_mean_squared_error: 0.5276 - val_loss: 0.3680 - val_root_mean_squared_error: 0.6066\n", + "Epoch 16/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2757 - root_mean_squared_error: 0.5250 - val_loss: 0.2730 - val_root_mean_squared_error: 0.5225\n", + "Epoch 17/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2739 - root_mean_squared_error: 0.5234 - val_loss: 0.3668 - val_root_mean_squared_error: 0.6056\n", + "Epoch 18/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2694 - root_mean_squared_error: 0.5191 - val_loss: 0.4188 - val_root_mean_squared_error: 0.6472\n", + "Epoch 19/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2677 - root_mean_squared_error: 0.5174 - val_loss: 0.9663 - val_root_mean_squared_error: 0.9830\n", + "Epoch 20/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.2755 - root_mean_squared_error: 0.5249 - val_loss: 0.2978 - val_root_mean_squared_error: 0.5457\n", + "162/162 [==============================] - 0s 508us/step - loss: 0.2806 - root_mean_squared_error: 0.5297\n" + ] + } + ], "source": [ "tf.random.set_seed(42)\n", "norm_layer = tf.keras.layers.Normalization(input_shape=X_train.shape[1:])\n", @@ -952,7 +1489,18 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.5297096967697144" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rmse_test" ] @@ -961,7 +1509,20 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.4969182],\n", + " [1.195265 ],\n", + " [4.9428763]], dtype=float32)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred" ] @@ -1017,7 +1578,36 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"model\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " input_1 (InputLayer) [(None, 8)] 0 [] \n", + " \n", + " normalization (Normalization) (None, 8) 17 ['input_1[0][0]'] \n", + " \n", + " dense (Dense) (None, 30) 270 ['normalization[0][0]'] \n", + " \n", + " dense_1 (Dense) (None, 30) 930 ['dense[0][0]'] \n", + " \n", + " concatenate (Concatenate) (None, 38) 0 ['input_1[0][0]', \n", + " 'dense_1[0][0]'] \n", + " \n", + " dense_2 (Dense) (None, 1) 39 ['concatenate[0][0]'] \n", + " \n", + "==================================================================================================\n", + "Total params: 1,256\n", + "Trainable params: 1,239\n", + "Non-trainable params: 17\n", + "__________________________________________________________________________________________________\n" + ] + } + ], "source": [ "model.summary()" ] @@ -1026,7 +1616,55 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "363/363 [==============================] - 1s 1ms/step - loss: 122.3226 - root_mean_squared_error: 11.0600 - val_loss: 305.9134 - val_root_mean_squared_error: 17.4904\n", + "Epoch 2/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 5.5425 - root_mean_squared_error: 2.3543 - val_loss: 183.4622 - val_root_mean_squared_error: 13.5448\n", + "Epoch 3/20\n", + "363/363 [==============================] - 0s 979us/step - loss: 3.0631 - root_mean_squared_error: 1.7502 - val_loss: 87.2228 - val_root_mean_squared_error: 9.3393\n", + "Epoch 4/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 1.5796 - root_mean_squared_error: 1.2568 - val_loss: 35.3699 - val_root_mean_squared_error: 5.9473\n", + "Epoch 5/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.9536 - root_mean_squared_error: 0.9765 - val_loss: 12.3882 - val_root_mean_squared_error: 3.5197\n", + "Epoch 6/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.6322 - root_mean_squared_error: 0.7951 - val_loss: 4.1676 - val_root_mean_squared_error: 2.0415\n", + "Epoch 7/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.5069 - root_mean_squared_error: 0.7120 - val_loss: 1.2937 - val_root_mean_squared_error: 1.1374\n", + "Epoch 8/20\n", + "363/363 [==============================] - 0s 980us/step - loss: 0.4525 - root_mean_squared_error: 0.6727 - val_loss: 0.4837 - val_root_mean_squared_error: 0.6955\n", + "Epoch 9/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4293 - root_mean_squared_error: 0.6552 - val_loss: 0.4343 - val_root_mean_squared_error: 0.6590\n", + "Epoch 10/20\n", + "363/363 [==============================] - 0s 962us/step - loss: 0.4120 - root_mean_squared_error: 0.6419 - val_loss: 0.3996 - val_root_mean_squared_error: 0.6321\n", + "Epoch 11/20\n", + "363/363 [==============================] - 0s 988us/step - loss: 0.4203 - root_mean_squared_error: 0.6483 - val_loss: 0.4149 - val_root_mean_squared_error: 0.6441\n", + "Epoch 12/20\n", + "363/363 [==============================] - 0s 952us/step - loss: 0.3916 - root_mean_squared_error: 0.6257 - val_loss: 0.4569 - val_root_mean_squared_error: 0.6759\n", + "Epoch 13/20\n", + "363/363 [==============================] - 0s 957us/step - loss: 0.4147 - root_mean_squared_error: 0.6440 - val_loss: 0.3736 - val_root_mean_squared_error: 0.6113\n", + "Epoch 14/20\n", + "363/363 [==============================] - 0s 949us/step - loss: 0.3824 - root_mean_squared_error: 0.6184 - val_loss: 0.4550 - val_root_mean_squared_error: 0.6745\n", + "Epoch 15/20\n", + "363/363 [==============================] - 0s 982us/step - loss: 0.4003 - root_mean_squared_error: 0.6327 - val_loss: 0.8553 - val_root_mean_squared_error: 0.9248\n", + "Epoch 16/20\n", + "363/363 [==============================] - 0s 960us/step - loss: 0.4245 - root_mean_squared_error: 0.6516 - val_loss: 1.9204 - val_root_mean_squared_error: 1.3858\n", + "Epoch 17/20\n", + "363/363 [==============================] - 0s 987us/step - loss: 0.4580 - root_mean_squared_error: 0.6767 - val_loss: 2.0632 - val_root_mean_squared_error: 1.4364\n", + "Epoch 18/20\n", + "363/363 [==============================] - 0s 961us/step - loss: 0.4692 - root_mean_squared_error: 0.6850 - val_loss: 3.5730 - val_root_mean_squared_error: 1.8902\n", + "Epoch 19/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4367 - root_mean_squared_error: 0.6608 - val_loss: 3.9989 - val_root_mean_squared_error: 1.9997\n", + "Epoch 20/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4683 - root_mean_squared_error: 0.6843 - val_loss: 2.2966 - val_root_mean_squared_error: 1.5155\n", + "162/162 [==============================] - 0s 612us/step - loss: 0.5723 - root_mean_squared_error: 0.7565\n" + ] + } + ], "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=\"mse\", optimizer=optimizer, metrics=[\"RootMeanSquaredError\"])\n", @@ -1076,7 +1714,55 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.2768 - root_mean_squared_error: 1.1300 - val_loss: 0.9497 - val_root_mean_squared_error: 0.9745\n", + "Epoch 2/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4767 - root_mean_squared_error: 0.6904 - val_loss: 1.4311 - val_root_mean_squared_error: 1.1963\n", + "Epoch 3/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4433 - root_mean_squared_error: 0.6658 - val_loss: 0.4258 - val_root_mean_squared_error: 0.6525\n", + "Epoch 4/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4057 - root_mean_squared_error: 0.6370 - val_loss: 0.4016 - val_root_mean_squared_error: 0.6338\n", + "Epoch 5/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3940 - root_mean_squared_error: 0.6277 - val_loss: 1.4914 - val_root_mean_squared_error: 1.2212\n", + "Epoch 6/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3873 - root_mean_squared_error: 0.6224 - val_loss: 2.6759 - val_root_mean_squared_error: 1.6358\n", + "Epoch 7/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3914 - root_mean_squared_error: 0.6257 - val_loss: 3.0592 - val_root_mean_squared_error: 1.7490\n", + "Epoch 8/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3735 - root_mean_squared_error: 0.6112 - val_loss: 3.3043 - val_root_mean_squared_error: 1.8178\n", + "Epoch 9/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3712 - root_mean_squared_error: 0.6093 - val_loss: 2.1298 - val_root_mean_squared_error: 1.4594\n", + "Epoch 10/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3693 - root_mean_squared_error: 0.6077 - val_loss: 1.7402 - val_root_mean_squared_error: 1.3192\n", + "Epoch 11/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3578 - root_mean_squared_error: 0.5982 - val_loss: 0.6127 - val_root_mean_squared_error: 0.7827\n", + "Epoch 12/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3605 - root_mean_squared_error: 0.6005 - val_loss: 1.3970 - val_root_mean_squared_error: 1.1819\n", + "Epoch 13/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3527 - root_mean_squared_error: 0.5939 - val_loss: 0.9449 - val_root_mean_squared_error: 0.9721\n", + "Epoch 14/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3436 - root_mean_squared_error: 0.5861 - val_loss: 0.7757 - val_root_mean_squared_error: 0.8807\n", + "Epoch 15/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3421 - root_mean_squared_error: 0.5849 - val_loss: 0.8920 - val_root_mean_squared_error: 0.9445\n", + "Epoch 16/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3405 - root_mean_squared_error: 0.5835 - val_loss: 0.9334 - val_root_mean_squared_error: 0.9661\n", + "Epoch 17/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3394 - root_mean_squared_error: 0.5826 - val_loss: 1.3433 - val_root_mean_squared_error: 1.1590\n", + "Epoch 18/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3384 - root_mean_squared_error: 0.5817 - val_loss: 2.6406 - val_root_mean_squared_error: 1.6250\n", + "Epoch 19/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3459 - root_mean_squared_error: 0.5881 - val_loss: 2.2482 - val_root_mean_squared_error: 1.4994\n", + "Epoch 20/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3503 - root_mean_squared_error: 0.5919 - val_loss: 1.4407 - val_root_mean_squared_error: 1.2003\n", + "162/162 [==============================] - 0s 672us/step - loss: 0.3388 - root_mean_squared_error: 0.5821\n" + ] + } + ], "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=\"mse\", optimizer=optimizer, metrics=[\"RootMeanSquaredError\"])\n", @@ -1147,7 +1833,54 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.3490 - dense_2_loss: 1.2742 - dense_3_loss: 2.0215 - dense_2_root_mean_squared_error: 1.1288 - dense_3_root_mean_squared_error: 1.4218 - val_loss: 1.5415 - val_dense_2_loss: 0.9593 - val_dense_3_loss: 6.7806 - val_dense_2_root_mean_squared_error: 0.9795 - val_dense_3_root_mean_squared_error: 2.6040\n", + "Epoch 2/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.5101 - dense_2_loss: 0.4785 - dense_3_loss: 0.7952 - dense_2_root_mean_squared_error: 0.6917 - dense_3_root_mean_squared_error: 0.8917 - val_loss: 1.3624 - val_dense_2_loss: 1.0094 - val_dense_3_loss: 4.5401 - val_dense_2_root_mean_squared_error: 1.0047 - val_dense_3_root_mean_squared_error: 2.1307\n", + "Epoch 3/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4618 - dense_2_loss: 0.4404 - dense_3_loss: 0.6546 - dense_2_root_mean_squared_error: 0.6636 - dense_3_root_mean_squared_error: 0.8091 - val_loss: 0.5361 - val_dense_2_loss: 0.3975 - val_dense_3_loss: 1.7837 - val_dense_2_root_mean_squared_error: 0.6305 - val_dense_3_root_mean_squared_error: 1.3356\n", + "Epoch 4/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4252 - dense_2_loss: 0.4059 - dense_3_loss: 0.5985 - dense_2_root_mean_squared_error: 0.6371 - dense_3_root_mean_squared_error: 0.7736 - val_loss: 0.5182 - val_dense_2_loss: 0.4590 - val_dense_3_loss: 1.0517 - val_dense_2_root_mean_squared_error: 0.6775 - val_dense_3_root_mean_squared_error: 1.0255\n", + "Epoch 5/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4106 - dense_2_loss: 0.3931 - dense_3_loss: 0.5690 - dense_2_root_mean_squared_error: 0.6269 - dense_3_root_mean_squared_error: 0.7543 - val_loss: 0.4049 - val_dense_2_loss: 0.3588 - val_dense_3_loss: 0.8196 - val_dense_2_root_mean_squared_error: 0.5990 - val_dense_3_root_mean_squared_error: 0.9053\n", + "Epoch 6/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3944 - dense_2_loss: 0.3780 - dense_3_loss: 0.5424 - dense_2_root_mean_squared_error: 0.6148 - dense_3_root_mean_squared_error: 0.7365 - val_loss: 0.4168 - val_dense_2_loss: 0.3934 - val_dense_3_loss: 0.6275 - val_dense_2_root_mean_squared_error: 0.6272 - val_dense_3_root_mean_squared_error: 0.7921\n", + "Epoch 7/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3694 - dense_3_loss: 0.5126 - dense_2_root_mean_squared_error: 0.6078 - dense_3_root_mean_squared_error: 0.7160 - val_loss: 0.3661 - val_dense_2_loss: 0.3430 - val_dense_3_loss: 0.5747 - val_dense_2_root_mean_squared_error: 0.5856 - val_dense_3_root_mean_squared_error: 0.7581\n", + "Epoch 8/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3731 - dense_2_loss: 0.3608 - dense_3_loss: 0.4840 - dense_2_root_mean_squared_error: 0.6007 - dense_3_root_mean_squared_error: 0.6957 - val_loss: 0.8555 - val_dense_2_loss: 0.8704 - val_dense_3_loss: 0.7218 - val_dense_2_root_mean_squared_error: 0.9330 - val_dense_3_root_mean_squared_error: 0.8496\n", + "Epoch 9/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3672 - dense_2_loss: 0.3567 - dense_3_loss: 0.4624 - dense_2_root_mean_squared_error: 0.5972 - dense_3_root_mean_squared_error: 0.6800 - val_loss: 2.6877 - val_dense_2_loss: 2.9011 - val_dense_3_loss: 0.7675 - val_dense_2_root_mean_squared_error: 1.7033 - val_dense_3_root_mean_squared_error: 0.8761\n", + "Epoch 10/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - dense_2_loss: 0.3765 - dense_3_loss: 0.4481 - dense_2_root_mean_squared_error: 0.6136 - dense_3_root_mean_squared_error: 0.6694 - val_loss: 3.6017 - val_dense_2_loss: 3.8004 - val_dense_3_loss: 1.8132 - val_dense_2_root_mean_squared_error: 1.9495 - val_dense_3_root_mean_squared_error: 1.3466\n", + "Epoch 11/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3728 - dense_2_loss: 0.3656 - dense_3_loss: 0.4377 - dense_2_root_mean_squared_error: 0.6046 - dense_3_root_mean_squared_error: 0.6616 - val_loss: 0.6115 - val_dense_2_loss: 0.6325 - val_dense_3_loss: 0.4226 - val_dense_2_root_mean_squared_error: 0.7953 - val_dense_3_root_mean_squared_error: 0.6501\n", + "Epoch 12/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3750 - dense_2_loss: 0.3688 - dense_3_loss: 0.4303 - dense_2_root_mean_squared_error: 0.6073 - dense_3_root_mean_squared_error: 0.6560 - val_loss: 0.9371 - val_dense_2_loss: 0.9545 - val_dense_3_loss: 0.7799 - val_dense_2_root_mean_squared_error: 0.9770 - val_dense_3_root_mean_squared_error: 0.8831\n", + "Epoch 13/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3570 - dense_2_loss: 0.3499 - dense_3_loss: 0.4203 - dense_2_root_mean_squared_error: 0.5915 - dense_3_root_mean_squared_error: 0.6483 - val_loss: 0.4224 - val_dense_2_loss: 0.4245 - val_dense_3_loss: 0.4039 - val_dense_2_root_mean_squared_error: 0.6515 - val_dense_3_root_mean_squared_error: 0.6355\n", + "Epoch 14/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3493 - dense_2_loss: 0.3421 - dense_3_loss: 0.4148 - dense_2_root_mean_squared_error: 0.5849 - dense_3_root_mean_squared_error: 0.6440 - val_loss: 0.3410 - val_dense_2_loss: 0.3221 - val_dense_3_loss: 0.5105 - val_dense_2_root_mean_squared_error: 0.5676 - val_dense_3_root_mean_squared_error: 0.7145\n", + "Epoch 15/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3496 - dense_2_loss: 0.3432 - dense_3_loss: 0.4076 - dense_2_root_mean_squared_error: 0.5858 - dense_3_root_mean_squared_error: 0.6384 - val_loss: 0.6461 - val_dense_2_loss: 0.6671 - val_dense_3_loss: 0.4570 - val_dense_2_root_mean_squared_error: 0.8168 - val_dense_3_root_mean_squared_error: 0.6760\n", + "Epoch 16/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3435 - dense_2_loss: 0.3370 - dense_3_loss: 0.4022 - dense_2_root_mean_squared_error: 0.5805 - dense_3_root_mean_squared_error: 0.6342 - val_loss: 0.6875 - val_dense_2_loss: 0.6841 - val_dense_3_loss: 0.7182 - val_dense_2_root_mean_squared_error: 0.8271 - val_dense_3_root_mean_squared_error: 0.8475\n", + "Epoch 17/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3458 - dense_2_loss: 0.3393 - dense_3_loss: 0.4037 - dense_2_root_mean_squared_error: 0.5825 - dense_3_root_mean_squared_error: 0.6354 - val_loss: 1.1564 - val_dense_2_loss: 1.2129 - val_dense_3_loss: 0.6483 - val_dense_2_root_mean_squared_error: 1.1013 - val_dense_3_root_mean_squared_error: 0.8052\n", + "Epoch 18/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3446 - dense_2_loss: 0.3385 - dense_3_loss: 0.3994 - dense_2_root_mean_squared_error: 0.5818 - dense_3_root_mean_squared_error: 0.6320 - val_loss: 3.9325 - val_dense_2_loss: 4.0947 - val_dense_3_loss: 2.4722 - val_dense_2_root_mean_squared_error: 2.0235 - val_dense_3_root_mean_squared_error: 1.5723\n", + "Epoch 19/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3563 - dense_2_loss: 0.3511 - dense_3_loss: 0.4029 - dense_2_root_mean_squared_error: 0.5925 - dense_3_root_mean_squared_error: 0.6347 - val_loss: 1.4560 - val_dense_2_loss: 1.5433 - val_dense_3_loss: 0.6697 - val_dense_2_root_mean_squared_error: 1.2423 - val_dense_3_root_mean_squared_error: 0.8183\n", + "Epoch 20/20\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3546 - dense_2_loss: 0.3498 - dense_3_loss: 0.3981 - dense_2_root_mean_squared_error: 0.5914 - dense_3_root_mean_squared_error: 0.6310 - val_loss: 1.1709 - val_dense_2_loss: 1.1945 - val_dense_3_loss: 0.9589 - val_dense_2_root_mean_squared_error: 1.0929 - val_dense_3_root_mean_squared_error: 0.9792\n" + ] + } + ], "source": [ "norm_layer_wide.adapt(X_train_wide)\n", "norm_layer_deep.adapt(X_train_deep)\n", @@ -1161,7 +1894,15 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "162/162 [==============================] - 0s 778us/step - loss: 0.3446 - dense_2_loss: 0.3381 - dense_3_loss: 0.4031 - dense_2_root_mean_squared_error: 0.5815 - dense_3_root_mean_squared_error: 0.6349\n" + ] + } + ], "source": [ "eval_results = model.evaluate((X_test_wide, X_test_deep), (y_test, y_test))\n", "weighted_sum_of_losses, main_loss, aux_loss, main_rmse, aux_rmse = eval_results" @@ -1171,7 +1912,15 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:5 out of the last 5 calls to .predict_function at 0x7fb250e69310> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + } + ], "source": [ "y_pred_main, y_pred_aux = model.predict((X_new_wide, X_new_deep))" ] @@ -1228,7 +1977,36 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.3490 - output_1_loss: 1.2742 - output_2_loss: 2.0215 - output_1_root_mean_squared_error: 1.1288 - output_2_root_mean_squared_error: 1.4218 - val_loss: 1.5415 - val_output_1_loss: 0.9593 - val_output_2_loss: 6.7806 - val_output_1_root_mean_squared_error: 0.9795 - val_output_2_root_mean_squared_error: 2.6040\n", + "Epoch 2/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.5101 - output_1_loss: 0.4785 - output_2_loss: 0.7952 - output_1_root_mean_squared_error: 0.6917 - output_2_root_mean_squared_error: 0.8917 - val_loss: 1.3624 - val_output_1_loss: 1.0094 - val_output_2_loss: 4.5401 - val_output_1_root_mean_squared_error: 1.0047 - val_output_2_root_mean_squared_error: 2.1307\n", + "Epoch 3/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4618 - output_1_loss: 0.4404 - output_2_loss: 0.6546 - output_1_root_mean_squared_error: 0.6636 - output_2_root_mean_squared_error: 0.8091 - val_loss: 0.5361 - val_output_1_loss: 0.3975 - val_output_2_loss: 1.7837 - val_output_1_root_mean_squared_error: 0.6305 - val_output_2_root_mean_squared_error: 1.3356\n", + "Epoch 4/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4252 - output_1_loss: 0.4059 - output_2_loss: 0.5985 - output_1_root_mean_squared_error: 0.6371 - output_2_root_mean_squared_error: 0.7736 - val_loss: 0.5182 - val_output_1_loss: 0.4590 - val_output_2_loss: 1.0517 - val_output_1_root_mean_squared_error: 0.6775 - val_output_2_root_mean_squared_error: 1.0255\n", + "Epoch 5/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.4106 - output_1_loss: 0.3931 - output_2_loss: 0.5690 - output_1_root_mean_squared_error: 0.6269 - output_2_root_mean_squared_error: 0.7543 - val_loss: 0.4049 - val_output_1_loss: 0.3588 - val_output_2_loss: 0.8196 - val_output_1_root_mean_squared_error: 0.5990 - val_output_2_root_mean_squared_error: 0.9053\n", + "Epoch 6/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3944 - output_1_loss: 0.3780 - output_2_loss: 0.5424 - output_1_root_mean_squared_error: 0.6148 - output_2_root_mean_squared_error: 0.7365 - val_loss: 0.4168 - val_output_1_loss: 0.3934 - val_output_2_loss: 0.6275 - val_output_1_root_mean_squared_error: 0.6272 - val_output_2_root_mean_squared_error: 0.7921\n", + "Epoch 7/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - output_1_loss: 0.3694 - output_2_loss: 0.5126 - output_1_root_mean_squared_error: 0.6078 - output_2_root_mean_squared_error: 0.7160 - val_loss: 0.3661 - val_output_1_loss: 0.3430 - val_output_2_loss: 0.5747 - val_output_1_root_mean_squared_error: 0.5856 - val_output_2_root_mean_squared_error: 0.7581\n", + "Epoch 8/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3731 - output_1_loss: 0.3608 - output_2_loss: 0.4840 - output_1_root_mean_squared_error: 0.6007 - output_2_root_mean_squared_error: 0.6957 - val_loss: 0.8555 - val_output_1_loss: 0.8704 - val_output_2_loss: 0.7218 - val_output_1_root_mean_squared_error: 0.9330 - val_output_2_root_mean_squared_error: 0.8496\n", + "Epoch 9/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3672 - output_1_loss: 0.3567 - output_2_loss: 0.4624 - output_1_root_mean_squared_error: 0.5972 - output_2_root_mean_squared_error: 0.6800 - val_loss: 2.6877 - val_output_1_loss: 2.9011 - val_output_2_loss: 0.7675 - val_output_1_root_mean_squared_error: 1.7033 - val_output_2_root_mean_squared_error: 0.8761\n", + "Epoch 10/10\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3837 - output_1_loss: 0.3765 - output_2_loss: 0.4481 - output_1_root_mean_squared_error: 0.6136 - output_2_root_mean_squared_error: 0.6694 - val_loss: 3.6017 - val_output_1_loss: 3.8004 - val_output_2_loss: 1.8132 - val_output_1_root_mean_squared_error: 1.9495 - val_output_2_root_mean_squared_error: 1.3466\n", + "162/162 [==============================] - 0s 781us/step - loss: 0.3652 - output_1_loss: 0.3570 - output_2_loss: 0.4387 - output_1_root_mean_squared_error: 0.5975 - output_2_root_mean_squared_error: 0.6624\n", + "WARNING:tensorflow:6 out of the last 7 calls to .predict_function at 0x7fb250b9d820> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + } + ], "source": [ "optimizer = tf.keras.optimizers.Adam(learning_rate=1e-3)\n", "model.compile(loss=\"mse\", loss_weights=[0.9, 0.1], optimizer=optimizer,\n", @@ -1267,7 +2045,15 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_keras_model/assets\n" + ] + } + ], "source": [ "model.save(\"my_keras_model\")" ] @@ -1276,7 +2062,20 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "my_keras_model/assets\n", + "my_keras_model/keras_metadata.pb\n", + "my_keras_model/saved_model.pb\n", + "my_keras_model/variables\n", + "my_keras_model/variables/variables.data-00000-of-00001\n", + "my_keras_model/variables/variables.index\n" + ] + } + ], "source": [ "# extra code – show the contents of the my_keras_model/ directory\n", "for path in sorted(Path(\"my_keras_model\").glob(\"**/*\")):\n", @@ -1306,7 +2105,18 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.load_weights(\"my_weights\")" ] @@ -1315,7 +2125,16 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "my_weights.data-00000-of-00001\n", + "my_weights.index\n" + ] + } + ], "source": [ "# extra code – show the list of my_weights.* files\n", "for path in sorted(Path().glob(\"my_weights.*\")):\n", @@ -1342,7 +2161,34 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "363/363 [==============================] - 1s 2ms/step - loss: 0.3775 - output_1_loss: 0.3706 - output_2_loss: 0.4402 - output_1_root_mean_squared_error: 0.6088 - output_2_root_mean_squared_error: 0.6635 - val_loss: 0.3369 - val_output_1_loss: 0.3234 - val_output_2_loss: 0.4587 - val_output_1_root_mean_squared_error: 0.5687 - val_output_2_root_mean_squared_error: 0.6773\n", + "Epoch 2/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3556 - output_1_loss: 0.3480 - output_2_loss: 0.4242 - output_1_root_mean_squared_error: 0.5899 - output_2_root_mean_squared_error: 0.6513 - val_loss: 0.4940 - val_output_1_loss: 0.4650 - val_output_2_loss: 0.7551 - val_output_1_root_mean_squared_error: 0.6819 - val_output_2_root_mean_squared_error: 0.8689\n", + "Epoch 3/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3612 - output_1_loss: 0.3547 - output_2_loss: 0.4198 - output_1_root_mean_squared_error: 0.5956 - output_2_root_mean_squared_error: 0.6480 - val_loss: 0.3443 - val_output_1_loss: 0.3355 - val_output_2_loss: 0.4241 - val_output_1_root_mean_squared_error: 0.5792 - val_output_2_root_mean_squared_error: 0.6512\n", + "Epoch 4/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3493 - output_1_loss: 0.3425 - output_2_loss: 0.4110 - output_1_root_mean_squared_error: 0.5852 - output_2_root_mean_squared_error: 0.6411 - val_loss: 0.4676 - val_output_1_loss: 0.4635 - val_output_2_loss: 0.5046 - val_output_1_root_mean_squared_error: 0.6808 - val_output_2_root_mean_squared_error: 0.7104\n", + "Epoch 5/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3525 - output_1_loss: 0.3465 - output_2_loss: 0.4069 - output_1_root_mean_squared_error: 0.5886 - output_2_root_mean_squared_error: 0.6379 - val_loss: 1.3020 - val_output_1_loss: 1.3842 - val_output_2_loss: 0.5623 - val_output_1_root_mean_squared_error: 1.1765 - val_output_2_root_mean_squared_error: 0.7499\n", + "Epoch 6/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3512 - output_1_loss: 0.3453 - output_2_loss: 0.4039 - output_1_root_mean_squared_error: 0.5876 - output_2_root_mean_squared_error: 0.6356 - val_loss: 1.6719 - val_output_1_loss: 1.7502 - val_output_2_loss: 0.9670 - val_output_1_root_mean_squared_error: 1.3230 - val_output_2_root_mean_squared_error: 0.9833\n", + "Epoch 7/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3533 - output_1_loss: 0.3477 - output_2_loss: 0.4038 - output_1_root_mean_squared_error: 0.5897 - output_2_root_mean_squared_error: 0.6355 - val_loss: 0.6855 - val_output_1_loss: 0.7149 - val_output_2_loss: 0.4210 - val_output_1_root_mean_squared_error: 0.8455 - val_output_2_root_mean_squared_error: 0.6488\n", + "Epoch 8/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3409 - output_1_loss: 0.3348 - output_2_loss: 0.3965 - output_1_root_mean_squared_error: 0.5786 - output_2_root_mean_squared_error: 0.6297 - val_loss: 2.0126 - val_output_1_loss: 1.9280 - val_output_2_loss: 2.7742 - val_output_1_root_mean_squared_error: 1.3885 - val_output_2_root_mean_squared_error: 1.6656\n", + "Epoch 9/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3441 - output_1_loss: 0.3375 - output_2_loss: 0.4028 - output_1_root_mean_squared_error: 0.5810 - output_2_root_mean_squared_error: 0.6347 - val_loss: 1.6894 - val_output_1_loss: 1.8009 - val_output_2_loss: 0.6859 - val_output_1_root_mean_squared_error: 1.3420 - val_output_2_root_mean_squared_error: 0.8282\n", + "Epoch 10/10\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3517 - output_1_loss: 0.3468 - output_2_loss: 0.3962 - output_1_root_mean_squared_error: 0.5889 - output_2_root_mean_squared_error: 0.6294 - val_loss: 1.2969 - val_output_1_loss: 1.3365 - val_output_2_loss: 0.9407 - val_output_1_root_mean_squared_error: 1.1561 - val_output_2_root_mean_squared_error: 0.9699\n" + ] + } + ], "source": [ "checkpoint_cb = tf.keras.callbacks.ModelCheckpoint(\"my_checkpoints\",\n", " save_weights_only=True)\n", @@ -1356,7 +2202,60 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3405 - output_1_loss: 0.3349 - output_2_loss: 0.3910 - output_1_root_mean_squared_error: 0.5787 - output_2_root_mean_squared_error: 0.6253 - val_loss: 0.6245 - val_output_1_loss: 0.6502 - val_output_2_loss: 0.3937 - val_output_1_root_mean_squared_error: 0.8063 - val_output_2_root_mean_squared_error: 0.6275\n", + "Epoch 2/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3400 - output_1_loss: 0.3344 - output_2_loss: 0.3900 - output_1_root_mean_squared_error: 0.5783 - output_2_root_mean_squared_error: 0.6245 - val_loss: 0.9552 - val_output_1_loss: 0.9508 - val_output_2_loss: 0.9947 - val_output_1_root_mean_squared_error: 0.9751 - val_output_2_root_mean_squared_error: 0.9974\n", + "Epoch 3/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3442 - output_1_loss: 0.3389 - output_2_loss: 0.3921 - output_1_root_mean_squared_error: 0.5821 - output_2_root_mean_squared_error: 0.6262 - val_loss: 0.3574 - val_output_1_loss: 0.3552 - val_output_2_loss: 0.3766 - val_output_1_root_mean_squared_error: 0.5960 - val_output_2_root_mean_squared_error: 0.6137\n", + "Epoch 4/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3347 - output_1_loss: 0.3289 - output_2_loss: 0.3865 - output_1_root_mean_squared_error: 0.5735 - output_2_root_mean_squared_error: 0.6217 - val_loss: 0.4521 - val_output_1_loss: 0.4401 - val_output_2_loss: 0.5609 - val_output_1_root_mean_squared_error: 0.6634 - val_output_2_root_mean_squared_error: 0.7489\n", + "Epoch 5/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3363 - output_1_loss: 0.3311 - output_2_loss: 0.3832 - output_1_root_mean_squared_error: 0.5754 - output_2_root_mean_squared_error: 0.6190 - val_loss: 0.4903 - val_output_1_loss: 0.5018 - val_output_2_loss: 0.3869 - val_output_1_root_mean_squared_error: 0.7084 - val_output_2_root_mean_squared_error: 0.6220\n", + "Epoch 6/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3300 - output_1_loss: 0.3245 - output_2_loss: 0.3801 - output_1_root_mean_squared_error: 0.5696 - output_2_root_mean_squared_error: 0.6165 - val_loss: 0.8351 - val_output_1_loss: 0.8434 - val_output_2_loss: 0.7602 - val_output_1_root_mean_squared_error: 0.9184 - val_output_2_root_mean_squared_error: 0.8719\n", + "Epoch 7/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3324 - output_1_loss: 0.3270 - output_2_loss: 0.3814 - output_1_root_mean_squared_error: 0.5718 - output_2_root_mean_squared_error: 0.6176 - val_loss: 0.6880 - val_output_1_loss: 0.7171 - val_output_2_loss: 0.4259 - val_output_1_root_mean_squared_error: 0.8468 - val_output_2_root_mean_squared_error: 0.6526\n", + "Epoch 8/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3286 - output_1_loss: 0.3231 - output_2_loss: 0.3774 - output_1_root_mean_squared_error: 0.5684 - output_2_root_mean_squared_error: 0.6143 - val_loss: 4.4284 - val_output_1_loss: 4.2604 - val_output_2_loss: 5.9404 - val_output_1_root_mean_squared_error: 2.0641 - val_output_2_root_mean_squared_error: 2.4373\n", + "Epoch 9/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3378 - output_1_loss: 0.3322 - output_2_loss: 0.3886 - output_1_root_mean_squared_error: 0.5764 - output_2_root_mean_squared_error: 0.6234 - val_loss: 1.7043 - val_output_1_loss: 1.7984 - val_output_2_loss: 0.8578 - val_output_1_root_mean_squared_error: 1.3410 - val_output_2_root_mean_squared_error: 0.9262\n", + "Epoch 10/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3401 - output_1_loss: 0.3354 - output_2_loss: 0.3824 - output_1_root_mean_squared_error: 0.5792 - output_2_root_mean_squared_error: 0.6184 - val_loss: 0.6170 - val_output_1_loss: 0.6282 - val_output_2_loss: 0.5169 - val_output_1_root_mean_squared_error: 0.7926 - val_output_2_root_mean_squared_error: 0.7190\n", + "Epoch 11/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3230 - output_1_loss: 0.3177 - output_2_loss: 0.3706 - output_1_root_mean_squared_error: 0.5637 - output_2_root_mean_squared_error: 0.6088 - val_loss: 0.3558 - val_output_1_loss: 0.3490 - val_output_2_loss: 0.4170 - val_output_1_root_mean_squared_error: 0.5907 - val_output_2_root_mean_squared_error: 0.6457\n", + "Epoch 12/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3253 - output_1_loss: 0.3201 - output_2_loss: 0.3727 - output_1_root_mean_squared_error: 0.5658 - output_2_root_mean_squared_error: 0.6105 - val_loss: 0.4612 - val_output_1_loss: 0.4597 - val_output_2_loss: 0.4745 - val_output_1_root_mean_squared_error: 0.6780 - val_output_2_root_mean_squared_error: 0.6888\n", + "Epoch 13/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3221 - output_1_loss: 0.3167 - output_2_loss: 0.3699 - output_1_root_mean_squared_error: 0.5628 - output_2_root_mean_squared_error: 0.6082 - val_loss: 0.3120 - val_output_1_loss: 0.3056 - val_output_2_loss: 0.3694 - val_output_1_root_mean_squared_error: 0.5528 - val_output_2_root_mean_squared_error: 0.6078\n", + "Epoch 14/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3204 - output_1_loss: 0.3149 - output_2_loss: 0.3695 - output_1_root_mean_squared_error: 0.5612 - output_2_root_mean_squared_error: 0.6078 - val_loss: 0.4120 - val_output_1_loss: 0.4013 - val_output_2_loss: 0.5076 - val_output_1_root_mean_squared_error: 0.6335 - val_output_2_root_mean_squared_error: 0.7124\n", + "Epoch 15/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3196 - output_1_loss: 0.3144 - output_2_loss: 0.3662 - output_1_root_mean_squared_error: 0.5607 - output_2_root_mean_squared_error: 0.6052 - val_loss: 0.3304 - val_output_1_loss: 0.3269 - val_output_2_loss: 0.3619 - val_output_1_root_mean_squared_error: 0.5718 - val_output_2_root_mean_squared_error: 0.6016\n", + "Epoch 16/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3166 - output_1_loss: 0.3113 - output_2_loss: 0.3639 - output_1_root_mean_squared_error: 0.5579 - output_2_root_mean_squared_error: 0.6032 - val_loss: 0.4455 - val_output_1_loss: 0.4414 - val_output_2_loss: 0.4819 - val_output_1_root_mean_squared_error: 0.6644 - val_output_2_root_mean_squared_error: 0.6942\n", + "Epoch 17/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3186 - output_1_loss: 0.3134 - output_2_loss: 0.3650 - output_1_root_mean_squared_error: 0.5599 - output_2_root_mean_squared_error: 0.6041 - val_loss: 0.3255 - val_output_1_loss: 0.3212 - val_output_2_loss: 0.3643 - val_output_1_root_mean_squared_error: 0.5667 - val_output_2_root_mean_squared_error: 0.6035\n", + "Epoch 18/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3143 - output_1_loss: 0.3091 - output_2_loss: 0.3611 - output_1_root_mean_squared_error: 0.5560 - output_2_root_mean_squared_error: 0.6009 - val_loss: 1.6360 - val_output_1_loss: 1.6925 - val_output_2_loss: 1.1276 - val_output_1_root_mean_squared_error: 1.3010 - val_output_2_root_mean_squared_error: 1.0619\n", + "Epoch 19/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3169 - output_1_loss: 0.3122 - output_2_loss: 0.3601 - output_1_root_mean_squared_error: 0.5587 - output_2_root_mean_squared_error: 0.6001 - val_loss: 1.2441 - val_output_1_loss: 1.3093 - val_output_2_loss: 0.6572 - val_output_1_root_mean_squared_error: 1.1442 - val_output_2_root_mean_squared_error: 0.8107\n", + "Epoch 20/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3245 - output_1_loss: 0.3201 - output_2_loss: 0.3641 - output_1_root_mean_squared_error: 0.5658 - output_2_root_mean_squared_error: 0.6034 - val_loss: 1.5466 - val_output_1_loss: 1.5582 - val_output_2_loss: 1.4424 - val_output_1_root_mean_squared_error: 1.2483 - val_output_2_root_mean_squared_error: 1.2010\n", + "Epoch 21/100\n", + "363/363 [==============================] - 0s 1ms/step - loss: 0.3202 - output_1_loss: 0.3153 - output_2_loss: 0.3640 - output_1_root_mean_squared_error: 0.5615 - output_2_root_mean_squared_error: 0.6033 - val_loss: 0.6704 - val_output_1_loss: 0.6907 - val_output_2_loss: 0.4873 - val_output_1_root_mean_squared_error: 0.8311 - val_output_2_root_mean_squared_error: 0.6980\n", + "Epoch 22/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3150 - output_1_loss: 0.3103 - output_2_loss: 0.3573 - output_1_root_mean_squared_error: 0.5570 - output_2_root_mean_squared_error: 0.5978 - val_loss: 0.4909 - val_output_1_loss: 0.4955 - val_output_2_loss: 0.4493 - val_output_1_root_mean_squared_error: 0.7039 - val_output_2_root_mean_squared_error: 0.6703\n", + "Epoch 23/100\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.3104 - output_1_loss: 0.3054 - output_2_loss: 0.3552 - output_1_root_mean_squared_error: 0.5526 - output_2_root_mean_squared_error: 0.5960 - val_loss: 0.3845 - val_output_1_loss: 0.3803 - val_output_2_loss: 0.4228 - val_output_1_root_mean_squared_error: 0.6167 - val_output_2_root_mean_squared_error: 0.6502\n" + ] + } + ], "source": [ "early_stopping_cb = tf.keras.callbacks.EarlyStopping(patience=10,\n", " restore_best_weights=True)\n", @@ -1382,7 +2281,24 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch=0, val/train=2.29\n", + "Epoch=1, val/train=1.03\n", + "Epoch=2, val/train=2.07\n", + "Epoch=3, val/train=1.76\n", + "Epoch=4, val/train=3.56\n", + "Epoch=5, val/train=1.86\n", + "Epoch=6, val/train=2.45\n", + "Epoch=7, val/train=7.86\n", + "Epoch=8, val/train=11.20\n", + "Epoch=9, val/train=1.14\n" + ] + } + ], "source": [ "val_train_ratio_cb = PrintValTrainRatioCallback()\n", "history = model.fit(\n", @@ -1466,7 +2382,93 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 17:25:59.099970: I tensorflow/core/profiler/lib/profiler_session.cc:110] Profiler session initializing.\n", + "2022-08-01 17:25:59.099982: I tensorflow/core/profiler/lib/profiler_session.cc:125] Profiler session started.\n", + "2022-08-01 17:25:59.100137: I tensorflow/core/profiler/lib/profiler_session.cc:143] Profiler session tear down.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "261/363 [====================>.........] - ETA: 0s - loss: 2.3165 - root_mean_squared_error: 1.5220" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-01 17:25:59.430946: I tensorflow/core/profiler/lib/profiler_session.cc:110] Profiler session initializing.\n", + "2022-08-01 17:25:59.430962: I tensorflow/core/profiler/lib/profiler_session.cc:125] Profiler session started.\n", + "2022-08-01 17:25:59.510100: I tensorflow/core/profiler/lib/profiler_session.cc:67] Profiler session collecting data.\n", + "2022-08-01 17:25:59.524969: I tensorflow/core/profiler/lib/profiler_session.cc:143] Profiler session tear down.\n", + "2022-08-01 17:25:59.539451: I tensorflow/core/profiler/rpc/client/save_profile.cc:136] Creating directory: my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00\n", + "\n", + "2022-08-01 17:25:59.549606: I tensorflow/core/profiler/rpc/client/save_profile.cc:142] Dumped gzipped tool data for trace.json.gz to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.trace.json.gz\n", + "2022-08-01 17:25:59.558338: I tensorflow/core/profiler/rpc/client/save_profile.cc:136] Creating directory: my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00\n", + "\n", + "2022-08-01 17:25:59.558474: I tensorflow/core/profiler/rpc/client/save_profile.cc:142] Dumped gzipped tool data for memory_profile.json.gz to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.memory_profile.json.gz\n", + "2022-08-01 17:25:59.559618: I tensorflow/core/profiler/rpc/client/capture_profile.cc:251] Creating directory: my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00\n", + "Dumped tool data for xplane.pb to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.xplane.pb\n", + "Dumped tool data for overview_page.pb to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.overview_page.pb\n", + "Dumped tool data for input_pipeline.pb to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.input_pipeline.pb\n", + "Dumped tool data for tensorflow_stats.pb to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.tensorflow_stats.pb\n", + "Dumped tool data for kernel_stats.pb to my_logs/run_2022_08_01_17_25_59/plugins/profile/2022_08_01_17_26_00/my_computer.kernel_stats.pb\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "363/363 [==============================] - 1s 1ms/step - loss: 1.8866 - root_mean_squared_error: 1.3736 - val_loss: 0.7126 - val_root_mean_squared_error: 0.8442\n", + "Epoch 2/20\n", + "363/363 [==============================] - 0s 907us/step - loss: 0.6577 - root_mean_squared_error: 0.8110 - val_loss: 0.6880 - val_root_mean_squared_error: 0.8295\n", + "Epoch 3/20\n", + "363/363 [==============================] - 0s 836us/step - loss: 0.5934 - root_mean_squared_error: 0.7703 - val_loss: 0.5803 - val_root_mean_squared_error: 0.7618\n", + "Epoch 4/20\n", + "363/363 [==============================] - 0s 832us/step - loss: 0.5557 - root_mean_squared_error: 0.7455 - val_loss: 0.5166 - val_root_mean_squared_error: 0.7188\n", + "Epoch 5/20\n", + "363/363 [==============================] - 0s 985us/step - loss: 0.5272 - root_mean_squared_error: 0.7261 - val_loss: 0.4895 - val_root_mean_squared_error: 0.6997\n", + "Epoch 6/20\n", + "363/363 [==============================] - 0s 887us/step - loss: 0.5033 - root_mean_squared_error: 0.7094 - val_loss: 0.4951 - val_root_mean_squared_error: 0.7036\n", + "Epoch 7/20\n", + "363/363 [==============================] - 0s 894us/step - loss: 0.4854 - root_mean_squared_error: 0.6967 - val_loss: 0.4862 - val_root_mean_squared_error: 0.6973\n", + "Epoch 8/20\n", + "363/363 [==============================] - 0s 868us/step - loss: 0.4709 - root_mean_squared_error: 0.6862 - val_loss: 0.4554 - val_root_mean_squared_error: 0.6748\n", + "Epoch 9/20\n", + "363/363 [==============================] - 0s 780us/step - loss: 0.4578 - root_mean_squared_error: 0.6766 - val_loss: 0.4413 - val_root_mean_squared_error: 0.6643\n", + "Epoch 10/20\n", + "363/363 [==============================] - 0s 819us/step - loss: 0.4474 - root_mean_squared_error: 0.6689 - val_loss: 0.4379 - val_root_mean_squared_error: 0.6617\n", + "Epoch 11/20\n", + "363/363 [==============================] - 0s 795us/step - loss: 0.4393 - root_mean_squared_error: 0.6628 - val_loss: 0.4396 - val_root_mean_squared_error: 0.6630\n", + "Epoch 12/20\n", + "363/363 [==============================] - 0s 852us/step - loss: 0.4318 - root_mean_squared_error: 0.6571 - val_loss: 0.4505 - val_root_mean_squared_error: 0.6712\n", + "Epoch 13/20\n", + "363/363 [==============================] - 0s 910us/step - loss: 0.4260 - root_mean_squared_error: 0.6527 - val_loss: 0.3997 - val_root_mean_squared_error: 0.6322\n", + "Epoch 14/20\n", + "363/363 [==============================] - 0s 796us/step - loss: 0.4202 - root_mean_squared_error: 0.6482 - val_loss: 0.3956 - val_root_mean_squared_error: 0.6290\n", + "Epoch 15/20\n", + "363/363 [==============================] - 0s 816us/step - loss: 0.4155 - root_mean_squared_error: 0.6446 - val_loss: 0.3916 - val_root_mean_squared_error: 0.6257\n", + "Epoch 16/20\n", + "363/363 [==============================] - 0s 759us/step - loss: 0.4112 - root_mean_squared_error: 0.6412 - val_loss: 0.3937 - val_root_mean_squared_error: 0.6275\n", + "Epoch 17/20\n", + "363/363 [==============================] - 0s 826us/step - loss: 0.4077 - root_mean_squared_error: 0.6385 - val_loss: 0.3809 - val_root_mean_squared_error: 0.6172\n", + "Epoch 18/20\n", + "363/363 [==============================] - 0s 832us/step - loss: 0.4039 - root_mean_squared_error: 0.6356 - val_loss: 0.3793 - val_root_mean_squared_error: 0.6159\n", + "Epoch 19/20\n", + "363/363 [==============================] - 0s 747us/step - loss: 0.4004 - root_mean_squared_error: 0.6328 - val_loss: 0.3850 - val_root_mean_squared_error: 0.6205\n", + "Epoch 20/20\n", + "363/363 [==============================] - 0s 755us/step - loss: 0.3980 - root_mean_squared_error: 0.6308 - val_loss: 0.3809 - val_root_mean_squared_error: 0.6172\n" + ] + } + ], "source": [ "tensorboard_cb = tf.keras.callbacks.TensorBoard(run_logdir,\n", " profile_batch=(100, 200))\n", @@ -1479,7 +2481,31 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "my_logs\n", + " run_2022_08_01_17_25_59\n", + " events.out.tfevents.1638910166.my_computer.profile-empty\n", + " plugins\n", + " profile\n", + " 2022_08_01_17_26_00\n", + " my_computer.input_pipeline.pb\n", + " my_computer.kernel_stats.pb\n", + " my_computer.memory_profile.json.gz\n", + " my_computer.overview_page.pb\n", + " my_computer.tensorflow_stats.pb\n", + " my_computer.trace.json.gz\n", + " my_computer.xplane.pb\n", + " train\n", + " events.out.tfevents.1638910166.my_computer.22294.0.v2\n", + " validation\n", + " events.out.tfevents.1638910166.my_computer.22294.1.v2\n" + ] + } + ], "source": [ "print(\"my_logs\")\n", "for path in sorted(Path(\"my_logs\").glob(\"**/*\")):\n", @@ -1497,7 +2523,34 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%load_ext tensorboard\n", "%tensorboard --logdir=./my_logs" @@ -1514,7 +2567,20 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "http://localhost:6006/" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# extra code\n", "\n", @@ -1572,7 +2638,23 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "New experiment created. View your TensorBoard at: https://tensorboard.dev/experiment/il3YO6KgQHeQuMpX8cxgYw/\n", + "\n", + "\u001b[1m[2022-08-01T17:26:19]\u001b[0m Started scanning logdir.\n", + "\u001b[1m[2022-08-01T17:26:25]\u001b[0m Total uploaded: 1120 scalars, 2000 tensors (1.2 MB), 1 binary objects (29.2 kB)\n", + "\u001b[1m[2022-08-01T17:26:25]\u001b[0m Done scanning logdir.\n", + "\n", + "\n", + "Done. View your TensorBoard at https://tensorboard.dev/experiment/il3YO6KgQHeQuMpX8cxgYw/\n" + ] + } + ], "source": [ "# extra code\n", "\n", @@ -1603,7 +2685,26 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://tensorboard.dev/experiment/il3YO6KgQHeQuMpX8cxgYw/\n", + "\tName Quick test\n", + "\tDescription This is a test\n", + "\tId il3YO6KgQHeQuMpX8cxgYw\n", + "\tCreated 2022-08-01 17:26:19 (20 seconds ago)\n", + "\tUpdated 2022-08-01 17:26:25 (14 seconds ago)\n", + "\tRuns 3\n", + "\tTags 8\n", + "\tScalars 1120\n", + "\tTensor bytes 1421436\n", + "\tBinary object bytes 30096\n", + "Total: 1 experiment(s)\n" + ] + } + ], "source": [ "!tensorboard dev list" ] @@ -1630,7 +2731,16 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Known TensorBoard instances:\n", + " - port 6006: logdir ./my_logs (started 0:00:31 ago; pid 22701)\n" + ] + } + ], "source": [ "# extra code – lists all running TensorBoard server instances\n", "\n", @@ -1730,7 +2840,27 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trial 5 Complete [00h 00m 24s]\n", + "val_accuracy: 0.8736000061035156\n", + "\n", + "Best val_accuracy So Far: 0.8736000061035156\n", + "Total elapsed time: 00h 01m 43s\n", + "INFO:tensorflow:Oracle triggered exit\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "I1208 09:51:50.359315 4451454400 1158129808.py:4] Oracle triggered exit\n" + ] + } + ], "source": [ "random_search_tuner = kt.RandomSearch(\n", " build_model, objective=\"val_accuracy\", max_trials=5, overwrite=True,\n", @@ -1753,7 +2883,21 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'n_hidden': 5,\n", + " 'n_neurons': 70,\n", + " 'learning_rate': 0.00041268008323824807,\n", + " 'optimizer': 'adam'}" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "top3_params = random_search_tuner.get_best_hyperparameters(num_trials=3)\n", "top3_params[0].values # best hyperparameter values" @@ -1763,7 +2907,21 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trial summary\n", + "Hyperparameters:\n", + "n_hidden: 5\n", + "n_neurons: 70\n", + "learning_rate: 0.00041268008323824807\n", + "optimizer: adam\n", + "Score: 0.8736000061035156\n" + ] + } + ], "source": [ "best_trial = random_search_tuner.oracle.get_best_trials(num_trials=1)[0]\n", "best_trial.summary()" @@ -1773,7 +2931,18 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8736000061035156" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "best_trial.metrics.get_last_value(\"val_accuracy\")" ] @@ -1782,7 +2951,35 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1875/1875 [==============================] - 3s 1ms/step - loss: 0.3274 - accuracy: 0.8799\n", + "Epoch 2/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.3155 - accuracy: 0.8827\n", + "Epoch 3/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.3049 - accuracy: 0.8867\n", + "Epoch 4/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2962 - accuracy: 0.8914\n", + "Epoch 5/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2886 - accuracy: 0.8931\n", + "Epoch 6/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2831 - accuracy: 0.8935\n", + "Epoch 7/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2795 - accuracy: 0.8962\n", + "Epoch 8/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2701 - accuracy: 0.8999: 0s - loss: 0\n", + "Epoch 9/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2661 - accuracy: 0.9009\n", + "Epoch 10/10\n", + "1875/1875 [==============================] - 2s 1ms/step - loss: 0.2628 - accuracy: 0.9012\n", + "313/313 [==============================] - 0s 744us/step - loss: 0.3625 - accuracy: 0.8753\n" + ] + } + ], "source": [ "best_model.fit(X_train_full, y_train_full, epochs=10)\n", "test_loss, test_accuracy = best_model.evaluate(X_test, y_test)" @@ -1821,7 +3018,27 @@ "cell_type": "code", "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trial 60 Complete [00h 00m 18s]\n", + "val_accuracy: 0.819599986076355\n", + "\n", + "Best val_accuracy So Far: 0.8704000115394592\n", + "Total elapsed time: 00h 08m 44s\n", + "INFO:tensorflow:Oracle triggered exit\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "I1208 10:00:59.856360 4451454400 3169670597.py:4] Oracle triggered exit\n" + ] + } + ], "source": [ "root_logdir = Path(hyperband_tuner.project_dir) / \"tensorboard\"\n", "tensorboard_cb = tf.keras.callbacks.TensorBoard(root_logdir)\n", @@ -1835,7 +3052,27 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trial 10 Complete [00h 00m 13s]\n", + "val_accuracy: 0.7228000164031982\n", + "\n", + "Best val_accuracy So Far: 0.8636000156402588\n", + "Total elapsed time: 00h 02m 10s\n", + "INFO:tensorflow:Oracle triggered exit\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "I1208 10:03:10.004801 4451454400 1918178380.py:5] Oracle triggered exit\n" + ] + } + ], "source": [ "bayesian_opt_tuner = kt.BayesianOptimization(\n", " MyClassificationHyperModel(), objective=\"val_accuracy\", seed=42,\n", @@ -1850,7 +3087,34 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%tensorboard --logdir {root_logdir}" ] @@ -1937,7 +3201,18 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(60000, 28, 28)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train_full.shape" ] @@ -1953,7 +3228,18 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('uint8')" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_train_full.dtype" ] @@ -1988,7 +3274,20 @@ "cell_type": "code", "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(X_train[0], cmap=\"binary\")\n", "plt.axis('off')\n", @@ -2006,7 +3305,18 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([7, 3, 4, ..., 5, 6, 8], dtype=uint8)" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_train" ] @@ -2022,7 +3332,18 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(5000, 28, 28)" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_valid.shape" ] @@ -2031,7 +3352,18 @@ "cell_type": "code", "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(10000, 28, 28)" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X_test.shape" ] @@ -2047,7 +3379,20 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "n_rows = 4\n", "n_cols = 10\n", @@ -2144,7 +3489,15 @@ "cell_type": "code", "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1719/1719 [==============================] - 3s 2ms/step - loss: nan - accuracy: 0.5843 - val_loss: nan - val_accuracy: 0.0958\n" + ] + } + ], "source": [ "history = model.fit(X_train, y_train, epochs=1,\n", " validation_data=(X_valid, y_valid),\n", @@ -2162,7 +3515,30 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Loss')" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(expon_lr.rates, expon_lr.losses)\n", "plt.gca().set_xscale('log')\n", @@ -2220,7 +3596,18 @@ "cell_type": "code", "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PosixPath('my_mnist_logs/run_001')" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "run_index = 1 # increment this at every run\n", "run_logdir = Path() / \"my_mnist_logs\" / \"run_{:03d}\".format(run_index)\n", @@ -2231,7 +3618,64 @@ "cell_type": "code", "execution_count": 127, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2363 - accuracy: 0.9264 - val_loss: 0.0972 - val_accuracy: 0.9720\n", + "Epoch 2/100\n", + "1719/1719 [==============================] - 2s 997us/step - loss: 0.0948 - accuracy: 0.9702 - val_loss: 0.1035 - val_accuracy: 0.9706\n", + "Epoch 3/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0667 - accuracy: 0.9792 - val_loss: 0.0783 - val_accuracy: 0.9770\n", + "Epoch 4/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0463 - accuracy: 0.9848 - val_loss: 0.0827 - val_accuracy: 0.9766\n", + "Epoch 5/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0359 - accuracy: 0.9881 - val_loss: 0.0698 - val_accuracy: 0.9826\n", + "Epoch 6/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0297 - accuracy: 0.9908 - val_loss: 0.1048 - val_accuracy: 0.9758\n", + "Epoch 7/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0245 - accuracy: 0.9917 - val_loss: 0.0932 - val_accuracy: 0.9794\n", + "Epoch 8/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0239 - accuracy: 0.9922 - val_loss: 0.0816 - val_accuracy: 0.9798\n", + "Epoch 9/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0154 - accuracy: 0.9952 - val_loss: 0.0775 - val_accuracy: 0.9838\n", + "Epoch 10/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0126 - accuracy: 0.9960 - val_loss: 0.0805 - val_accuracy: 0.9812\n", + "Epoch 11/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0111 - accuracy: 0.9964 - val_loss: 0.0962 - val_accuracy: 0.9804\n", + "Epoch 12/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0118 - accuracy: 0.9963 - val_loss: 0.1044 - val_accuracy: 0.9774\n", + "Epoch 13/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0114 - accuracy: 0.9961 - val_loss: 0.1055 - val_accuracy: 0.9802\n", + "Epoch 14/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0150 - accuracy: 0.9948 - val_loss: 0.0993 - val_accuracy: 0.9826\n", + "Epoch 15/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0054 - accuracy: 0.9981 - val_loss: 0.0955 - val_accuracy: 0.9822\n", + "Epoch 16/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0046 - accuracy: 0.9984 - val_loss: 0.0982 - val_accuracy: 0.9822\n", + "Epoch 17/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0055 - accuracy: 0.9983 - val_loss: 0.0908 - val_accuracy: 0.9844\n", + "Epoch 18/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0070 - accuracy: 0.9978 - val_loss: 0.0883 - val_accuracy: 0.9840\n", + "Epoch 19/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0025 - accuracy: 0.9992 - val_loss: 0.0978 - val_accuracy: 0.9838\n", + "Epoch 20/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0058 - accuracy: 0.9983 - val_loss: 0.1011 - val_accuracy: 0.9830\n", + "Epoch 21/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.0039 - accuracy: 0.9989 - val_loss: 0.0991 - val_accuracy: 0.9840\n", + "Epoch 22/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 9.2480e-04 - accuracy: 0.9998 - val_loss: 0.0963 - val_accuracy: 0.9840\n", + "Epoch 23/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 1.2642e-04 - accuracy: 1.0000 - val_loss: 0.0970 - val_accuracy: 0.9846\n", + "Epoch 24/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 6.9068e-05 - accuracy: 1.0000 - val_loss: 0.0970 - val_accuracy: 0.9854\n", + "Epoch 25/100\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 5.1481e-05 - accuracy: 1.0000 - val_loss: 0.0977 - val_accuracy: 0.9850\n" + ] + } + ], "source": [ "early_stopping_cb = tf.keras.callbacks.EarlyStopping(patience=20)\n", "checkpoint_cb = tf.keras.callbacks.ModelCheckpoint(\"my_mnist_model.h5\", save_best_only=True)\n", @@ -2246,7 +3690,25 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 0s 908us/step - loss: 0.0708 - accuracy: 0.9799\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.07079131156206131, 0.9799000024795532]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model = tf.keras.models.load_model(\"my_mnist_model.h5\") # rollback to best model\n", "model.evaluate(X_test, y_test)" @@ -2263,7 +3725,34 @@ "cell_type": "code", "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%tensorboard --logdir=./my_mnist_logs" ] diff --git a/11_training_deep_neural_networks.ipynb b/11_training_deep_neural_networks.ipynb index 267947a..e2e7de4 100644 --- a/11_training_deep_neural_networks.ipynb +++ b/11_training_deep_neural_networks.ipynb @@ -149,7 +149,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 11–1\n", "\n", @@ -229,7 +242,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 11–2\n", "\n", @@ -268,7 +294,16 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-16 11:22:41.636848: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], "source": [ "model = tf.keras.models.Sequential([\n", " # [...] # more layers\n", @@ -322,7 +357,20 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 11–3\n", "\n", @@ -465,7 +513,31 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-16 11:22:44.499697: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "1719/1719 [==============================] - 13s 7ms/step - loss: 1.3735 - accuracy: 0.4548 - val_loss: 0.9599 - val_accuracy: 0.6444\n", + "Epoch 2/5\n", + "1719/1719 [==============================] - 12s 7ms/step - loss: 0.7783 - accuracy: 0.7073 - val_loss: 0.6529 - val_accuracy: 0.7664\n", + "Epoch 3/5\n", + "1719/1719 [==============================] - 12s 7ms/step - loss: 0.6462 - accuracy: 0.7611 - val_loss: 0.6048 - val_accuracy: 0.7748\n", + "Epoch 4/5\n", + "1719/1719 [==============================] - 11s 6ms/step - loss: 0.5821 - accuracy: 0.7863 - val_loss: 0.5737 - val_accuracy: 0.7944\n", + "Epoch 5/5\n", + "1719/1719 [==============================] - 12s 7ms/step - loss: 0.5401 - accuracy: 0.8041 - val_loss: 0.5333 - val_accuracy: 0.8046\n" + ] + } + ], "source": [ "history = model.fit(X_train_scaled, y_train, epochs=5,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -516,7 +588,24 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "1719/1719 [==============================] - 12s 6ms/step - loss: 1.6932 - accuracy: 0.3071 - val_loss: 1.2058 - val_accuracy: 0.5106\n", + "Epoch 2/5\n", + "1719/1719 [==============================] - 11s 6ms/step - loss: 1.1132 - accuracy: 0.5297 - val_loss: 0.9682 - val_accuracy: 0.5718\n", + "Epoch 3/5\n", + "1719/1719 [==============================] - 10s 6ms/step - loss: 0.9480 - accuracy: 0.6117 - val_loss: 1.0552 - val_accuracy: 0.5102\n", + "Epoch 4/5\n", + "1719/1719 [==============================] - 10s 6ms/step - loss: 0.9763 - accuracy: 0.6003 - val_loss: 0.7764 - val_accuracy: 0.7070\n", + "Epoch 5/5\n", + "1719/1719 [==============================] - 11s 6ms/step - loss: 0.7892 - accuracy: 0.6875 - val_loss: 0.7485 - val_accuracy: 0.7054\n" + ] + } + ], "source": [ "history = model.fit(X_train_scaled, y_train, epochs=5,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -540,7 +629,20 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell generates and saves Figure 11–4\n", "\n", @@ -620,7 +722,36 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "flatten (Flatten) (None, 784) 0 \n", + "_________________________________________________________________\n", + "batch_normalization (BatchNo (None, 784) 3136 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 300) 235500 \n", + "_________________________________________________________________\n", + "batch_normalization_1 (Batch (None, 300) 1200 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 100) 30100 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 100) 400 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 10) 1010 \n", + "=================================================================\n", + "Total params: 271,346\n", + "Trainable params: 268,978\n", + "Non-trainable params: 2,368\n", + "_________________________________________________________________\n" + ] + } + ], "source": [ "model.summary()" ] @@ -629,7 +760,21 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[('batch_normalization/gamma:0', True),\n", + " ('batch_normalization/beta:0', True),\n", + " ('batch_normalization/moving_mean:0', False),\n", + " ('batch_normalization/moving_variance:0', False)]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[(var.name, var.trainable) for var in model.layers[1].variables]" ] @@ -638,7 +783,28 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "1719/1719 [==============================] - 3s 2ms/step - loss: 0.5559 - accuracy: 0.8094 - val_loss: 0.4016 - val_accuracy: 0.8558\n", + "Epoch 2/2\n", + "1719/1719 [==============================] - 3s 1ms/step - loss: 0.4083 - accuracy: 0.8561 - val_loss: 0.3676 - val_accuracy: 0.8650\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – just show that the model works! 😊\n", "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"sgd\",\n", @@ -686,7 +852,28 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "1719/1719 [==============================] - 3s 1ms/step - loss: 0.6063 - accuracy: 0.7993 - val_loss: 0.4296 - val_accuracy: 0.8418\n", + "Epoch 2/2\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4275 - accuracy: 0.8500 - val_loss: 0.3752 - val_accuracy: 0.8646\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – just show that the model works! 😊\n", "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"sgd\",\n", @@ -759,7 +946,68 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "1376/1376 [==============================] - 1s 908us/step - loss: 1.1385 - accuracy: 0.6260 - val_loss: 0.7101 - val_accuracy: 0.7603\n", + "Epoch 2/20\n", + "1376/1376 [==============================] - 1s 869us/step - loss: 0.6221 - accuracy: 0.7911 - val_loss: 0.5293 - val_accuracy: 0.8315\n", + "Epoch 3/20\n", + "1376/1376 [==============================] - 1s 852us/step - loss: 0.5016 - accuracy: 0.8394 - val_loss: 0.4515 - val_accuracy: 0.8581\n", + "Epoch 4/20\n", + "1376/1376 [==============================] - 1s 852us/step - loss: 0.4381 - accuracy: 0.8583 - val_loss: 0.4055 - val_accuracy: 0.8669\n", + "Epoch 5/20\n", + "1376/1376 [==============================] - 1s 844us/step - loss: 0.3979 - accuracy: 0.8692 - val_loss: 0.3748 - val_accuracy: 0.8706\n", + "Epoch 6/20\n", + "1376/1376 [==============================] - 1s 882us/step - loss: 0.3693 - accuracy: 0.8782 - val_loss: 0.3538 - val_accuracy: 0.8787\n", + "Epoch 7/20\n", + "1376/1376 [==============================] - 1s 863us/step - loss: 0.3487 - accuracy: 0.8825 - val_loss: 0.3376 - val_accuracy: 0.8834\n", + "Epoch 8/20\n", + "1376/1376 [==============================] - 2s 1ms/step - loss: 0.3324 - accuracy: 0.8879 - val_loss: 0.3315 - val_accuracy: 0.8847\n", + "Epoch 9/20\n", + "1376/1376 [==============================] - 1s 1ms/step - loss: 0.3198 - accuracy: 0.8920 - val_loss: 0.3174 - val_accuracy: 0.8879\n", + "Epoch 10/20\n", + "1376/1376 [==============================] - 2s 1ms/step - loss: 0.3088 - accuracy: 0.8947 - val_loss: 0.3118 - val_accuracy: 0.8904\n", + "Epoch 11/20\n", + "1376/1376 [==============================] - 1s 1ms/step - loss: 0.2994 - accuracy: 0.8979 - val_loss: 0.3039 - val_accuracy: 0.8925\n", + "Epoch 12/20\n", + "1376/1376 [==============================] - 1s 837us/step - loss: 0.2918 - accuracy: 0.8999 - val_loss: 0.2998 - val_accuracy: 0.8952\n", + "Epoch 13/20\n", + "1376/1376 [==============================] - 1s 840us/step - loss: 0.2852 - accuracy: 0.9016 - val_loss: 0.2932 - val_accuracy: 0.8980\n", + "Epoch 14/20\n", + "1376/1376 [==============================] - 1s 799us/step - loss: 0.2788 - accuracy: 0.9034 - val_loss: 0.2865 - val_accuracy: 0.8990\n", + "Epoch 15/20\n", + "1376/1376 [==============================] - 1s 922us/step - loss: 0.2736 - accuracy: 0.9052 - val_loss: 0.2824 - val_accuracy: 0.9015\n", + "Epoch 16/20\n", + "1376/1376 [==============================] - 1s 835us/step - loss: 0.2686 - accuracy: 0.9068 - val_loss: 0.2796 - val_accuracy: 0.9015\n", + "Epoch 17/20\n", + "1376/1376 [==============================] - 1s 863us/step - loss: 0.2641 - accuracy: 0.9085 - val_loss: 0.2748 - val_accuracy: 0.9015\n", + "Epoch 18/20\n", + "1376/1376 [==============================] - 1s 913us/step - loss: 0.2596 - accuracy: 0.9101 - val_loss: 0.2729 - val_accuracy: 0.9037\n", + "Epoch 19/20\n", + "1376/1376 [==============================] - 1s 909us/step - loss: 0.2558 - accuracy: 0.9119 - val_loss: 0.2715 - val_accuracy: 0.9040\n", + "Epoch 20/20\n", + "1376/1376 [==============================] - 1s 859us/step - loss: 0.2520 - accuracy: 0.9125 - val_loss: 0.2728 - val_accuracy: 0.9027\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-15 16:22:23.274500: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_A/assets\n" + ] + } + ], "source": [ "# extra code – split Fashion MNIST into tasks A and B, then train and save\n", "# model A to \"my_model_A\".\n", @@ -807,7 +1055,65 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "7/7 [==============================] - 0s 20ms/step - loss: 0.7167 - accuracy: 0.5450 - val_loss: 0.7052 - val_accuracy: 0.5272\n", + "Epoch 2/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.6805 - accuracy: 0.5800 - val_loss: 0.6758 - val_accuracy: 0.6004\n", + "Epoch 3/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.6532 - accuracy: 0.6650 - val_loss: 0.6530 - val_accuracy: 0.6746\n", + "Epoch 4/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.6289 - accuracy: 0.7150 - val_loss: 0.6317 - val_accuracy: 0.7517\n", + "Epoch 5/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.6079 - accuracy: 0.7800 - val_loss: 0.6105 - val_accuracy: 0.8091\n", + "Epoch 6/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.5866 - accuracy: 0.8400 - val_loss: 0.5913 - val_accuracy: 0.8447\n", + "Epoch 7/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.5670 - accuracy: 0.8850 - val_loss: 0.5728 - val_accuracy: 0.8833\n", + "Epoch 8/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.5499 - accuracy: 0.8900 - val_loss: 0.5571 - val_accuracy: 0.8971\n", + "Epoch 9/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.5331 - accuracy: 0.9150 - val_loss: 0.5427 - val_accuracy: 0.9050\n", + "Epoch 10/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.5180 - accuracy: 0.9250 - val_loss: 0.5290 - val_accuracy: 0.9080\n", + "Epoch 11/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.5038 - accuracy: 0.9350 - val_loss: 0.5160 - val_accuracy: 0.9189\n", + "Epoch 12/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4903 - accuracy: 0.9350 - val_loss: 0.5032 - val_accuracy: 0.9228\n", + "Epoch 13/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.4770 - accuracy: 0.9400 - val_loss: 0.4925 - val_accuracy: 0.9228\n", + "Epoch 14/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4656 - accuracy: 0.9450 - val_loss: 0.4817 - val_accuracy: 0.9258\n", + "Epoch 15/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4546 - accuracy: 0.9550 - val_loss: 0.4708 - val_accuracy: 0.9298\n", + "Epoch 16/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4435 - accuracy: 0.9550 - val_loss: 0.4608 - val_accuracy: 0.9318\n", + "Epoch 17/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4330 - accuracy: 0.9600 - val_loss: 0.4510 - val_accuracy: 0.9337\n", + "Epoch 18/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4226 - accuracy: 0.9600 - val_loss: 0.4406 - val_accuracy: 0.9367\n", + "Epoch 19/20\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4119 - accuracy: 0.9600 - val_loss: 0.4311 - val_accuracy: 0.9377\n", + "Epoch 20/20\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.4025 - accuracy: 0.9600 - val_loss: 0.4225 - val_accuracy: 0.9367\n", + "63/63 [==============================] - 0s 728us/step - loss: 0.4317 - accuracy: 0.9185\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.43168652057647705, 0.9185000061988831]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – train and evaluate model B, without reusing model A\n", "\n", @@ -904,7 +1210,54 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/4\n", + "7/7 [==============================] - 0s 23ms/step - loss: 1.7893 - accuracy: 0.5550 - val_loss: 1.3324 - val_accuracy: 0.5084\n", + "Epoch 2/4\n", + "7/7 [==============================] - 0s 7ms/step - loss: 1.1235 - accuracy: 0.5350 - val_loss: 0.9199 - val_accuracy: 0.4807\n", + "Epoch 3/4\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.8836 - accuracy: 0.5000 - val_loss: 0.8266 - val_accuracy: 0.4837\n", + "Epoch 4/4\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.8202 - accuracy: 0.5250 - val_loss: 0.7795 - val_accuracy: 0.4985\n", + "Epoch 1/16\n", + "7/7 [==============================] - 0s 21ms/step - loss: 0.7348 - accuracy: 0.6050 - val_loss: 0.6372 - val_accuracy: 0.6914\n", + "Epoch 2/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.6055 - accuracy: 0.7600 - val_loss: 0.5283 - val_accuracy: 0.8229\n", + "Epoch 3/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.4992 - accuracy: 0.8400 - val_loss: 0.4742 - val_accuracy: 0.8180\n", + "Epoch 4/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.4297 - accuracy: 0.8700 - val_loss: 0.4212 - val_accuracy: 0.8773\n", + "Epoch 5/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.3825 - accuracy: 0.9050 - val_loss: 0.3797 - val_accuracy: 0.9031\n", + "Epoch 6/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.3438 - accuracy: 0.9250 - val_loss: 0.3534 - val_accuracy: 0.9149\n", + "Epoch 7/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.3148 - accuracy: 0.9500 - val_loss: 0.3384 - val_accuracy: 0.9001\n", + "Epoch 8/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.3012 - accuracy: 0.9450 - val_loss: 0.3179 - val_accuracy: 0.9209\n", + "Epoch 9/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2767 - accuracy: 0.9650 - val_loss: 0.3043 - val_accuracy: 0.9298\n", + "Epoch 10/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2623 - accuracy: 0.9550 - val_loss: 0.2929 - val_accuracy: 0.9308\n", + "Epoch 11/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2512 - accuracy: 0.9600 - val_loss: 0.2830 - val_accuracy: 0.9327\n", + "Epoch 12/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2397 - accuracy: 0.9600 - val_loss: 0.2744 - val_accuracy: 0.9318\n", + "Epoch 13/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2295 - accuracy: 0.9600 - val_loss: 0.2675 - val_accuracy: 0.9327\n", + "Epoch 14/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2225 - accuracy: 0.9600 - val_loss: 0.2598 - val_accuracy: 0.9347\n", + "Epoch 15/16\n", + "7/7 [==============================] - 0s 6ms/step - loss: 0.2147 - accuracy: 0.9600 - val_loss: 0.2542 - val_accuracy: 0.9357\n", + "Epoch 16/16\n", + "7/7 [==============================] - 0s 7ms/step - loss: 0.2077 - accuracy: 0.9600 - val_loss: 0.2492 - val_accuracy: 0.9377\n" + ] + } + ], "source": [ "history = model_B_on_A.fit(X_train_B, y_train_B, epochs=4,\n", " validation_data=(X_valid_B, y_valid_B))\n", @@ -930,7 +1283,25 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63/63 [==============================] - 0s 667us/step - loss: 0.2546 - accuracy: 0.9385\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.2546142041683197, 0.9384999871253967]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model_B_on_A.evaluate(X_test_B, y_test_B)" ] @@ -946,7 +1317,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.24539877300613477" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1 - (100 - 93.85) / (100 - 91.85)" ] @@ -1000,7 +1382,34 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.6877 - accuracy: 0.7677 - val_loss: 0.4960 - val_accuracy: 0.8172\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 948us/step - loss: 0.4619 - accuracy: 0.8378 - val_loss: 0.4421 - val_accuracy: 0.8404\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 1s 868us/step - loss: 0.4179 - accuracy: 0.8525 - val_loss: 0.4188 - val_accuracy: 0.8538\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 1s 866us/step - loss: 0.3902 - accuracy: 0.8621 - val_loss: 0.3814 - val_accuracy: 0.8604\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 1s 869us/step - loss: 0.3686 - accuracy: 0.8691 - val_loss: 0.3665 - val_accuracy: 0.8656\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 925us/step - loss: 0.3553 - accuracy: 0.8732 - val_loss: 0.3643 - val_accuracy: 0.8720\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 908us/step - loss: 0.3385 - accuracy: 0.8778 - val_loss: 0.3611 - val_accuracy: 0.8684\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 926us/step - loss: 0.3297 - accuracy: 0.8796 - val_loss: 0.3490 - val_accuracy: 0.8726\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 893us/step - loss: 0.3200 - accuracy: 0.8850 - val_loss: 0.3625 - val_accuracy: 0.8666\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 886us/step - loss: 0.3097 - accuracy: 0.8881 - val_loss: 0.3656 - val_accuracy: 0.8672\n" + ] + } + ], "source": [ "history_sgd = build_and_train_model(optimizer) # extra code" ] @@ -1025,7 +1434,34 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 941us/step - loss: 0.6877 - accuracy: 0.7677 - val_loss: 0.4960 - val_accuracy: 0.8172\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 878us/step - loss: 0.4619 - accuracy: 0.8378 - val_loss: 0.4421 - val_accuracy: 0.8404\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 898us/step - loss: 0.4179 - accuracy: 0.8525 - val_loss: 0.4188 - val_accuracy: 0.8538\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 934us/step - loss: 0.3902 - accuracy: 0.8621 - val_loss: 0.3814 - val_accuracy: 0.8604\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 910us/step - loss: 0.3686 - accuracy: 0.8691 - val_loss: 0.3665 - val_accuracy: 0.8656\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 913us/step - loss: 0.3553 - accuracy: 0.8732 - val_loss: 0.3643 - val_accuracy: 0.8720\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 893us/step - loss: 0.3385 - accuracy: 0.8778 - val_loss: 0.3611 - val_accuracy: 0.8684\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 968us/step - loss: 0.3297 - accuracy: 0.8796 - val_loss: 0.3490 - val_accuracy: 0.8726\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 913us/step - loss: 0.3200 - accuracy: 0.8850 - val_loss: 0.3625 - val_accuracy: 0.8666\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 1s 858us/step - loss: 0.3097 - accuracy: 0.8881 - val_loss: 0.3656 - val_accuracy: 0.8672\n" + ] + } + ], "source": [ "history_momentum = build_and_train_model(optimizer) # extra code" ] @@ -1051,7 +1487,34 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 907us/step - loss: 0.6777 - accuracy: 0.7711 - val_loss: 0.4796 - val_accuracy: 0.8260\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 898us/step - loss: 0.4570 - accuracy: 0.8398 - val_loss: 0.4358 - val_accuracy: 0.8396\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 1s 872us/step - loss: 0.4140 - accuracy: 0.8537 - val_loss: 0.4013 - val_accuracy: 0.8566\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 902us/step - loss: 0.3882 - accuracy: 0.8629 - val_loss: 0.3802 - val_accuracy: 0.8616\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 913us/step - loss: 0.3666 - accuracy: 0.8703 - val_loss: 0.3689 - val_accuracy: 0.8638\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 882us/step - loss: 0.3531 - accuracy: 0.8732 - val_loss: 0.3681 - val_accuracy: 0.8688\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 958us/step - loss: 0.3375 - accuracy: 0.8784 - val_loss: 0.3658 - val_accuracy: 0.8670\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 895us/step - loss: 0.3278 - accuracy: 0.8815 - val_loss: 0.3598 - val_accuracy: 0.8682\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 878us/step - loss: 0.3183 - accuracy: 0.8855 - val_loss: 0.3472 - val_accuracy: 0.8720\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 921us/step - loss: 0.3081 - accuracy: 0.8891 - val_loss: 0.3624 - val_accuracy: 0.8708\n" + ] + } + ], "source": [ "history_nesterov = build_and_train_model(optimizer) # extra code" ] @@ -1076,7 +1539,34 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 1.0003 - accuracy: 0.6822 - val_loss: 0.6876 - val_accuracy: 0.7744\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 912us/step - loss: 0.6389 - accuracy: 0.7904 - val_loss: 0.5837 - val_accuracy: 0.8048\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 930us/step - loss: 0.5682 - accuracy: 0.8105 - val_loss: 0.5379 - val_accuracy: 0.8154\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 878us/step - loss: 0.5316 - accuracy: 0.8215 - val_loss: 0.5135 - val_accuracy: 0.8244\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 1s 855us/step - loss: 0.5076 - accuracy: 0.8295 - val_loss: 0.4937 - val_accuracy: 0.8288\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 1s 868us/step - loss: 0.4905 - accuracy: 0.8338 - val_loss: 0.4821 - val_accuracy: 0.8312\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 940us/step - loss: 0.4776 - accuracy: 0.8371 - val_loss: 0.4705 - val_accuracy: 0.8348\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 966us/step - loss: 0.4674 - accuracy: 0.8409 - val_loss: 0.4611 - val_accuracy: 0.8362\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 892us/step - loss: 0.4587 - accuracy: 0.8435 - val_loss: 0.4548 - val_accuracy: 0.8406\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 873us/step - loss: 0.4511 - accuracy: 0.8458 - val_loss: 0.4469 - val_accuracy: 0.8424\n" + ] + } + ], "source": [ "history_adagrad = build_and_train_model(optimizer) # extra code" ] @@ -1101,7 +1591,34 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.5138 - accuracy: 0.8135 - val_loss: 0.4413 - val_accuracy: 0.8338\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 942us/step - loss: 0.3932 - accuracy: 0.8590 - val_loss: 0.4518 - val_accuracy: 0.8370\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 948us/step - loss: 0.3711 - accuracy: 0.8692 - val_loss: 0.3914 - val_accuracy: 0.8686\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 949us/step - loss: 0.3643 - accuracy: 0.8735 - val_loss: 0.4176 - val_accuracy: 0.8644\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 970us/step - loss: 0.3578 - accuracy: 0.8769 - val_loss: 0.3874 - val_accuracy: 0.8696\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3561 - accuracy: 0.8775 - val_loss: 0.4650 - val_accuracy: 0.8590\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3528 - accuracy: 0.8783 - val_loss: 0.4122 - val_accuracy: 0.8774\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 989us/step - loss: 0.3491 - accuracy: 0.8811 - val_loss: 0.5151 - val_accuracy: 0.8586\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3479 - accuracy: 0.8829 - val_loss: 0.4457 - val_accuracy: 0.8856\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 1000us/step - loss: 0.3437 - accuracy: 0.8830 - val_loss: 0.4781 - val_accuracy: 0.8636\n" + ] + } + ], "source": [ "history_rmsprop = build_and_train_model(optimizer) # extra code" ] @@ -1127,7 +1644,34 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4949 - accuracy: 0.8220 - val_loss: 0.4110 - val_accuracy: 0.8428\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3727 - accuracy: 0.8637 - val_loss: 0.4153 - val_accuracy: 0.8370\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3372 - accuracy: 0.8756 - val_loss: 0.3600 - val_accuracy: 0.8708\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3126 - accuracy: 0.8833 - val_loss: 0.3498 - val_accuracy: 0.8760\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2965 - accuracy: 0.8901 - val_loss: 0.3264 - val_accuracy: 0.8794\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2821 - accuracy: 0.8947 - val_loss: 0.3295 - val_accuracy: 0.8782\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2672 - accuracy: 0.8993 - val_loss: 0.3473 - val_accuracy: 0.8790\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2587 - accuracy: 0.9020 - val_loss: 0.3230 - val_accuracy: 0.8818\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2500 - accuracy: 0.9057 - val_loss: 0.3676 - val_accuracy: 0.8744\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2428 - accuracy: 0.9073 - val_loss: 0.3879 - val_accuracy: 0.8696\n" + ] + } + ], "source": [ "history_adam = build_and_train_model(optimizer) # extra code" ] @@ -1153,7 +1697,34 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.5327 - accuracy: 0.8151 - val_loss: 0.4402 - val_accuracy: 0.8340\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 935us/step - loss: 0.3950 - accuracy: 0.8591 - val_loss: 0.3907 - val_accuracy: 0.8512\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 933us/step - loss: 0.3563 - accuracy: 0.8715 - val_loss: 0.3730 - val_accuracy: 0.8676\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 942us/step - loss: 0.3335 - accuracy: 0.8797 - val_loss: 0.3453 - val_accuracy: 0.8738\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 993us/step - loss: 0.3129 - accuracy: 0.8853 - val_loss: 0.3270 - val_accuracy: 0.8792\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 926us/step - loss: 0.2986 - accuracy: 0.8913 - val_loss: 0.3396 - val_accuracy: 0.8772\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 939us/step - loss: 0.2854 - accuracy: 0.8949 - val_loss: 0.3390 - val_accuracy: 0.8770\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 949us/step - loss: 0.2757 - accuracy: 0.8984 - val_loss: 0.3147 - val_accuracy: 0.8854\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 952us/step - loss: 0.2662 - accuracy: 0.9020 - val_loss: 0.3341 - val_accuracy: 0.8760\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 957us/step - loss: 0.2542 - accuracy: 0.9063 - val_loss: 0.3282 - val_accuracy: 0.8780\n" + ] + } + ], "source": [ "history_adamax = build_and_train_model(optimizer) # extra code" ] @@ -1183,7 +1754,34 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 3s 1ms/step - loss: 0.4826 - accuracy: 0.8284 - val_loss: 0.4092 - val_accuracy: 0.8456\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3610 - accuracy: 0.8667 - val_loss: 0.3893 - val_accuracy: 0.8592\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3270 - accuracy: 0.8784 - val_loss: 0.3653 - val_accuracy: 0.8712\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3049 - accuracy: 0.8874 - val_loss: 0.3444 - val_accuracy: 0.8726\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2897 - accuracy: 0.8905 - val_loss: 0.3174 - val_accuracy: 0.8810\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2753 - accuracy: 0.8981 - val_loss: 0.3389 - val_accuracy: 0.8830\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2652 - accuracy: 0.9000 - val_loss: 0.3725 - val_accuracy: 0.8734\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2563 - accuracy: 0.9034 - val_loss: 0.3229 - val_accuracy: 0.8828\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2463 - accuracy: 0.9079 - val_loss: 0.3353 - val_accuracy: 0.8818\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2402 - accuracy: 0.9091 - val_loss: 0.3813 - val_accuracy: 0.8740\n" + ] + } + ], "source": [ "history_nadam = build_and_train_model(optimizer) # extra code" ] @@ -1213,7 +1811,34 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 3s 1ms/step - loss: 0.4945 - accuracy: 0.8220 - val_loss: 0.4203 - val_accuracy: 0.8424\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3735 - accuracy: 0.8629 - val_loss: 0.4014 - val_accuracy: 0.8474\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3391 - accuracy: 0.8753 - val_loss: 0.3347 - val_accuracy: 0.8760\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3155 - accuracy: 0.8827 - val_loss: 0.3441 - val_accuracy: 0.8720\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2989 - accuracy: 0.8892 - val_loss: 0.3218 - val_accuracy: 0.8786\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2862 - accuracy: 0.8931 - val_loss: 0.3423 - val_accuracy: 0.8814\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2738 - accuracy: 0.8970 - val_loss: 0.3593 - val_accuracy: 0.8764\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2648 - accuracy: 0.8993 - val_loss: 0.3263 - val_accuracy: 0.8856\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2583 - accuracy: 0.9035 - val_loss: 0.3642 - val_accuracy: 0.8680\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2483 - accuracy: 0.9054 - val_loss: 0.3696 - val_accuracy: 0.8702\n" + ] + } + ], "source": [ "history_adamw = build_and_train_model(optimizer) # extra code" ] @@ -1222,7 +1847,32 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – visualize the learning curves of all the optimizers\n", "\n", @@ -1278,7 +1928,34 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 915us/step - loss: 0.6818 - accuracy: 0.7678 - val_loss: 0.4840 - val_accuracy: 0.8276\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 877us/step - loss: 0.4702 - accuracy: 0.8361 - val_loss: 0.4421 - val_accuracy: 0.8398\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 886us/step - loss: 0.4242 - accuracy: 0.8491 - val_loss: 0.4110 - val_accuracy: 0.8534\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 880us/step - loss: 0.4012 - accuracy: 0.8580 - val_loss: 0.3900 - val_accuracy: 0.8574\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 894us/step - loss: 0.3821 - accuracy: 0.8636 - val_loss: 0.3835 - val_accuracy: 0.8626\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 927us/step - loss: 0.3685 - accuracy: 0.8687 - val_loss: 0.3836 - val_accuracy: 0.8614\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 1s 854us/step - loss: 0.3580 - accuracy: 0.8706 - val_loss: 0.3709 - val_accuracy: 0.8646\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 1s 851us/step - loss: 0.3490 - accuracy: 0.8756 - val_loss: 0.3736 - val_accuracy: 0.8614\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 1s 852us/step - loss: 0.3413 - accuracy: 0.8786 - val_loss: 0.3536 - val_accuracy: 0.8698\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 1s 844us/step - loss: 0.3343 - accuracy: 0.8801 - val_loss: 0.3546 - val_accuracy: 0.8698\n" + ] + } + ], "source": [ "history_power_scheduling = build_and_train_model(optimizer) # extra code" ] @@ -1287,7 +1964,20 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell plots power scheduling\n", "\n", @@ -1368,7 +2058,64 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "1719/1719 [==============================] - 2s 913us/step - loss: 0.6795 - accuracy: 0.7682 - val_loss: 0.4782 - val_accuracy: 0.8314\n", + "Epoch 2/25\n", + "1719/1719 [==============================] - 1s 869us/step - loss: 0.4656 - accuracy: 0.8376 - val_loss: 0.4407 - val_accuracy: 0.8404\n", + "Epoch 3/25\n", + "1719/1719 [==============================] - 2s 873us/step - loss: 0.4194 - accuracy: 0.8505 - val_loss: 0.4118 - val_accuracy: 0.8520\n", + "Epoch 4/25\n", + "1719/1719 [==============================] - 1s 857us/step - loss: 0.3953 - accuracy: 0.8601 - val_loss: 0.3850 - val_accuracy: 0.8616\n", + "Epoch 5/25\n", + "1719/1719 [==============================] - 1s 868us/step - loss: 0.3754 - accuracy: 0.8667 - val_loss: 0.3769 - val_accuracy: 0.8620\n", + "Epoch 6/25\n", + "1719/1719 [==============================] - 2s 878us/step - loss: 0.3611 - accuracy: 0.8717 - val_loss: 0.3782 - val_accuracy: 0.8630\n", + "Epoch 7/25\n", + "1719/1719 [==============================] - 2s 895us/step - loss: 0.3501 - accuracy: 0.8743 - val_loss: 0.3665 - val_accuracy: 0.8690\n", + "Epoch 8/25\n", + "1719/1719 [==============================] - 2s 883us/step - loss: 0.3407 - accuracy: 0.8785 - val_loss: 0.3694 - val_accuracy: 0.8638\n", + "Epoch 9/25\n", + "1719/1719 [==============================] - 2s 879us/step - loss: 0.3328 - accuracy: 0.8814 - val_loss: 0.3477 - val_accuracy: 0.8708\n", + "Epoch 10/25\n", + "1719/1719 [==============================] - 2s 895us/step - loss: 0.3259 - accuracy: 0.8834 - val_loss: 0.3495 - val_accuracy: 0.8728\n", + "Epoch 11/25\n", + "1719/1719 [==============================] - 2s 884us/step - loss: 0.3200 - accuracy: 0.8855 - val_loss: 0.3483 - val_accuracy: 0.8722\n", + "Epoch 12/25\n", + "1719/1719 [==============================] - 2s 903us/step - loss: 0.3148 - accuracy: 0.8877 - val_loss: 0.3459 - val_accuracy: 0.8772\n", + "Epoch 13/25\n", + "1719/1719 [==============================] - 2s 894us/step - loss: 0.3107 - accuracy: 0.8892 - val_loss: 0.3366 - val_accuracy: 0.8766\n", + "Epoch 14/25\n", + "1719/1719 [==============================] - 2s 885us/step - loss: 0.3068 - accuracy: 0.8904 - val_loss: 0.3409 - val_accuracy: 0.8772\n", + "Epoch 15/25\n", + "1719/1719 [==============================] - 1s 853us/step - loss: 0.3034 - accuracy: 0.8921 - val_loss: 0.3404 - val_accuracy: 0.8766\n", + "Epoch 16/25\n", + "1719/1719 [==============================] - 2s 884us/step - loss: 0.3000 - accuracy: 0.8934 - val_loss: 0.3332 - val_accuracy: 0.8774\n", + "Epoch 17/25\n", + "1719/1719 [==============================] - 2s 887us/step - loss: 0.2978 - accuracy: 0.8933 - val_loss: 0.3342 - val_accuracy: 0.8788\n", + "Epoch 18/25\n", + "1719/1719 [==============================] - 2s 890us/step - loss: 0.2953 - accuracy: 0.8945 - val_loss: 0.3323 - val_accuracy: 0.8770\n", + "Epoch 19/25\n", + "1719/1719 [==============================] - 2s 918us/step - loss: 0.2934 - accuracy: 0.8951 - val_loss: 0.3291 - val_accuracy: 0.8774\n", + "Epoch 20/25\n", + "1719/1719 [==============================] - 2s 923us/step - loss: 0.2915 - accuracy: 0.8966 - val_loss: 0.3292 - val_accuracy: 0.8776\n", + "Epoch 21/25\n", + "1719/1719 [==============================] - 2s 888us/step - loss: 0.2899 - accuracy: 0.8968 - val_loss: 0.3273 - val_accuracy: 0.8766\n", + "Epoch 22/25\n", + "1719/1719 [==============================] - 2s 874us/step - loss: 0.2882 - accuracy: 0.8975 - val_loss: 0.3298 - val_accuracy: 0.8790\n", + "Epoch 23/25\n", + "1719/1719 [==============================] - 2s 879us/step - loss: 0.2870 - accuracy: 0.8978 - val_loss: 0.3287 - val_accuracy: 0.8780\n", + "Epoch 24/25\n", + "1719/1719 [==============================] - 2s 890us/step - loss: 0.2857 - accuracy: 0.8986 - val_loss: 0.3288 - val_accuracy: 0.8786\n", + "Epoch 25/25\n", + "1719/1719 [==============================] - 2s 877us/step - loss: 0.2849 - accuracy: 0.8985 - val_loss: 0.3285 - val_accuracy: 0.8792\n" + ] + } + ], "source": [ "lr_scheduler = tf.keras.callbacks.LearningRateScheduler(exponential_decay_fn)\n", "history = model.fit(X_train, y_train, epochs=n_epochs,\n", @@ -1380,7 +2127,20 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell plots exponential scheduling\n", "\n", @@ -1458,7 +2218,64 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.6804 - accuracy: 0.7679 - val_loss: 0.4803 - val_accuracy: 0.8276\n", + "Epoch 2/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4683 - accuracy: 0.8361 - val_loss: 0.4410 - val_accuracy: 0.8412\n", + "Epoch 3/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4216 - accuracy: 0.8493 - val_loss: 0.4108 - val_accuracy: 0.8536\n", + "Epoch 4/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3974 - accuracy: 0.8591 - val_loss: 0.3858 - val_accuracy: 0.8584\n", + "Epoch 5/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3770 - accuracy: 0.8657 - val_loss: 0.3784 - val_accuracy: 0.8624\n", + "Epoch 6/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3625 - accuracy: 0.8713 - val_loss: 0.3784 - val_accuracy: 0.8626\n", + "Epoch 7/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3512 - accuracy: 0.8736 - val_loss: 0.3662 - val_accuracy: 0.8674\n", + "Epoch 8/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3414 - accuracy: 0.8779 - val_loss: 0.3699 - val_accuracy: 0.8638\n", + "Epoch 9/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3333 - accuracy: 0.8810 - val_loss: 0.3470 - val_accuracy: 0.8714\n", + "Epoch 10/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3260 - accuracy: 0.8827 - val_loss: 0.3463 - val_accuracy: 0.8718\n", + "Epoch 11/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3197 - accuracy: 0.8852 - val_loss: 0.3509 - val_accuracy: 0.8718\n", + "Epoch 12/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3140 - accuracy: 0.8877 - val_loss: 0.3463 - val_accuracy: 0.8764\n", + "Epoch 13/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3093 - accuracy: 0.8893 - val_loss: 0.3345 - val_accuracy: 0.8762\n", + "Epoch 14/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3049 - accuracy: 0.8907 - val_loss: 0.3397 - val_accuracy: 0.8778\n", + "Epoch 15/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3010 - accuracy: 0.8925 - val_loss: 0.3400 - val_accuracy: 0.8788\n", + "Epoch 16/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2969 - accuracy: 0.8934 - val_loss: 0.3318 - val_accuracy: 0.8792\n", + "Epoch 17/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2942 - accuracy: 0.8939 - val_loss: 0.3337 - val_accuracy: 0.8780\n", + "Epoch 18/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2913 - accuracy: 0.8960 - val_loss: 0.3290 - val_accuracy: 0.8766\n", + "Epoch 19/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2889 - accuracy: 0.8962 - val_loss: 0.3264 - val_accuracy: 0.8778\n", + "Epoch 20/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2865 - accuracy: 0.8970 - val_loss: 0.3262 - val_accuracy: 0.8794\n", + "Epoch 21/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2845 - accuracy: 0.8980 - val_loss: 0.3226 - val_accuracy: 0.8798\n", + "Epoch 22/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2822 - accuracy: 0.8985 - val_loss: 0.3262 - val_accuracy: 0.8814\n", + "Epoch 23/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2807 - accuracy: 0.8998 - val_loss: 0.3254 - val_accuracy: 0.8790\n", + "Epoch 24/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2788 - accuracy: 0.9006 - val_loss: 0.3258 - val_accuracy: 0.8816\n", + "Epoch 25/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2776 - accuracy: 0.9008 - val_loss: 0.3249 - val_accuracy: 0.8808\n" + ] + } + ], "source": [ "n_epochs = 25\n", "batch_size = 32\n", @@ -1475,7 +2292,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "n_steps = n_epochs * math.ceil(len(X_train) / batch_size)\n", "steps = np.arange(n_steps)\n", @@ -1536,7 +2366,64 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "1719/1719 [==============================] - 3s 1ms/step - loss: 0.5745 - accuracy: 0.7963 - val_loss: 0.4856 - val_accuracy: 0.8256\n", + "Epoch 2/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4472 - accuracy: 0.8424 - val_loss: 0.4418 - val_accuracy: 0.8372\n", + "Epoch 3/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4216 - accuracy: 0.8505 - val_loss: 0.4162 - val_accuracy: 0.8588\n", + "Epoch 4/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4104 - accuracy: 0.8569 - val_loss: 0.4027 - val_accuracy: 0.8592\n", + "Epoch 5/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3949 - accuracy: 0.8614 - val_loss: 0.4276 - val_accuracy: 0.8510\n", + "Epoch 6/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3483 - accuracy: 0.8747 - val_loss: 0.3907 - val_accuracy: 0.8676\n", + "Epoch 7/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3336 - accuracy: 0.8783 - val_loss: 0.3981 - val_accuracy: 0.8628\n", + "Epoch 8/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3261 - accuracy: 0.8815 - val_loss: 0.4098 - val_accuracy: 0.8574\n", + "Epoch 9/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3241 - accuracy: 0.8818 - val_loss: 0.4197 - val_accuracy: 0.8514\n", + "Epoch 10/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3183 - accuracy: 0.8833 - val_loss: 0.3668 - val_accuracy: 0.8736\n", + "Epoch 11/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3147 - accuracy: 0.8856 - val_loss: 0.3936 - val_accuracy: 0.8698\n", + "Epoch 12/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3111 - accuracy: 0.8864 - val_loss: 0.3854 - val_accuracy: 0.8702\n", + "Epoch 13/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3117 - accuracy: 0.8868 - val_loss: 0.4126 - val_accuracy: 0.8718\n", + "Epoch 14/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3052 - accuracy: 0.8896 - val_loss: 0.3997 - val_accuracy: 0.8722\n", + "Epoch 15/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.3018 - accuracy: 0.8905 - val_loss: 0.4556 - val_accuracy: 0.8678\n", + "Epoch 16/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2640 - accuracy: 0.9022 - val_loss: 0.4124 - val_accuracy: 0.8782\n", + "Epoch 17/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2567 - accuracy: 0.9040 - val_loss: 0.4121 - val_accuracy: 0.8804\n", + "Epoch 18/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2525 - accuracy: 0.9053 - val_loss: 0.4173 - val_accuracy: 0.8776\n", + "Epoch 19/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2497 - accuracy: 0.9065 - val_loss: 0.4279 - val_accuracy: 0.8816\n", + "Epoch 20/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2478 - accuracy: 0.9066 - val_loss: 0.4330 - val_accuracy: 0.8774\n", + "Epoch 21/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2452 - accuracy: 0.9086 - val_loss: 0.4400 - val_accuracy: 0.8816\n", + "Epoch 22/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2430 - accuracy: 0.9099 - val_loss: 0.4522 - val_accuracy: 0.8796\n", + "Epoch 23/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2405 - accuracy: 0.9096 - val_loss: 0.4538 - val_accuracy: 0.8812\n", + "Epoch 24/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2390 - accuracy: 0.9102 - val_loss: 0.4929 - val_accuracy: 0.8830\n", + "Epoch 25/25\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.2377 - accuracy: 0.9105 - val_loss: 0.4720 - val_accuracy: 0.8802\n" + ] + } + ], "source": [ "# extra code – use a tf.keras.callbacks.LearningRateScheduler like earlier\n", "\n", @@ -1557,7 +2444,20 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell plots piecewise constant scheduling\n", "\n", @@ -1595,7 +2495,64 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "1719/1719 [==============================] - 2s 889us/step - loss: 0.6795 - accuracy: 0.7682 - val_loss: 0.4782 - val_accuracy: 0.8314\n", + "Epoch 2/25\n", + "1719/1719 [==============================] - 1s 841us/step - loss: 0.4670 - accuracy: 0.8368 - val_loss: 0.4440 - val_accuracy: 0.8396\n", + "Epoch 3/25\n", + "1719/1719 [==============================] - 1s 843us/step - loss: 0.4191 - accuracy: 0.8506 - val_loss: 0.4155 - val_accuracy: 0.8522\n", + "Epoch 4/25\n", + "1719/1719 [==============================] - 1s 842us/step - loss: 0.3934 - accuracy: 0.8601 - val_loss: 0.3799 - val_accuracy: 0.8606\n", + "Epoch 5/25\n", + "1719/1719 [==============================] - 1s 830us/step - loss: 0.3708 - accuracy: 0.8681 - val_loss: 0.3664 - val_accuracy: 0.8670\n", + "Epoch 6/25\n", + "1719/1719 [==============================] - 1s 824us/step - loss: 0.3541 - accuracy: 0.8730 - val_loss: 0.3752 - val_accuracy: 0.8654\n", + "Epoch 7/25\n", + "1719/1719 [==============================] - 1s 831us/step - loss: 0.3416 - accuracy: 0.8762 - val_loss: 0.3545 - val_accuracy: 0.8716\n", + "Epoch 8/25\n", + "1719/1719 [==============================] - 1s 832us/step - loss: 0.3300 - accuracy: 0.8807 - val_loss: 0.3597 - val_accuracy: 0.8678\n", + "Epoch 9/25\n", + "1719/1719 [==============================] - 1s 817us/step - loss: 0.3206 - accuracy: 0.8845 - val_loss: 0.3323 - val_accuracy: 0.8804\n", + "Epoch 10/25\n", + "1719/1719 [==============================] - 1s 859us/step - loss: 0.3108 - accuracy: 0.8869 - val_loss: 0.3406 - val_accuracy: 0.8766\n", + "Epoch 11/25\n", + "1719/1719 [==============================] - 1s 849us/step - loss: 0.3033 - accuracy: 0.8893 - val_loss: 0.3551 - val_accuracy: 0.8696\n", + "Epoch 12/25\n", + "1719/1719 [==============================] - 1s 822us/step - loss: 0.2954 - accuracy: 0.8931 - val_loss: 0.3324 - val_accuracy: 0.8810\n", + "Epoch 13/25\n", + "1719/1719 [==============================] - 1s 796us/step - loss: 0.2893 - accuracy: 0.8956 - val_loss: 0.3159 - val_accuracy: 0.8810\n", + "Epoch 14/25\n", + "1719/1719 [==============================] - 1s 806us/step - loss: 0.2826 - accuracy: 0.8969 - val_loss: 0.3435 - val_accuracy: 0.8792\n", + "Epoch 15/25\n", + "1719/1719 [==============================] - 1s 830us/step - loss: 0.2762 - accuracy: 0.8995 - val_loss: 0.3470 - val_accuracy: 0.8792\n", + "Epoch 16/25\n", + "1719/1719 [==============================] - 1s 813us/step - loss: 0.2701 - accuracy: 0.9019 - val_loss: 0.3276 - val_accuracy: 0.8794\n", + "Epoch 17/25\n", + "1719/1719 [==============================] - 1s 821us/step - loss: 0.2656 - accuracy: 0.9025 - val_loss: 0.3334 - val_accuracy: 0.8796\n", + "Epoch 18/25\n", + "1719/1719 [==============================] - 1s 814us/step - loss: 0.2608 - accuracy: 0.9040 - val_loss: 0.3246 - val_accuracy: 0.8844\n", + "Epoch 19/25\n", + "1719/1719 [==============================] - 1s 816us/step - loss: 0.2417 - accuracy: 0.9120 - val_loss: 0.3155 - val_accuracy: 0.8798\n", + "Epoch 20/25\n", + "1719/1719 [==============================] - 1s 821us/step - loss: 0.2387 - accuracy: 0.9135 - val_loss: 0.3149 - val_accuracy: 0.8826\n", + "Epoch 21/25\n", + "1719/1719 [==============================] - 1s 825us/step - loss: 0.2359 - accuracy: 0.9143 - val_loss: 0.3076 - val_accuracy: 0.8844\n", + "Epoch 22/25\n", + "1719/1719 [==============================] - 1s 824us/step - loss: 0.2328 - accuracy: 0.9148 - val_loss: 0.3156 - val_accuracy: 0.8854\n", + "Epoch 23/25\n", + "1719/1719 [==============================] - 1s 821us/step - loss: 0.2304 - accuracy: 0.9157 - val_loss: 0.3225 - val_accuracy: 0.8808\n", + "Epoch 24/25\n", + "1719/1719 [==============================] - 1s 827us/step - loss: 0.2274 - accuracy: 0.9176 - val_loss: 0.3158 - val_accuracy: 0.8834\n", + "Epoch 25/25\n", + "1719/1719 [==============================] - 1s 825us/step - loss: 0.2249 - accuracy: 0.9183 - val_loss: 0.3144 - val_accuracy: 0.8852\n" + ] + } + ], "source": [ "lr_scheduler = tf.keras.callbacks.ReduceLROnPlateau(factor=0.5, patience=5)\n", "history = model.fit(X_train, y_train, epochs=n_epochs,\n", @@ -1607,7 +2564,20 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cell plots performance scheduling\n", "\n", @@ -1654,7 +2624,34 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 864us/step - loss: 0.6808 - accuracy: 0.7683 - val_loss: 0.4806 - val_accuracy: 0.8268\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 1s 812us/step - loss: 0.4686 - accuracy: 0.8359 - val_loss: 0.4420 - val_accuracy: 0.8408\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 1s 809us/step - loss: 0.4221 - accuracy: 0.8494 - val_loss: 0.4108 - val_accuracy: 0.8530\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 1s 828us/step - loss: 0.3976 - accuracy: 0.8592 - val_loss: 0.3867 - val_accuracy: 0.8582\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 1s 825us/step - loss: 0.3775 - accuracy: 0.8655 - val_loss: 0.3784 - val_accuracy: 0.8620\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 1s 817us/step - loss: 0.3633 - accuracy: 0.8705 - val_loss: 0.3796 - val_accuracy: 0.8624\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 1s 843us/step - loss: 0.3518 - accuracy: 0.8737 - val_loss: 0.3662 - val_accuracy: 0.8662\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 1s 805us/step - loss: 0.3422 - accuracy: 0.8779 - val_loss: 0.3707 - val_accuracy: 0.8628\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 1s 821us/step - loss: 0.3339 - accuracy: 0.8809 - val_loss: 0.3475 - val_accuracy: 0.8696\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 1s 829us/step - loss: 0.3266 - accuracy: 0.8826 - val_loss: 0.3473 - val_accuracy: 0.8710\n" + ] + } + ], "source": [ "# extra code – build and train the model\n", "model = build_and_train_model(optimizer)" @@ -1803,7 +2800,27 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "430/430 [==============================] - 1s 1ms/step - loss: 1.7725 - accuracy: 0.4122\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "batch_size = 128\n", "rates, losses = find_learning_rate(model, X_train, y_train, epochs=1,\n", @@ -1870,7 +2887,64 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25\n", + "430/430 [==============================] - 1s 2ms/step - loss: 0.9502 - accuracy: 0.6913 - val_loss: 0.6003 - val_accuracy: 0.7874\n", + "Epoch 2/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.5695 - accuracy: 0.8025 - val_loss: 0.4918 - val_accuracy: 0.8248\n", + "Epoch 3/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.4954 - accuracy: 0.8252 - val_loss: 0.4762 - val_accuracy: 0.8264\n", + "Epoch 4/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.4515 - accuracy: 0.8402 - val_loss: 0.4261 - val_accuracy: 0.8478\n", + "Epoch 5/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.4225 - accuracy: 0.8492 - val_loss: 0.4066 - val_accuracy: 0.8486\n", + "Epoch 6/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3958 - accuracy: 0.8571 - val_loss: 0.4787 - val_accuracy: 0.8224\n", + "Epoch 7/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3787 - accuracy: 0.8626 - val_loss: 0.3917 - val_accuracy: 0.8566\n", + "Epoch 8/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3630 - accuracy: 0.8683 - val_loss: 0.4719 - val_accuracy: 0.8296\n", + "Epoch 9/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3512 - accuracy: 0.8724 - val_loss: 0.3673 - val_accuracy: 0.8652\n", + "Epoch 10/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3360 - accuracy: 0.8766 - val_loss: 0.4957 - val_accuracy: 0.8466\n", + "Epoch 11/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3287 - accuracy: 0.8786 - val_loss: 0.4187 - val_accuracy: 0.8370\n", + "Epoch 12/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.3173 - accuracy: 0.8815 - val_loss: 0.3425 - val_accuracy: 0.8728\n", + "Epoch 13/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2961 - accuracy: 0.8910 - val_loss: 0.3217 - val_accuracy: 0.8792\n", + "Epoch 14/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2818 - accuracy: 0.8958 - val_loss: 0.3734 - val_accuracy: 0.8692\n", + "Epoch 15/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2675 - accuracy: 0.9003 - val_loss: 0.3261 - val_accuracy: 0.8844\n", + "Epoch 16/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2558 - accuracy: 0.9055 - val_loss: 0.3205 - val_accuracy: 0.8820\n", + "Epoch 17/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2464 - accuracy: 0.9091 - val_loss: 0.3089 - val_accuracy: 0.8894\n", + "Epoch 18/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2368 - accuracy: 0.9115 - val_loss: 0.3130 - val_accuracy: 0.8870\n", + "Epoch 19/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2292 - accuracy: 0.9145 - val_loss: 0.3078 - val_accuracy: 0.8854\n", + "Epoch 20/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2205 - accuracy: 0.9186 - val_loss: 0.3092 - val_accuracy: 0.8886\n", + "Epoch 21/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2138 - accuracy: 0.9209 - val_loss: 0.3022 - val_accuracy: 0.8914\n", + "Epoch 22/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2073 - accuracy: 0.9232 - val_loss: 0.3054 - val_accuracy: 0.8914\n", + "Epoch 23/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.2020 - accuracy: 0.9261 - val_loss: 0.3026 - val_accuracy: 0.8896\n", + "Epoch 24/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.1989 - accuracy: 0.9273 - val_loss: 0.3020 - val_accuracy: 0.8922\n", + "Epoch 25/25\n", + "430/430 [==============================] - 1s 1ms/step - loss: 0.1967 - accuracy: 0.9276 - val_loss: 0.3016 - val_accuracy: 0.8920\n" + ] + } + ], "source": [ "model = build_model()\n", "model.compile(loss=\"sparse_categorical_crossentropy\",\n", @@ -1950,7 +3024,18 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "1719/1719 [==============================] - 2s 878us/step - loss: 3.1224 - accuracy: 0.7748 - val_loss: 1.8602 - val_accuracy: 0.8264\n", + "Epoch 2/2\n", + "1719/1719 [==============================] - 1s 814us/step - loss: 1.4263 - accuracy: 0.8159 - val_loss: 1.1269 - val_accuracy: 0.8182\n" + ] + } + ], "source": [ "# extra code – compile and train the model\n", "optimizer = tf.keras.optimizers.SGD(learning_rate=0.02)\n", @@ -1999,7 +3084,34 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.6703 - accuracy: 0.7536 - val_loss: 0.4498 - val_accuracy: 0.8342\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 996us/step - loss: 0.5103 - accuracy: 0.8136 - val_loss: 0.4401 - val_accuracy: 0.8296\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 998us/step - loss: 0.4712 - accuracy: 0.8263 - val_loss: 0.3806 - val_accuracy: 0.8554\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 977us/step - loss: 0.4488 - accuracy: 0.8337 - val_loss: 0.3711 - val_accuracy: 0.8608\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.4342 - accuracy: 0.8409 - val_loss: 0.3672 - val_accuracy: 0.8606\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 983us/step - loss: 0.4245 - accuracy: 0.8427 - val_loss: 0.3706 - val_accuracy: 0.8600\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 995us/step - loss: 0.4131 - accuracy: 0.8467 - val_loss: 0.3582 - val_accuracy: 0.8650\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 959us/step - loss: 0.4074 - accuracy: 0.8484 - val_loss: 0.3478 - val_accuracy: 0.8708\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 997us/step - loss: 0.4024 - accuracy: 0.8533 - val_loss: 0.3556 - val_accuracy: 0.8690\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 998us/step - loss: 0.3903 - accuracy: 0.8552 - val_loss: 0.3453 - val_accuracy: 0.8732\n" + ] + } + ], "source": [ "# extra code – compile and train the model\n", "optimizer = tf.keras.optimizers.SGD(learning_rate=0.01, momentum=0.9)\n", @@ -2020,7 +3132,25 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1719/1719 [==============================] - 1s 578us/step - loss: 0.3082 - accuracy: 0.8849\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.30816400051116943, 0.8849090933799744]" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.evaluate(X_train, y_train)" ] @@ -2029,7 +3159,25 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "313/313 [==============================] - 0s 588us/step - loss: 0.3629 - accuracy: 0.8700\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.3628920316696167, 0.8700000047683716]" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.evaluate(X_test, y_test)" ] @@ -2072,7 +3220,19 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0. , 0. , 0. , 0. , 0.024, 0. , 0.132, 0. ,\n", + " 0.844]], dtype=float32)" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.predict(X_test[:1]).round(3)" ] @@ -2081,7 +3241,19 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0. , 0. , 0. , 0. , 0.067, 0. , 0.209, 0.001,\n", + " 0.723], dtype=float32)" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_proba[0].round(3)" ] @@ -2090,7 +3262,19 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0. , 0. , 0.001, 0. , 0.096, 0. , 0.162, 0.001,\n", + " 0.183], dtype=float32)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_std = y_probas.std(axis=0)\n", "y_std[0].round(3)" @@ -2100,7 +3284,18 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.8717" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = y_proba.argmax(axis=1)\n", "accuracy = (y_pred == y_test).sum() / len(y_test)\n", @@ -2137,7 +3332,36 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_25\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "flatten_22 (Flatten) (None, 784) 0 \n", + "_________________________________________________________________\n", + "mc_dropout (MCDropout) (None, 784) 0 \n", + "_________________________________________________________________\n", + "dense_89 (Dense) (None, 100) 78500 \n", + "_________________________________________________________________\n", + "mc_dropout_1 (MCDropout) (None, 100) 0 \n", + "_________________________________________________________________\n", + "dense_90 (Dense) (None, 100) 10100 \n", + "_________________________________________________________________\n", + "mc_dropout_2 (MCDropout) (None, 100) 0 \n", + "_________________________________________________________________\n", + "dense_91 (Dense) (None, 10) 1010 \n", + "=================================================================\n", + "Total params: 89,610\n", + "Trainable params: 89,610\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], "source": [ "mc_model.summary()" ] @@ -2153,7 +3377,19 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0. , 0. , 0. , 0. , 0.07, 0. , 0.17, 0. , 0.76]],\n", + " dtype=float32)" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that the model works without retraining\n", "tf.random.set_seed(42)\n", @@ -2183,7 +3419,34 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 2s 1ms/step - loss: 0.5500 - accuracy: 0.8015 - val_loss: 0.4510 - val_accuracy: 0.8242\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 2s 960us/step - loss: 0.4089 - accuracy: 0.8499 - val_loss: 0.3956 - val_accuracy: 0.8504\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 2s 974us/step - loss: 0.3777 - accuracy: 0.8604 - val_loss: 0.3693 - val_accuracy: 0.8680\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 2s 943us/step - loss: 0.3581 - accuracy: 0.8690 - val_loss: 0.3517 - val_accuracy: 0.8716\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 2s 949us/step - loss: 0.3416 - accuracy: 0.8729 - val_loss: 0.3433 - val_accuracy: 0.8682\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 2s 951us/step - loss: 0.3368 - accuracy: 0.8756 - val_loss: 0.4045 - val_accuracy: 0.8582\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 2s 935us/step - loss: 0.3293 - accuracy: 0.8767 - val_loss: 0.4168 - val_accuracy: 0.8476\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 2s 951us/step - loss: 0.3258 - accuracy: 0.8779 - val_loss: 0.3570 - val_accuracy: 0.8674\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 2s 970us/step - loss: 0.3269 - accuracy: 0.8787 - val_loss: 0.3702 - val_accuracy: 0.8578\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 2s 948us/step - loss: 0.3169 - accuracy: 0.8809 - val_loss: 0.3907 - val_accuracy: 0.8578\n" + ] + } + ], "source": [ "# extra code – shows how to apply max norm to every hidden layer in a model\n", "\n", @@ -2338,7 +3601,17 @@ "cell_type": "code", "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-15 16:33:42.099263: I tensorflow/core/profiler/lib/profiler_session.cc:131] Profiler session initializing.\n", + "2021-12-15 16:33:42.099279: I tensorflow/core/profiler/lib/profiler_session.cc:146] Profiler session started.\n", + "2021-12-15 16:33:42.099858: I tensorflow/core/profiler/lib/profiler_session.cc:164] Profiler session tear down.\n" + ] + } + ], "source": [ "early_stopping_cb = tf.keras.callbacks.EarlyStopping(patience=20,\n", " restore_best_weights=True)\n", @@ -2354,7 +3627,15 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "UsageError: Line magic function `%tensorboard` not found.\n" + ] + } + ], "source": [ "%tensorboard --logdir=./my_cifar10_logs" ] diff --git a/12_custom_models_and_training_with_tensorflow.ipynb b/12_custom_models_and_training_with_tensorflow.ipynb index 822bc55..1d5d90b 100644 --- a/12_custom_models_and_training_with_tensorflow.ipynb +++ b/12_custom_models_and_training_with_tensorflow.ipynb @@ -98,7 +98,20 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t = tf.constant([[1., 2., 3.], [4., 5., 6.]]) # matrix\n", "t" @@ -108,7 +121,18 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 3])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t.shape" ] @@ -117,7 +141,18 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "tf.float32" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t.dtype" ] @@ -133,7 +168,20 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t[:, 1:]" ] @@ -142,7 +190,20 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t[..., 1, tf.newaxis]" ] @@ -158,7 +219,20 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t + 10" ] @@ -167,7 +241,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.square(t)" ] @@ -176,7 +263,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t @ tf.transpose(t)" ] @@ -192,7 +292,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.constant(42)" ] @@ -215,7 +326,21 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "K = tf.keras.backend\n", "K.square(K.transpose(t)) + 10" @@ -232,7 +357,21 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.square(tf.transpose(t)) + 10" ] @@ -248,7 +387,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "\n", @@ -260,7 +410,19 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 2., 3.],\n", + " [4., 5., 6.]], dtype=float32)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t.numpy()" ] @@ -269,7 +431,19 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 2., 3.],\n", + " [4., 5., 6.]], dtype=float32)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.array(t)" ] @@ -278,7 +452,18 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.square(a)" ] @@ -287,7 +472,19 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 4., 9.],\n", + " [16., 25., 36.]], dtype=float32)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.square(t)" ] @@ -303,7 +500,15 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cannot compute AddV2 as input #1(zero-based) was expected to be a float tensor but is a int32 tensor [Op:AddV2]\n" + ] + } + ], "source": [ "try:\n", " tf.constant(2.0) + tf.constant(40)\n", @@ -315,7 +520,15 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cannot compute AddV2 as input #1(zero-based) was expected to be a float tensor but is a double tensor [Op:AddV2]\n" + ] + } + ], "source": [ "try:\n", " tf.constant(2.0) + tf.constant(40., dtype=tf.float64)\n", @@ -327,7 +540,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t2 = tf.constant(40., dtype=tf.float64)\n", "tf.constant(2.0) + tf.cast(t2, tf.float32)" @@ -344,7 +568,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v = tf.Variable([[1., 2., 3.], [4., 5., 6.]])\n", "v" @@ -354,7 +591,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v.assign(2 * v)" ] @@ -363,7 +613,20 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v[0, 1].assign(42)" ] @@ -374,7 +637,20 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v[:, 2].assign([0., 1.])" ] @@ -383,7 +659,20 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "v.scatter_nd_update(\n", " indices=[[0, 0], [1, 2]], updates=[100., 200.])" @@ -393,7 +682,20 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use scatter_update()\n", "sparse_delta = tf.IndexedSlices(values=[[1., 2., 3.], [4., 5., 6.]],\n", @@ -405,7 +707,15 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'ResourceVariable' object does not support item assignment\n" + ] + } + ], "source": [ "try:\n", " v[1] = [7., 8., 9.]\n", @@ -431,7 +741,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.constant(b\"hello world\")" ] @@ -440,7 +761,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.constant(\"café\")" ] @@ -449,7 +781,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u = tf.constant([ord(c) for c in \"café\"])\n", "u" @@ -459,7 +802,18 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = tf.strings.unicode_encode(u, \"UTF-8\")\n", "tf.strings.length(b, unit=\"UTF8_CHAR\")" @@ -469,7 +823,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.strings.unicode_decode(b, \"UTF-8\")" ] @@ -499,7 +864,18 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.constant(b\"hello world\")" ] @@ -508,7 +884,18 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.constant(\"café\")" ] @@ -517,7 +904,18 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u = tf.constant([ord(c) for c in \"café\"])\n", "u" @@ -527,7 +925,18 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = tf.strings.unicode_encode(u, \"UTF-8\")\n", "b" @@ -537,7 +946,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.strings.length(b, unit=\"UTF8_CHAR\")" ] @@ -546,7 +966,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.strings.unicode_decode(b, \"UTF-8\")" ] @@ -564,7 +995,18 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.strings.length(p, unit=\"UTF8_CHAR\")" ] @@ -573,7 +1015,18 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = tf.strings.unicode_decode(p, \"UTF8\")\n", "r" @@ -590,7 +1043,18 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r[1]" ] @@ -599,7 +1063,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r[1:3] # extra code – a slice of a ragged tensor is a ragged tensor" ] @@ -608,7 +1083,18 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r2 = tf.ragged.constant([[65, 66], [], [67]])\n", "tf.concat([r, r2], axis=0)" @@ -618,7 +1104,15 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "r3 = tf.ragged.constant([[68, 69, 70], [71], [], [72, 73]])\n", "print(tf.concat([r, r3], axis=1))" @@ -628,7 +1122,22 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r.to_tensor()" ] @@ -655,7 +1164,21 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.sparse.to_dense(s)" ] @@ -664,7 +1187,18 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s * 42.0" ] @@ -673,7 +1207,15 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "unsupported operand type(s) for +: 'SparseTensor' and 'float'\n" + ] + } + ], "source": [ "try:\n", " s + 42.0\n", @@ -685,7 +1227,21 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to multiply a sparse tensor and a dense tensor\n", "s4 = tf.constant([[10., 20.], [30., 40.], [50., 60.], [70., 80.]])\n", @@ -696,7 +1252,28 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "indices[1] = [0,1] is out of order. Many sparse ops require sorted indices.\n", + " Use `tf.sparse.reorder` to create a correctly ordered copy.\n", + "\n", + " [Op:SparseToDense]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2021-12-17 10:32:40.424119: W tensorflow/core/framework/op_kernel.cc:1692] OP_REQUIRES failed at sparse_to_dense_op.cc:162 : Invalid argument: indices[1] = [0,1] is out of order. Many sparse ops require sorted indices.\n", + " Use `tf.sparse.reorder` to create a correctly ordered copy.\n", + "\n", + "\n" + ] + } + ], "source": [ "# extra code – when creating a sparse tensor, values must be given in \"reading\n", "# order\", or else `to_dense()` will fail.\n", @@ -713,7 +1290,21 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to fix the sparse tensor s5 by reordering its values\n", "s6 = tf.sparse.reorder(s5)\n", @@ -744,7 +1335,21 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "array.stack()" ] @@ -753,7 +1358,21 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to disable clear_after_read\n", "array2 = tf.TensorArray(dtype=tf.float32, size=3, clear_after_read=False)\n", @@ -768,7 +1387,21 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to create and use a tensor array with a dynamic size\n", "array3 = tf.TensorArray(dtype=tf.float32, size=0, dynamic_size=True)\n", @@ -790,7 +1423,18 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = tf.constant([[1, 5, 9]])\n", "b = tf.constant([[5, 6, 9, 11]])\n", @@ -802,7 +1446,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.sparse.to_dense(u)" ] @@ -811,7 +1466,20 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = tf.constant([[1, 5, 9], [10, 0, 0]])\n", "b = tf.constant([[5, 6, 9, 11], [13, 0, 0, 0]])\n", @@ -823,7 +1491,20 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use a different default value: -1 in this case\n", "a = tf.constant([[1, 5, 9], [10, -1, -1]])\n", @@ -836,7 +1517,20 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use `tf.sets.difference()`\n", "set1 = tf.constant([[2, 3, 5, 7], [7, 9, 0, 0]])\n", @@ -848,7 +1542,20 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use `tf.sets.difference()`\n", "tf.sparse.to_dense(tf.sets.intersection(set1, set2))" @@ -858,7 +1565,18 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – check whether set1[0] contains 5\n", "tf.sets.size(tf.sets.intersection(set1[:1], tf.constant([[5, 0, 0, 0]]))) > 0" @@ -875,7 +1593,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q = tf.queue.FIFOQueue(3, [tf.int32, tf.string], shapes=[(), ()])\n", "q.enqueue([10, b\"windy\"])\n", @@ -887,7 +1616,19 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q.dequeue()" ] @@ -905,7 +1646,19 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q.dequeue_many(3)" ] @@ -935,7 +1688,20 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows what the Huber loss looks like\n", "\n", @@ -1019,7 +1785,28 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 969us/step - loss: 0.3970 - mae: 0.7423 - val_loss: 0.3721 - val_mae: 0.6864\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 702us/step - loss: 0.2330 - mae: 0.5302 - val_loss: 0.2730 - val_mae: 0.5552\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -1036,7 +1823,15 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_a_custom_loss/assets\n" + ] + } + ], "source": [ "model.save(\"my_model_with_a_custom_loss\") # extra code – saving works fine" ] @@ -1055,7 +1850,28 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 981us/step - loss: 0.1904 - mae: 0.4699 - val_loss: 0.2363 - val_mae: 0.5045\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 743us/step - loss: 0.1773 - mae: 0.4514 - val_loss: 0.2182 - val_mae: 0.4884\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -1092,7 +1908,28 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 996us/step - loss: 0.1950 - mae: 0.4469 - val_loss: 0.2734 - val_mae: 0.4741\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 744us/step - loss: 0.1909 - mae: 0.4434 - val_loss: 0.2507 - val_mae: 0.4685\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -1102,7 +1939,15 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_a_custom_loss_threshold_2/assets\n" + ] + } + ], "source": [ "model.save(\"my_model_with_a_custom_loss_threshold_2\")" ] @@ -1121,7 +1966,28 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 996us/step - loss: 0.1880 - mae: 0.4395 - val_loss: 0.2452 - val_mae: 0.4571\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 755us/step - loss: 0.1858 - mae: 0.4374 - val_loss: 0.2243 - val_mae: 0.4526\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -1178,7 +2044,28 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 985us/step - loss: 0.4997 - mae: 0.7514 - val_loss: 0.5202 - val_mae: 0.6936\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 753us/step - loss: 0.2781 - mae: 0.5435 - val_loss: 0.3794 - val_mae: 0.5651\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))" @@ -1188,7 +2075,15 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_a_custom_loss_class/assets\n" + ] + } + ], "source": [ "model.save(\"my_model_with_a_custom_loss_class\") # extra code – saving works" ] @@ -1207,7 +2102,28 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 981us/step - loss: 0.2206 - mae: 0.4783 - val_loss: 0.3241 - val_mae: 0.5093\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 760us/step - loss: 0.2018 - mae: 0.4574 - val_loss: 0.2909 - val_mae: 0.4934\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that loading worked fine, the model can be used normally\n", "model.fit(X_train_scaled, y_train, epochs=2,\n", @@ -1218,7 +2134,18 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.loss.threshold # extra code – the treshold was loaded correctly" ] @@ -1266,7 +2193,46 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 1ms/step - loss: 1.1668 - mae: 0.7430 - val_loss: inf - val_mae: inf\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 750us/step - loss: 0.7359 - mae: 0.5977 - val_loss: 2.6252 - val_mae: 0.5870\n", + "INFO:tensorflow:Assets written to: my_model_with_many_custom_parts/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_many_custom_parts/assets\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 1ms/step - loss: 0.5646 - mae: 0.5293 - val_loss: 0.9063 - val_mae: 0.5070\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 759us/step - loss: 0.4981 - mae: 0.4975 - val_loss: 0.7695 - val_mae: 0.4918\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – show that building, training, saving, loading, and training again\n", "# works fine with a model containing many custom parts\n", @@ -1318,7 +2284,33 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 992us/step - loss: 1.1668 - mae: 0.7430 - val_loss: inf - val_mae: inf\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 752us/step - loss: 0.7359 - mae: 0.5977 - val_loss: 2.6252 - val_mae: 0.5870\n", + "INFO:tensorflow:Assets written to: my_model_with_many_custom_parts/assets\n", + "Epoch 1/2\n", + "363/363 [==============================] - 1s 980us/step - loss: 0.5646 - mae: 0.5293 - val_loss: 0.9063 - val_mae: 0.5070\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 783us/step - loss: 0.4981 - mae: 0.4975 - val_loss: 0.7695 - val_mae: 0.4918\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – again, show that everything works fine, this time using our\n", "# custom regularizer class\n", @@ -1384,7 +2376,28 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 596us/step - loss: 1.3734 - huber_fn: 0.5275\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 556us/step - loss: 0.7705 - huber_fn: 0.3166\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – train the model with our custom metric\n", "model.fit(X_train_scaled, y_train, epochs=2)" @@ -1410,7 +2423,18 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision = tf.keras.metrics.Precision()\n", "precision([0, 1, 1, 1, 0, 1, 0, 1], [1, 1, 0, 1, 0, 1, 0, 1])" @@ -1420,7 +2444,18 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision([0, 1, 0, 0, 1, 0, 1, 1], [1, 0, 1, 1, 0, 0, 0, 0])" ] @@ -1429,7 +2464,18 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision.result()" ] @@ -1438,7 +2484,19 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "precision.variables" ] @@ -1497,7 +2555,18 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m = HuberMetric(2.)\n", "\n", @@ -1511,7 +2580,18 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# total = total + (|1 - 0|² / 2) + (2 * |9.25 - 5| - 2² / 2) = 14 + 7 = 21\n", "# count = count + 2 = 3\n", @@ -1523,7 +2603,18 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m.result()" ] @@ -1532,7 +2623,19 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m.variables" ] @@ -1541,7 +2644,19 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m.reset_states()\n", "m.variables" @@ -1582,7 +2697,28 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 587us/step - loss: 0.4997 - huber_metric_10: 0.4997\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 574us/step - loss: 0.2781 - huber_metric_10: 0.2781\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2)" ] @@ -1591,7 +2727,15 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_a_custom_metric/assets\n" + ] + } + ], "source": [ "model.save(\"my_model_with_a_custom_metric\")" ] @@ -1615,7 +2759,28 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 625us/step - loss: 0.2206 - huber_metric_10: 0.2206\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 609us/step - loss: 0.2018 - huber_metric_10: 0.2018\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2)" ] @@ -1631,7 +2796,18 @@ "cell_type": "code", "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.metrics[-1].threshold" ] @@ -1701,7 +2877,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 645us/step - loss: 0.2505 - HuberMetric: 0.5049\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 635us/step - loss: 0.1416 - HuberMetric: 0.2854\n" + ] + } + ], "source": [ "np.random.seed(42)\n", "sample_weight = np.random.rand(len(y_train))\n", @@ -1713,7 +2900,18 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(0.2505398094654083, 0.2505398573110885)" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(history.history[\"loss\"][0],\n", " history.history[\"HuberMetric\"][0] * sample_weight.mean())" @@ -1723,7 +2921,15 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_model_with_a_custom_metric_v2/assets\n" + ] + } + ], "source": [ "model.save(\"my_model_with_a_custom_metric_v2\")" ] @@ -1742,7 +2948,28 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 665us/step - loss: 0.2257 - HuberMetric: 0.2257\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 628us/step - loss: 0.2034 - HuberMetric: 0.2034\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2)" ] @@ -1753,7 +2980,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.metrics[-1].threshold" ] @@ -1778,7 +3016,18 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – like all layers, it can be used as a function:\n", "exponential_layer([-1., 0., 1.])" @@ -1795,7 +3044,35 @@ "cell_type": "code", "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 0s 845us/step - loss: 1.0631 - val_loss: 0.4457\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 591us/step - loss: 0.4562 - val_loss: 0.3798\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 585us/step - loss: 0.4029 - val_loss: 0.3548\n", + "Epoch 4/5\n", + "363/363 [==============================] - 0s 597us/step - loss: 0.3851 - val_loss: 0.3464\n", + "Epoch 5/5\n", + "363/363 [==============================] - 0s 582us/step - loss: 0.3708 - val_loss: 0.3449\n", + "162/162 [==============================] - 0s 427us/step - loss: 0.3586\n" + ] + }, + { + "data": { + "text/plain": [ + "0.3586341440677643" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.random.set_seed(42)\n", "model = tf.keras.Sequential([\n", @@ -1852,7 +3129,20 @@ "cell_type": "code", "execution_count": 131, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 836us/step - loss: 2.8036 - val_loss: 2.9430\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 671us/step - loss: 0.7903 - val_loss: 1.3091\n", + "162/162 [==============================] - 0s 426us/step - loss: 0.6557\n", + "INFO:tensorflow:Assets written to: my_model_with_a_custom_layer/assets\n" + ] + } + ], "source": [ "# extra code – shows that a custom layer can be used normally\n", "tf.random.set_seed(42)\n", @@ -1871,7 +3161,28 @@ "cell_type": "code", "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 892us/step - loss: 0.5665 - val_loss: 0.4506\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 692us/step - loss: 0.4502 - val_loss: 0.5153\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to load a model with a custom layer\n", "model = tf.keras.models.load_model(\"my_model_with_a_custom_layer\",\n", @@ -1908,7 +3219,27 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X1.shape: (None, 2) X2.shape: (None, 2)\n" + ] + }, + { + "data": { + "text/plain": [ + "(,\n", + " ,\n", + " )" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – tests MyMultiLayer with symbolic inputs\n", "inputs1 = tf.keras.layers.Input(shape=[2])\n", @@ -1929,7 +3260,33 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X1.shape: (2, 2) X2.shape: (2, 2)\n" + ] + }, + { + "data": { + "text/plain": [ + "(,\n", + " ,\n", + " )" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – tests MyMultiLayer with actual data \n", "X1, X2 = np.array([[3., 6.], [2., 7.]]), np.array([[6., 12.], [4., 3.]]) \n", @@ -1976,7 +3333,29 @@ "cell_type": "code", "execution_count": 137, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 867us/step - loss: 2.1976 - val_loss: 26.5902\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 671us/step - loss: 1.4224 - val_loss: 19.3606\n", + "162/162 [==============================] - 0s 423us/step - loss: 1.0180\n" + ] + }, + { + "data": { + "text/plain": [ + "1.0180009603500366" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – tests MyGaussianNoise\n", "tf.random.set_seed(42)\n", @@ -2046,7 +3425,40 @@ "cell_type": "code", "execution_count": 140, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 810us/step - loss: 5.2455\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 807us/step - loss: 0.8515\n", + "162/162 [==============================] - 0s 512us/step - loss: 0.6072\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:Found untraced functions such as dense_19_layer_call_and_return_conditional_losses, dense_19_layer_call_fn, dense_20_layer_call_and_return_conditional_losses, dense_20_layer_call_fn, dense_21_layer_call_and_return_conditional_losses while saving (showing 5 of 20). These functions will not be directly callable after loading.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_custom_model/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_custom_model/assets\n" + ] + } + ], "source": [ "# extra code – shows that the model can be used normally\n", "tf.random.set_seed(42)\n", @@ -2061,7 +3473,30 @@ "cell_type": "code", "execution_count": 141, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "363/363 [==============================] - 1s 879us/step - loss: 0.7176\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 816us/step - loss: 0.5186\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[0.62953055],\n", + " [1.2767944 ],\n", + " [4.634055 ]], dtype=float32)" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – the model can be loaded and you can continue training or use it\n", "# to make predictions\n", @@ -2146,7 +3581,24 @@ "cell_type": "code", "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 1s 820us/step - loss: 0.7640 - reconstruction_error: 1.2728\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 809us/step - loss: 0.4584 - reconstruction_error: 0.6340\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 786us/step - loss: 0.4211 - reconstruction_error: 0.4342\n", + "Epoch 4/5\n", + "363/363 [==============================] - 0s 745us/step - loss: 0.3753 - reconstruction_error: 0.3597\n", + "Epoch 5/5\n", + "363/363 [==============================] - 0s 772us/step - loss: 0.3618 - reconstruction_error: 0.2908\n" + ] + } + ], "source": [ "# extra code\n", "tf.random.set_seed(42)\n", @@ -2177,7 +3629,18 @@ "cell_type": "code", "execution_count": 146, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "36.000003007075065" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "w1, w2 = 5, 3\n", "eps = 1e-6\n", @@ -2188,7 +3651,18 @@ "cell_type": "code", "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "10.000000003174137" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(f(w1, w2 + eps) - f(w1, w2)) / eps" ] @@ -2210,7 +3684,19 @@ "cell_type": "code", "execution_count": 149, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gradients" ] @@ -2219,7 +3705,15 @@ "cell_type": "code", "execution_count": 150, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A non-persistent GradientTape can only be used to compute one set of gradients (or jacobians)\n" + ] + } + ], "source": [ "with tf.GradientTape() as tape:\n", " z = f(w1, w2)\n", @@ -2249,7 +3743,19 @@ "cell_type": "code", "execution_count": 152, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dz_dw1, dz_dw2" ] @@ -2271,7 +3777,18 @@ "cell_type": "code", "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[None, None]" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gradients" ] @@ -2294,7 +3811,19 @@ "cell_type": "code", "execution_count": 156, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gradients" ] @@ -2303,7 +3832,19 @@ "cell_type": "code", "execution_count": 157, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – if given a vector, tape.gradient() will compute the gradient of\n", "# the vector's sum.\n", @@ -2319,7 +3860,19 @@ "cell_type": "code", "execution_count": 158, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that we get the same result as the previous cell\n", "with tf.GradientTape() as tape:\n", @@ -2351,7 +3904,19 @@ "cell_type": "code", "execution_count": 160, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "jacobians" ] @@ -2360,7 +3925,20 @@ "cell_type": "code", "execution_count": 161, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[[,\n", + " ],\n", + " [, None]]" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "hessians" ] @@ -2384,7 +3962,18 @@ "cell_type": "code", "execution_count": 163, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[, None]" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gradients" ] @@ -2393,7 +3982,18 @@ "cell_type": "code", "execution_count": 164, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = tf.Variable(1e-50)\n", "with tf.GradientTape() as tape:\n", @@ -2406,7 +4006,18 @@ "cell_type": "code", "execution_count": 165, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.math.log(tf.exp(tf.constant(30., dtype=tf.float32)) + 1.)" ] @@ -2415,7 +4026,18 @@ "cell_type": "code", "execution_count": 166, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = tf.Variable([1.0e30])\n", "with tf.GradientTape() as tape:\n", @@ -2468,7 +4090,19 @@ "cell_type": "code", "execution_count": 169, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " [])" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that the function is now stable, as well as its gradients\n", "x = tf.Variable([1000.])\n", @@ -2555,7 +4189,24 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "362/362 - mean: 0.6219 - mean_absolute_error: 0.4975\n", + "Epoch 2/5\n", + "362/362 - mean: 0.6272 - mean_absolute_error: 0.5049\n", + "Epoch 3/5\n", + "362/362 - mean: 0.6019 - mean_absolute_error: 0.4951\n", + "Epoch 4/5\n", + "362/362 - mean: 0.6088 - mean_absolute_error: 0.4971\n", + "Epoch 5/5\n", + "362/362 - mean: 0.6159 - mean_absolute_error: 0.5032\n" + ] + } + ], "source": [ "for epoch in range(1, n_epochs + 1):\n", " print(f\"Epoch {epoch}/{n_epochs}\")\n", @@ -2588,7 +4239,92 @@ "cell_type": "code", "execution_count": 176, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0425ac6b66024c7d83d98459be6f1811", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "All epochs: 0%| | 0/5 [00:00" + ] + }, + "execution_count": 179, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cube(tf.constant(2.0))" ] @@ -2663,7 +4421,18 @@ "cell_type": "code", "execution_count": 180, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf_cube = tf.function(cube)\n", "tf_cube" @@ -2673,7 +4442,18 @@ "cell_type": "code", "execution_count": 181, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf_cube(2)" ] @@ -2682,7 +4462,18 @@ "cell_type": "code", "execution_count": 182, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 182, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf_cube(tf.constant(2.0))" ] @@ -2716,7 +4507,18 @@ "cell_type": "code", "execution_count": 184, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function = tf_cube.get_concrete_function(tf.constant(2.0))\n", "concrete_function" @@ -2726,7 +4528,18 @@ "cell_type": "code", "execution_count": 185, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 185, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function(tf.constant(2.0))" ] @@ -2735,7 +4548,18 @@ "cell_type": "code", "execution_count": 186, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function is tf_cube.get_concrete_function(tf.constant(2.0))" ] @@ -2751,7 +4575,18 @@ "cell_type": "code", "execution_count": 187, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function.graph" ] @@ -2760,7 +4595,21 @@ "cell_type": "code", "execution_count": 188, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 188, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ops = concrete_function.graph.get_operations()\n", "ops" @@ -2770,7 +4619,19 @@ "cell_type": "code", "execution_count": 189, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pow_op = ops[2]\n", "list(pow_op.inputs)" @@ -2780,7 +4641,18 @@ "cell_type": "code", "execution_count": 190, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 190, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pow_op.outputs" ] @@ -2789,7 +4661,18 @@ "cell_type": "code", "execution_count": 191, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 191, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function.graph.get_operation_by_name('x')" ] @@ -2798,7 +4681,18 @@ "cell_type": "code", "execution_count": 192, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 192, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function.graph.get_tensor_by_name('Identity:0')" ] @@ -2807,7 +4701,26 @@ "cell_type": "code", "execution_count": 193, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"__inference_tf_cube_3515915\"\n", + "input_arg {\n", + " name: \"x\"\n", + " type: DT_FLOAT\n", + "}\n", + "output_arg {\n", + " name: \"identity\"\n", + " type: DT_FLOAT\n", + "}" + ] + }, + "execution_count": 193, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "concrete_function.function_def.signature" ] @@ -2835,7 +4748,15 @@ "cell_type": "code", "execution_count": 195, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x = Tensor(\"x:0\", shape=(), dtype=float32)\n" + ] + } + ], "source": [ "result = tf_cube(tf.constant(2.0))" ] @@ -2844,7 +4765,18 @@ "cell_type": "code", "execution_count": 196, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "result" ] @@ -2853,7 +4785,15 @@ "cell_type": "code", "execution_count": 197, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x = 2\n" + ] + } + ], "source": [ "result = tf_cube(2)" ] @@ -2862,7 +4802,15 @@ "cell_type": "code", "execution_count": 198, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x = 3\n" + ] + } + ], "source": [ "result = tf_cube(3)" ] @@ -2871,7 +4819,15 @@ "cell_type": "code", "execution_count": 199, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x = Tensor(\"x:0\", shape=(1, 2), dtype=float32)\n" + ] + } + ], "source": [ "result = tf_cube(tf.constant([[1., 2.]])) # New shape: trace!" ] @@ -2880,7 +4836,23 @@ "cell_type": "code", "execution_count": 200, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x = Tensor(\"x:0\", shape=(2, 2), dtype=float32)\n", + "WARNING:tensorflow:5 out of the last 5 calls to triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:5 out of the last 5 calls to triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + } + ], "source": [ "result = tf_cube(tf.constant([[3., 4.], [5., 6.]])) # New shape: trace!" ] @@ -2926,7 +4898,15 @@ "cell_type": "code", "execution_count": 204, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tracing Tensor(\"images:0\", shape=(None, 28, 28), dtype=float32)\n" + ] + } + ], "source": [ "img_batch_1 = tf.random.uniform(shape=[100, 28, 28])\n", "img_batch_2 = tf.random.uniform(shape=[50, 28, 28])\n", @@ -2938,7 +4918,24 @@ "cell_type": "code", "execution_count": 205, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python inputs incompatible with input_signature:\n", + " inputs: (\n", + " tf.Tensor(\n", + "[[[0.7413678 0.62854624]\n", + " [0.01738465 0.3431449 ]]\n", + "\n", + " [[0.51063764 0.3777541 ]\n", + " [0.07321596 0.02137029]]], shape=(2, 2, 2), dtype=float32))\n", + " input_signature: (\n", + " TensorSpec(shape=(None, 28, 28), dtype=tf.float32, name=None))\n" + ] + } + ], "source": [ "img_batch_3 = tf.random.uniform(shape=[2, 2, 2])\n", "try:\n", @@ -2978,7 +4975,18 @@ "cell_type": "code", "execution_count": 207, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 207, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "add_10(tf.constant(5))" ] @@ -2987,7 +4995,39 @@ "cell_type": "code", "execution_count": 208, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 208, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "add_10.get_concrete_function(tf.constant(5)).graph.get_operations()" ] @@ -3018,7 +5058,18 @@ "cell_type": "code", "execution_count": 210, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 210, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "add_10(tf.constant(5))" ] @@ -3027,7 +5078,23 @@ "cell_type": "code", "execution_count": 211, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "add_10.get_concrete_function(tf.constant(5)).graph.get_operations()" ] @@ -3056,7 +5123,35 @@ "cell_type": "code", "execution_count": 213, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "add_10.get_concrete_function(tf.constant(0)).graph.get_operations()" ] @@ -3072,7 +5167,18 @@ "cell_type": "code", "execution_count": 214, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "counter = tf.Variable(0)\n", "\n", @@ -3088,7 +5194,19 @@ "cell_type": "code", "execution_count": 215, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"counter\"\n", + "type: DT_RESOURCE" + ] + }, + "execution_count": 215, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "function_def = increment.get_concrete_function(counter).function_def\n", "function_def.signature.input_arg[0]" @@ -3111,7 +5229,18 @@ "cell_type": "code", "execution_count": 217, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "increment()\n", "increment()" @@ -3121,7 +5250,19 @@ "cell_type": "code", "execution_count": 218, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "name: \"assignaddvariableop_resource\"\n", + "type: DT_RESOURCE" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "function_def = increment.get_concrete_function().function_def\n", "function_def.signature.input_arg[0]" @@ -3146,7 +5287,18 @@ "cell_type": "code", "execution_count": 220, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c = Counter()\n", "c.increment()\n", @@ -3159,7 +5311,41 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "def tf__add(x):\n", + " with ag__.FunctionScope('add_10', 'fscope', ag__.ConversionOptions(recursive=True, user_requested=True, optional_features=(), internal_convert_user_code=True)) as fscope:\n", + " do_return = False\n", + " retval_ = ag__.UndefinedReturnValue()\n", + "\n", + " def get_state():\n", + " return (x,)\n", + "\n", + " def set_state(vars_):\n", + " nonlocal x\n", + " (x,) = vars_\n", + "\n", + " def loop_body(itr):\n", + " nonlocal x\n", + " i = itr\n", + " x = ag__.ld(x)\n", + " x += 1\n", + " i = ag__.Undefined('i')\n", + " ag__.for_stmt(ag__.converted_call(ag__.ld(tf).range, (10,), None, fscope), None, loop_body, get_state, set_state, ('x',), {'iterate_names': 'i'})\n", + " try:\n", + " do_return = True\n", + " retval_ = ag__.ld(x)\n", + " except:\n", + " do_return = False\n", + " raise\n", + " return fscope.ret(retval_, do_return)\n", + "\n" + ] + } + ], "source": [ "@tf.function\n", "def add_10(x):\n", @@ -3189,7 +5375,48 @@ "cell_type": "code", "execution_count": 223, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/markdown": [ + "```python\n", + "def tf__add(x):\n", + " with ag__.FunctionScope('add_10', 'fscope', ag__.ConversionOptions(recursive=True, user_requested=True, optional_features=(), internal_convert_user_code=True)) as fscope:\n", + " do_return = False\n", + " retval_ = ag__.UndefinedReturnValue()\n", + "\n", + " def get_state():\n", + " return (x,)\n", + "\n", + " def set_state(vars_):\n", + " nonlocal x\n", + " (x,) = vars_\n", + "\n", + " def loop_body(itr):\n", + " nonlocal x\n", + " i = itr\n", + " x = ag__.ld(x)\n", + " x += 1\n", + " i = ag__.Undefined('i')\n", + " ag__.for_stmt(ag__.converted_call(ag__.ld(tf).range, (10,), None, fscope), None, loop_body, get_state, set_state, ('x',), {'iterate_names': 'i'})\n", + " try:\n", + " do_return = True\n", + " retval_ = ag__.ld(x)\n", + " except:\n", + " do_return = False\n", + " raise\n", + " return fscope.ret(retval_, do_return)\n", + "\n", + "```" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "display_tf_code(add_10)" ] @@ -3309,7 +5536,47 @@ "cell_type": "code", "execution_count": 230, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "296/363 [=======================>......] - ETA: 0s - loss: 1.5172 - my_mae: 0.8562Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "363/363 [==============================] - 1s 1ms/step - loss: 1.3255 - my_mae: 0.7900 - val_loss: 0.5569 - val_my_mae: 0.4819\n", + "Epoch 2/2\n", + "363/363 [==============================] - 0s 792us/step - loss: 0.4419 - my_mae: 0.4767 - val_loss: 0.4664 - val_my_mae: 0.4576\n", + "162/162 [==============================] - 0s 460us/step - loss: 0.4164 - my_mae: 0.4639\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.4163525104522705, 0.4639028012752533]" + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled, y_train, epochs=2,\n", " validation_data=(X_valid_scaled, y_valid))\n", @@ -3361,7 +5628,60 @@ "cell_type": "code", "execution_count": 234, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n" + ] + }, + { + "data": { + "text/plain": [ + "[5.507260322570801, 2.0566811561584473]" + ] + }, + "execution_count": 234, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled[:64], y_train[:64], epochs=1,\n", " validation_data=(X_valid_scaled[:64], y_valid[:64]), verbose=0)\n", @@ -3406,7 +5726,60 @@ "cell_type": "code", "execution_count": 238, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n", + "Tracing MyModel.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing MyDense.call()\n", + "Tracing loss my_mse()\n", + "Tracing metric my_mae()\n" + ] + }, + { + "data": { + "text/plain": [ + "[5.507260322570801, 2.0566811561584473]" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(X_train_scaled[:64], y_train[:64], epochs=1,\n", " validation_data=(X_valid_scaled[:64], y_valid[:64]), verbose=0)\n", @@ -3486,7 +5859,34 @@ "cell_type": "code", "execution_count": 241, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 0s 444us/step - loss: 4.9648\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 444us/step - loss: 1.7888\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 437us/step - loss: 1.0021\n", + "Epoch 4/5\n", + "363/363 [==============================] - 0s 451us/step - loss: 0.7869\n", + "Epoch 5/5\n", + "363/363 [==============================] - 0s 446us/step - loss: 0.7122\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model = tf.keras.Sequential([tf.keras.layers.Dense(1, input_shape=[8])])\n", "model.compile(loss=\"mse\", optimizer=MyMomentumOptimizer())\n", @@ -3613,7 +6013,18 @@ "cell_type": "code", "execution_count": 243, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X = X_train.astype(np.float32)\n", "\n", @@ -3635,7 +6046,18 @@ "cell_type": "code", "execution_count": 244, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 244, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "random_alpha = np.random.rand(X.shape[-1])\n", "random_beta = np.random.rand(X.shape[-1])\n", @@ -3726,7 +6148,92 @@ "cell_type": "code", "execution_count": 249, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "901e5649b50840538874aed5bab0d4ed", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "All epochs: 0%| | 0/5 [00:00" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import tensorflow as tf\n", "\n", @@ -115,7 +134,24 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(0, shape=(), dtype=int32)\n", + "tf.Tensor(1, shape=(), dtype=int32)\n", + "tf.Tensor(2, shape=(), dtype=int32)\n", + "tf.Tensor(3, shape=(), dtype=int32)\n", + "tf.Tensor(4, shape=(), dtype=int32)\n", + "tf.Tensor(5, shape=(), dtype=int32)\n", + "tf.Tensor(6, shape=(), dtype=int32)\n", + "tf.Tensor(7, shape=(), dtype=int32)\n", + "tf.Tensor(8, shape=(), dtype=int32)\n", + "tf.Tensor(9, shape=(), dtype=int32)\n" + ] + } + ], "source": [ "for item in dataset:\n", " print(item)" @@ -125,7 +161,17 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'a': (, ), 'b': }\n", + "{'a': (, ), 'b': }\n", + "{'a': (, ), 'b': }\n" + ] + } + ], "source": [ "X_nested = {\"a\": ([1, 2, 3], [4, 5, 6]), \"b\": [7, 8, 9]}\n", "dataset = tf.data.Dataset.from_tensor_slices(X_nested)\n", @@ -148,7 +194,19 @@ "raises-exception" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([0 1 2 3 4 5 6], shape=(7,), dtype=int32)\n", + "tf.Tensor([7 8 9 0 1 2 3], shape=(7,), dtype=int32)\n", + "tf.Tensor([4 5 6 7 8 9 0], shape=(7,), dtype=int32)\n", + "tf.Tensor([1 2 3 4 5 6 7], shape=(7,), dtype=int32)\n", + "tf.Tensor([8 9], shape=(2,), dtype=int32)\n" + ] + } + ], "source": [ "dataset = tf.data.Dataset.from_tensor_slices(tf.range(10))\n", "dataset = dataset.repeat(3).batch(7)\n", @@ -160,7 +218,19 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([ 0 2 4 6 8 10 12], shape=(7,), dtype=int32)\n", + "tf.Tensor([14 16 18 0 2 4 6], shape=(7,), dtype=int32)\n", + "tf.Tensor([ 8 10 12 14 16 18 0], shape=(7,), dtype=int32)\n", + "tf.Tensor([ 2 4 6 8 10 12 14], shape=(7,), dtype=int32)\n", + "tf.Tensor([16 18], shape=(2,), dtype=int32)\n" + ] + } + ], "source": [ "dataset = dataset.map(lambda x: x * 2) # x is a batch\n", "for item in dataset:\n", @@ -171,7 +241,17 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([14 16 18 0 2 4 6], shape=(7,), dtype=int32)\n", + "tf.Tensor([ 8 10 12 14 16 18 0], shape=(7,), dtype=int32)\n", + "tf.Tensor([ 2 4 6 8 10 12 14], shape=(7,), dtype=int32)\n" + ] + } + ], "source": [ "dataset = dataset.filter(lambda x: tf.reduce_sum(x) > 50)\n", "for item in dataset:\n", @@ -182,7 +262,16 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([14 16 18 0 2 4 6], shape=(7,), dtype=int32)\n", + "tf.Tensor([ 8 10 12 14 16 18 0], shape=(7,), dtype=int32)\n" + ] + } + ], "source": [ "for item in dataset.take(2):\n", " print(item)" @@ -199,7 +288,17 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor([1 4 2 3 5 0 6], shape=(7,), dtype=int64)\n", + "tf.Tensor([9 8 2 0 3 1 4], shape=(7,), dtype=int64)\n", + "tf.Tensor([5 7 9 6 7 8], shape=(6,), dtype=int64)\n" + ] + } + ], "source": [ "dataset = tf.data.Dataset.range(10).repeat(2)\n", "dataset = dataset.shuffle(buffer_size=4, seed=42).batch(7)\n", @@ -299,7 +398,19 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MedInc,HouseAge,AveRooms,AveBedrms,Population,AveOccup,Latitude,Longitude,MedianHouseValue\n", + "3.5214,15.0,3.0499445061043287,1.106548279689234,1447.0,1.6059933407325193,37.63,-122.43,1.442\n", + "5.3275,5.0,6.490059642147117,0.9910536779324056,3464.0,3.4433399602385686,33.69,-117.39,1.687\n", + "3.1,29.0,7.5423728813559325,1.5915254237288134,1328.0,2.2508474576271187,38.44,-122.98,1.621\n", + "\n" + ] + } + ], "source": [ "print(\"\".join(open(train_filepaths[0]).readlines()[:4]))" ] @@ -308,7 +419,37 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['datasets/housing/my_train_00.csv',\n", + " 'datasets/housing/my_train_01.csv',\n", + " 'datasets/housing/my_train_02.csv',\n", + " 'datasets/housing/my_train_03.csv',\n", + " 'datasets/housing/my_train_04.csv',\n", + " 'datasets/housing/my_train_05.csv',\n", + " 'datasets/housing/my_train_06.csv',\n", + " 'datasets/housing/my_train_07.csv',\n", + " 'datasets/housing/my_train_08.csv',\n", + " 'datasets/housing/my_train_09.csv',\n", + " 'datasets/housing/my_train_10.csv',\n", + " 'datasets/housing/my_train_11.csv',\n", + " 'datasets/housing/my_train_12.csv',\n", + " 'datasets/housing/my_train_13.csv',\n", + " 'datasets/housing/my_train_14.csv',\n", + " 'datasets/housing/my_train_15.csv',\n", + " 'datasets/housing/my_train_16.csv',\n", + " 'datasets/housing/my_train_17.csv',\n", + " 'datasets/housing/my_train_18.csv',\n", + " 'datasets/housing/my_train_19.csv']" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_filepaths" ] @@ -333,7 +474,34 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(b'datasets/housing/my_train_05.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_16.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_01.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_17.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_00.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_14.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_10.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_02.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_12.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_19.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_07.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_09.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_13.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_15.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_11.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_18.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_04.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_06.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_03.csv', shape=(), dtype=string)\n", + "tf.Tensor(b'datasets/housing/my_train_08.csv', shape=(), dtype=string)\n" + ] + } + ], "source": [ "# extra code – shows that the file paths are shuffled\n", "for filepath in filepath_dataset:\n", @@ -356,7 +524,19 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(b'4.5909,16.0,5.475877192982456,1.0964912280701755,1357.0,2.9758771929824563,33.63,-117.71,2.418', shape=(), dtype=string)\n", + "tf.Tensor(b'2.4792,24.0,3.4547038327526134,1.1341463414634145,2251.0,3.921602787456446,34.18,-118.38,2.0', shape=(), dtype=string)\n", + "tf.Tensor(b'4.2708,45.0,5.121387283236994,0.953757225433526,492.0,2.8439306358381504,37.48,-122.19,2.67', shape=(), dtype=string)\n", + "tf.Tensor(b'2.1856,41.0,3.7189873417721517,1.0658227848101265,803.0,2.0329113924050635,32.76,-117.12,1.205', shape=(), dtype=string)\n", + "tf.Tensor(b'4.1812,52.0,5.701388888888889,0.9965277777777778,692.0,2.4027777777777777,33.73,-118.31,3.215', shape=(), dtype=string)\n" + ] + } + ], "source": [ "for line in dataset.take(5):\n", " print(line)" @@ -373,7 +553,18 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "StandardScaler()" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – compute the mean and standard deviation of each feature\n", "\n", @@ -406,7 +597,21 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "preprocess(b'4.2083,44.0,5.3232,0.9171,846.0,2.3370,37.47,-122.2,2.782')" ] @@ -440,7 +645,38 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X = tf.Tensor(\n", + "[[-1.3957452 -0.04940685 -0.22830808 0.22648273 2.2593622 0.35200632\n", + " 0.9667386 -1.4121602 ]\n", + " [ 2.7112627 -1.0778131 0.69413143 -0.14870553 0.51810503 0.3507294\n", + " -0.82285154 0.80680597]\n", + " [-0.13484643 -1.868895 0.01032507 -0.13787179 -0.12893449 0.03143518\n", + " 0.2687057 0.13212144]], shape=(3, 8), dtype=float32)\n", + "y = tf.Tensor(\n", + "[[1.819]\n", + " [3.674]\n", + " [0.954]], shape=(3, 1), dtype=float32)\n", + "\n", + "X = tf.Tensor(\n", + "[[ 0.09031774 0.9789995 0.1327582 -0.13753782 -0.23388447 0.10211545\n", + " 0.97610843 -1.4121602 ]\n", + " [ 0.05218809 -2.0271113 0.2940109 -0.02403445 0.16218767 -0.02844518\n", + " 1.4117942 -0.93737936]\n", + " [-0.672276 0.02970133 -0.76922584 -0.15086786 0.4962024 -0.02741998\n", + " -0.7853724 0.77182245]], shape=(3, 8), dtype=float32)\n", + "y = tf.Tensor(\n", + "[[2.725]\n", + " [1.205]\n", + " [1.625]], shape=(3, 1), dtype=float32)\n", + "\n" + ] + } + ], "source": [ "# extra code – show the first couple of batches produced by the dataset\n", "\n", @@ -464,7 +700,55 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "● apply() Applies a transformation function to this dataset.\n", + "● as_numpy_iterator() Returns an iterator which converts all elements of the dataset to numpy.\n", + "● batch() Combines consecutive elements of this dataset into batches.\n", + "● bucket_by_sequence_length()A transformation that buckets elements in a `Dataset` by length.\n", + "● cache() Caches the elements in this dataset.\n", + "● cardinality() Returns the cardinality of the dataset, if known.\n", + "● choose_from_datasets()Creates a dataset that deterministically chooses elements from `datasets`.\n", + "● concatenate() Creates a `Dataset` by concatenating the given dataset with this dataset.\n", + "● element_spec() The type specification of an element of this dataset.\n", + "● enumerate() Enumerates the elements of this dataset.\n", + "● filter() Filters this dataset according to `predicate`.\n", + "● flat_map() Maps `map_func` across this dataset and flattens the result.\n", + "● from_generator() Creates a `Dataset` whose elements are generated by `generator`. (deprecated arguments)\n", + "● from_tensor_slices() Creates a `Dataset` whose elements are slices of the given tensors.\n", + "● from_tensors() Creates a `Dataset` with a single element, comprising the given tensors.\n", + "● get_single_element() Returns the single element of the `dataset`.\n", + "● group_by_window() Groups windows of elements by key and reduces them.\n", + "● interleave() Maps `map_func` across this dataset, and interleaves the results.\n", + "● list_files() A dataset of all files matching one or more glob patterns.\n", + "● map() Maps `map_func` across the elements of this dataset.\n", + "● options() Returns the options for this dataset and its inputs.\n", + "● padded_batch() Combines consecutive elements of this dataset into padded batches.\n", + "● prefetch() Creates a `Dataset` that prefetches elements from this dataset.\n", + "● random() Creates a `Dataset` of pseudorandom values.\n", + "● range() Creates a `Dataset` of a step-separated range of values.\n", + "● reduce() Reduces the input dataset to a single element.\n", + "● rejection_resample() A transformation that resamples a dataset to a target distribution.\n", + "● repeat() Repeats this dataset so each original value is seen `count` times.\n", + "● sample_from_datasets()Samples elements at random from the datasets in `datasets`.\n", + "● scan() A transformation that scans a function across an input dataset.\n", + "● shard() Creates a `Dataset` that includes only 1/`num_shards` of this dataset.\n", + "● shuffle() Randomly shuffles the elements of this dataset.\n", + "● skip() Creates a `Dataset` that skips `count` elements from this dataset.\n", + "● snapshot() API to persist the output of the input dataset.\n", + "● take() Creates a `Dataset` with at most `count` elements from this dataset.\n", + "● take_while() A transformation that stops dataset iteration based on a `predicate`.\n", + "● unbatch() Splits elements of a dataset into multiple elements.\n", + "● unique() A transformation that discards duplicate elements of a `Dataset`.\n", + "● window() Returns a dataset of \"windows\".\n", + "● with_options() Returns a new `tf.data.Dataset` with the given options set.\n", + "● zip() Creates a `Dataset` by zipping together the given datasets.\n" + ] + } + ], "source": [ "# extra code – list all methods of the tf.data.Dataset class\n", "for m in dir(tf.data.Dataset):\n", @@ -507,7 +791,34 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 1s 2ms/step - loss: 1.3569 - val_loss: 0.5272\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 965us/step - loss: 0.5132 - val_loss: 63.7862\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 902us/step - loss: 0.5916 - val_loss: 20.3634\n", + "Epoch 4/5\n", + "363/363 [==============================] - 1s 944us/step - loss: 0.5089 - val_loss: 0.3993\n", + "Epoch 5/5\n", + "363/363 [==============================] - 1s 905us/step - loss: 0.4200 - val_loss: 0.3639\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model = tf.keras.Sequential([\n", " tf.keras.layers.Dense(30, activation=\"relu\", kernel_initializer=\"he_normal\",\n", @@ -522,7 +833,15 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "162/162 [==============================] - 0s 594us/step - loss: 0.3868\n" + ] + } + ], "source": [ "test_mse = model.evaluate(test_set)\n", "new_set = test_set.take(3) # pretend we have 3 new samples\n", @@ -533,7 +852,15 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 5/5" + ] + } + ], "source": [ "# extra code – defines the optimizer and loss function for training\n", "optimizer = tf.keras.optimizers.SGD(learning_rate=0.01)\n", @@ -557,7 +884,15 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 5/5" + ] + } + ], "source": [ "@tf.function\n", "def train_one_epoch(model, optimizer, loss_fn, train_set):\n", @@ -612,7 +947,16 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(b'This is the first record', shape=(), dtype=string)\n", + "tf.Tensor(b'And this is the second record', shape=(), dtype=string)\n" + ] + } + ], "source": [ "filepaths = [\"my_data.tfrecord\"]\n", "dataset = tf.data.TFRecordDataset(filepaths)\n", @@ -631,7 +975,29 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(b'File 0 record 0', shape=(), dtype=string)\n", + "tf.Tensor(b'File 1 record 0', shape=(), dtype=string)\n", + "tf.Tensor(b'File 2 record 0', shape=(), dtype=string)\n", + "tf.Tensor(b'File 0 record 1', shape=(), dtype=string)\n", + "tf.Tensor(b'File 1 record 1', shape=(), dtype=string)\n", + "tf.Tensor(b'File 2 record 1', shape=(), dtype=string)\n", + "tf.Tensor(b'File 0 record 2', shape=(), dtype=string)\n", + "tf.Tensor(b'File 1 record 2', shape=(), dtype=string)\n", + "tf.Tensor(b'File 2 record 2', shape=(), dtype=string)\n", + "tf.Tensor(b'File 3 record 0', shape=(), dtype=string)\n", + "tf.Tensor(b'File 4 record 0', shape=(), dtype=string)\n", + "tf.Tensor(b'File 3 record 1', shape=(), dtype=string)\n", + "tf.Tensor(b'File 4 record 1', shape=(), dtype=string)\n", + "tf.Tensor(b'File 3 record 2', shape=(), dtype=string)\n", + "tf.Tensor(b'File 4 record 2', shape=(), dtype=string)\n" + ] + } + ], "source": [ "# extra code – shows how to read multiple files in parallel and interleave them\n", "\n", @@ -678,7 +1044,15 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(b'Compress, compress, compress!', shape=(), dtype=string)\n" + ] + } + ], "source": [ "# extra code – shows that the data is decompressed correctly\n", "for item in dataset:\n", @@ -710,7 +1084,15 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting person.proto\n" + ] + } + ], "source": [ "%%writefile person.proto\n", "syntax = \"proto3\";\n", @@ -741,7 +1123,15 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "person.desc person.proto person_pb2.py\n" + ] + } + ], "source": [ "%ls person*" ] @@ -750,7 +1140,18 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name: \"Al\"\n", + "id: 123\n", + "email: \"a@b.com\"\n", + "\n" + ] + } + ], "source": [ "from person_pb2 import Person # import the generated access class\n", "\n", @@ -762,7 +1163,18 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Al'" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "person.name # read a field" ] @@ -780,7 +1192,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'a@b.com'" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "person.email[0] # repeated fields can be accessed like arrays" ] @@ -798,7 +1221,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "b'\\n\\x05Alice\\x10{\\x1a\\x07a@b.com\\x1a\\x07c@d.com'" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "serialized = person.SerializeToString() # serialize person to a byte string\n", "serialized" @@ -808,7 +1242,18 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "27" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "person2 = Person() # create a new Person\n", "person2.ParseFromString(serialized) # parse the byte string (27 bytes long)" @@ -818,7 +1263,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "person == person2 # now they are equal" ] @@ -841,7 +1297,20 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use the tf.io.decode_proto() function\n", "\n", @@ -939,7 +1408,19 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n" + ] + } + ], "source": [ "feature_description = {\n", " \"name\": tf.io.FixedLenFeature([], tf.string, default_value=\"\"),\n", @@ -959,7 +1440,18 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.sparse.to_dense(parsed_example[\"emails\"], default_value=b\"\")" ] @@ -968,7 +1460,18 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parsed_example[\"emails\"].values" ] @@ -977,7 +1480,17 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n", + "{'emails': , 'id': , 'name': }\n" + ] + } + ], "source": [ "def parse(serialized_examples):\n", " return tf.io.parse_example(serialized_examples, feature_description)\n", @@ -991,7 +1504,20 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'emails': ,\n", + " 'id': ,\n", + " 'name': }" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parsed_examples" ] @@ -1014,7 +1540,20 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.datasets import load_sample_images\n", @@ -1058,7 +1597,20 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "feature_description = { \"image\": tf.io.VarLenFeature(tf.string) }\n", "\n", @@ -1093,7 +1645,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tensor = tf.constant([[0., 1.], [2., 3.], [4., 5.]])\n", "serialized = tf.io.serialize_tensor(tensor)\n", @@ -1104,7 +1667,21 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.io.parse_tensor(serialized, out_type=tf.float32)" ] @@ -1113,7 +1690,22 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sparse_tensor = parsed_example[\"emails\"]\n", "serialized_sparse = tf.io.serialize_sparse(sparse_tensor)\n", @@ -1124,7 +1716,20 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "value: \"\\010\\t\\022\\010\\022\\002\\010\\002\\022\\002\\010\\001\\\"\\020\\000\\000\\000\\000\\000\\000\\000\\000\\001\\000\\000\\000\\000\\000\\000\\000\"\n", + "value: \"\\010\\007\\022\\004\\022\\002\\010\\002\\\"\\020\\007\\007a@b.comc@d.com\"\n", + "value: \"\\010\\t\\022\\004\\022\\002\\010\\001\\\"\\010\\002\\000\\000\\000\\000\\000\\000\\000\"" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "BytesList(value=serialized_sparse.numpy())" ] @@ -1190,7 +1795,106 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "context {\n", + " feature {\n", + " key: \"author_id\"\n", + " value {\n", + " int64_list {\n", + " value: 123\n", + " }\n", + " }\n", + " }\n", + " feature {\n", + " key: \"pub_date\"\n", + " value {\n", + " int64_list {\n", + " value: 1623\n", + " value: 12\n", + " value: 25\n", + " }\n", + " }\n", + " }\n", + " feature {\n", + " key: \"title\"\n", + " value {\n", + " bytes_list {\n", + " value: \"A\"\n", + " value: \"desert\"\n", + " value: \"place\"\n", + " value: \".\"\n", + " }\n", + " }\n", + " }\n", + "}\n", + "feature_lists {\n", + " feature_list {\n", + " key: \"comments\"\n", + " value {\n", + " feature {\n", + " bytes_list {\n", + " value: \"When\"\n", + " value: \"the\"\n", + " value: \"hurlyburly\"\n", + " value: \"\\'s\"\n", + " value: \"done\"\n", + " value: \".\"\n", + " }\n", + " }\n", + " feature {\n", + " bytes_list {\n", + " value: \"When\"\n", + " value: \"the\"\n", + " value: \"battle\"\n", + " value: \"\\'s\"\n", + " value: \"lost\"\n", + " value: \"and\"\n", + " value: \"won\"\n", + " value: \".\"\n", + " }\n", + " }\n", + " }\n", + " }\n", + " feature_list {\n", + " key: \"content\"\n", + " value {\n", + " feature {\n", + " bytes_list {\n", + " value: \"When\"\n", + " value: \"shall\"\n", + " value: \"we\"\n", + " value: \"three\"\n", + " value: \"meet\"\n", + " value: \"again\"\n", + " value: \"?\"\n", + " }\n", + " }\n", + " feature {\n", + " bytes_list {\n", + " value: \"In\"\n", + " value: \"thunder\"\n", + " value: \",\"\n", + " value: \"lightning\"\n", + " value: \",\"\n", + " value: \"or\"\n", + " value: \"in\"\n", + " value: \"rain\"\n", + " value: \"?\"\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sequence_example" ] @@ -1237,7 +1941,20 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'title': ,\n", + " 'author_id': ,\n", + " 'pub_date': }" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parsed_context" ] @@ -1246,7 +1963,18 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parsed_context[\"title\"].values" ] @@ -1255,7 +1983,19 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'comments': ,\n", + " 'content': }" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "parsed_feature_lists" ] @@ -1264,7 +2004,15 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "print(tf.RaggedTensor.from_sparse(parsed_feature_lists[\"content\"]))" ] @@ -1287,7 +2035,34 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 0s 863us/step - loss: 2.6287 - val_loss: 1.2771\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 691us/step - loss: 0.8460 - val_loss: 1.3751\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 729us/step - loss: 0.6995 - val_loss: 1.2119\n", + "Epoch 4/5\n", + "363/363 [==============================] - 0s 716us/step - loss: 0.6606 - val_loss: 0.8703\n", + "Epoch 5/5\n", + "363/363 [==============================] - 0s 696us/step - loss: 0.6374 - val_loss: 0.6106\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility\n", "norm_layer = tf.keras.layers.Normalization()\n", @@ -1316,7 +2091,34 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "363/363 [==============================] - 0s 806us/step - loss: 2.6287 - val_loss: 1.2771\n", + "Epoch 2/5\n", + "363/363 [==============================] - 0s 642us/step - loss: 0.8460 - val_loss: 1.3751\n", + "Epoch 3/5\n", + "363/363 [==============================] - 0s 647us/step - loss: 0.6995 - val_loss: 1.2119\n", + "Epoch 4/5\n", + "363/363 [==============================] - 0s 669us/step - loss: 0.6606 - val_loss: 0.8703\n", + "Epoch 5/5\n", + "363/363 [==============================] - 0s 651us/step - loss: 0.6374 - val_loss: 0.6106\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility\n", "model = tf.keras.models.Sequential([tf.keras.layers.Dense(1)])\n", @@ -1340,7 +2142,21 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred" ] @@ -1368,7 +2184,34 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(,\n", + " )]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "list(dataset.take(1)) # extra code – shows the first batch" ] @@ -1411,7 +2254,24 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "age = tf.constant([[10.], [93.], [57.], [18.], [37.], [5.]])\n", "discretize_layer = tf.keras.layers.Discretization(bin_boundaries=[18., 50.])\n", @@ -1423,7 +2283,24 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "discretize_layer = tf.keras.layers.Discretization(num_bins=3)\n", "discretize_layer.adapt(age)\n", @@ -1442,7 +2319,24 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "onehot_layer = tf.keras.layers.CategoryEncoding(num_tokens=3)\n", "onehot_layer(age_categories)" @@ -1452,7 +2346,21 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "two_age_categories = np.array([[1, 0], [2, 2], [2, 0]])\n", "onehot_layer(two_age_categories)" @@ -1462,7 +2370,21 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "onehot_layer = tf.keras.layers.CategoryEncoding(num_tokens=3, output_mode=\"count\")\n", "onehot_layer(two_age_categories)" @@ -1472,7 +2394,21 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "onehot_layer = tf.keras.layers.CategoryEncoding(num_tokens=3 + 3)\n", "onehot_layer(two_age_categories + [0, 3]) # adds 3 to the second feature" @@ -1482,7 +2418,21 @@ "cell_type": "code", "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows another way to one-hot encode each feature separately\n", "onehot_layer = tf.keras.layers.CategoryEncoding(num_tokens=3,\n", @@ -1495,7 +2445,21 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows another way to do this, using tf.one_hot() and Flatten\n", "tf.keras.layers.Flatten()(tf.one_hot(two_age_categories, depth=3))" @@ -1512,7 +2476,22 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cities = [\"Auckland\", \"Paris\", \"Paris\", \"San Francisco\"]\n", "str_lookup_layer = tf.keras.layers.StringLookup()\n", @@ -1524,7 +2503,23 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "str_lookup_layer = tf.keras.layers.StringLookup(num_oov_indices=5)\n", "str_lookup_layer.adapt(cities)\n", @@ -1535,7 +2530,29 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:5 out of the last 367 calls to .adapt_step at 0x7f8239426dc0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "str_lookup_layer = tf.keras.layers.StringLookup(output_mode=\"one_hot\")\n", "str_lookup_layer.adapt(cities)\n", @@ -1546,7 +2563,29 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:6 out of the last 368 calls to .adapt_step at 0x7f8239426160> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – an example using the IntegerLookup layer\n", "ids = [123, 456, 789]\n", @@ -1566,7 +2605,22 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "hashing_layer = tf.keras.layers.Hashing(num_bins=10)\n", "hashing_layer([[\"Paris\"], [\"Tokyo\"], [\"Auckland\"], [\"Montreal\"]])" @@ -1583,7 +2637,21 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.random.set_seed(42)\n", "embedding_layer = tf.keras.layers.Embedding(input_dim=5, output_dim=2)\n", @@ -1594,7 +2662,21 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tf.random.set_seed(42)\n", "ocean_prox = [\"<1H OCEAN\", \"INLAND\", \"NEAR OCEAN\", \"NEAR BAY\", \"ISLAND\"]\n", @@ -1612,7 +2694,24 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "313/313 [==============================] - 0s 903us/step - loss: 0.1491 - val_loss: 0.1188\n", + "Epoch 2/5\n", + "313/313 [==============================] - 0s 723us/step - loss: 0.1069 - val_loss: 0.0967\n", + "Epoch 3/5\n", + "313/313 [==============================] - 0s 667us/step - loss: 0.0924 - val_loss: 0.0886\n", + "Epoch 4/5\n", + "313/313 [==============================] - 0s 677us/step - loss: 0.0870 - val_loss: 0.0856\n", + "Epoch 5/5\n", + "313/313 [==============================] - 0s 671us/step - loss: 0.0849 - val_loss: 0.0843\n" + ] + } + ], "source": [ "# extra code – set seeds and generates fake random data\n", "# (feel free to load the real dataset if you prefer)\n", @@ -1640,7 +2739,24 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "313/313 [==============================] - 1s 1ms/step - loss: 0.0839 - val_loss: 0.0838\n", + "Epoch 2/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0835 - val_loss: 0.0835\n", + "Epoch 3/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0832 - val_loss: 0.0833\n", + "Epoch 4/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0831 - val_loss: 0.0832\n", + "Epoch 5/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0830 - val_loss: 0.0831\n" + ] + } + ], "source": [ "# extra code – shows that the model can also be trained using a tf.data.Dataset\n", "train_set = tf.data.Dataset.from_tensor_slices(\n", @@ -1655,7 +2771,24 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "313/313 [==============================] - 1s 1ms/step - loss: 0.0829 - val_loss: 0.0830\n", + "Epoch 2/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0829 - val_loss: 0.0830\n", + "Epoch 3/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0828 - val_loss: 0.0830\n", + "Epoch 4/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0828 - val_loss: 0.0829\n", + "Epoch 5/5\n", + "313/313 [==============================] - 0s 1ms/step - loss: 0.0828 - val_loss: 0.0829\n" + ] + } + ], "source": [ "# extra code – shows that the dataset can contain dictionaries\n", "train_set = tf.data.Dataset.from_tensor_slices(\n", @@ -1676,7 +2809,20 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_data = [\"To be\", \"!(to be)\", \"That's the question\", \"Be, be, be.\"]\n", "text_vec_layer = tf.keras.layers.TextVectorization()\n", @@ -1688,7 +2834,18 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "text_vec_layer = tf.keras.layers.TextVectorization(ragged=True)\n", "text_vec_layer.adapt(train_data)\n", @@ -1699,7 +2856,22 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "text_vec_layer = tf.keras.layers.TextVectorization(output_mode=\"tf_idf\")\n", "text_vec_layer.adapt(train_data)\n", @@ -1710,7 +2882,18 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1.3862943611198906" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "2 * np.log(1 + 4 / (1 + 3))" ] @@ -1719,7 +2902,18 @@ "cell_type": "code", "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1.0986122886681098" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "1 * np.log(1 + 4 / (1 + 1))" ] @@ -1737,7 +2931,29 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.25, 0.28, 0.01, 0.1 , 0.14, 0.16, 0.25, 0.02, 0.07,\n", + " 0.13, -0.19, 0.06, -0.04, -0.07, 0. , -0.08, -0.14, -0.16,\n", + " 0.02, -0.24, 0.16, -0.16, -0.03, 0.03, -0.14, 0.03, -0.09,\n", + " -0.04, -0.14, -0.19, 0.07, 0.15, 0.18, -0.23, -0.07, -0.08,\n", + " 0.01, -0.01, 0.09, 0.14, -0.03, 0.03, 0.08, 0.1 , -0.01,\n", + " -0.03, -0.07, -0.1 , 0.05, 0.31],\n", + " [-0.2 , 0.2 , -0.08, 0.02, 0.19, 0.05, 0.22, -0.09, 0.02,\n", + " 0.19, -0.02, -0.14, -0.2 , -0.04, 0.01, -0.07, -0.22, -0.1 ,\n", + " 0.16, -0.44, 0.31, -0.1 , 0.23, 0.15, -0.05, 0.15, -0.13,\n", + " -0.04, -0.08, -0.16, -0.1 , 0.13, 0.13, -0.18, -0.04, 0.03,\n", + " -0.1 , -0.07, 0.07, 0.03, -0.08, 0.02, 0.05, 0.07, -0.14,\n", + " -0.1 , -0.18, -0.13, -0.04, 0.15]], dtype=float32)" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import tensorflow_hub as hub\n", "\n", @@ -1770,7 +2986,20 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(cropped_images[0])\n", "plt.axis(\"off\")\n", @@ -1834,7 +3076,25 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "1688/1688 [==============================] - 2s 1ms/step - loss: 9.6765 - accuracy: 0.8348 - val_loss: 5.8894 - val_accuracy: 0.8835\n", + "Epoch 2/5\n", + "1688/1688 [==============================] - 1s 796us/step - loss: 5.6335 - accuracy: 0.8785 - val_loss: 5.1325 - val_accuracy: 0.8800\n", + "Epoch 3/5\n", + "1688/1688 [==============================] - 1s 793us/step - loss: 5.0494 - accuracy: 0.8832 - val_loss: 5.3470 - val_accuracy: 0.8938\n", + "Epoch 4/5\n", + "1688/1688 [==============================] - 1s 767us/step - loss: 4.8245 - accuracy: 0.8867 - val_loss: 5.2491 - val_accuracy: 0.8870\n", + "Epoch 5/5\n", + "1688/1688 [==============================] - 1s 765us/step - loss: 4.6808 - accuracy: 0.8871 - val_loss: 5.1136 - val_accuracy: 0.8960\n", + "313/313 [==============================] - 0s 769us/step - loss: 4.6993 - accuracy: 0.8975\n" + ] + } + ], "source": [ "train_set, valid_set, test_set = tfds.load(\n", " name=\"mnist\",\n", @@ -1942,7 +3202,33 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "features {\n", + " feature {\n", + " key: \"image\"\n", + " value {\n", + " bytes_list {\n", + " value: \"\\010\\004\\022\\010\\022\\002\\010\\034\\022\\002\\010\\034\\\"\\220\\006\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\001\\000\\000\\rI\\000\\000\\001\\004\\000\\000\\000\\000\\001\\001\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\003\\000$\\210\\177>6\\000\\000\\000\\001\\003\\004\\000\\000\\003\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\006\\000f\\314\\260\\206\\220{\\027\\000\\000\\000\\000\\014\\n\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\233\\354\\317\\262k\\234\\241m@\\027M\\202H\\017\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\001\\000E\\317\\337\\332\\330\\330\\243\\177yz\\222\\215X\\254B\\000\\000\\000\\000\\000\\000\\000\\000\\000\\001\\001\\001\\000\\310\\350\\350\\351\\345\\337\\337\\327\\325\\244\\177{\\304\\345\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\267\\341\\330\\337\\344\\353\\343\\340\\336\\340\\335\\337\\365\\255\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\301\\344\\332\\325\\306\\264\\324\\322\\323\\325\\337\\334\\363\\312\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\001\\003\\000\\014\\333\\334\\324\\332\\300\\251\\343\\320\\332\\340\\324\\342\\305\\3214\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\006\\000c\\364\\336\\334\\332\\313\\306\\335\\327\\325\\336\\334\\365w\\2478\\000\\000\\000\\000\\000\\000\\000\\000\\000\\004\\000\\0007\\354\\344\\346\\344\\360\\350\\325\\332\\337\\352\\331\\331\\321\\\\\\000\\000\\000\\001\\004\\006\\007\\002\\000\\000\\000\\000\\000\\355\\342\\331\\337\\336\\333\\336\\335\\330\\337\\345\\327\\332\\377M\\000\\000\\003\\000\\000\\000\\000\\000\\000\\000>\\221\\314\\344\\317\\325\\335\\332\\320\\323\\332\\340\\337\\333\\327\\340\\364\\237\\000\\000\\000\\000\\000\\022,Rk\\275\\344\\334\\336\\331\\342\\310\\315\\323\\346\\340\\352\\260\\274\\372\\370\\351\\356\\327\\000\\0009\\273\\320\\340\\335\\340\\320\\314\\326\\320\\321\\310\\237\\365\\301\\316\\337\\377\\377\\335\\352\\335\\323\\334\\350\\366\\000\\003\\312\\344\\340\\335\\323\\323\\326\\315\\315\\315\\334\\360P\\226\\377\\345\\335\\274\\232\\277\\322\\314\\321\\336\\344\\341\\000b\\351\\306\\322\\336\\345\\345\\352\\371\\334\\302\\327\\331\\361AIju\\250\\333\\335\\327\\331\\337\\337\\340\\345\\035K\\314\\324\\314\\301\\315\\323\\341\\330\\271\\305\\316\\306\\325\\360\\303\\343\\365\\357\\337\\332\\324\\321\\336\\334\\335\\346C0\\313\\267\\302\\325\\305\\271\\276\\302\\300\\312\\326\\333\\335\\334\\354\\341\\330\\307\\316\\272\\265\\261\\254\\265\\315\\316s\\000z\\333\\301\\263\\253\\267\\304\\314\\322\\325\\317\\323\\322\\310\\304\\302\\277\\303\\277\\306\\300\\260\\234\\247\\261\\322\\\\\\000\\000J\\275\\324\\277\\257\\254\\257\\265\\271\\274\\275\\274\\301\\306\\314\\321\\322\\322\\323\\274\\274\\302\\300\\330\\252\\000\\002\\000\\000\\000B\\310\\336\\355\\357\\362\\366\\363\\364\\335\\334\\301\\277\\263\\266\\266\\265\\260\\246\\250c:\\000\\000\\000\\000\\000\\000\\000\\000\\000(=,H)#\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\\000\"\n", + " }\n", + " }\n", + " }\n", + " feature {\n", + " key: \"label\"\n", + " value {\n", + " int64_list {\n", + " value: 9\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n" + ] + } + ], "source": [ "for image, label in valid_set.take(1):\n", " print(create_example(image, label))" @@ -2040,7 +3326,20 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "for X, y in train_set.take(1):\n", " for i in range(5):\n", @@ -2090,7 +3389,19 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "unsupported operand type(s) for +: 'PosixPath' and 'str'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/var/folders/wy/h39t6kb11pnbb0pzhksd_fqh0000gq/T/ipykernel_76919/164425769.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mdatetime\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m\"my_logs\"\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m\"run_\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrftime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"%Y%m%d_%H%M%S\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m tensorboard_cb = tf.keras.callbacks.TensorBoard(\n", + "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'PosixPath' and 'str'" + ] + } + ], "source": [ "from datetime import datetime\n", "\n", diff --git a/14_deep_computer_vision_with_cnns.ipynb b/14_deep_computer_vision_with_cnns.ipynb index 309441d..a60e941 100644 --- a/14_deep_computer_vision_with_cnns.ipynb +++ b/14_deep_computer_vision_with_cnns.ipynb @@ -211,7 +211,18 @@ "id": "btpkyo8ZpKz0", "outputId": "da87408f-5e8f-4c2e-c21f-4b73028d64a2" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 70, 120, 3])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "images.shape" ] @@ -239,7 +250,18 @@ "id": "w-mtSoL_pKz1", "outputId": "8cf6409d-6c0d-4d44-ceaa-4cc9faab21b7" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 64, 114, 32])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fmaps.shape" ] @@ -255,7 +277,20 @@ "id": "ttMBSh9RpKz1", "outputId": "2b6ccb30-f9b9-451c-86e1-a248da78acd2" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the two output feature maps for each image\n", "\n", @@ -310,7 +345,18 @@ "id": "iyfeZ38EpKz2", "outputId": "b42fd198-58c3-4ee5-8158-6252e4eca01d" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 70, 120, 32])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fmaps.shape" ] @@ -325,7 +371,18 @@ "id": "80Umgdm1pKz2", "outputId": "ae8d2cf0-5b8e-4b83-d19b-db483caecb13" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 35, 60, 32])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that the output shape when we set strides=2\n", "conv_layer = tf.keras.layers.Conv2D(filters=32, kernel_size=7, padding=\"same\",\n", @@ -344,7 +401,18 @@ "id": "jisXP9jfpKz2", "outputId": "adfe3825-4724-4f89-e984-a75988b02927" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([35, 60]), array([5, 5]))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – this utility function can be useful to compute the size of the\n", "# feature maps output by a convolutional layer. It also returns\n", @@ -386,7 +454,18 @@ "id": "vH_xhNDVpKz2", "outputId": "cc8e813f-7250-4c12-b168-8f1eb64ab9aa" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(7, 7, 3, 32)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "kernels, biases = conv_layer.get_weights()\n", "kernels.shape" @@ -402,7 +481,18 @@ "id": "zXIgK5tMpKz2", "outputId": "53e1abff-6329-4ccd-ff6e-4ad5f53bad21" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(32,)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "biases.shape" ] @@ -443,7 +533,20 @@ "id": "7jSGHqKMpKz3", "outputId": "c9e51288-dbc8-45db-dfed-c3faf49e5195" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows how to manually create two filters to get images similar\n", "# to those in Figure 14–5.\n", @@ -526,7 +629,20 @@ "id": "sZo5TrZ6pKz4", "outputId": "471b4713-527a-41e7-820d-ed09f24a2195" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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12ZzuOUr18DtsezPc38QU9m9Y4+AkPR5uX84tZsB6I7kVrz1JX86teN43k40a6Sb5zMTEFk42IeSWgxkoQgghhBBCCEkIX6AIIYQQQgghJCF8gSKEEEIIIYSQhPAFihBCCCGEEEISsqaRbvsyGrcGfdqodWrrdogZ79fmmUOTR3Dn01pYYSlE0YBCRgsZlIto1PlA34gaj1axkXzPNmzSTy+PqfFjZ9DcdbRPiz0szeE5ToztU+OB4lmIec39WrThPX/5HMTMLKJp8dLFWTV+4N6HIeYF08k+20JBgOGmnsctu/oh5jOfOq7GRce49b4HDqjx+UsXIWa5/jxse+QRLRqxc8c+iHn603reohbes5GdWmiiWsB7HUZajGQ5QiPXbKUI29otPUdZxxQ2SGmBiJEiijhMX9GCKbWWI2xgBAmmL12GmJwRqOhWca2jP4NiJKWiFqgYGUJRlb5J/Z3NBHiO6bKetw/+zQch5tTxZ9X43vsehJif+D/fBdsOHr5Hjc9eQKGPKMiaMf5UZcyz7zWg97r6+5CJUYwjiYhE4Bw/jtc/fhIiq0bhcCNFCzZLEODlIMZAc1ckifCJZaMCKut9hhBCblWYgSKEEEIIIYSQhPAFihBCCCGEEEISwhcoQgghhBBCCEnImj1Qw3fsgm2llO6fWZ09ATFLBd0bkomx9rmb0dvyKTwV2xnQzKJRZ9b4a/aWaxBTFjROLeZ0j0elgEahktFGnZ0q9s7k+vQ51eawn6EQ6+Nvx9YVGR7C4/fl9fttqYJ9WkuL2ty2l8a53jWqr7W2ugAxg+Zat05sgZhuTfdkXT6PvTuTY/i5dKTNS7MB9mkNjetJ+cwTn4eY7Xfcpc8ni8/Mmdkzajw+gr1UU9uwb++xz55S40oJ+8QevvuQGj/59GcgZku/vo7d92C/1+nndZ9YtYsmsffep481Moo9WcecHsVoWRvXDvbj546f1H1aB6fwgcwO6l6yoeooxFR26b69X/q3vwwxxX783FPH9PUPDOH3M47sc4y9ERH8QiDZtP5+egbJIuZYCZeVbE/HRntFNhJzPdms478cruN26cvZzOu4mc/xzX5mCCEkKcxAEUIIIYQQQkhC+AJFCCGEEEIIIQnhCxQhhBBCCCGEJIQvUIQQQgghhBCSkDVFJPbvRkGAPmMwejqFJpjpqo7JxNjIvyOjBRn6R7HZPJ0eVONuFxvAl89fUOOx3CDErPbQTLTZ1g34jz56N8T0OrpJvRChcerped20X84cgJiPfkobzjazuJ+duw/DtnMnjLBB/xTEvPENe9X4pJkPERGZ1mIPo8PYtL9ti57bC+emIeZNr7xPjfND4xDz7DPHYNvUuDYS3jE5BjHTV7SwxcAgChuk8sbwVNDsN5XV96w0gM/wyiqKD2R6+nmcHNgJMVeuaLPdqIkGtJVB/RwvrKBBcq2tP7fNMRZuNPX96EVZiDl/fhG27R/WgiGlfAliXjhxWo1fc+gVEPPxp7U4zOTYDogZ266fo9UlFMNYDfH6S2X9/McRisNYUs5STwqEJfC+hr2eGgeCx8Le+vXFKTw8Q9yNmIleT2huuzn7vdlzZLnRZsxJjreR478cBDsIIUSEGShCCCGEEEIISQxfoAghhBBCCCEkIXyBIoQQQgghhJCE8AWKEEIIIYQQQhKypojECDRpixzaopv7R/J3QMxCSje8l+I8xGyv6SbUdhkbTJfmtbDA9gIKC8SHtUDBTHMBYpoZFBLYOqob2YfK2AC/FGmBiKVVnI/XHdmvxu3OBMT8/J//ezWe2IHiA6fPXMZtiw01ru7wxDCW1fhND78WYmaXtPhBfeU0xOw5oPd9ZmUOYnpZ/bjsO3IIYrJFFAxZnj+vxqMjKGzw0OFdarxraz/EBKmWGh86/AjE3LVbi1+cPH8RYg7d+SBsq5b19S8szkDMK1//kBqPHsVzPH1Ciy98+eteDzGtjhZWaKx2IOa+h79Mn99gEWJ2rODXN7M6r8b5Ep5j36AW8cgWyxCzZXy7GteWULAilpwa11so8jI6hN/ZxrK+j+UcCmR0e+b7GOF3LxL9PcplcD+21z1O0vse47pS7AhL2Kb4JA3wG425kaIFN7KR/3oKRlzP67jVRCSuJy+H+0EIITcaZqAIIYQQQgghJCF8gSKEEEIIIYSQhPAFihBCCCGEEEISsmYPVP8IGq5KrPscBkawv+jCqu7LObQDTWorNW2CWsc2DBmo6B6H8RL2Uq2WdcxIGXuQjp/CHpPBvH533FpGU9ZOU/dqzOPhJWjpnpulhRbErHT1tq89dBfEPHoYDXhHF3Qf0tSBrRBTfGZWjaudWYgJt+rP3X3IMUiOamq8s7sKMZcua1PSdBH7ckqFKmz79Kf0PVps4hxN7dMGtA+9ei/EzJ7X5xjGaJq8Y7c+xx378BxXl9Dc9TXWJLiIawszC2fV+L770QD3Kx7VhshnLl2CmO/41jep8cc+9EmIefKxD6nxW77hqyDmyN1obhsujKhxpohf8Ycf1T1gQQl7h+65X+/7xHNokHzuOW3anCvhXPdaPdiWS+lzCjvYO1XM631FgjHdru6T8nosokh/LhXgfIDZbQr347VvbFYfTBKz3evZc7ORXq7rdexbkZdD707Kc5o23GjTYBrnEkJuZ5iBIoQQQgghhJCE8AWKEEIIIYQQQhLCFyhCCCGEEEIISQhfoAghhBBCCCEkIWuKSLSWG7CtsP2IGv/4z7wLYtqRFm346PgTuJ+cVmToCAoLVNPa3LTVqUFMUNKNqmmnIX1mLg3b4p4WW/iX/+x7IaZX10IKW6t7ICaq6yb5OydwSn/9x96qxn/ynvdDzM8dwyZ9ax5652umIeSNxtx1egHv2f98z3vUeGUeTVEHR7W5aqWbg5h7DmhhgWHUMJD68hJsKxsj5ThAc9dzNS3skCmiGMWVtn7f3zWJogXlvDaAXUmhOsngdtx3el4/f6XiAMTkx7WoSraO81if1sa9fUN4jv0Tet+lYTyfybS+jskJFP5oNtB8edf9+vs57AjBhAVtZDx7EY2VY7O2krtjO8SceOZJNS7lcT2mXEFj5dqqNrsuZVGdJTIOuJ0OGl1njAFvGHouufqcohhFLUDEIUpm7ppEfGGzzHaTCE1slJvZyJ/02Lea2EQc498zN5PIMZq++XP20o9PUQlCyMsFZqAIIYQQQgghJCF8gSKEEEIIIYSQhPAFihBCCCGEEEISsmYP1Mx5NGW9Mqp7XJYXsXepUqmo8bPPPwcxcazrozMR9u7kMrrHIVvBXolerC8hCLE2vbeCPVDNlu5vunwee3cm+nUP1q/91rshZjKne2x+6qe+G2I+/yndKzKRx+t4/NOPw7a9Y9oAt+qU3X/uY0+r8ZZt2yDmL/+/96rxlUXcUZwdVuN6/QWI+fc//mNq3I7QbPfExeOw7ZkPP6bG/+t9aGz8zl/4Z3o/x05BzPjWg2r8337/fRDz4Sc+osaZ4XGISTul+RO258oxXG1X9HmXOl2I+dHv+DY1zkY41xdOa0Pe+hL29p04rvuS/vAPZyDm277lO2HbU4/r5+jkyZMQUx3T13rwIBo7jw9pk+KwiedYMWa30+ewl2p5CHuXKhX9vWp38TckCPR3NpNzXKwTYI1zY8eQF4+9eb0jN7IPZbP6R5Kc80ava6PnmORz1/O8LXHs9dvd2lzPZzFJ3x4hhNxOMANFCCGEEEIIIQnhCxQhhBBCCCGEJIQvUIQQQgghhBCSEL5AEUIIIYQQQkhC1hSRePvbvw+2/di/+FE1HhlEgYZc0Zjkxn0QkzVGhKOjExCTzuj9vHDqEsZkdTPvQF8JYrKOaENfZVSN//cf/VeI+Q+/+gtq/JM/vhv3bUQrcuibKrmCNo7NZlF8YUcBP3j/dm1e+lV33w0xjbK+hY02Nu5Wh7Sox8OPPAwxnzp1To2HKyi+UFvRQh9775jCY8VbYdvn69o49dvf/GaI6VzQJsFHn/48xAyOaCPjk5fxeTh55oLecMUxYB1AM9VLi3pbL4MGsPVYm/3KMgorvOOrv0mNn3zyYxDTS+l1izsm9kPM+5/6IzUef+NrIOb4CyjOsm2vnqMdB++BmEsXtYjFZ588CjGvfUAb8u4YxOfh4ic+pcbvXcLneteXvQq2PfwVb1Djfsc02Ta8d3t4z9Jm+SeKsUk+CPT3c6NGth7W7Ndr0rcxN5qNCAdcz+b/m23ueiOFNpIc/0aKcVDUgRBCNg9moAghhBBCyC1LEARbgyD4v4MguBAEQScIgotBEPynIAhQenjt/Xw4CILfvE7n+J1BEOBKIrkt4QsUIYQQQgi5JQmCYJeIfEpEDonId4jIXhH5dhG5S0SeDIJg5007OfIlC1+gCCGEEELIrcpviUgkIm+I4/iv4zg+F8fx34jIG65t/y0RP7sUBMHvB0Hwp1/4fxF5jYj8UBAE8bX/dgZB8Npr//+WIAg+GwRBKwiCTwdBcP+L9gPZpRd9biQIgteKyO+JSPlF+/656zUh5OazZg/UD/7w/wHb5ua14WyUz+EHA22AmwsxJiO6N2DmLBqFBjn9uU4DjUur/Tom7mKd9/w07nv7YW3KOlgpQ8y73vUranxuFg1gH7j3sBp/5Ruw5+T+L3tIjT/xV78NMSMFPP5kdUCNMx3sA3n6mO5fed8HPggxPWP4etIxNu52dK9IqoK9bZ/97CfU+M67sC9mz9QO2FZp6nsylcaeuLsfeFSN+wcGIGZoXPdcHT+OJrFTW3QPVq4wDDHt1DLuO6ufo24ee6CkT39d5s6dh5C5xRU1/rpveDvErNT0dyi9is9sKaW/Q+/4tm+FmCefeR627X3oTjXesecQxCzM636z3z756xBTrOq+pMFhnMd8Tj8j3/uOt0HMrkf/AWx7/spFNQ5sM5OIxKH+fchmsxAThfq59vpJeqZ3KpXavDUjezyvxyRJj8tGelOuZy/RRs85SX+PjdnM+7ERNtoX5E3RZj0P1+veJr3WJPfRbrvZvW3k9iUIgiEReZOI/FQcx6oRO47jRhAE/0FEfjEIgkF3B5ofEZH9IvKciPyra9tmRWTntf//lWsxF0XkZ0XkT4Mg2GOP+0X4hIj8qIj8GxH5QjMyy/luY5iBIoQQQgghtyL7RCQQkWNf5M+fvfbn+9bbURzHyyLSEZFGHMdXrv334tXjX4zj+C/iOH5GRL5LRIoigiuD/r47IrJ89X//bt98gbqN4QsUIYQQQgj5UuexL/zPtZefp0Xk4BcPJ1/K8AWKEEIIIYTcipwQkVi++IvMwWt/fkKu9kPZelKs/94Y13Pf5GUIX6AIIYQQQsgtRxzH8yLyFyLyj4MgUEaf18Y/JCIfiON4Qa72M1lT0SNm3BERbPK+yt+ZZAZBUJarqn9fKB2cFZFSEAQvbuK2Te9r7ZvcZqwpIrF/H5qi7ts7qcbNLgordGP9XtZq4ntat6sbwEuFCsQcff6EGgchiigsz+r9xEU0ze02Q9iW6ukm9ZF+bJIPu9rcdnAcexRPntKmpOcvobns6JgWKJh3DEdfvQvLd/vTenGj33HpDdt6TvI5NBIuGz2Ei6dRfGFk5y41rs3NQsxQSQsL/Iuf/kmI+YPf+j3Y9qbXaOPUUWfR5omPPqbG//xXfwZismX9PNZX6hAzOaLv0VgJ5yPM4vNYMM9IL4siEqcuaJPe+blFiPnD//Enavzzv4iGwK9/zavV+Hu+CUusd0/o79nc2YsQk0+hOEsU6G0XLjriLEbA5Xu+/4ch5rd+9efU+Bvf+rUQMzGpzajj9grEzMzM4fFNw7knJNAxwidxCpvUU6Yn3vHRlZwRorGiEh43uiH+eh7vepmnJhEWSMLL1bQ3iYjGZu57M0g6H7fafSRERN4pV0Ua/ioIgp8SkRfkqlDDv5arWaF3Xov7kIj8ehAEbxWR50XkB0RkSkTOvGhfZ0Tky65Jn6+KyMKL/uyngiCYFZFLIvIzcvWF6A+v/dkTIlIXkV8KguDX5OqL2T8253lGRApBELxRRD4jV3utkghQkJchzEARQgghhJBbkjiOT4rIAyJyVET+m4ickqsvNsdE5ME4jk9fC/3dF/33cRGpicifmN39ilx9MXpWrmaVtr/oz7C3FLYAACAASURBVH5CRH5VRJ6Sq6IUb4njuH7tHBZE5O0i8ka52hv1/SLy0+Y8PyEivy0i//3avn/873fl5FZmzQwUIYQQQgghN5M4js+LyPetE9OVqyV9P7RGzHERecWLt73IiPcTcRwftp950WffJyLvM5v/HxPzgyLyg2udJ7k9YAaKEEIIIYQQQhKyZgbqsY9j/0Zfn+4pCdHbVlpmW6WMNdXTc/Nq/KpHHoSYraN6R6srlyAmldUGtNUc9tf0ogi2FU2vUKGA5q7Hzuuel/5+3Hds+pT+/IMfg5ixsS1q3O1hvfjgAB6/XtO9Us8fQ+PUJz/1WTXudPCd+Mpl3c80NoC9XHfu0P1FC4vYS1YIdG/k+I4DEPPEaTSX7bR0CfDrdmGf2F888aQa796DhryrS3quO4s1iCmZ+z8xioa8YRbnf8D07a3W8cGOuvo6pi/i82jnesvkLojpxnoeexnsOT188C419vrfHnr9V8G2+Uh/pVsh7rvd1Ne2a2obxLzidbpv7fIi9nvt3a/79nqtFsREzncvm9PPVrPZhJiiMTKOxOk5ifS22InpdHSPZjp9Y/t7b5fekM3qJ7qRPU9JjGw3el1xjM/1zeTl2EdHCCEvZ1jCRwghhBBCviSJ4/jDghLlhKwJS/gIIYQQQgghJCHMQBFCCCHktuNnfvU3oP7wzPy0Gp+bOwOf2zmyW42fOn8cYvYe0L6u0594DGLGjc3I5L7tEPO553QZ/jd/xTdAzOcvofXI/Ixug+j2cD38+cf1vt/81och5vBuXcK9kMFzLO3VpfC1JpZrL3bQVqOY1SXTHadcO5fW/wwN8lgeO9DVZd+9CtqTVFf1fZ3NYky0YDZk0Qrl1IUrsO0uY2GzfQzbIN79n/6HGv/xe94LMS0zbz3HmicKN6dkdqNWE7Zk1/tIkqpe+7kg2Lx8jS2hTnKtSUq6vRzk+PjIF500ZqAIIYQQQgghJCFrZqDy/SgkUBrUhrdlxwA3TukG8FyMqw5LdW26GUX4Jt5f0SsamQwa4kY90yQe4zthnMZ95/P62uIUNpcffUGb5B7ci4388w0tZDB//gzETE0Yg9EIjxVl8LwzWX170nlc4VmqaWGDegf3fXFam5kOjuFtHy3pe7Zz270Q8+RHH1fjHXvvgJif+Pl3wbZHhrXQx7d+5Zsg5s/+5m/UuDqKz96gWXWa7aGJ8+SENnddmr0MMZ85ehS2Hdm3V42fe+YExNx9/91qPJB3VsGM2XCuhIa8P/1z/1qNv+kbvwZiXrVNi3p8/bfgqmSzjv58zZR5ZnK4UmZX/Op1/H5ObtciHt/0TXj8Nxrz5de94hGIqdVQ6COsGIPqcj/GGMPbTgfPMW1WtDJ5fK5j85MRxesb6b4cuJ6mqEnwxEEs11PE4WbzcjzvJPdMxFuB3thK9kZWuwkh5OUCM1CEEEIIIYQQkhD2QBFCCCHktiN+4SJsu3zqaTU+8mq0UGmf1bYNd65iZUfjL/5YjbeNOr1DBZ0Cn7mC1hcP3KNtTj5+Bu1jsrUl2BYv64xiJJhhHJnS+37/X34cYia+QVtWzJreKhGRhyqH1LjRwmqgrVW0DGnVdZXIkGOh0ujpfbWXViHmdEvbg1RbZYiZ79fVHmnHaqBX0f/kHc5hFcn+EbSUefXd96jxwUNfBjFveO3XqXHYxWqHMNTXGgROlj61fqY4lVo/9xFFeI+S5HuDVJLscoIdwbGTZcCTZbdx7+tu8Xq5IOSlXRgzUIQQQgghhBCSEL5AEUIIIYQQQkhC1izhy6UwLZYLsmrc6WFabueecTVurMxCjOT0fiSN73KVkk7TOtlOyUV6P+UMNu130pjKlFCnlnft2gUhO/ZoYYG4gynZbdsm1XjpEooWTI7q+TizeApivNRquaKFFNLO3Xr4kVeo8fv/9imICWNdflAuoEDDQFkLVFy4ch5iXvnwQ2o8vWw1QUW2VEdhWyZuq3E2m4WYUp/+XNBFedFySU9A0T5DItJpaGGFR+67H2KWVlGCdWh0WI23WOEPEYlEP0d555nNmfR3r9uFmJTo+zHriEHUm/r5zOdQwETSWFaSNnPb7bYxxqSpA0dKtVLR4jCXZ/A7vDqin+u+IpZn9I2NwbZZIwjRauH9sCISmTze6yDS35pOB0VF7FxvopIqns8tKCxwvZr0b/S1btbxNm8+rp/4QZJz3IgYx2besyRCExSIIITczrAHihBCCCG3Hc9exp6f/rxewFn41OMQ0zSLrgN94xAzUNS9Uzt2oUruiYt6ITDVQ1XSvpEhNa5O40LQYmEKth3cqxfnnj6FfVLpQC98taItEPPpo8fUeOsoXuvffuQTahwLLsyVMvjPSetN1XN6TApD+vrHdmyDmHGzgBjXcI4ykT5+nHX6i3r6ftSnFyHmG7/+bbBt66Sek5lFXGDtml6ufA4XqiVY378ICsOcdYgo2tjiRJKFD8SLMdsSNVdtTAXU3dUtsljJEj5CCCGEEEIISQhfoAghhBBCCCEkIWuW8PUamCatjmmJx+LAMMScPzejxv192L+RzmnzzDDEHoecaXrKODKItg0mbC9DTNExBM7HOv09fwnlTi9e1NsOjWNqe3lRp8izjiFvwaS2O03seclZx08RKQT6c9ku3o+lGT3XXafnplDU859zDEfLRb0tV8c0aqul09bDJee+Osev16bVOI9TJLFp8CrE+DxsqehU/7E6Hqtc0c9Vo4OlBitNnMdexvQUOOeYMinoVBbXH2yfWsqREs2Y/p6c098UhXrf3Tbup+T0knVl/RKBjMm3Z5w+xsBuc/xnM4H+XrUX8blOOc+DfUazTi+XNbruhHjPxKT6M8584NdqY6UP17NkwO57M3tHNmtfG+mx2WhfzMujd2ZzztG71o2U2WzUtDjJtiTneCOfM0IIuRVgBooQQgghhBBCEkIRCUIIIYTcdiy0KrDt0SEtpNApo3LvU5d0Jix0Emyv3aerG84soZpopqwrIqptPJ99GW0c29mNlS6Hs7jtQ8efVeN79xyBmNqkFp8Ydiptdhq14Qtnz0HM4ICej6VZnLMrEVYyhKEW7KgU8XNLzz6nxs+ePA0xY5O6SmNrsR9ihrZqI+O0c18//+STavw7v/sHENNYwqqVSwumusIpUcmYCpVeD6svkiRqIQu7iUnZjWV4vZM22zyTWptJ38QLuVWqFJiBIoQQQgghhJCE8AWKEEIIIYQQQhKyZglfxtH1b3W0SEPYw3ewgQkjENFAU9Sm0ePP5pyG/K7uXK+U0GehvaxTq6VyFWLCGFPLRWOC2m01Iabd0vsuOKIBc009HyknTdlX1ennbAZjyk5KOGd8BTJOSnh+Rhv3ppwUbdocb2UF/SIadX0dh+64A2Le/74PqvGBAwcgJpfDZybV1vMfhY6IRl7PbbiyCjF9QUmNK9kyxARZ/YycuIDlCPOOiEc90nN7+vRJiLnniJ6T569cwuMH+p51Wyh+UDTmruL4PEfd2IxRxaHrGOCmcrpswft+piPzOee5qhoRh0oJyyG6df2dSYdOQ7rzfbCG2DlH/KHd1mUU6aynPGLmyCkhkdg20mNIEq5nycD1bMC/Xk35SYQFNsrLQUhgs87R2499jjdL6MHjS+meEULIZsIeKEIIIYTcdjzy4F7YVlvR5qnZuAQx9z+4X427XVzlKod68XJgH/Y3jXT0AtbMLBrpFmKtLrtlzwTE5ENcGN6xog1nCz18GR7cqfuCUllchN67VSspL0zPQ0wvr1+QU/14rAMDeI4lo/h74cIFiNn9wH16QxvnaGR0QI0zjpFsf0EvxC3lcIH1l/7tL6vxqqMSO9PGBf+06HlLx7igF0VmEcGp73o5LDRsxMh2o4s8G2Uj+96Ikux6sISPEEIIIYQQQhLCFyhCCCGEEEIISciaJXypLvY9BOYjlQKmvzumhrtS3QIxA0VtytpszkJMf16nTVMxnk8vpaVDO84lVQV7LNKRTsHm25jK7Tfp7tDZT9Gk/9udOYjZPq5T7X/mOMkuOCnIVFv3qowXMEV++vgZNV5KoWnwcKjLD4opTFMWTH/RlRdegJh7D+geoEHrYiwi2bzjuGqUU4s1vEc5I3eayg1ATGVC3/92hP1F+Yaex9IApvHLPex32xLpc2qW8XPj47vVeOQMSsKme3pO+rvYy9Xt6BKJwOnR67R1n1Z2CcsqJL0TNtlnphg5/UU5/ax3c1jW0Q11317FuR9RrL977RhNrEspvEdp0xfVjXCOJKvLYcIUfj/Tpk8slXJ+ztKmnySFz2fYW98UNHB6FFMpvf6UpA/FfsaL6fXwHLNOnxiyfvmBd3zr9ZzoOmwjm0PsmINDTIDn453jeucjkqysJDS/hV5MkvvqNS7afdljiYikjWm0F2OPn3J+r2P4zUj2zOJ+nHtt1lW9vlrE6eWy+w7wd872DN8q8sSEELIezEARQgghhBBCSEIoIkEIIYSQ2477tqCww8rWETUeG94NMfVIVymUnbXmelmb207VFiDm9JxWgd115GGI+dtPvV+Nf/AVh/BYo7tg25snD6rxxCBmAWfaWuhiegnVdbszZ9T4n7zz9RAze15XKdTSWDEUNbDSKF/U81YIsEqhZzKuzx1HleAtxkh3cQarFnJGKXbbyA6IWVwxyq1OdrcoWMUTQcYZqwQi+89pN5u6frWDJamwwWaJNiQ5nt33Zl7H9SJJ1YKr5LsGzEARQgghhBBCSEL4AkUIIYQQQgghCVmzhC/qOU36xly3XERhh4YxpS1WsAE6ZVKZvRCPlQr055pNbP63Zr+e+a+3rWv0/72G56wx72x3HVPUok4tX2q0IGZoWPss5PNOithJHdr0Yi6D77u7dunU/vgQptE/eEGXCHip1Pl57Y2xPIflCJm0Loe40MR0fHsF71EupdP/Hcd7YeeILoe4uIL7HhvTpRfpPN5X21yd6eK85p1n1jZuV2LH18CMC06ze8rcx1SIaWNritvXj2UmjZY2kvVMc9MJGvkldkQLTHO5bRoXEckYYYlMHoUm7DPb6TjfD28ebbO/c3xs9k9wrU6Tut2Po9chgREyiJ2GfGvIKyKCX1nvWu21eWUMxjDb+b2ya13u74WzHBab846c5xHuh/NcB8Z3JUglMG51vFJgv9425/dpI+UoGzWSTWJk61V6YJi3Pmm3eedoY7z9mPvhTCSU2bgVNOuvoYIYhEPgzWNsz9GZR7sf7yEmhJBbEPZAEUIIIeS2ozCKfTA//jO/osZbt22HmHxaLxi1M9hzkzbrRd/99q+BmHJKL2juzqNya3fvHjX+uV96N8T8k5/7Z7BtaUEv1v7OHz0NMa/avU+Nh3cMQsxCSy/oVpdwdaA4rBeKC8U7ISbOOka6bb1YWaufgJhyv35pbnzuGMRMTrxGje+6YwRiQqMIPXvxHMSU8vpYNiEgIlJv4yIwzEjsLN7aPil33WF9pdCN9BcljUvSh5RkAWkj+02iypoUEPjcYH/V31f0k8s9hBBCCCGEEJIQvkARQgghhBBCSELWLOErOIavjXpNjZeXsFemPNivxvXaCsREPd0Hk0vjsdoN00uVx96VVruuNySQjhQRiUxPSamEhsDW4NTrTegZF8psCc+xawxfvWN56deeMfe1fVsiIltGdSq7/y6UQP2r9/2ZGufyRYhZXtUlCtt274GYoycuqPGuvSj/OlLHUoeleS1L2nJ6ycYHdWnBM5fOQszqvH7W8k7aNmv6xKIW9qS1m7it09Hbyins2zt/9owad1fxWrORLofIOM9eu637mwYHhjHmop5r27ck4vcuWSnVnjNHPdPP0uxif1Umq/eTzTkm1j19Hfa6RNA49CpGStZpKIlA7tVpOrH9Zl6Th5WpdXrCbN+F14fh9UXZLdYUVEQkNnPtV3Xoz3lGsr3QzoezG0eS156S1wOVTuvjhU6/HXwm9EomXpoE7BclQV+Sa0icYD8bKUfxjhX23O6tdY8fR6bfzpkye689X2FoN3P6/5KYOG+0hChZyU6S50GfU/omSx0TQkhSmIEihBBCCCGEkIRQRIIQQgghtx3jg2hAWy5q1dNLp1DYYXhcCyKcO38ZYob6dMwH3vM+iPmX//R71LjbrUHMrgldffHmvkmI2bKCVRtXTBZ48RKa25402eQ7J++FmNWjx9V4fPdXQ8xlc6wf/o5/ATHlFIovdAf1XP/kd7wDYrZt1wq89287ADG5TkONt+45DDEL89NqXCr2QUzz2FE1nnx0G8SsrHoKpyZz7AgiXC+lUI+Niyasr4y5kX0nuY6UUyGx8ez2rWHkywwUIYQQQgghhCSEL1CEEEIIIYQQkpA1S/jCHooWVIxIwsjgAMRcXtWiEWP9aO6aMya1WedMRqo6/Rv1LkAMatZjKi/riD/Eob62TgPTz2Ku35pyiohkTFZw2RFRkIy+1kCwsT7lbGs29Tzmsyhs8JxJSR/92CchplIumy2YyjxrShSOPPRKiIkWtGDHxNYpiBm4iOUQz5vm8tBpZJ+7dEmNO6sNiOnL6+sfdIw6G4vaEPjgfXdDzLklNOkV00g/NIbCDlkz//ksmstK1wgSOKIFXXP9fQPozbF8Xj/rnnGnFSgQQWGJOHJEJMy1th1xkmxePzOFAgqfhPY745xks4XCEj3TSO94soLYQ+RZSNgYp2kdygbSzm+BSe17ohZehYC9s6EnNJGktMB8Hz2hh64R+vDa85OshoWO0Ib9LQyc8hQrQBA65RBpT8TCHssKGzjTk8RU3BoEe/uOnO/Hep/x8HRQXMNXe47OvkJzPDsWcQQznP0kKWGxs5hxzjnlisyYZ825H/Z58MRiotjeM2dGTIlZSCNdQsjLBP5aEUIIIYQQQkhCKCJBCCGEkNuOX/uNX4Fte8d01UytguvIQyUdc2rpDMR0Ojozt+3B+yHm3b+vLUTuPYyiBaNjE2rcn8ZKk/46Zgp/+jd/W41zA6MQ87nPnVHjNz56H8Q8uEvbkXzko49BzC///n9V4yP774SYahbPcXVVZ7d/493/BWK2j+tqj+/5trdBzJ6996jxzMw8xAwNajGKZ5/+NMQMtHVVz8wC7ieVcrKpCWwUvAolSxIRhyRslvjEjRSx8DLZHhs5p40IT2wGzEARQgghhBBCSELWzEAFMfZGtBq6D6bbwx6HqKclN8MuxlTLuqciHWDPi32r7HXwfHJZ8w7o1b2HjlGnMXMdGRqCmLd967eo8f/73/8EYn7in/+oGp+7NA0xCyu656bjGFU2m9iDNVzW/WaNJvZXve7RV6nxzEeegJjLtStq3HLMZad27lfjlTrGRGb6e3U854qzetMwtyTl9KEMFbS5b6aL96xR09ffbuPxA3P/+wtoADuxBVfqqgX9HO2a2g4xhZw+72o/yqQuXNamwbJah5i26WcpGVldEZGZrl7N6rRxPtLOtnaon+vY6RPrml4hr+emaDZl8tjv1Vs2fYQdlNpNpZyeI7MS1Gnj9zrKmB4Pp1kmMr1Dfo+ivv7Y6R7C3hlvpcyRe7Vmpon6afB+QA+U5xnsfK8strfu6r5sj6jX86LnLe31ysAWx/jbnHfgzIe9R17PqjePuYxelfd6pzZiAJtoUdI7lvP3zEYWk22fkL9tfWNnz+gZrtW5r/Y7dPX4ehy6vZZmJd0z+7XfT6+3EPa9+avEhBByPWAGihBCCCGEEEISwh4oQgghhNx2XLyEPS479muj1oyj0huZqpVcCrPbfWldRbNzz16Ief8HPqjG08topFuoP6XG3zw1BjGnz52GbYtNvf79qn1YERFs00q5/+W9fw4xP/u1b1Lj//Sffw9itg3rfR+YQmXl50+egG21mq4s6tawGulf/cd3qfGv/egPQMyd9+oeqE7WKguLNExFTHlqB8QMn9Vqv5LGygqrZCsiEoYtE4NsxMz1ZhvpJsnSe8farF6uzcK7jo2YBr/U+8EMFCGEEEIIIYQkhC9QhBBCCCGEEJKQNUv48nmU07Tp7qiHqe20yZR5Agnttk7lZhxZyGZdp3/9Bmydas/ag4tIq4UCFVFOp24XZmYh5uSK3jYwgKbBx5/VRrZdp0k9U8yrsSeB6V1bpayFFaYvX4KYHdt1mnqrI5Bw9vlTahxU8hBjhSVC5xxzoTEEdtyPq47hqk3az0coUJHO6OM10o6wQZ/edyPjpG2N+fHl0+cg5vwlNPvdMahLFGqXFyBmz4SWmxXHuNU+14FjUts0c53PO/ejo/cTOvsJHFGVTmiMdEO8R92c/lwXNU1QWMB5Pq2IR6+D5RnnzqL5ddCvBVsq1SLEtFpGoCLGZ8b+fLkCCUbkJrTO11c/ue5+0in8LbRxnpEvyN8GONnWWDuJkaz3GyKOIEHXCNZYM2gRkdiet/MbKkbEwpXsTVAeAodyBGW8eWx2rRjGRsUG1jfyBfEiR4QoSTlIMmld3GZvf+AYFNvPefsBcRJHmMfx2Rb7fYgDT8BkfWPjXmSFLjzzYe/4hBBy68MMFCGEEEIIIYQkhCIShBBCCLntqOZQWKFpLEx6MVpdFNM6w1ot4lpzvqCz4vNOZUNfoDPpc4tY6bJ9i65s6HOycsUuWkT0ejq7XC7iP+fKI7pqo9fAapy8STAWHGGFfVV9jg2n2qDnZPe3jg+q8VLrMsRUezpTWVvFLL3NnIdpjMm09Rz1OYbEvUVdNRE45ReeZYRN8CYxhd2osEISYYONik/YyoUkAhFJjpVMQOP6WRR4FRnXcx7/7rh/r08TQgghhBBCyJcQfIEihBBCCCGEkISsWcLX6WDaOIx0yjOKsJl4avs2HdPClOj580vmWJhaLhd1+tnza4hFn48VnhAR2TLSD9uKWZOm7uJ1jA7r9PPRYyhIUC3qBnivUbZrztFruK3V0B/i4pIWMhjuw5R0n2nuHxrEaxVzz7xM6tiY9p7IFbGsITDH6jo7GhwbxsOb299zst/FakWNhybRZ2JsYlxvKOB8LM/rOZt48AGIOTRYgW29GV1a8MAD90NMbXVZjTOOG0TKfB9KOTzHKNRlHdUiCm90jWhE6JRwpHooIiGBFqTwSg0i84xmvN5uk/72BGUC2+zfw3KIyclJ2Ha5oc/bFZnp6e9nvoTPY6ep5yTrlF4EGb2fwLlndo5CZ87CNP4+wO9R4PiHmDnqdnDfcaz37d0zW6LgiXp4AhFwbY74g93m7duutXlCD1Ay4bmlGEGEwBGRSDnKDvb6N1pWYreFG9xP4Py9l0joY53PiIhEdt4SiJMEkXOOmfWFP7xnDf+edQQizOGCNF6rvQ4raiEiEm+SLw4hhNxo2ANFCCGEkNuPCHt1yuYlPj2CxrWduefUOOX0SZXTeltqeQViQtGLGqUY/8l1z11H1Hj1xFGI2e6o2+7aoxV4owYuqF154bwaDzp9QfklvRC1w1mE3X23XhQ//sIZiOlzJB0nxner8YlzMxDT7Wiz41ajjjGBPsdiG410uzm9QBAX8DraPb0IWkrhnPXsiq8I1mo515oyi2xhz4kBRU1n4cEueCdQwfT2HTkL9VZxNcliXRKz3ST7EUeh2rt+ezxvIcrGRM4CEqrrrr/I81JL8ljCRwghhBBCCCEJ4QsUIYQQQgghhCRkzRI+r6Y+Y/oMPKFGawyayXpGmVoC1EvT2f2sLC9BTLVf97N4fVL2WCIiq6E+81IRz7F/qzb8bLc/CTHbtunUdrGMqfacMe2tVqsQ4xpKdnX5wU7TWyYi8rlzui+rr4L7HuzXBsCRI91pe27Szp0tVHTavNPEefX6WcSW3i+sQsjkmO55Ck6egBg7j92a0++2f48aX5hG2dRPHsMSifv37lTj9/3Vn0PMm1/7OjXOexKgpi8p7fQd9Mx9LTv9ZrbnyfZNiaD5sAiaZQYJTFkzGSwRsN+jfAZ/C0JjMNrrYZ/W6ireo8DI5OYL+N2rL+t9ZTJoNpwxPXDed7/Z0uUg+TKWftjfh44j0Rs526z/cdo5vi2j6DoNgLZ1y/ZNiYj0jGF51vnhLWUdE2tj7Oz2BZn72HX6Qe11WAllEb9EAvaDLrEQE4br7zuJ2XASiV6PROUpgXN8+M1MYLabxCTXudd2W+QcKwulP3jt3rOWRG0YY7x7b0qqvH8ssOWJEPIyhRkoQgghhBBCCEkIRSQIIYQQctuRijFznzXZw7CH2eVq0aSXnSb1rMncF+1nBDN8GSeb2U3pTF0PE8DuSveRw4fU+NhH/gpjHnql3ncH52PFiDaMDw5CTGpVqwTvHEGV3GfPvgDbrlhz4TZWKTRX9fFbO3dBTNdkWHvOjISmsiabx8qOZaN2XHGUWyOnSiA02dSUp3oZGGVnJ5VrE75eRjxlVFB7oZOmTTvZbSNsYRWzRfzKIjxJe7zNyuQ7Sr7O56xaqKPXIZERpEilcN9WMMO/Hzom7Qp2fHGYgSKEEEIIIYSQhPAFihBCCCGEEEISsmYJX8bp+qw3tQDAgfFRiDl1SgsbDPRjundgUIsdrKxis/9QScfknKb5MKVTcPUupqirGbyOfFbvq7Y8DTFPP/eEGu8s5yDmvR/432p85coFiBkpaj+CdBHTjastFF/YO6bndmEGz/Gee7Th69xnjkHM/IL+3PbJcYjJF/Wj0Gpiqt1YWkihgCny8WIfbOuax2w5g8ICrdVFNY6cew1pY0fkZLmnywFiwesIupjKbRpBDGuIKyJSb+jz7nPMVcWISMRZTAn3GvqZLZZxHiNz+b06Gi0HTrN92sxRL8LvQyk2YgP4WEta9DlZQRcRkYWWEShwzH49YYd2S5+Tl6IPzQQszTkCMiUtCBHlcK5Xavp5GHCe2Y4RTfAsJQKn1MMa7uada+2ashKv1MCa+6adY1mhhyDG70er5Zgtp/Q5dbtYrgTmts4N6Zh9h87SW9qUlTh+uDC5ndb655MUW7Jhy248PPEi97wNvRDnumiEiLx9W3N67/th8Qxw7W9haQ7j1AAAIABJREFUxjE/tvcaDHpFRByhjZ45nrdv+08DK0LkHc8T9bBFPNSUIIS8XGAPFCGEEEJuO3qOembX9DzFdrVKnP6NLirOSqgXovocNdFHXnGfGu/ctgNizs1e0jHOolvDuY6nPvIxNQ4cA9gVsxCadxbdYjHKyivLGDOoV9n6nYWogWoFtlVzek6q/aiCumoW1AYHhiGm1dQv9W3nOtopPUeDOVwZ7BjF1XYHFyfazupQCnqXsE/KvvyHTu+SVer01ooCoxDddfxnQ6dPKzYLRoGzgBPEdiEOz9G26dlkg0iyHqgU9PslK3gDoVZXTVU/s2lnIntm0THtLQSZ+9FyegTXgiV8hBBCCCGEEJIQvkARQgghhBBCSELWLOGz9fMiImmT7p6Zxr6ckZExswXr/ufn59V4xxZMrw1UdT9Nt4fptXxap4QzTgNDznlPtKXnfY7kZWD2VS5hf08l0J8rprFXpB2bNLFjwpixEpgiUq/rdPN4Dk1yT548q8bPPodSosWc6Wdx7sfy9Kwaj0zthZiKSZvW6miIG9trFZFiWh/PM+EsZ/W8xU4PVi7QMTmnD6TfpG1TTm9Z1+lfKJvyA693KWd6roIcPjMt2wPl9LzYfgGvl6zbNH1C3lc1dEyjTUkCSKuKSMNef+jUCJjHOF/C5zptzE27LacPwtHktdn/lmPAG5p7XXLm2uL2YZjMfq2GvWRRuH6vRjqHc51K0KtjSx2s+fDV4+kYrzzCzmPklB05VSUSG7lXr6zE9sFEsVPmA5fqmUjrc/Q6kKySrGvs65Sn2L25vUtpvS0d4D2zx0tiGusRpD3ZXGs2jNdhy1McVesNSQR3nL8b7X6sGbKISM/5vbamxe599BoF1zm+h/2q+X1ShBBy68EMFCGEEEIIIYQkhCIShBBCCLntsAqXIiKDk7pCJhOh+EPzyoIap51qnFSgc3OtBRRfKG8b0vtxlEqDnF7Hvji7ADHjTgP8zqltary4iMfPGWXIbn0FYqZ7utJlz549EFPdOqDGc89h5VGq1A/bMkbYoiyYcq0bhdnxoSGIiTv6HJuho96ZNWqiacwP9IxpcM9RaIgCvEdRoDPOGeefzrYooNlCtWGrutnrYn43NAIZnvhBqVSCbQ2jEpx1ntluZKsdIARUN9tO5hqy204q3VYSBE5lg60aEEHxCyt8ISISGOGTVhMz8FCk4MxHaFSKYxrpEkIIIYQQQsj1gS9QhBBCCCGEEJKQNUv4bFOsiEhk0nIjQ2iku2Aa2bMFzBOODmmt//bqGTy+NaH00qYmu5cSx7i0hqnUXVv1ed+3H9PWnz5/Uo2tp4KISNmkdr1UZtbMYylw0pY93FbIa9GKfA59Fq5cvqLH0/MQU7Hmtk1MpeaMuWzHSbVn+nU5QLOJafySI3QxE2ohh6VWHWKK5hFpWuMFEamXtbBAWEeBiHuNgMnhew9BzF9+/hnYdtfQhBqfH7gEMZFppy6MDEBMz6SbtxTxnnVMqr1Xwob0lnnU647vxWAD5yhtTHkbTmo7n9L3cdURA2l3rBkDnmOva1LtPRSsCNueQITeV9cRJAiNQEM3dAQijClpEKDQRK6iSx26jnGrbZpPOWl8p9ceDE57GUd8wZQ6xE6TfBglETYwvw+O2W3UcwQZrECFM9cpc/3WP+Pqfox/iSciYcZe6UVsS0gczQDP8DWX0c+MKz5hztubRitSYM9HBAUq0p7ZrLPz0Px95V2H9/fDejHeddhz9OYjBCNbx4jeuX57ud7xY2M07h0/5ZQewbHWGRNCyK0KM1CEEEIIIYQQkhCKSBBCCCHktqPVxOqTwGShF222XURGitbWwklBr2phg6CFIg6P/ZWudqgMDkPMK/7Bl6txXx8KBAT9WMkwUNIZ/+UaZgFbpmom56QTl1dm1DjdxjnLiq7suDh9FmK8LGSjoM97pOhUWyzrSpLBYazsMHodEjkVCdmSrkBIO9Y03aautmi1sEKi7lQxZUwmPyo7VQpGkKLrpKmzxg6jF3omAXrfnvWEd97WxiPCKZKeOe2U8zx0OvaDjmWE3eSpUZhN2ZyTkfYqMtw50aTN/QidEpHY2O6IY3OSxJ5jLZiBIoQQQgghhJCErJmB6jpvvlm7gODUy2cy1nAU3+rs23Laqem3dd49x9LPHt6Tlxyo4KrHNtMbMVQpQ8xwVctyLjkyoSkzIakM9oFYC1LPBDJ2jBCjjl6ZwT2LNFZ1P9GlS9i7U8nra8vCCgPuu7WwiAczPSb5ReydKQ/h6lHR9JRkG3j8YdOnVcqicWtgJD+rebzXhbSO2eosEQw7vRmDxjh3yJHXlKUlNUwNO+bLZm47zRbEiFmpyjkrM7YPotfFfq92B01hG1m9MtWLcY5Kab3NeRyl3tD7Tmfw+5kx3+taG78fWxzD156RM21lnX6aSJ9j1jGfTplVr1YL5zrIrN8rgv08eCzPANeaRnvKuh3zO2f7UkREMsbw1euBShvT6MjreXFWZUPzrPs9RxpP/tf2CllDdRGRrOl5CZzfdCvR6/UJecfvmON7ZtxBvL7ZrjV/9gi76xsCR46JMvRXOffIxnh+tLYvyTVWNjHOVGO/VcLF1cB815Ic3yOM1r8faJy7QWdjQgi5wTADRQghhBBCCCEJYQ8UIYQQQm47Iqe/KeqarBf66EqwrD/niSdWTDr3DfcdhpgzS3Nq3Mphf1PW7Dx01EyDE1hZ8qGPPK7GOyvYJ9Wc2q2PtYpZ+uW0rm7YVcBqnAtGAfdtd+2DmKOz2Dv1+LJWBS45yrX1ZV25kCpjZYfUTH9RGTOVXaOCCUqyItJbNRngBmayV3L4z+JirMsLWk6ZQK+tKwCyaUe51mTOPVVOq4Ka8hRgHUPm2GR4O45yr60ccNVMTdVCxqk+sWrcmEkWyVp11w6eT8erQLCZfIhwjHyd49uMexw5Crwpq8DLHihCCCGEEEIIuS7wBYoQQgghhBBCErK2ka5jhJc2jeMLC3MYMzipxk1HFnN5VTepF5ysbWCOHzuve4ERcWg7AgXptNPsn9LpRCtvKSISGBPQtNe43NAp8U4Lr9U2HGdKzsUu4Txm0jqVHnVx39WCvoXf/wPfDTHv/o13q/FEdRBiHrz3XjU+n8V7nwr1XE8FYxCzlMVry5uUcHtlBWK23XdEb/jYhyFmd1qXP+wdwOto9PS+CzGWLHzfO74Zts2fOKfG3/U1b4GYj376k2o8MIaStMayWApZLMdoL+v7WBnH/YT2WXPMhyXCbSkZUuNcCutTug19TlHbEYLp0+Ug5QLO9WrDCFs4YhA55zkSk8pPO78z1lw3ckQcrDGoVw4RGUEAR4tCIqOR2/WUFhxhCSsikXLKOuw5eaIJ6ZS5fk8RNkGvfeysh4EnsFOi4OghrIs7RQl2HJi/cgLnQjyz4cDuy9l3aIUt7LyKY5oMEbjRNaDtOOIwCSYyMM+1Z+Qbmzmx46sb9TbXZN5+Zxxz8lQKP2erejzBiCiBQISdyCTyxIQQ8nKBGShCCCGEEEIISQhFJAghhBBy2xHk0A6jlNZZwHqMVSu2+iVyBAHSRm4/5VSx7OjXVijlLVMQAxUqgVPF4lSfvOWr36TGQx0UFjhlBDPucsxlG1cuqPG21z4KMXv7dZVE98xxiEkP4j8nv37rXWq81I9VPIuzet7G7twJMe3WFTXuFUcgJjZTlOnHa61FukJlykkhpPOer4fO3jbbaCsSmwx4K8T7sRrqzHXsVC1kjfVI2jH27TlWLGmTufdiUqZ0wGbERURCW/3hxZg0ddbzSDDPNRr0+uITsfmcV1mSMtYfTmGJWAMKK45x9fiybsxaMANFCCGEEEIIIQlZMwOVyeGqy2pDG6xuG98CMRdX9Zt3qYz7mZrarsatmaMQY3unvLdV7DHAOut2D1cLeqaGO9/Fz20fG1XjZ05chJh779Rynn97+hjEdMz7cbuG59PsYk19yspH9lCGMWvMMz9/9GmI2Tqpe5U6M2iSWyzpe9ScX4CYalXPx3ARV3gWW7iiUrSrd04t/JmzJ9W428bVm+1jug9nqIKri4tLs2qcdqQ8OzVcKYzNc924gvc6K/qcpnZug5hSRfcctZ17FppVp9JQFc/RfsYxSfXWXTIZfU+iDvZgRXZXPbxn5YK+jnTaianon4/aKvbxNRrOXJvVo4LTN2d7OiLHSLhnvvtBDteDMrZPKom5qbOaFnsNmCn72+OscJnV7rSz7wieUcfI1vbBrL/gd+34evXSlaQ1c2JNzj28bpaOuR8pZ+UUzWZxP5GzChiZ5yF0+pKsmWzkGMF3A31tKef4mYzp03ImttXDGfD+flovxuuJ8/uJ1tsv/s6Bka33XMVJrsPr/1vf8DYwv3N+L9VLW/ElhJBbBWagCCGEEEIIISQh7IEihBBCyG1HGOIaccf0BeW8fpKs+ZyjAhrmdZ1AzjFufeS++9S4lkGTWpnUVTzNflQ8Hdm9B7aNLugqkYxzHVmrFOpk6TtL+jquzJyFmIPDukpiuYYKsLvu3Q/bgmVdWRN28fjP9ZbUeKiF1Qa5rqmscCpUeqaQoRlhVU/eKAkvNPE6wpSjnGuyuaUCqtuuGEXmVMap/rC5eyeT3TUxHSfbng8ck16T4Q17OEcrNuPtVVYYYue5trkXr2rA9ggGnnSr1wOVICudSq2vAmqz226/lVUzzTiqwWudx0uKJoQQQgghhJAvYfgCRQghhBBCCCEJWbOEz0uL5fMmBTo7DTErNZ0Wy8fYJN5c0WnadstJt+a1SEDGMUa0TcDeOWdyzufEpvExvWfT7088+wLE7N6xVY0d31Qpl3S6d6Q6BDErV67Ato5tOHbSvaNGJrV++TIe39yzDqgIiOSz+lHoOTFhVqdE6xEKJESOIMCKkfOsp7HhuVDUx28Yo2URkUZDlyx005jqrVSNIEMDz3Hn1nHYlhvR9yTMliDm1bv05y45ZQxtIyzQwd3IXG9ZH7uOQguP3n1IjTOCD1aj6zRlt/V964VO2tp8HbppfK5s+UPeEQx53avfqMb9RTQErtWWYVu3YMpYml7aXH+PPfGF0IgveKIFUVc/e11HMCNtSi0CR7LYLREwrrzWXFRExFGpXRcUlfDKD5KtfaVNOUjPKi2ISM8IlHjnHJv5Dx3xg47ZtX/tCUpGnG1R2zGuNdg5SiQ65ErkGuEPx+g5cEQU7J48oQX7HHnmst7x1iPwDHnN8b39hrL+s5ZEHCN0BDsoEEEIuZ1hBooQQgghhBBCEkIRCUIIIYTcdvQ7WbcDg1qkoTqGog0nn3tGjSsdR7i/qjPXzVWsJNh9QNu1nO1g1cIH//zDaryli1UTcRvXuveMTKhxLTwDMZmazjCWKpgVHO2fVONyHf9ZuDyrKwlmulgRMVUchW3lgYoanzh9AWK+/LC2gqkLXr9M6+qf/OVTEDLU0Z+r9+P5DE/qbQOOqMZyFudopE9bwcwuYcXQ2JA2962vrEDM8JCu0phfRLuYhrHU6TlWA6vLKLRRNJVWOUcQIWPy+0HgVG2Eeh4rjhl1o6krAsqVCsSExsJjpY5VBJFT6VTI6YotL0sfhdYk16n+MNUWoZMRj0xVWypC4Y21YAaKEEIIIYQQQhLCFyhCCCGEEEIISciaJXzdLqazgoxOCVcKmN4rDehUZjuDabpmSafXGvOYgstmdTO3a9BuGmVjq7MvIj0ndWd1/VfamBJdOKdTsA/uQ5+DlTktohE52vsjA7pEIFtGL4h5R5Cg1DegxlcuoWDHvW94gxq3t26DmF//5V9T492lKsSISYFWHTGIQk1fW7UfvRAEtR/krkkjtOEIdoSr+vof2nkHxIz06TRxtuukbZt637UQ70d+AsUOjv31h9T44AMPQ8xHn/q0Gh85/AAe37SSDzl+EWJ8Lipemcn4lBoXIxQ2GOjhc7Qoi3pDGu9jUNDHW60tQcxKW++7G2JZxez0nBpnp3ZATLaAPzHFnL6WtvOd6fT051IBNruLSeN7pQZixFEac4sQEhphicAR1YidRvpQzHk7vzMZ4yeTdYRwYruO5agvROb43m+hK6Bjj+fsO47052JHxiE0v5eeiIRdj/OkB8Kevo+eQIEndpAy5+1Zilj5CVfDwuzHuR1oTWKVikREHG8W7/7jx6w3inM/7NiJgXlL4YSkzMXZY4uIBE55DBwvgX9KHDtiFMZjxns+U/ZeBxSeIIS8PGAPFCGEEEJuO978+lfDts6cXhh9tjYLMXds0T0v3/dNb4OYkbRRr4xwEbRpDHhbbXzRHK2ahcEVRwG3hf004zv0IttwgD0/uw/obZ1F7NNaMC+624b6IebKoJaTHXvNoxDTfOYobAuG9b4G7twOMfmZhhov1lG5NZvT/1StTOJ+Li/o1dtqGhfUoudPq3G8gIuHvTx+bmFRPyMZXM+UixfOq/FAHy5Ur67o4zXquHAfmvvRdgrFes7yVCZv5iiPi7fzs7rnaqAfZYJTRrU57yygFIzcdKW/D2JWjLL20gp+P7xltpb5nLeAFBvl2Njp5bKLXKHTJ5VyFm9fCizhI4QQQgghhJCE8AWKEEIIIYQQQhKyZglffw5TgHFKp87OHz0NMWcaz6pxrdWAmFJB9wWNZPFdrmCkO7NZTK1mOjpFnhPnnDuY/o5MzbjXT3P3oDZOHR8eg5gLRd0b8pX33AkxTxqZ0jnHkHdoAPtZZuZ1j0m7Pgcxu1r6+FsGsb8nb1K5Tet4KSIVY2RbKKAsZc+Y0pYcw1GJMSX94N4DanxgYBJiokCnks9eOQsxVkq15DQwNBb1vW428VqrBewLGinq53G4jKntfTt2qXG0jM9MxpRaxPOYxp8+O6PGnzz5hxCztWbOu4i9AWdeeAy2HftbXcawf3QCYoZMn1a24EiZXtLn+NU7t0JMJ9Qp+StLFyFmTwWf66bpuak7afRKVT9bI45EbtTQ1zpdwwa8jknbT01NQUzd9KTVnP3knLIO084jRacftNnU+w7bjkRxWn/3shmUCO6ae+aVfnj0TA9g1lkzKxT1eXu9KqEpmcjnnHM0v6HpFP71Yj9Xr+NcZwu4bytl65mKW7z+qpw5fsqR+m2YEpKeU0KSdf5u7JoHIp3B43d7+v57ZrO2b83K8XrE6fXvWRx7Mev3QGVj/J2PzXl7Z2j/jrX9byIiKXP8YCPO04QQchNgBooQQgghhBBCEkIRCUIIIYTcdlR6mPG9+x1frcYnjp2EmEUjGvCGd7wJYv7jT/w7Nb73p38YYpY/8bgaV/sxA/7p87pi51UjmN0sDg3ANjm4Rw0/9ThWqMzNa9GC+7ahaXBgKjvy8yg0cWVeq5cOOWq78swJ2FTYohWZSxGu2c+ZKqKykxXOrmrxg+DpMxAzWNLZ5X70bZW4p6uhrICGiMjKCn7QFoBkKniOoREyuLiMAhVZk93PBk623Shadpw8R1owm7u8pJ/15cAR40jpbPK0Y+RrlaydRD5kjuMZNBYWMx9Ben01TxGRNIg/4LXGJrsdOOrbafN6k3Wy253YGguvn+1/McxAEUIIIYQQQkhC+AJFCCGEEEIIIQlZs4Rvro7+CBMVnQLMONrq3/vWr1Hj6himjf/gjz+gxtNXTkFMlNYpybyT7su0dZN0sYyXlC1jSryc10IC3Q7mpPP7D6rxE+/9U4h54K2vU+M79++CmD/+n3+jxrGgsEB/CXX0g6KO215BYYdKoK+t5Qg7bOnTXgzz5zHdmjMN4NkVjOmaVH+cRcGKLmaN5dIlLS6wvGscYib79PXvGcKYWkc3ReeqOGejU1qgop5HEYPBZVw3OPz6r1Dj7DJ6Frzyvleq8YnTFyDmp975TjXuL6NgRm9Ki5G0BctMGk/o78OlM89BzJH9WFbSMKbNZcESgUxHHy8r2MgeGGGFqTEUUAmMQMHjj30UYhYX0bi2U9T3reeY5Ha6uoxiuYP7yUb6+Na0VkSk1dD7abSxPCNtWuCzTho/7/lumE2j/eifMm8MaOs99HjpdfX8dyMU1WgbP5m2Y3LuGpUmMFwNbRlDiPejYEyKXfED427ba+M5diM9/3mnXCcV4d8peSOskK+iyEujoctzYsfstlLUn6utYrnS0IAul/KuddHxNIG4nmNca+5HNoPCIzljIO8JPURdc4+i9c2XPZ/fXri+SW/HuR+29AaeMxHpdc2z7vxbwe7npZbQEELIzYIZKEIIIYQQQghJCEUkCCGEEHLb8bHPPQXb7nzLV6nxX//BeyBmyGQPtz98BGKCui636LuIVSyLnz+vxvmBaYjZVtSZ61SAFgWNxjxsG5jR+354ETN8zX6dTS01cc18/vwZPe7H6o/Rkq50ST9/HGIKjtz+pc/ruFSAFQBxQ1cDNRzLjrFRXUkydwWFP3LGjuF8Fys7Snn9T96cY7vS6aHNSTfU89ZcwIqIVKSrPdJpzK73jJBByzl+t2OsJ5zKCmsRICKSMVYbzVWc61RKZ65j556BrYmTpS4X9DlFTnVYGOljhT08VuBlxY0ghL2vV/dtLBoEqx3iWO88TmF1Vm1JVyDkSlitthbMQBFCCCGEEEJIQtbOQC2jAe70kn5jDqpDELM6q81Ez9awl2ppSUs8eqaLLWME2HTME7f06+PPL89ATLOBfQeNcf12nNuCqw5N03fwisMPQszKtL7Wy5dxhelrXv+VavzRTxzF83FMcrMZ/X6baeP9CI1x6/gOlEl9y5e/Qo27S7gykTX9Zt/45jdDzOyslrzsq+FcD5W2wbapCd0HdOa5z0DMoYPabPeHv/PbISZT0ff/bT/0vRATZfXqSdYpqU+X8F6fr+n537IF+6tOndYyreUH7oaYHZ/TKzH5Ixjz3z+o+//e9P+392axlqXned6/5j3vfeZTdepUVVdX9dxskt1sik0xEkmJlgQNcSTL1oUh0DZgx0YQxMNdDDmAAhiIkZtYsU3LSGJFcazQJhjLsijRDBWKIimO6uqJ1V3dp+ZTdeY9rzkXvPq+98vpfSEB5cb73K1V31nDv/61dq31/+/7vvQS1EQD2a/3buOXqugMhstunz0vlo8n+GVmV4W57hmWqN1AfvFbm6JWZHxDfl1sNoxgZeOe1VqVsmXoYJSep9SaD+dcMZM6lMK42FrPc+cOhv3Gal/N0HgWzfDeC1Xd0R7eD1MVdF0Y+qJSfe0ujFDvQmmwwsD4Slrhc07rckIj3DVR162XGCGx6mvuyRFqgDxlW2sFAgexrIkjbOvxGIPPffUVthnhtl0s263RxPPo9OV9PTX6daJ+i7wY++fhCf6d7g8WudIFmfombRFsfN116repNvRF+uOyvj7OYfivc86F6rqVNfYrjaVd8gxdlsY8N0II+U8AjkARQgghhBBCyIJQA0UIIYSQ9xyfuPAorHvjNz8rll+6iLM2IjWgd/SZfwM1j65Il9w/+vV/AjUb63IUtLyNI26dfTkbpxujBmmyi6PbJ1+UM3uOdnGWwoYahb2X4shxsiTdfWc334GakQqFDQP8r2NprBvncuRej24659wskaPb7QRdimehHHG9fOUy1EyP5Wiqn+CI68sPXhfL/YMdqMnWcf++k9vyK5xt4eVyPGJc4shtRx1T2MZjDFQb5casBd/QQNVqVHpqzD7xA93+OIaSzuVx+wH2WS0vCyIjWFiNpGfGQLbn8O90kK+b4IypjgpNLksUU9WJ3M58in2/3ZH6Kt/QUp0GR6AIIYQQQgghZEH4AkUIIYQQQgghC3LqFL6/+st/GdblmRwG82c4vHiiROLHc7T3/PiLz4vlJ859EmqyVG775z+FwaEXVqVBwWyM+9ruo+B6uZbncZzh0F31mrQJzXQwoHPO68lgxvd/8Hmo+f435JD47v1bUHNp1TCxmMhh86iNdo7pWNpp3rmG5//CC+8Tyw0scVVHntufvPoa1KxubIhlbwmNFqZHKK6+cuWSWP7tP/5/oaZ1UQYQ/+Z3vw01s1hOUfhzP/wpqPk7f/vvyu38m9+Cms/8yn8P697/oy+K5fMXcRrFK7//h2L5R37yE1Dze1/4Z2L52Uvnoea7O9KM4ulHr0BNty2HqBsRBgLPJmjT+pXf/aZY7m3h/nfVdIxkeQA1uRq1j43h724gQ3vrzOifM7yvykRPf8DH0HAojQTaNW67qUxWGk28h/QUgarG51WgpkO0eziFw1X4d4myjT06wRRp7QBrTWHxA2UikRpmEGo5NgwLaku0r/7QCoXNVWjy2AhOTZXxSF7idQ182R5xgN/nGg15jfzAMLUwrmOqApEPDg+hRpuTtNt4z8xVAPFshvfQaCyNRiyDhNqYsuIZ5wJ/p/qRZf/rVNiyadCgmlaHITvnnGeEP8Px6OkyzjlPWS3XxhQiPB7jGI0gY6xRx1MbvsaEEPIQwhEoQgghhBBCCFkQmkgQQggh5D3H/tCILVARDaGPo3dpqYwNPBwBzys5mtnu48j1gYoeWV1fxX3tqGM0DAqaLWPbI7ltazCzasgZMkueESaqrPzbCc5IqM7K7cyNT++Nfh/WdYZyustShPufj1WkTBvjB/TI+c1lrNl66Smx3L2wAjWfWvsvxHJjYozcBvh3ZUced13g9fjsZ+UMFSM1wI1SOZLeCbA9fHWNsgxHgI1Vzjm57doYuS7VlAijBIa38znOiChVSHAxNWIUnGozh9sJQmz/RJmR9IyZV20ViDw0QoPnExWrYYySZ7n8u7YRWnwaHIEihBBCCCGEkAU5dQSqXeD8cE/NRc87+CWgeU4GfA4ODG3AUOowdq5iuGy8sS6Wrzx3EWruXrstlo+GqMG5/QCDfM8//ZhYnm4sQc2jhTy3x31839w9kNu+McI53N9W53/eoXaomeIbfHsgv1bdPcCQ3mfPS+3QIW7a9T7wfrH8X//1vwc1f/HTvyCWr7bxC8tgLr+4ffTKFtTcm9+Gddux/FxyqYNtnRzI6/b2q9+DmqVnnxD0qt+dAAAgAElEQVTLw7fw6+L9nXti+fiVm1Bz/cvfgnUbHflVcucBftEY3borlt/5/a9CTWddaqduX70KNa1Sfhl5+WvfhJoXL8tzDSK8z2avvAXrttV91fPQ2vac/upSH0FNpE6/ZWhn6kJ+Ab1jhKLWc2zHsC2/VGbY9V2uA0YLQ6PYlF+vQiO0t9IipBI/CxZKd3FnD58XzvhKHcHXVHw+hDqU1TjXUumyCof7qpSYKbMCeY11caD1LHgdJ+oaTWOjrXUgr/ElWWtuhoZubqQCiWtQd9mhsIXqJLFhmeypr4fjFPv+cKaC4I1nuj5X3zjXyuiP+qitkFhfXVutf/vBxmVNZWjSan0/Wr/k+hO4ZxyPh+3vqTMJjOuhg66t0Fzdj/XfOIf6LuurOSGEPIxwBIoQQgghhBBCFoQaKEIIIYS852gU+I24VhajXog1M+WoGFkjvsp1MmzgLIHH+zLIdzifQs3KU2fk8RijxIGH7p2ba3K6yW7jALe9dU4sz3AzLr8uZ2nsdXHE9a7a1/ZTT0DNYBsdX8+sqXPzjP9yZmqWgo8jnrkvR1O3k2XcjhrNrqbo1OnfuCGWJ+N7UPNgF2dM7aoA4myKfaZM5GygMEYX0FrNgPD0DAnn3LySWqG8MsJuc2PkWLVRaIxu6wFea9ZCrWqaHew0elQ8mxozCXw1a8HHflUYM1uSlryPWs0W1PhqhkozMmZfqJDi4Rhrokruq7DFZf+/cASKEEIIIYQQQhaEL1CEEEIIIYQQsiCnTuH7Z1/4LKz7wPZlsfyRT3wcap7+6EfE8luvX4ea6Q0pgG+uoHWmU5afH/t5DNL9yue+JJb/1a/+I6hZCdA+8YWPvySWX/wx3Paf/NHXxXJjhsPvV5blEPVqfxtqXn9VBueGgWHOYdiLpmoof5DgUOZQCcAvffBpqDm8J0Xxt/aPoebeLTncfWZ5HWp+5/OfE8s/dOmXoSYtULjtFbKbzSdoLDBTockzI5D3sjIJiIY4RP+jl6U5iPfG21DzF38c++yj2xfE8to6ThHo/vCHxXKY4ND2Mx+SNfvzfah54qUfF8u9EI0NbtyU90fHEJJvxsYQvRKAj++j0cZsLqcjTA/wMRCqkey9EaYvt5VIPA5xON43gmt9dYzTFAX57ba0krW+9IwzeT9WY+wzeEh4zULV/kWFQvYgNOx39XYMAXyh7uFsjve+HyohveVHrCxYqwLvoUobbzjn9EwP64FfqetYFcb0EHVuhTH1pFbduDKCVEt1jJ5hzuGMAFi/Ia/bPMNnunbEtUKDtY9CZEwrqdS5poYZRRxjS1Y6JNfIhA2U/a9vnKueQmPZIde1Nl8w2lGZP1jdyrNMJGrZtpbPRahNPIyTnc1kH/UCPJFQ3VeetTNCCHkI4dOKEEIIIYQQQhaEJhKEEEIIec/RHGBwre9JcX/Rw6G5CyvSNGG2dhZqHkmkicQowdHML6r/Yn3o0ceg5nIqZ1L0GzhKnigzCOeca63KUfrNJTQt0P/Fq4wcha1Ajh56KQbJPqZGXCvfGEmvcWbL7I40qKhG+HdvXP++WA7v3oKaaiC/9Vc1jsB7MzkDIfUw08UPpWlAEuLMilmNZiDhRM6SSD2MeanUjJAxpji4Wo341g38L3ikRqB9vcI5FwWG3b+aAlDVOLOj0ZR9tDRmG6Rqpk+RY1s31eybyphJoKM26hrHawJjBPz4eCiWp0ZDhsowpGHM4qnnatZEjrNhKjWSHhjxGKfBEShCCCGEEEIIWRC+QBFCCCGEEELIgpw6XpVNUKg7Uqrkz3/+P0DN4y9Ig4Z//Bv/O9S09h7IFYav/WEih+XO/9BzUPMb//pfi+VkgMPY8wmKyz/7a/9CLP/Ykx+Fmm//+/8oD9EYAlw/vyGWD3pDqHmk2RfLr5Y4JNkMOrhOqaLjCodkvUpuK57hMPr42jti+X1rS1CzOpWC/HNbeDxHm9Ig43yGUxa6bdx2cU8aGaw0E6gZP5DD9r/6878ANScqH2A6x+H3v/OLvySWqwKnDHzg0kVYd6wMCG7dR4OKQImyj+6gQcNKKm+p4zlmSviThli+n6M5SXNVThEIU6wpZtjXdg/kMaUxXkctnPd87NfzuexrVYRTP7yWvI55gTVxgPe1nlrgG+LyrJDPHq/Ebz25Gv6fzvF5FSsTB984Hqc8AiwTh9q9u7FCWuD9qU0DnDFlIcvUlIkSt6PxfcNowcc2KtS5zK1zU+t8H6+H3rY+9x+sk+1fG2YchTJDCY0MnsgwaNDmE5VhTuICOa3EnOait2tcD32uUYDPOcOvA3wUqspoa3X+uXEeum0jY0qXr9u/wr6PbWScq9FGpTJ58Q0zEG10oaf9OOfcbCqn/sC94JwrYtlGQUhVASHkPw34tCKEEELIe46f+bVfhXXJitQTlZnxYTKRX1V8hy/RdSU/ToWJEXg6U19njO83idLOVCUG4k4OjQ9ooyOx/PYr34OaKJQv3y1DJ3V8fFssz/fROXY+kR8UgwQ/giZ9fBmf7sqX+MYKutuGqTyPoIcv2seF/OjoGV8wvJn8wFo6/HgaRPJDw4pxQfZRAuU6LXlMWYCu0VUuz78fNqBGO7V6Ee6/Eci/y6wPc5YuSn2MKivss82GvG5lbXzgVA6rrQRfE7QGqnEBHaJL9QEtMvRFd3cxyDiI5DFqx1HnnMtzeW1X+qh3c+rcQqPP3r1/Xyxr19x3g1P4CCGEEEIIIWRB+AJFCCGEEEIIIQty6hS+lRCHvBonckj65i7qQIbXdsTyOSOssNuQQ6DLK2gLef1Y6qSql29AzSc3HhHLDwZowRlFuP/HG3Ldzre/ATV//py0HO15OCQcDmQbzQ5Q8zI5uCuWvQ0c2q1SnAtf53K4ufCwJjiR+0u//xbULKv56f/Nz/3nUNNVOoxjdczOOfcLly7J4/vjV6DGczgX38/kMTYNO8tiKjVI917egZqx0hQMY0MrUsqhdm+OQ7KtLnb7Y2XVuR4aWq6x1BxFTRy2zhry3GYpnuvmQGrijmc4HSFpyW0fTO9DTTHFgM8QtDGGVkbZizY8vM/1llNj+H2ibVNbOD3j5OgBrNtX/TrcPg81mZpWE3l4z3i+trY1ht9Ve0xLvId0uG1gBI4mvhE2rDQdnqF5ybVUxUpXVdNIrOdVFMn9184Q4Zi6JHmMYYR6mlq10eQItYWlmtpghbuWhTx/a+qFPtc8M6xlSzxGT103S++lf67CCA9Stz9oiZxzaS77XlEYOiWH/VFryQpD11ur/Wttl3PYr5vWvC9FbGiHdHesa6PPGHq3EjR4xsVW13oyQl1voO6ZytDEVZnWthn7IoSQhxCOQBFCCCGEEELIgtBEghBCCCHvOf7bX/o0rJsnciSs00TXgLNLcjQ9jQxnSGX+kHkYOFopB+CW4UTop3L0rmyjQUF3iKPClZrJUU5QkP+JT/8tsfzGdXTpjZQTZZDgzI5EjdQ2jVFZd4QzIoYzedytHNs6SeTso6FxHmcT2bYnOY4AT9XI/bjE42lH8u9wTpNztWG+4NTf1VMcezi7Ia/b/Qn2h7kaTQ7m2K9mnuwPuTGS3TCcOcuxvG5BjDXHE3n9feMVwPfk350Y7s/6nul0cObRwbE0B6lyawTcmDWhRs5LwwU0UOuyiXF/qNH+oIl9Rs/smBgzIk6DI1CEEEIIIYQQsiB8gSKEEEIIIYSQBTl1Ct+n/7NPwrpMhVV+7LkPQs0bX/2KWP7UhXNQA2GBxujeM8WmWD75+regZrOv/Oh9FLK3cHTRRSq89NU//DrULKug0GKAQ4Dl23I7aYbvpB01BBpV1rAtDpP2alnXrnH/wwcyM8Iabr32tgzSbRpD1NVI+eqfuwA1k0M5/BsY4Yl+Fw0JYnWtpzEObZe+3FbHEIl7SuyfBNgeeSGHbZcSnDLQNEJZYx362Mbh/1SF8rZDNJGYpHI7fhuH0W842Y5pge2hs4azGq9Zbhg7nBzKoezGAP9O6bbN4NR5pnJQDNeA/X15HuEAQ3tTY4g+8GU7zqYYdB1Gq2K5NATwqQq29k2NvGz/YIJ5KnksGzsypkwUzsiKUW3SCPFa65k/dYLtWKvcjcoIu63U1A8dvuucbawQq1BaKyQ4VX0/NaYx6L/zAuP+VGYD1r50X7PydeZT40IGOtzWMKKZKDMQY+qHDiC2zkP7OkxmeO19zzhG9T0yMAJ4PfWTWxqGJYF6Xo4n+CwqS/mjNuhiDoqngnRL47fBiECCYwobmB00U8HreYV9Jgnl+cehYeqhDCuyHI2aCCHkYYQjUIQQQgghhBCyIDSRIIQQQsh7jnYfR4UbbTlSXs6GUHM4kqPreQNHEzupHKorAxw9a6sRzzrHEfBGQ9aks0Oo8VfQWCKfyZHjiTFyWwzlDJWOETNSKbMFr8AReM+Xo5CFw6HTKMbZHlVT7m+UGoYI6pDqGGcyTNpyZtG4xhHPVku1UYZmFFuejBA5zHEMYXrpaVh3lKlrbUTzZCr+IO7hf6/bysCk0cBZLDp+oTKGqRstHBWeKtOKojIiZXT0h5GQoCd7WFELSSRnbVTG7IfuioyCyeZ4zZqGgctEjW6HEW5bz25YWcLYmbmasaRnHzjnnJ5EtdqiiQQhhBBCCCGE/Jlw6ghUPkXLy6kKwTx4cBtqJiOpadhcW4WaWFksBsZb9p3bctuba+tYcyS/1gSr+KUm8FGX0yvk1wLLyvQklwGwnQS3ExXya8Gaj1+8dpUFabswrBuNv9MZsJUxX3+9K7/WvHntbagZdGWbeIbuIOzIrrAcY9eYq9NvLOGXolvHGJx6+REZwDs7wD6Tqs8eJzMMZowb8piyHGv8WOqiSh/7VWm0Y0tppXJDN+dXSr9hfL3K1Zz+k90DqFnpyq9gQYpChGG4L5bTwPhy2EZNwfMf/ZhYvrmLAbyNQFmQRvgVTIeJNjt4f7z8qgxSPrmHWo2lp4y+nsu6o92bUFM5aYEaGF/8QvU1Lza+B+3dk/fe+oXLUDNx8t7zfeMrlPHFU4f9Wl/qWqCLwftcowN6nUMr23RuabKMUFioM/qs6uxW3qretqWJ89V95RkaJJ3uakfEGtolFQhthbJq+9vc0GCBDshos0rtqzY0q5ZFsCY1bHvr+t0DgatMBSsb2iE/kMdYZItoh/A8PENHWanPsvOx8TBUTRsbOsoglscYGu7QgfotKg19KiGEPIzwaUUIIYQQQgghC0INFCGEEELec8TGDIQ0lqPSYY41LTWceTJH7VI4kDNruhlup1CzVqY1Oo5mtRypCwIcuRwPcRSwdrJuEuAMGU/paYoaz+PEl7M2Vg19zVy5I84th80cR8W7kdQuJe0+1NSp3HZhODq6Uh63f4Ilb6mQ2MzQv71eyHXpfBdqrjRxRkanKWc/ZYabak8N3c9GGO7aUCPXeYbXNSrldYwjPI/ZBBsgVNfEr3F8v9QzvSq8jqFyGG3FeK5hIP+u0UZH5JOxPP/AqPENndZyR55/YDie+ur+9GrcTlPNJPFCY/8NeW45g3QJIYQQQggh5M8GvkARQgghhBBCyIKcOoXvpECR/l4qh1J7Kzgkmyhbzk4Xh84eHEmR/Eq3CzXLm9KkoN3AocQr/S15fEZY4MHdPVjXX9kQy3EL3yWXPTmUO56iSL5QIYcby2iYkWZy2L7l4xD5sMKhdS2wrY1za7Zku4U1XtJBXx7T7Xs4bD1Q26kMe81cBWWeaaBhx36GbV2qoE7fGDaulQi638NgSH3ccQ/7zEQZMuyO0RJ2+8xZWHc8UdeohQYZA/V36QRNVq5ceVQsj1dxGD+MpCFD3DYMTO7L+2PvTbRkDZ/Ea6RNI/aNqSdFKIepd++9AzVnn5TGHy7BqSe3zst7JllGk5doE+1FP/WhD8ljHKIAPp0pu1XjW88wlcc0PMC29uM1ua8Z7kvn5kboK2AGt3pqikTlcKpBqdX2Bd7DuQrFTRJ8XmZqakFhzDQIDbMB54yT0RXKEMI3GqCutImDkQCrztXas/47qyYwTDQK7epi+O/Wht0tbEeZFFhhv7U2ljBMiMYj43kdK5cEw2hDn5vRrVylprVosxLnnIuU+UNWYL8OVE1gTGGZGdbXUSx/n7TxhXPOFcoIptnAaUaVk3+X5bidSJloxIapBSGEPIxwBIoQQgghhBBCFoSfewghhBDynuNegd7p/lz+t6fn42jmUU/ONohmGM9xPFejom2cWRKUcjRzbR1H5EcP5Gjm1MPRxIYRFOomcvQ06ON55Crst9/Hb+aH+3K2RWFEylzqbYrl0R7Ovrg5w3XNQrbJAyO34KiWo5mtEGdkjPdkTdE5DzXxyvvEcm2YD0RTGY/RW9+Amqvf+i6sO799RSxfXL8ENd2mHIX9vT/8KtT81F/6RbG8q2aaOOecX8sZO5Ux3SAOccQ3V6EQnjG+rwfuKyNIwlemEd0Er8dsJq9HXmKfbarwab/AfrW0tALr9vZk9EsjwtlAd27eEstBiKYam2fkjJjCmMFVqvtjgQkbAo5AEUIIIYQQQsiCnDoCVY0MvcBMfi1pNdagJlCvufkEtUPDqdRXtXv49UYHU+rtOudcqmryEmuKwvgSofRFUYJNkao53OMZbrvdkG/HYR/f1ufqzbeu8KuYZ9itRmp+vmcEdU5PpO7DmtN/b0/qZ+oE939yIt/g/RJtIbXm5LvXUEvVWUZd1O6+/KIw8HAufjSUbdvbwi9DdUf2kWbDsFtV518G+Emh30fd3tKm/MKWGxqPB8OhWA67Z6DmD+7JL5X39/DLZaz0AocpanfWulIDNl9GPcW1Ar+6jBryuDefegpqorbss89v49e8aFm2bcPQMcZtqQ2pW3gPNSfGV1F1P66cXYYap6x1M8PuNOhJ/WNVGDa+U9nWn/3c7+K+lOal8vA8tGWwc85VyrbW0njocNewxutY6RBSH7+UpancV1Viv86tAFod1OoZz0d1aka2rNOOuMaj2AXK2jY0fl3088nSjfnWAejtGCX60W+F1OomqqwNgXYJtxNE+Jyvtb7LEDjp50pqhGj3WnLblRHYPegpfbDx+zVRv7ulca51iNtOld4szedQ0+no4HH8v0KlfkN8Y0QgCLXNNpQQQshDCUegCCGEEEIIIWRBqIEihBBCyHuOsxN0Eh435ehZ30dHxXIuR8APDf1EpDQvnQC1GtubcnR9/+5tqGmpmSVxjjNE5jnO4pkrF9jAGBW++rp0oR128Zv54xfkDIRZ8CbU/IfrUjvUx4kmzq09DauiULZJFeF/OTdUcGzg8FxrT7b1dcNJOFyTsybOXkSX2pUVOWNqK0Vt2dYqrvvj+zfF8iUftTvrW1IX9c7edaj555/5p2L5J372p6GmM5DbzjPjws5xVDj01Qiz8WdQ43BGhK8cV4upsS81S8DTsygczhIoDTfPgxHOovETea2nhr5q+TzOfNNUevaR1R5qtkFlTa04BY5AEUIIIYQQQsiC8AWKEEIIIYQQQhbk1Cl8sY//vJRIAX6YG0GEqRwGiwzTgH5PhrvWxlBincshuNQQHO8VcnjRW8bh19UVDE4tU/l34yFuez6V4v7NlXNQkyvB7f7JAdQEXTkkHxpmFM4Y3vR8eUwn0yHUHBzLofX3PYnD6FffkUPJ22fR/GC4KwNwH996DGoe35TGBnsjtC3trODY/vC6HP6+8dVvQc24Jc8/7eM0hteUB2qxiwYNgWrG0RQNGlot7I937twRy6ER0ttSxhZnV7CvnTn/iFjeMgImuytq+H8F97WpTC2WDMMMv22YcUTKkMH8RCLbsTZCOMtMTn3xx9iO7oGcHmKJxCdjvEaFSq69YwTgqtxYdzjFoX6nhPPZFE92rrpo2sCg68qTbRsmOBUnMqYoBIUynzAMXOJI/l1smEhMlPuBDtZ1Dq2FvQDvj9owCdCmOlZIrTbD8L13N1/wDKOHWhlUVBU+00onn5eWX0Rl7D9R06Uss5yikNvW5/WDY1JmHMb18FUb5RVupxFi+xfabrg22hFMPIxzVbbBgRGs3GrKPusbBkN5Ku+ZtmGz7XlozlKpvpYVhnlTKp8ZSYIGLpEygqlqnAYXwLQjIyGaEEIeQjgCRQghhBBCCCELQhMJQgghhLzneLmLYv+OGr08rtBs4GAmR8/CKY7Cba/IcNVXdtGM4qAlR+rGAUZoXL12Qyy/8EMXoGZ1DWe/bJ2Ro37376BBxZmPvSCWN7Mx1HRLGQfx5l2cWVItydHLwpghMjdGSq+pkOAkxpHKR9S59Tu47Wx8VyxvLGP0RieWo5fL/jrUBPtydPm2YVjR6OIshfq63P8Xfuf/gZqj4gtieeeN70PNyobcdnmMs4rafWmQ0OjhjIipEf5cqBTYRgOvx+GhurbGZCjto2DNWgjVjIzSiAqqnQ6pxZ2FVtivmjkQGH1Gb0vPLHDOuUKdiDVaVJWyz+jzejc4AkUIIYQQQgghC3LqCFRoBK4m6gVtPMKvLr7S8/RiQ7/hy21nxhtkrLQqnjHPOq7lumNnzOnO0IaxGcsTubCOuqBmLXUoZweopRrO5fnvVHtQs3lBflEaH+1ATRRhW5dKC9Dv4de0ixcvi2Xf+Aq0dUnWTOb41UWHLN65i8f4ve/IdWkTu8+9OX5RuTCQX1Q8I3DVxfJrQezjXPh8S36JWV9+BGoGq3Jf3XVss56hk2u3pQ4pbGKfjTpSA1ZNjXDXttQv1DNsa0/ba/rY92e3pU2rf4QaoHGN+89U0HVqaApqpZeoMuOeUV9vwgL1C7ODfbmvFO+zg6ObsG5pSV6TydiwCI7kfV04rDmaya+pXtSDmjiS/SHE28MFsbzPgtD4KmaIdTyl2wwNXY6vvmhVhi4m1Jofo0YHznrGV0ErlLXIdd8yQoLVcRv5r/AVcoGsW1caYdwOnvO4IcvutlZ63MC6HqqtQZPknCuVvqc2fi90+xsZ59bHVNCFWTotT4ftGtseqsDuCKyHnRseyS/J1g95I5a/KbMZWnr7IfajXlc++6yQXB2GXRnB46VKxS2t77Vqlb5fCCHkYYUjUIQQQgghhBCyINRAEUIIIeQ9x7knn4d1g/xtsTwuUZfkKQfBrRh1UkVTjuhtNVFzE7XlqHzQxJG67orU81RzY7R9bx/WPfH0c2LZ8zFc9LXrO2J58+wHoWbnlmyPhjFr4fxFeW79ZXSOTY1ZAj01a2M6xFHQVl/uL49xFHI9kteorvC/rrNcrvvOrdehprMlZxWtlYZ7ZAv3f3FJzn75tc//W6jZbsmazQjbqKzkqPDePgYCP/vhF8XyzrW3oGZ1A/vacCRnZMzm2NaBmv1y5twW1BwcyFlUEyOMOlKvDsZAOkwuSIzxmspwD9UzO/zScKjWGihjtF/lAbvAdJdVRTWDdAkhhBBCCCHkzwS+QBFCCCGEEELIgpw6ha85QLG9U8NrLc8I51Pi9qLEod0lNUTe0O4UzrmuEuS/+QraQp67LANfl4xw0dY2GjTkhRT3f+ENHO7dm8gh0WL+baj5yLNyGD3uNKHmS9/+jlg+3sOw3cYI2+jNUIbStgw7x85EThH4jd/+HNSsPfWoWH70SQzJzZpyuHm2gUO7G8kTYvn81kWoaS2jBWhPWckGMbZRr6MCeNs4/O0i1V0NBXbl63bEdvVqND7xUtkfZvs4ZeLkjrSbbRmOBHtjGWy8fx+DZL2ZvGYP7uEwfq0E8LEhJI8NtX/iy3OrjfDpWAm+0ykaXcxVAGxjBae5nBRyX0UDjyc+uwzrdiby7warWDM9lsfUj7Dvr7fl/uYV1kx0uKohUtej/zPDHMQyRAB7V8umNVLGAob5gw5BDUPDaCKQB6m365xzkRGuWxTK6CLAYGdNluP9EaqpH3GMPx2+qikLw4xDTb3JFzAfcM65SpmYWBMtGsr0SBs2OOeczhoOjP5QqHD0yAiUtwwi9Ja0EYtzzpVqsgsYiDjnSt0ffOOaqSDfyngWpmr/jRrPIzOmiwWlbKTQN/qVCsVNZ2ggk/vy3CyjpMpTdsgVGlYQQsjDCEegCCGEEEIIIWRBaCJBCCGEkPcc/+M//IcLGO6T9yQf/tif3rYek4HEf+HnfulPb9vvwtkXXnz3oj9FHjEMKogNR6AIIYQQQgghZEH4AkUIIYQQQgghC3LqFL7vzI5g3bES+IbZIdT4Km0+OYP5BL229MyPjGT51pI0EiiefxZq6guX5HKCQvLjHIX0Kx1pAHDh0StQ82hfGhsEIW7n8sZZsbzUQbH99k/8lFhud7DZgxBFwJ1QnotuM+ecaw3kMf6jv/VpqPFVIn1zCY0/MiUKDmYo+A1aSrhcoD+/M8TtnhJluwYKt6vRifyb/bt4jJ5s/zw1BNCqJpthhsHJHpo2lDNpWvDWa9egJlIC/MAQV+u+H1hGFypn42wL+2xaKDF1E/tM1EZxeaVyDLIar9HJXAq+U0PcPc3ldewXWNPMZd9rBGiqkQzRRGPmyXOZzIZQ023Je98vUKSuMxumsxGUBD3Z16cptkdVye9InsNzLQ2DCKcE8FamxUyZeJTGZlrK6CI0DEPyTPbP2srPMExF9DHlRqYGbMfoM0WWqmU8EW2aUGvHBuecr+6h2vgJyoxrFLXlPWIZE/mJ3LZvhJP4yn7Cq/FZlGVy276RSzO3jDZCeS6+j9cjUusso4lamV9YOSyJ+p2bG/kl+lGcGoYRVhtpg5Da6I/K08T5EbbRTPcZ41no1KX2jQwiQgh5GOEIFCGEEEIIIYQsCF+gCCGEEEIIIWRB+AJFCCGEEEIIIQtyqgbqV/7F/4QrPakPSPoYnFqrgNFqhnOvy0DOj6481DjEsZrTbmgTJmM5Z7rVGkCNkcvoYqVn8kPcdjpToaTGnP5c6XtiYzvPxvo9FfULVXkM68pUzmufTbCNvFyeXJWOoWZ+INfdewWDfHfv3BbLoY96ljPbUu/VMrRUVY1BiMOTPbFcGrqk6Q7MhacAAB9DSURBVEgeY2QEXM4nUm83mxoaKF9qA/b270FNu4Pn1mjIvra82oIap4Ioj4cnUDLo9cSykYnqpipINujivmYjpWWyglwNXVKuNC+e0WdnU6WXMG6QqJLt72VWwKXcdmbc5ysOdVpavnMwM7atng++0a9aXXkdQx+1ZHOlbwqMe6+r9Je5EZwaFXhuiWpbP0T9ow5FDQoMLa6VDsePsc0CtR3rWeRKvI5auqU1QM4ZgcDG+eufimYD29pT7Wjpe2L1d1Yg7XiGz7Aql9e/38Qw7iSW+292elCjj8k4RNdItGYX2zor3l0DNp2iTmoykdffNx4QcSK1rlqT5Rz+Nma5oRFUWqrY0HIFRjdKGvJaZznqkjq9JbF8dIL6w576Lbb6Q5rLc4uNsHhCCHkY4QgUIYQQQgghhCwIX6AIIYQQQgghZEH4AkUIIYQQQgghC8IXKEIIIYQQQghZkFNNJI5u3YZ1SSD/5K1vfgNqPCVC7jVRzLt/eEcsj0cYyDtXZgNZioLjoxMpyg1bGDa7cxdDWbsDKUK2BK7ZXAqXj44wWLhU4uaOIQBfG8jzn4/RfMCv0CTAC6SgNmqi2cDdW/LcGokReBrJ92RLlHx0JI0lNrbOQ82P/7lPieVrr6BBg+djO5aFFFMXJRoCNNvy3Do97DO5Cs/0wJzDuaYKl+16KOyP0EPCLa9JUfSXvvwVqFlaXhfLzz35IajZP9oXy2EThdsTdQ9NPDQWmCpxt1/hde1W2NdDpSUvDfODpifNP47He1DTbitjgxoF8U6J9uc19uG7XhfWTVWabOPMCtQUuRL7p9hnGoFsk8Mpmg8sbW6L5WhifDNSobDtFj4WiwqvYyOUfa00zBdSFXDa7mO/TpRhi2cEjkYqJFabUziHAahWnRXuGqsQ1NJyVlBYJhLvtu8fHIAymjCMLzqGQUbq5D2yuryMm1anlkT4LB6PZR/Z2FiHmjRVwcbGdqIA23o8lb9XXm1cIxW2GzfwYaSvUWm0ka6ZZ4bxiGrGFaPv1ZVhaKSuP5iMOOdCFeTbaONv0/6+fBZGRv/0VLByYYWzE0LIQwhHoAghhBBCCCFkQfgCRQghhBBCCCELwhcoQgghhBBCCFmQUzVQ/8N/9d/BOt+Tc6ankyHU5KWcx1yHRqCienULa9Rq6Le7NMe54GFb6kCCNoa7Zh7Oq66Uvmk2Qx3KktIuDbo4h7yn5rQf7+1CTaFCUJtGeGLt4/7vn8i2vfzUM1ATjWQAb6fCuejVSJ5rbMzNX/HlutLDYEQdfjyu8JhbTdTlpE7Ol+8YAZdz1f71EK9ZUUuBT6uB11pfx9jHPhMY8+zTI9mOSY56ns2uPDc/x/PXgacux2u9PJDh03du7UDNkurH5Rivx6AyQnJrub/UCCqd1/L88wT1LGNPbsc3dBjtSuo3ghK3kzdxXaGeIVmK/bGphGpFiRosP5BtFCfYHuOpPNd4E4O/x0MVWuyMwOrI0AV5so9kM/w7rRWaG9fxMJV9z9KBJOoa1UYgsBVKq3VBsaHdgXBZI1zVU6GsgfUMU/s3NVBK32QFAutA3h8Uyja5OTUCiSsdqo7PwobSHF29ehVqQAJmHE9t6MSiSGrywtBoa3WJAiNUXIf0WhokrSWz2jFUNaMj1BknMWordX8oLJ2UOo9mB5/FidLtHR7i/n3VH0tnpN4TQshDCEegCCGEEEIIIWRB+AJFCCGEEEIIIQvCFyhCCCGEEEIIWRC+QBFCCCGEEELIgpxqIpHFKB71lTA2C5tQ0+hI8W7toQi225AC006ENb2ODEHdU0J/55zrrUtReGmImysfz2OSyUBFLdJ2zrnJRNaMDXG3p/7Ob6C4uK0CBA/u3IKa7vazsG69Kdv2rSEK0GfqsNMYg0u1AH86wSDfUpkPJDNsx0ktj2eSY/dp1BgM2VLXemSEJjdUAG7YxP0Hqdx2ZASXVsqQYKmJ7bF/HwOi+2ty22c6aDbgnSjTgDYaG7SdPI9mgPs/3pWBzMsetlmihOTjOYrNWytG2HAt958WaIaRJPI6nhgGKnko78c8wOsxTeRxW9tpZ3jPhEpcXpUogM+m0lQmNsxRRgfy3OIC2zHy5L68IT4LVlsyRPn+GAN5c9Tau1KZ0wQNbKNcGU34AYrkY+X00AzwmZorUxPDZsEFAR6kNjawQrRrZZJgPQvLUl9HfM7p/N8oxO14ypzEMj8IfDwPHVge6pRYg0YT27HTkUYwkxTbQ5s/ZMY9FBhOG9r8ovaxplS/IaV2Y3DOeepeK43PnHkuj1sHTzvnXKJNLXz8jR3O8Z5NQvl3M6PPhGrbRyM0k2o3ZPtHxvXQRiOR0YcJIeRhhCNQhBBCCCGEELIgfIEihBBCCCGEkAXhCxQhhBBCCCGELMipGqjBwAjZU3OUe+1lqJmo+eqzCWpFCifnVY8xg9LNVTBjaoRHZiOt58E55TND89NblXqJo5M9qAlVyGDD0AZM51KXlBpalU4i591vnD8HNXdGGMAbO6kBW10Z4N9NpZ5mOLwPNY+c2RTLd+eoQUpTec1WEkNLNjoQy60atQGtGi9kpbQx/RivUVXKdgsM3UGotELlHOfmJ7HUvBRGf6gbxjz7lpyfv1+kULKWyL9LgxhqJipMNUDpjquUTm+aGUHTSpczxcNxk/YZWHeiAqkPDI1HUcl1UyMkdqsv26Nt5MgmatOrvU2oOTSChA90+HYLQziLtrzXKg+vWaE0WM7H67F7LBtueHgPavpKzxOv9KFmXqBWRCuREkO/USsNWBjhI9dXejMzgLWU56rDTp1zbm7cD57SCnX7qMnTQa1ab+Wcc5EzwlwVOkjXCoD11XZAWuXsIN2w3XjXGh0a7Epso6na4WDV0DqqNrOCjUsj1F0fkw7ttWomU/xtzHMVam4EEjdb8jfF6g9ZJp9FVtByp4N9XWvg1o1A4pHSB2utnXPOZakK7Db6VacrnzOWRo8QQh5GOAJFCCGEEEIIIQvCFyhCCCGEEEIIWRC+QBFCCCGEEELIgvAFihBCCCGEEEIW5FQTiaBAQ4TxRAlBSxRXRz0lCi/2sUYZKyQxHsokVWLzCEW5Sn/tghrFtIMlNH+Y70vThpYhwu3H0rRhOkLBb1eFA85Rx+46iRQOpyMMBE6mGN65FCshvxF66CnBeVWh4Lk4keYPTcPood+TbdSaHkBNM5fHvdxCcXPoYxud5NJoo9tG04B8JgXOhWFaELRkTWiYQRycyGNM2lgzqVGofJzLvn7uyiWoGY2kIUENqnXnKhUUakmia21+UOH1GJZyX14b+/5xhv0hqOT5LicYtttrKUOC9grU3N+9K5bnqP92vpP987e/+WWoyX0jhFMZVKw//jjUPPfSJ8Xy/hS3k6vAz9oIYE2URn6lQCF9Q5k/FJVhjqIfNA7F9r7RZxs9+ZxDpwPnqlreR3GMD5GqxOOGfRlmHFqUbwWuavLSMKNQ5ge+dR7wDH3373OVcT0sgwhtpFAZD4goku0WNAwTC3Xc88wwvVHHZJkf+DX+XuW6rQ3zB20QYhlEhMpkxjOC4BN1bnWNba2DjLtdNBBpGuG2w6H83a0q3H9fbWs6x3bU57a0tAQ1U2Wi0e0YrjuEEPIQwhEoQgghhBBCCFkQvkARQgghhBBCyILwBYoQQgghhBBCFuRUDVTo4dznhgpYLUKcL9+MpcaiNsIjExVo2PLwXS5Wmqe9MWo+YhWemTRQPxDiabh2V+qbfCP0sfDkXPjhdAQ1D07kutUNDGY8UkGMlaH38tr4d6kn54OP9lBf5PlynnvdQL3XkQ779bGm4cu29j2ci+61pFZmuo+hvW3j3FLV/uNjbMdzFx8Vy7d3cdvroby2llbCqdBHLza0GlP8O61zqPRBO+dWu1JQYwWnjpRusDJCcjsqYLPMsO8FSnPTM7QBhRGMWY7k/Ti6/wBqHqgQzPuHWDNT9+NhjcfYPntFLP/LV25CzZnBENY99f5nxPJHf/gjUDNN5PkmzQ2oyVRQaujwui61pFYjqvG6jg6k3q9tBPK6EK/1PJM6tUEPNSbpTNaUDvtDI9T9AY9Rn9lshs/C6RDvq0A9ey19Va3uI8/QvOgQ1irA+xx0SoauFO5ZY1+Wvkrry2LjOVPXKrTY2E6p9F2B8QkxUH0/iVAn5Bt6u9JKBdZUsh2bxvXQOqmqMsKXVTtaWipPacJmYwxQbzfWYV0rkfe6pYEKVSDycgf1d/5A6i8PDlBX22nK36KyNMSWhBDyEMIRKEIIIYQQQghZEL5AEUIIIYQQQsiC8AWKEEIIIYQQQhaEL1CEEEIIIYQQsiCnmkj4jWVYl4+lAL0scBPDEykEneUoQG+1lMD0BINk+wNp9BC2UMx7nElRbjLAsL5xiiF/fqnCMwsUrzZVCGZlGBIkXbmdgwxNNdodKZS9dw/FvKtnN2HdWzu3xPLl7ctQs3cgQ4o7XQxOfaCCIevQuuzy/BsVXrOREnJPDCF5HqCQ/0gJ0FdX8Vzv3JfXP/AHUHOsjB3S1Ag8VaLk+QzDoKMWtlGgDEuSBAXwcaQMKhpo7DDL9sRycYQh0mUuzUD2ju5BTVHJvvbG9V2oiRvYRnszKWQ/cwbNF85uy3VpG0XiZ7fOiuWlDK+r78vnw/NPPwk1LkNjifc/9T6x/Pnf+L+g5un3/Yj8mw/+KNRMJ9KgIZ2iscK4ktejSlDov9yX5g+zFM1aDk6OYF27JZ8P9+7iNVpdUs/QAtuxLuW6JMbQZG3+EFT4LJrO0LCjrQ1LDOOR2snrb5k4FMoQwjMCyz1fhbsaxkBOmWj4Pj5nPA+PMY50cCxuOVJGH5b5QUuZsWjDBuecO1FBskZGLZhROOdcoNrNN9qo8mX/i4xnqK+exbHhdKED0wPPChZWRhc5bme4vwfrun35fKx97LPpXD6vU8MwpNmWv9exjxctUb+px8fYhwkh5GGEI1CEEEIIIYQQsiB8gSKEEEIIIYSQBeELFCGEEEIIIYQsCF+gCCGEEEIIIWRBTjWRuDZEY4fKycTxZowi4EYsRbApBpC7akn+3XHYh5pjJVz3ihRq1pXRRDrFnRkh7S5oyPNI59gUXiFFuEkD3zfPnZWmFccP0LQgUOfRXcb09zTD/T+yfU7ufwkNMvy5FOYeGdfs3OpTYvnkCIX9na4Uqe8+GEHNMJf7KhIUu9dDFAr7vjQkKDM0A1lflX/nGRdtrb8mljuW0cXBsVgee2g0cWgYSzzYk/3GL/DcljvSbOCda69BzTsPTsSy10ugJm7KfhREK1DT68r9rwQR1CxtPgLrVsayTYIY958sy3ttsIpmMXVbbifJcf8ul/fe5sYVKPnON1+HdWvnnxPL5TvY177+3e+K5XvH2K/Pr22J5Wef+wDU7Cmxfz3CZ0jclu3xf/yf/wpqvvO9b8K6v/33/q5YXjtzFmoiJ9txNkKji6YythgfH0NN2JbCfq9CM4wl4/kwL+T5W6YJubpFfMM0IHTqWezjdopCGRvEp/68OOecq51h1pJgn9X7n82wHbNa7d8ww9jfvy+WV9ZWocbz5THF2ozBOWf4OoD5Rr+L10Mf93iM/dr3ZLs1mm2o2dnZUdtB45OlnnxeBSFe18owT1oZqOcB/pmrQ9lGc8PQZzqR55oY17VS5hODARrjEELIwwhHoAghhBBCCCFkQfgCRQghhBBCCCELwhcoQgghhBBCCFmQUyepd1tWmKrUysxKI0j3SAbXLg8wOHWsgvg6bdQFxWo+9N37qN25M5Zzr5udGGoCh3qWRkMed1bhHG4/kLqcKsQ53F//9sty/xHqe86tyeDSygjBLDPUNOyfyJDD1QrPrRhKzc1q3wgtnsng3vHJHajxZnKi+3lDl7NeS23GPELtytI5/Lvrt6QOo5xiG90tpOZpfPgAar50WwYL+wWGm6a5DKVtKR2Ac851OrjOqUDoThP79f3RXbVtnK//zEtSb3bjEMNVe0uyP87GqHnpqr7vdXBfb9/ANqpiqbu4ePY81ISJ0humGAg8vqc0aAVq244PZT+KjeDQwSbqq75/802xfOUp1E79+j/5dbH8/A+9YGxbnkfg4T3Unki9W9TEe6inNC9PnEUt09WvY3Dq977yNbH8V/7m34SaL375D8Tyk09i2HCmUmFvDVHHebYnr1EzwfPItZjJOZeooFodiOucc2GsQsUzYztKv2JsBtJtPSOB1lNhqnmOWsfSYVt3e/JaVwX+ndbTWHqvieoPlcN+vboqdVGW3qoRYPsPR/J5OE9Rb3dmU/4WTOe4bX0b5SX261ZH6qIeGIG446k8njjE34blFXyulKpNPM/QxKk+046wrSvdH4zt5CrsuLQEy4QQ8hDCEShCCCGEEEIIWRC+QBFCCCGEEELIgvAFihBCCCGEEEIWhC9QhBBCCCGEELIgp5tIjA9hne9JIerYYchgqMIR4xq3s7Us393KAgMF87nczkbbEKF6UqgaJ4ZIGjXRrhN0xHK3M4Sa5Z6s6TVQkH8ulgGX+fw+1ES1FArXJYr2SyO8Mm4rge8Uz+380hmxPJrg/udKlN1toNFDrUw0TuZQ4q6+IYXKwwzF7ml9G9ZNx9I0ITZCk798TQryP/LYBaj5/T+R5/YTH38Jas5vSzOSqsC27rXQxCIsZX8cdNH8IAxlXx9m+P2hUsHSK0a46XJfCsCDfg9qRmN5AdpdDPw8d3kD1h0eyWu0cxMNQ/JcGo/cuIMhnHmhwp/7eK79ZRWC+Syac/zVn/trsO61778llh/cQ3OY1kCK9G8e7kBNpXZ31sd+3W/L4076aCizvirb/9qbr0JNZNyfN268I5b/+Wf+KdT8xM/+tFiezNEwZG1jWywvTfE8MmUQ0e9in6nnxk27gLFCrsT+SYjPdG0sEQRoSBApw4q6RoOGSplG+EZK63SMQddlKp9hzSbew57an/V18NKlS3K7hmlBoYwNrDbzDUOGuCmNNnZ30UBmmsrfgl4Pn4WBCimepXhda5Xku3UBf5vGE/mbNhuj6Y9lolGp3+/Ax3MtC1Vj9AdP9T0dNOycc4laZ/UZQgh5GOEIFCGEEEIIIYQsCF+gCCGEEEIIIWRB+AJFCCGEEEIIIQtyugbKw7nwnp4f3jRCartS41EOUWNxpIL/ZinOe58Gcp77vMJAwXkt13VWUIcxH+K2J8O3xXJhBDq2VHhkPked1nQow1zzCdY01Jz2brsNNSdTnOd+7rKc195e6kDN1776R2K58jG8cXn5nNx/Hy/70pLUXaycOwc192pZkwWoQ4gGeIxbF6ROa3v1DNQcbkrNy488izW7ldTObJ/BY+x3pMbkZIhBkeEANSaTmWx/L8Z+FIbyGIeeMae/JddNatR4jIdSTzI63IeaOzel3ms0NjQGEYZ5Ds5KTUVZ4bVOevLvXngUg2OX16V2rNFC/V2vL+8PI0vTtQ7wuJ/6+GNi+WCIuqBLj8lw3VfuvAM1ZS6v2XiEwcrXrkt9VWE8r37mJ39SLEcDrDkpUT/SK6We5ff/4+9Czf09Gb58bmsLaj704Y/Jmg28HmOlCzq4g9q2dhefK2Esr3VuhMJqPVFV47MwjvC3QKODUnWwrXPO+ZHsM76hLes08LliaaU0ufotsP4mV+G2paG5SVQfmU7x9yvNMexXh8uev4g6Tt0mnvEMKdXvXGi0/XQudcWRUXP+4jas02SGbq5S1yQwrlEQau0SXmvdHywNVFHIc7X6HiGEPIxwBIoQQgghhBBCFoQvUIQQQgghhBCyIHyBIoQQQgghhJAF4QsUIYQQQgghhCzIqSYS//ZtDJd9MJHhqVWCguvSl0LlzRrFzWkqBd9ecw1qpqUORkTBb61Ep8Pvo7jajzBMtd+Txx36CdQUcykUbjcMkfayFDx7fRTTXrspheRrXTQo6K9jMGbriSfEclYawa0b0hDhxz71Eah57dU3xXKIp+GSVRn4unYRDRq2z0lRtOejOceDEYqrO6EMgR2nRlBnKENhd3ZR7J4l8piqJRTbF31pWhAP8DzGRp8dqTvhzgiF4zNlWrC7fwI1e/uy/wU1nmtLic2jANts7YI0UXhkFc0HPOPujVWw9VIf+77nSSF9gj4PrhlIAXiSo2HF7Lp8PmjxvXPOTVoYSDw+lvtv9jEkeOOS3N/B3DCQOZTb+cef/QzUfOSDL4rlowLb+h987R+I5Ttvvwk159bx+bSqniHNSxhm+o2vfFUsf7PGe/j55z4sljuJYc6ivnVdPI/7evX112Bduyuvf1WhSD9Vxgp5im2EhgCGqYmqsYwNVO65yzK8rlZwba0MCKwA3IYy/ckKTFCvSxXyHuMxzqfy2WMG6S7w6bEw+pr21TADaJWxhDZscM657W1lEOHh7442aChLbOtmG58PrpIXaZaiMVGgrrXVRk4ZdJTG9fA9bVhx6n9JCCHkoYEjUIQQQgghhBCyIHyBIoQQQgghhJAF4QsUIYQQQgghhCzIqROOLz/9AVh3IZRzzyNjfnbHV/PMjQzEeSrnfk8MndLhUG4nSVGX0m/L/W8/+iTU7E0OYd1oKMNLIw+1MoFqnfUtnNM+HksdSDpELVOZvSyWm10M5ZzlqCfyVJOcXUPNzzOe1OVceGwdavaP74nlc1sYJHtwILVtvTN9qOltylDaOsPuM8pxvryn5ApnzuAx9lOpgfJjbKPBqtzf8RTn/b/6tjzXKEHd3MkJBq6ORqr9I9TEVYnU5SwtbUDNx56Xoah+gcd44Yz8u34HdRjjmQyX3T85gJpWB7UyJydSl5UZ4c9RKO+9MMJr7Wp5/nGCNc0VeR1PDlET9t0Hd2HdOJcak2mJfebWtTfE8seeehZqjk7kue28g/u6+rX/RSw/8b6noGZNtWM4NMJFcyNMtZIPtqmhHXrhfc+J5V/+K38Nal79/jWxfOmJx6DmtRtSl+XfxIfqxhLe1+sDec8WRrjs4Uhet60tDLHWWp3d3QdQE6vQ3uEQNbRaX2NpZzwf79lS6T/1vpxzLstk+1vb1udRGbraRGm3sgK1Q1rL9YNjVL+Nhr4piNX+8fEA2qUiR+1QpEK9dfiucxhcW1nHnBt/pw47jPA3PlD9SGuRnXPQ0zwzC1keVOC9e2AzIYQ8DHAEihBCCCGEEEIWhC9QhBBCCCGEELIgfIEihBBCCCGEkAXhCxQhhBBCCCGELMipJhJbT6KY+cbd18Vyv4Wb2O53xPJ4aoiJp1Lc3FxBQf7kphQ3D3wM6nzqERnU+dbbGKS7dQXDPHdSKcxtG04X80IKxyezPaiplalGaAQTNgayjWYFCvsf274I6yoV5Hu0tw81USDFxKvLGEraiKRIvizwvXl5RQa1jlBH7772LSl2f+wx7B+NAQZ87t2Rxg5HO1eh5uRItu1JA40F+g3Zr66/htvpdqWJR6eLfebC05dx2yty21EHTRNSXwqcx0M0/kin8rg7PTR6GJXyOs5OUN1dzKSJxiBCQfogRMH1mgpYzQu8P4tarts/RoOKw5E0ZMiKHah5e0fea56H57oX4LlpIf3aNpqKPP7i02K5HeJ1XF96VC5/E8Nul9ZkQPTxPt5Dmx1pILO5its5OcB7P6jkfXR0cAw1n/zJnxXL/+7ffR5qLj0pjW82N7E9/u/f+fdiuTKCZF/8xV+Eda/8iTSwub7zDtT8yCc+KZa//AdfgpoL5x8Ry2tr2Eapeqa2WvgsrJRrQmiYEFnhsjrs1xXYryJlGlFUaL6gw34tyloeYxTgMYYervOUS4NlNFEX8rpZRxOrMFmrPbTRRGhsKFTHHRg1+lx/UCf3Z4UWa/ONwGiP2r27YUimrivuiRBCHk44AkUIIYQQQgghC8IXKEIIIYQQQghZEL5AEUIIIYQQQsiCnKqB8sIurFtZlVqlWKekOuf2Z3Jec5Rgje+kxmSUGxPGm3L/Z42Ax72Tt8Ty+hmsiRIMwTyztS2WyxTn9CelFAJ11gytSiF1SukEtVy9gdQ87d26DjXfuXoD1i0/kDoYP0ZNwfq61EscDvEYj9Tp5wFqAz7wfhn4+Y0/fAVq9kZSy3bpaQwl/Z9//V/CuhfeLwOZ0/1bULP1mNQl9QIM0j1/Se6v80HUxdTq1AYb2IdTZwQiT6WeKc2xz06GsiGbhsaiH0sd0OqSEVIbqWsUGqG9/qZYzooZ1Ow8wDbafUPqcPYOMNw2q+T53z/cgZrWkjzG84/ifbV5WR7jua1HoGYpx3PTspel9QHU3NmR93XDCOk9eFv1o3u3ocZXepL2Cl6PUh3i4RCfF0cZtv/WhnxmPHHm/VCzpkKTh3Pc9p//mZ8Wy7/zuc9BzTtXXxXLf/2//BtQs7OzA+v+19/838TyT//Uz0CNr/Q0L7/8MtS89NJLYnl/D8PJf+u3fkss//2//ytQ88Uv/p5YfuaZZ6AmilDbp3U4WkvlnI5ktWu0BsrSRGk9T1XidiwNWqw0PrkRgKv1TLUpyVLnWuC+QhWS69X4LVT/nW9ouTwP9VVVrbRcRhtFwbufa1XLflXO8bmbJEqfa7QrIYQ8jHAEihBCCCGEEEIWhC9QhBBCCCGEELIgfIEihBBCCCGEkAXhCxQhhBBCCCGELIhX14Z5AyGEEEIIIYQQgCNQhBBCCCGEELIgfIEihBBCCCGEkAXhCxQhhBBCCCGELAhfoAghhBBCCCFkQfgCRQghhBBCCCELwhcoQgghhBBCCFmQ/w/sd9kiw9spAQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – this cells shows what max pooling with stride = 2 looks like\n", "\n", @@ -565,7 +681,18 @@ "id": "ECn_PnixpKz4", "outputId": "ca0cd587-9a20-40cd-b69d-56ce9be47f32" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([2, 70, 120, 20])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows how to use the max_pool() op; only works on the CPU\n", "np.random.seed(42)\n", @@ -606,7 +733,18 @@ "id": "lEHRtmhXpKz5", "outputId": "16fa295e-72a1-43a6-b3c6-eb6694a1bc4f" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – shows that this custom layer gives the same result as max_pool()\n", "np.allclose(DepthPool(pool_size=3)(fmaps), output)" @@ -623,7 +761,20 @@ "id": "hMJoKQxPpKz5", "outputId": "8b5e494d-a7f6-4341-ba6c-2d82f2f45adc" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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D3axBwOSGysygdtSNIwRH+2DFuoNiZ87s+pKgFLvLjg6N6xq6s2Ocd7i6ZnX8AOWFMs9ROsc4h/EW13WcnazougZFi0iNNjnVfIdFUeLXDaHu0Jnh2is3qA6XPDx5yA/uvkNTN5ydrlmta+ThMa+/8yYqU7z57pu8d/ddyqri0FyjUCX784qDa9dx1rE6W2E7S13XbOoG0YprN4/QyvDO2+9xfFrjncVjER+weFC2V5sDosBZy9npKXgLR/tURqGdZfPBA1ZnG+r9M+xuS1FVHFzbRxvD9974Fm9979uY3LC8cUheFVBUUM5RWU65d4gpKzrXUNsNENACSgLiQDpQIphyjsoLAj1ZFdCFgiJ+1gSiwqkUoiI5FdvLvhaChRAiWRU0PmTYYEA0Ps8IRtN0HaumjuETXUfwjs46aucRhP35gkU1Q/mA6RziA8FqglUE5wibBu8da7vm1G/wIeBcVL67zhK8RfWGNtOaXEGpBaMUZZ5TZFkkrkazWa345jd/n9/5nd8hBIX3OYLCWYfZ1BzuH/K51z7PzZs3uXZ4FFX93sClH4eLDN+Lw5MIa9rmk8az9OGj9/ujE9ZPw9h9cjg6OhoIY3Kb1nVN27YURUFd1wOJMcYM5APg5OQE7z2LxYJr164hIgOJaNuW09NTvPc0TTNsWxQFeZ7Tdd3w3dnZGU3TDNexKArKsmQ+nw/Pndaao6Mjqqri4cOHvPvuu8O+Z2dnALz++usopXjnnXe4e/cuVVVx7do1yrJkNptxdHRE13WsVqvBpZ3O78aNGyileO+99wYym0hWIrTAQH6stZyengIM5E0pxXq95vj4eHhVVcXh4SHGGL797W/z+uuvk+c5N27coKoqiqIYwiD29vYoy3IgdMBAOtNnidAmUjkmuQlj4jgmj4lYJnK5TYZFZCC9XdcN9i1dq0RWgXPkP22b2nDOUdf1MElJE4tEwBNZTSEWaUIyDh3IsmwgsqvVim984xt87WtfG84PIhFer9ccHBzw+c9Hm310dDRsk84xEfi0z/O22xeR/uf9u/C0qv+LbudZkO7Lj+wJu+L3l4cBdA4VAjmKWZ7TdtBsHM62+Ca+RCtyo8kyTcgaOmPAeXzb0K482iiUi3GLJgiZKFSAYC3eWcDhbYNCYUKORjACmSg6kV6Fc5iMSFJMhhLBAy4ErPNo7WNsZO9C7/3tmNxQzArECOt6g7QSjYZ4RDxagda9k9tb8B7xAfGBru1Yr1YobdCSIZlgtGJWFTircU56UtUHfEpsRwlY5zg9i3GX67qh6Q3VznyGoMB2nNz/gNliwXw+QxU5uVYs5zOUUWQSUN6BswQbDRpdS1Aa71qC64CAaEGU4K3DNQ4VhDoosI6ghKAiWXUh4HpPe/wb9yORVR9DLkIKfQihH0ePDY7WdqAdvguEoLDORaIafH/qgmiFaAVIf2yJ3n3VhxEoRdC9oVWCj2wa1YeFaC2xXyL072LMMR4tCtOr7cFZbBvIy4IyL5EAB/uH3Lh+A4ImEMlq3hvIWzdvsr+3x+7uLln/45wMdDLs52bWMbhg9BDwVPznSkRLLm7wssNc4tzbUoGf1Wildj4cGvLxap0y9OBptN1Hez/a6rNIW8fqUyJASX1rmoamaQYlL8uyIc40kY/NZjOQ2KSQJXdsIjhJURuThvTXGDMQKWPMQFTS/knZ1FoPJGtMNtI+SqlB6UxEbxznCR/+cUvENfUryzKUUufiJVO/x27uNGaJjCe1ORH3NK7Hx8dYa9nZ2QEiCd/d3R1IWSJTqb9d1w2qarI5qf+JXKfz2I7FHJ/f2DWejpNeF41Fuk5p+zTuaZ90jBSLOm47vb8olCEdbzvEZNzntO84rjZNhsqypCgKQggcHBxw48aNc9evLMtBcd/f32d3dxdjzLnx2x6f7XF4EZg8Po/HeFLzPNq5DJeSVe4+hAC7PvDKwZKz9Yrj+++yOTmhsIEOQ14W7N8+otqZse4yTk4stm44fXCP++tT9q/f5GB3F53nzDuH8wrbOZrVCtfWNHZD62pUljPb2SUzOXm2IMsX1N5x6jratmV3UXHj+hwRTd1p1s5Rdx3rpsE4iz47w2ewXp3SNRuC8+wdLtBHSzZ1y/vvv491ls6vyTOhLBSLmVCWYPwGe/YA7yBsPL7zPHzvPt9/+x2yLOPGzZtU8xmFgddevY7rLMf3jqlXNQ6JpJqAEkHEs1rXfOM7b1IUGfPdGfm8wGn4gz/+JbrW8sZ37/L//v7fY29/H9X8OLt7u9zYKfnCP/LjtK7j3ukD6q7B2zaSy7bF2YDTGRaLp0WUoKv4cK/P1jz8ICodJ6ZAa4PJDMU8R5TC+Zg8FolA7/LuXyIKbUz8qxRGqxQ6jABd17C2gAi+Dx8IShGMiepnpshMgbEOMRoQxGg6AkoFghZERdLqveAVWOcJNiCiqYgz/1mfSNfUDfU6Bu7beo2zHZXJ2c1zCIH29JR111LduMWNO9fRSjP7EzP+8B/6Ks4F2g5A2NlZMJvNWC73+Pznv8BsNoMAx8fHg7FNP6KPYpjjqIQUH0Fs6ypsTYb/XYZw7s+l23y49cccMFy62fmmw9a+jzvuRW79J+AiY/VMs/2rHvuK4/QZQ1IHkzt7tVrxgx/8gJOTE0IIgyv91q1bgzs7qWWnp6es12uOjo6GhKFEfMeu2JR8ldTDRHjLsmSz2QwEaWdnh1u3bgHQNM2QzLRer8+5vtfr9eDKXi6X7O/vU9c1d+/eHdTQPM8H1TK51pPa13Udzjnu3bvH97//fbIs4+bNm1RVhTGGl19+GWstDx48oK7rc27tRKzPzs74xje+QVEUMTEzy/De8xM/8RN0Xccbb7zB1772Nfb391FKsbu7y9HREa+99hpt2/LBBx8MIRZJyU5jNCabVVWR5zlnZ2fcv3//XChSlmUsFouB4F1EBBJxSrZrTDgTkot+TCqT6zyp6mmykCYkWZYNxxqHRY0Jc5qApGNWVYXWekiwSpOddN55ng9j27Ytt27d4ujoaLgHf+ZnfuZcXxeLxZAI+MUvfjHabKLNTn1LyWFjpTVdy4tiny/D02z7ODJ1Gcl6UujA81JsL4sN/rjwJNL6pHH6yGQ1rBsAMmBR5LiuQbpIRl3d4NY1QYRSaeZFhRQ1rshpneW42VCfHNPNF9C0KBSZC+QBlA+ErsO1DbZZQXuGFAWmzMjFk2cVmVI4JYgP4By50ezOKnxQNE7orKf1no1zGAk0XUvRNtiuw1tHCJ5iPqOsKrrg2dQ1Tdti8g6dCUYLmYkvhcV3Dd4JwQI20KxrTh6exEzP5S5aK6qyYFFVkWwfb/DK0gK2V4OU8igFm7bh5PSMLNMcr9asmppCaQ4P9vDW8ca33uHeu++C7dicvESVKWb7R9w4PKBuN6w3J/guYEOvrvqADTVeWYI4gnQxaah3rYSuo92ssdbT6Q6lNFmRgan6mf0jsioSCWVUWwOiFCbPEaWj8kmfAapiMpQLgVgFIZLbgKCyDCWAjhUJtFa9ct5TCCX4nkx4FYXERI6DjtUHgu4zdEWRGc2s7LOJBZR3ONuxboAQr2+mBHyg7lrazQYJnlk5oyxKiqzk1o0Oaz116wBhuVyyWCwoy4pr144wWcbq7IzVej2oTuMfYYYMuO0HL3zox+Kih+3R+0uep3M8LJz/7PyW49Y5F0P7qIG+b9ufPe7Y2208yTg8BQnmMeP0kexlePxgPtawXbLPZwRt2w7vU4xqCgWo63ogk+PM7pTd3bYtZ2dnLBaLgUBsx/Ol7RLpSwpsIhKJ/EBUHhMhTqpm27aDets0zUDqEulIIQPWWjabDU3TnHMjJzUYzruAE0k8Pj4mz3N2dnYQEebzOfP5fCBSSaUbn1sIgbZtOT4+JsuygbQXRcHh4SEhBL773e9y7949Qgis1+sh4/7mzZtsNpshFGGcOJSIdCKNKX4zhQAkYpcIWFmWAxlMCjQ8UhPHpGw7dnOseF4Uvzomt2NCOr5e8Ch5LIUUbF//ZDNT1Yd07VN4QdM0w/ZpMpKuufee2Ww23HO3b98e7k2A5XLJzs7OEO6RZRmr1WpQy5PinvpykS1+ESros7ivLyJgF8XCPs2xH5esd9F2V2n7svaeBU867lXH6XG4lKy+8ea345sivlabDc6vUKrBdmecnQltV5K/m1GvT1l/cMzxvfdxXYsYz2JvhpeWH7zzOqINjfd0waNtQ1kpJM8JkuF9Rm4MOmWGakEMKAM6E3QWFb3WRcLjUAQlWAKta+lc4O7773NyYvA4HBZlFGWlWS4zVLbAqpu01qF0QOlAnhmKqoxkTwwueFyAznus92CErKoQpThebdh0lrLIWVV5dJkbodypEC84ByF4FKBCS1FkLPwMYzTNpuPu+w9ZFDn5MqCA5XLOq3duUpQlp6sHtH6NCxvq+owg4EOgyEqMaKwYUBopStAZDo/Fo7SiKmdkeUa20BgX3W+iNEoUpsgoFpGstl1HZyOJSy9RKoYBxH+BgHcObyMljdnzEElLbyRRKMC3Fm+jMbMbIagYXuB8dL066V37ImRptht0VHWDB2+R4HFtjbMbvDY0AXyW0dY1drMmeE+pBPKcQgSxDq1iIp0xhhvXb7Lc3SXPC+bzXUIA5zxtf57JIEa3pMN2kTxlWVSEtVaIAqRXVMMjejZ2cb0YbD+clz2sFymNz6B8PhXC6O9VjnHV7V4sJlcdvPHGG+f+vV6vhxjNpmk4Pj6maRqqqmK1WnF8fMx77703EKPd3V2897z99tvnEoMSkSyKAmBQOxPRSiQoPTta64HAjF21Ka616zru3r07xL6m0ICyLAe1FhjIcCKqidClPowTphLhS7GmiQhtNpthPMqyHEIeEkl1zpHnOYvFAmMMdV3z/vvvs7OzMxCkvb09XnnlFcqyHEpEJYKczi/Fp6ZQg6RgJqT+JcU6qcZp8pD6kEIf0jUZhyxsJ1mldsbfw4eVrrZth/tgs9mci9kdb3eR7Rurl2mCkZTnPM+HEmWJ4CYhwDmH1prbt2+jtebGjRssl8vh/OFRiApwzmYnt39SnrdLVY0rMCS86FCAx2G7ogGcD1e4KFTjefZ1TFg/ClFNn39c8a9POwaXktVvfvt3QYRqmVEtc1pr8f4UrWq6znL8cIMxGc43lFXF6uSE47v3EQIHu3P2dhesNjVvvP51nA/ksxKTF8xzzd5OjpESHxq8baKqpqNRUkahMlBOUJlCZwovQm2J2eii8EphQ6CxDc52nJ7eJbiWalGxc7BLqXLmc83hYcF8r6I6PMB5IaBA+kSfriZ4D95hvYuZ/a4byGqxmNE5zwenZzjvKXPNrIzE+nD3gGqxQDqwDfjgUdYhzqJ1ETPWlWKzbvnB2/fZ36nYyRRlbjg43CHLc+qm4f7x+3QPOk6O73PvvSXVrOL6K7eYzWc4UTilEK3J5zHRyodIDEUpij6Q32YL9md78WYFENBZRlbNCEqxqWvqtj1HibIsx2R5LPvUNn1W7Zq62fQq8SOyGiSgEAoBI9BZS93/CHXe0QYf41CVJhDo+rjQmNUax0GUQZRBKSHXGhGw9Yrm7ASrDZm12CzDNg1dU6NEWJQlWV5Edb3ryIqSOy+9wrXDa8wXOxzsH2BMRp7PMKaIiVrexQoHI8UlJlfEsSnyDJJB7kXLWCqsV1fh3A/C839wHx3n/GdPg3NBqjxfonhR/66CT5YoTkQ14vd+7/cAmM1mVFU1kJ6ULJWUPGstVVVxenrKgwcPADg8PBwqBHznO98ZSFyWZcznc65fvz4oed77wf2fYjbH9UOTqpaUtjFZTcTp9PSUEGIy087OzlCD9fDwkOVyycHBwTkylYhNerZT0lRSZ1MVA2vtQIJTTdUsy1gul0P90URYU/xoysBPZO4HP/gBdV2zu7s7KKx5nrPZbLh//z5d13FycjIkft24cYPZbDaQ59SXcfJmCgNI6vBsNjtHKrMsGxK7UijBGGm/NIYphCIpk9sxr2M7lgj9dpxn2j59l9Tf7SoESUGt65rT01OMMXRdN6j3SbEfJ4ule+TVV1/l2rVrLBYLDg4OhrjkFN+8Hbucrm2K/U0Tl3Fd2m2COD73i1TXJxHFJ6mMFxHSyzDefpv8P6uteqMpItkAACAASURBVJJqOVber4LLCOtH6cvTHPdpxuJSsuqldwUkJ25wSHAoHEo0RoPRAfFdLHvkOxCLANqAzhW6E7SK6pVWHqMd2kh8KcEYjcmyGDepo9onAqJAaaEsc4RodJQ2eNLsMn5vjEHwdF1UJJMbWrRCGx0L3StF7g3OCz4oQogpPMFnBImKqBAICrIsPhBZnpHnBeJcdIVbj1KR3QQC3ju8t/jQK5V4RALSu88jMVM4H2haR9NZWmuj+7xv33qH1grrhRCiy0h3mq5t0ZnGq0jKxRtU26B79df3ZNWJxP45h+ts1LdSiKX3fTUAhW8afNc+ujkk9ZlI1m0H3qN9LMAfCEj6kVCC6hOhcgTdK7O+T8ZyovASJxFeUpKUwklAKyEXhRKFSLxuCiHrr1/cV6EFJMRjSghI6JdW8yH2SxmKvKTqM4rn80WvoOi+XQWSxr1/ULdcYY/GJp1/iuF9cibpVb7/+MhSmkR8+nBVA/aksIrn1fZnEWNSuI1ELJMyuf0DntzKiRQkAnARGR1vl/ZPpKYsy3MK29hNPY6dHJdcGsdVJpf1WNVNSIrteL+xS3usZiaFM53r+JX2H7voU3uJFKdXaiPLsnPJYcnNr7WmbduBoKe2t8lh6msiaImMpfFL55fGZpxYlsYuXdtx8f1x3H0SCbZV2IsS2lKbiaQm8j6+1uN/j++TbYVzfP+l2NY8z4eFGmJIVjn0bfu+G5OtbTJ6UVJVOvb2vb99X1+Gj8Nuv1gP3Sd/vI8Tl5LVxbU+67EUilwhwZL5ls7W7Mxy9vYXKCXo0CC+RkxLWETCUO0qiplCihxd7hC8x+QaYxRZpskrhRKh9DOCylBao6sS0QaVa7QOzGcFi1dfjp0RjSiNdZ7ObcBbdqqC4to+1nacnkLdaIpFiZ7nqConn88p50tUF3A+YB00jaPtPEZpymo3ksduQ7A1IPhZzGJHl2DmWOto2g7nPPgGfI2EQF0fU9fH+GDwZICgjUUZEJUhukIQaueoz2o8gcXshCrPyE1OUeUoIwTZx7q+9FWwNN2Gd9/7AdoYdK5ReRaTqbJYJzX4mEmvRJFncXbaWUvTz8KjIqpQSqN1Ecs4eTeKcYrtWZPRZL1RD/Ghz/KcZZ4TfBhWo5qVJYtiHo2KFyQIwSic6QPyjR5iVK3vV6sKHj+apYv0Gf69DUkGoqlmNL16q0TAeQxCZjIIYOsOG1pu377NFz4Xk6Ru377NcneJ92BdwAfYNA2hbkEiuYYY1pgWTUjxs9Hoxh8l6+w5ozaO57po5v4kPI0L5ulVSHnM+xeFj/t4E54XFosFIjLEfo5jSReLBXt7e+dWJBpnjqfSS2NyMo4VTcpjUifHsY+JiM3ncz7/+c+f61MiZilm8fr167EW9dkZdV0zm82GFYtSiasUazsOG0hq5fYzmghTItFJlUuEMrWTEoFS38fnMCa9KSY3VQNISVFpbMZqYOrfu+++e66dsRoJj+xDUhRTdYIxUVdKnaucMI5LTe0mUp3idZPyncbYOcdsNmM2m50jLmnsxwR9HA6RXslmp2uaMCan49CG1P+0T9fFhOiXXnqJL3zhC1RVxUsvvcTe3t6gOqfwie22LyKb40oLKdxhjIts9pMmw2M1+6oxlheRwMt+I7bDFsZ4EQR5exJxle0/igDwNOewHZLyrLiUrGazHBHITFRQnRI0Du07CiPszHOUgK/X+K7DK0dRgGjICkHnikJH0kTwmLjaJtoodBHjGrMiw9v+iyyLyqpWsRi80Sxmc4w2NDZQd9EdbHSD6zwq0+SzCmsNrS3wYtFFhmQayTQ6zzF5dA9nKtZF7YIHF8leYYqYHCSeIDHWUWkDCKtW2GljclLT2l69VNgmltyq6xh+IJIhqhzcypGsalSWQxAaW2NbR1Z3rDZRSVCzjLLQIDAL1aOZfBdDENozCxKXdM2rSPZQ0Y0dgoAnlmfKcrTSWGejm783NlHJ1GgyxmtGaaUhGVyjI9GUmKGPCMXOgqrMcAScs9C7eRZJQUk5SLpXMpWg8hzRGh88XU8AoyM5oLUhS2TVO/Cuv3njK8sy8lCcj99C0ErjXaC10fgWWcHR0XXm8zn7+4csFguapuVstcG7eFzvY3KN0r1R2UpIkl7RFtWfh/3wSjNjI37+AUtK7Ba2vPBxnyc9kBe1dZWHeGyAH//dR8dFbV1FCb16nNTTxG5d5M67bJ+PK97q04pEGpKLPmV8Jxft7u7uQIYS2Uk1PccxqOnHdpz9va1gbiMRq8ViQZZlNE0zuLPTD2lKlkpLklprh74mQpzIV3I1J6KSthurpfDoHkrxqduF61NiVSLA4x/2REATIQ/hUXWE9XrNarXCOTeEKQBDwlZSXhPxTOM+rpmaMCZ14+SyFJOZ+rS9alMKT0j9TWR5fO4pjriu64HQpbJd43FK248V2nGowZisXkQg0/0CnLPZqZ/jz/I85+joiPl8zsHBAYvFYkhEG5PWJ5Gs8Tmn46bPx8pvmkCk+/BpidGT7MZF7V2mYj6rq/ujYDwB+7TgedrjS8lq19lIwILCoMEbZvkcMxMK0bhNrAagvaAlA5ODmYNSaFXhQ0YIGsGABFSIGeMqGLTMEFHkOSgPXgJWLEEFjMkoipzMGIoiI9MGhwPrEKXQRshyBUERcoO2hrIr8KFDK4V0HSihXTs2KwgukAWP7pOTHB7jLb5tokvYxtqlWmuKMkdpzWJuqLsM6wJtq2LR+i7gCvDO0hQK69reMR4z7L3yeIkxntZ6ghec9Tjn6azjdFPTWU3wCmdjrKRzdqgPqzUgCqULYkkphaafoQUHEgnrMGuzHWBRIVD0CwCI9K5xBNUT8MhuAoIjuID3CvECXe8ST0qns4S6xvWxUNZaXF3T1TWCEJyPrnn63ZRgylkk5n1sa/wyUhelNCYvomrqbSSs9DEeMaMrnpdztOsa5yzORxU8y3Nu3XqJ+XzOrVu3mS92yYsC6wLruqHrLNZFBVeUxGPAVnVNOVelKdDHtI4Iz9hV5n1c1OD8AyZbf8cIj/5c2UB8UmTqE+rfiL8/rdvtcXFnF7Xz8YZifHqRXMdjcpliJ1Mm+ljJg0c/buMaqQlJrRwrj6nQfCInIYRzRDPFiCbyMG47IcuyYV361FbKkE8rYKXjptrISVXcVgKTeznFmI5Xdeq6jrIsBwV0vCBAwjh0YqyaprjaFCc7/jztl4hRIoeJsI+xPdbJTb69zTiGNGE8eR6/EpI668c2uz//bVU3tZcmIBcRibGSexHGbSWiPiaot2/fZrFYcOvWLebzOUVRDMX+0wQl9WNboU2fjzEODUjfp22S4pquy3gcX7QteJGT4mfp+4voz9hb+DzG86Jr/DT9vpSsbpoWECTL0UGjfM5ytoSiIniHO1kRlCIvZjHRJSuZF3O8KBoJ9InliEQXsAlC7kFCjpEdRBuyUkOmsKHhzD7AYSmKgnlVkRnDfFZgjKILQmgCKCEvVMzm1gbROdZ2tG6FUn0cad0QrGdz4jgtIBfPXFsEj4+6YVy4YO1irVG/QUKDKnLm5YK8yPASEBNdzV3jY8Z/lxPaCu8trS2wvkGcH+JaT1pL7TydDXStxXvBdR5nA5um44NTR6aFTe2ZZV1UmTX9ak2QZ/HHocznKJVBiLUPhnjhvkB+pqV31bc469Amo8gLEEXA4INCxAGWSCL72KYgBBuNhXdxEYVI5xQCrI+FsxDLVa3bFus9x1mGKnIE8F2/cAIxtlQpRbFYYooZWqsh3leU9JzUoE0eybPvEG/jex3rv5ZZRpll2K6jPjmlaVs65+mcZ2//gC996cd49c4dirJiNl8AQmMt63bdG2gXqw4YjdEa5z2dczHmNsXkSgyNCIALrifb8dtxPFYIAWddHBMVQ1To1eTHE9GRSvo0tuJ52tEnHlee8nhCqv7wURDGeVoBxgshPA9jfJE6+1lXVYFzyTZJpVsulwAD0RonwuR5PriHE/lI+ydik4jYuE4nMLjyU6WA+Xw+JGMl9XSsKI7jX7fLHKXjnp2dDatipZCGMRkZl55Kz29SchM5Tirq2FUfwqPyWcBATk9PTweXf2o7kda6rrl//z7GGNbrNfP5/Nw4pH6Ol4HdRiJlSbVNfRgndG3H5SaMyUI6h7EbH2K1h7Ozs2FJ3UTGt+OSx+OVQhHGCyckjIn1WOVN90MK1RiXFkskdH9/ny9/+cvcuXNnWGUMGNTtRCyBgRCPY3y3lcHx99vjuR3GMCb64/G5aGLytNieIDzL/mNchUw/jUp6lVjdp3X5b3sXn1Vo+NiU1ZB+8BFCEHxfvCiqiYF+VXrok25C6BOYUDjAhvgbpUJcuz6uOiWIM/hWQEMWpFcPFVo04PvfVk+MNoxxiV7oV0VSKK0BQxAdk3qkJyxZRnDgO4cWBTbgWkswHpPF0ILcPCLRIfQuYdHgdEzO6dsTJSgdyy/hNVrFcfBB4YMjKItyAtqBbREfyAI48QQ0uotteXlEjET6clH9MYIMQzd6ExOGlOiYMDZUnIrENfahTxIIsVYqPiTBs/+uX5KqH79YmqlXDSUMKmlwaayjEut6ouq8x1mLD56gQNn+Ju1VYAkBFTxeKVRaWcsrwAyKa3S5O6yPx1O+Q4KNyq8OKFEo71G9OkOIZb3yLCcvoytxNpszm80xJkeJ7rP8wfvQK6j9ilvJVb/9MI142nnnewwZGIdIDJ/TH2Tsxnns8/HDg0t04U8Uz8OYTarqh7GtkG67TS9yEY+3He+TMF6FaUxoxvts/0iNjzmO4Uz/HpehSuQkFZVPhCYlNj2u/YRx8ti2G3xMdtO/k3qbVN8Uj7mdXHQVbHtoxhiTzbG7Ov3dJkOPIwpjspq+SwR7TLRF5EPjlfZ5XIzntmKZ/m6PQ7p3xpOapKjP5/MhXna7eP9FhO+qz+xFz/e2OnfVttK5T3h6fNJ29lKyqosq/sjrnE5leNvRrAOucSxnFYeLCgQ621G3jk1rOdu0ONH4osRnGZlXFFajgtAQs7wb6zjdnBKC59o8Z7/M0FlgXmWINmBbzk7P0FlOK/voLGftNI3JQZtYyD84VnXD8bomeIcpK5a5QTmL7pdvzduO7u4DZvsVy+t7ZLlm1nkal1Yp0oQg1PUmKhIKVlaDD6wttKJislgxQweDzYWuUHjvUN0a51qc3WDtCSZ49iQQBJpaODMKawMrFHUQZlXBweEORa6pspwyywAHoYOelHYWfDDkxiAo2jbQ1h2IQxVr0B0h5Li2IATBORWrIziFbKLx8L43dr2iCoHgLSGpkH2IgASJ9WJFgYYgMVwghFjVwJiAFlCFQgod93UaFeKsI/h+hq/AhRbbQd0nt2ojiI6JYNbHGqbKB1QICDHJCZFelfbkWc5y/4DFYs5Lr9zhzue+SDWbcf3WSxRFiQ9C0/XGl35Z115ZjYRV9VMchRHFIzIKMdyAnrgm9iojXjpKpurPR2SL5T6O1n0a+NET+/C0hvn5GPI0f3gUBvBpGKwffaS4ynFZoBTHuVwuOTw8REQGtSslxMD5mNVxHCU8WoHKez8sm5kSqhIpOTs7G45rjBnqcSZ1NsWDnp2dkeIftxXX5DZWSg2raFVVdU6FDSGw2USbLSKs12tEZFCVU8jDmIClYycVMO27XC5ZLpe0bXtOmYQYPnFwcDD0ISWWjfuREsfS8ZLSCI9I4Dh0IBFKOF/s/5wdgnPEdDwhuGhSME7EuqhywzZSxYPxkq+XqZUXqZZ5ng9F/F966SVee+01yrLkxo0bQy3bNA6pP2OVdLsqwEW4KGFqfM7j89n+/jI8C1n9KCTton0v68OTCPXjvrusj0/b/8dt/1GI/lXV5MfhUrKqTL8cJQbbF85ftdDVnkWVUZa7QKC1x7TWsvaeD2yHV8lVYci9gS7rSx5FrNY179/b4JzF7Ftmy5yi1OSzPLrJ7YbaniKuwBYzVFA0KDptUEApCoPHt551u4Lg2CtyZibDOEvembhqUutw9QqZZ1RlSTnLybynDHGNezAEBHVqcCrDBU/j2phU5ePKVEY0uanIKei8BhPr3AVVoWyH6FOcRBd9nglGQ6MBG+g6j207rHXkecFivktRZpSZpjAagsO5DcE72jpWkEJMr94K1gaaxoFYlG4RWqyHxmkCikAG9Os497GYwfmBrHrpSauzMT4U0KR41l4VVwEf+pqjfYkyI4F5FjAaxIDkUU/PvaB8FB6DizzESyAEG8MlbMy7NyFu57yn7lqCDygvqJAWC4jGxdUNrm6ZzxccXLvGfDbj5Zde5itf+Um0ybFEwttZj+3JqiR1JoSRBz6SVSGGVHxYMe3d0iPSFEbbnFMf0o8B6e0o6PK54LzG+3zae9Ytrp4U9WxIpP+jhQA88SiTqjog1aQEBuJxdnZG13VDZjswlEZKBd3H7uptFTQRj9PT03NJNckNngrpp2Sq5IZOMaVjpMQiYIg1HVcaSHGwIjIQxCzLPpQIlFTFFIu6HbeYyPSYKKV+JVI5domn4v7jxK8UipAqK4yTi1LYROpXigVOIQipHyIyTAjGiu4YYxf/diIRcG7i8Dg37XjiMA4BSdUcto+RJjKp/2mSMq7csK3Gp35Za4d6uPP5nFdeeYWf+qmfGva/KPlqO+lpTILHhHs8Jo/D9rYX4YdZPX0Wsv3DblevcqzL66zWvYHQgtIZeEWRFRiEsigoswwR8LIgdyVYRd1oHAqfBbyyGDzauBgw0Nfc9MGzXGYEr1gsNEUllKUwrxRZJtBl+K7AiWHTWFzXxJqjEiAEOt+7o62iyOYIjjxvybRlVij2dAYeHjx0nFlLGyyNtdAqmrajtZbM5MyqEhHNSiwuOGxwtN7FWqYOjPVkKlDkmkIb2o1nXa/xLq6+FJxFG9idzaObPlhigfkO62KiUjXTFFXFYjFjuZyTZxm+83Sti4s5ORWz+0XISsFohSnAqEDmNLYrCWIJyhEkB5WjpOxDLkYe654XeOUgeJQIWb8Mqm0arG0JgRgCAWhiUpL3gbZpevHRo/DoKLbiNGhR6CzGynpAS38dVVxcQXKDGI33MXwAiCW3TL8YwfEDnLe0dYdv42o081lcKebw5k2Wix3m8wV3Xvs8O7tL9q8d0nmPcx0uRBIaS2L1pHHkEksIKT4yxNjolGS1rUKcDxUI/dhdISboU+Awf1wCwlUI52VbPMnwfTSj/+F9X2QiwAQ+RD5SfGpaHjOVs0pq4HZSVXJNp3bGcYuJ+KQyTqnM1DaJa5qGpmnOufnHa92nWMZEjGezGXt7ewA8fPhwILSpD+m9MWYoyTRehWkcmwoMyl8iuev1GufcuWz5nZ1YlnF8P6bST4kkz2azcysupXMYx70mUpwK9o/rp26ro2nfy4hWItYpcSmNXboWidyNCWW63qlW6naccWp3W6EdhySkhLy6rnnw4MGQsZ+qMMznc4wx7O3tDUtZ37lzh8Viwf7+/lBabBzzOyar2/ZrWxlO98/zwIsgc4+3v5cf+3mFHVzluJ+UDbzq2DypjY+krNqTVWRAWVzuU9DMZztoHMtFxW5VorRiZhY4JZS1g1VH5z01lo4NRkGmpS9FFVepKiuYz6K7aq8ILApPVQoHS0OeK7KmRDWBlYX3ThpWXUuRC1Ve4n1A1n3B5DxnUR6glGeeP6TQNYfzjDt7JcEHNu4+d1cb1q7hbNPSeahP17Trmvl8h2vVEVlWcKwEG4TWW1bWYz0UFgprKTLNPM8oi5LjzSkfHD/EO4duW5R37O9V3Dg4RAROzk76GXpL08bEg8Nru+zuzqmqOYeH19Aq4/77Jzw8XhG8EKyBECgWmmpXY1SgzAJGOURlBGLprZoSjyVog1J5NIS2JvRJS0p6BUMsQRxGZZRZgQRhJae4TTQGXf+DoiWGZFjnONvUdM6iCSgJGAW+EzIt5F5R6DJeR6NACcYoyrxAaUOxs4spK6SvNiACKiuQzPDBgwc8ODmm7Syrk2PWJycxDrWqyPOKL/3DP8ZP/sRXmC8W3HrpFWbzOU3nqJuOYDs8Osb2hrgIAQJ6qJ/1yBBERTkgQ2zu+YfgEWIJq/CoiSc+QI/Dsz6YV43betHKwGVG9JMyfM8a0zbhEdI66uN15hMxWy6X7O7uolSsqRpC4Pj4eHBTp7/jZT7HmeMpiSjGk8fYxLSyUyI7TdNw79492rZlPp+zs7MzJCulpVP39/fP9fnatWu89tpreO/5+te/zt27d4fEoaIohlJSi8WCo6Mj8jxntVqdi71Mamwihql26/3793n48OGw0pVzjuVyyfXr1xERTk5OBlW1aeJKfmkFrbRGvdaa+/fv8+DBg3PkqixLqqoaFkJIZDCR9pS4lRTOdH+PVcs0zuO43nQdE+FL5DcR3ZRdnxLNgKFMWQqtqKpqINHAUKUhTTbScVKf06TkwYMHw3idnJxwdnbGfD4fas1++ctf5itf+Qrz+Zzbt28zm82GFawe9/xuxxmn92N1eNvmjAnQuHTVVXDRtleNPX5Sm1cNXXhex70IjyPjn5SafNXfySeR2if1/1KyOoTtCTHWUAJaKzTEbPx+dSNjDEprMtdhjCc40CEm+6i+EkC86TxKh17cUrFCgHExK16B0ZHYGq3Q2qCcj4qn8xgXCJGL4GMmEASJ2ynfu7X7bPoiJzgf+ygBpE/WCp4QXIzfDFFBNH0ReR8C3sekJR/iuRuiAhnVRBniJJ1z6BAQD0rAaI2kxCVPz4RikpMxKiqzuSHPDFoZlNJ90hpYG5lT0Y+p0gGlfazu1Nc/jZewL74tBtGmn6XLI9VPejKnYpF+o/qYoDDO8JRYV3aULQ/E0lk+noxWKiqrSsVKBSoFH/bb0isFKlZkUEqjlEGJx6je6OY50isNaeWqSCgjmS2rktl8zu5yyf7hIbPZnMXODmVV4VYbNk3Xr0bWL4+bzo9eqxvd1Odu/K17/aJ7/6rP86c1EP+zriJedF0+y+Oxje3YwjEpGrvF07Kd47JU43jK7aSetH8iD4mcJhUvqa7jckLjH+7tIvdjN34ie9thAxcl56TjJmVw7Nbejtkcq5TjxKp0/mmctl3qqVZqCnMYJ6SN1cjtMR0Tk7Blo9K4jBXmMbkej226jul9CqkYX8vxNRrXwb0oFvSy7cYhBmlcthPTRGTI7t/d3WVvb69fSTCS2FQ2a/ucx2T1oz6jT0tYPy24SsjChKvhUrI6u74PCEbPyHQF3uKbGu9bOmOoM49Wj5JRHEL0asfVjkxPSAGCgNWK0JOfgShZi3cdqEAWAjlCpgyZhsx4ctOR94YIZQgScJmJNUULExOAJGA7CG3AlwodSoTAwmj2CtgtPPPKkhdCLh5bCLPKUZRrjLF4f8xmc4oNHhtiFnxhAvtFgVaG4FuaVsBZSlEErVhkFblSVHkgtA0uWDanZ5ycrbDOMa9mIFAYNSxRq/FoCRSFZrbIqTcNJ8eruMbyYhdjKrSGoAUnsLEND1dnkfTmMR42LwqqeVyD+u6DEzbNBq0NYnK0NhwsFsxnMSHh+PQ0xgVLYFHmZCajmi1QotisV9TrDbZTZM7inGa5u2C5XJAZxWJmyDJF7WHtgBDQLpZ20kooywwRzXrT0K4sVa5YzuISt0oEpXOMKSjzGcEG9E7LTHlu3X6Zf/yP/TGOrt/k1u2X2b9xE0R4sFrhz1aRoCqIMcWyxT/DhS55EekprYqzmUff9CQ3DP+8CNsKwFjx2DbAHxVXbeN5ErCL2ko/Jh8XIb8oSeJJ2zzu86uMzWeVwCbVMrnBx/VFUx3TMSHcjk3cjjEdr5o0VsHGJYgSWU1u8JS9PyaPYyUv/XiP1c5E1tIqW8vlcggxyLKMqqqGup1pBajT09Nz5LEoCnZ2dgZiuL1CVFVVQ9hBIrnr9ZqTkxOstczn8yGEYBxTmdTIqqqo65qTk5Nos3uFcuziX6/XPHz4EHi0MENRFAOpe//994dFElKYxN7eHjs7O/z/7L3Zk11Hdu73y3EPZ6oBVQWApNgUm622upst6/rh6kn/rsLh8LvCDt24thwhO0Id19ZlS62mRLIJkgBqPtMeM9MPeXJjVxEAARCcWlwRJ1A4w965h5Pny29961tVVQ0peKXUYMmVunaNmx6kazufz1ksFhhjmE6nQ2HbdrsFnniRpuMXIhaktW1LURQsFosbYDkB9VSol+c59+/f56//+q85Pj7m/v37HB0dAbBcLodjvT2fpL9vLwZSjKUI6f+3X39WpGuTjmv8mdvPveg2nxfjbT5vG8/a9+v+3XiWTOu7yoY9a2wv+9xXxXPBaraYIRBokWFEhneCxnt81+Oko1UBJQNSEAuaRHqI6FUZ/AAQghB4GdPIIkSeUAQIvcfTQSdRIQ5IC4VSAu08RgWM8jvGMFaBB63xEqRVSBsr210DvgPXS2TIUHhyqZhomJhAnvXYXOBkwFtBkQWMbZDSEcKGtl3SB/AyjtUoyTSP3Gob+lj85B1WRmupSVaQK4PWNfQbvOuoq4pqUyGVJLcWqWRkXYNHBI8UkWk2VpKVhq5vqbuaumrYdyVa7Tw/pYquAq5m3VQIAXOtUVqRa8m8zOlcz/mlp+8bCB4lJVoKZkXBncUeV6sll5fndF1Lpg3GRM3ancMDtDZcnUuuu45egOo0TgmO5zNOTo6wVjGZWoxRXG5rTldbXO+griHE1qiZ0QQk7apjVTdQaBY2djyTSITUaGXJTI63Hl005LLn7skR77//Pm+89TYmn6CzkqZpeXx2Rl03ZHlOXhQRZIbdI95BI+B580aX45s/PO1LMNaq7p55iS/VD5XNfJFjfBEQ+brHMH7+q/b3suf9h3idXmeklH9K4SdACAwFNU8rPBrrKlOMGbenVarDTbB6u9vVmGlNRT7j7Y07GSVQmHrJpzT+uJ1oWZYDkEw+nwkgJKA1m80IIQwFZMmOSghBWZbDOBPLmTpVJelEYhfHx56AgR9gUgAAIABJREFUZZZlQ1HaWNYwtmhq25b1ej24GaQirvl8PoDUruuGMWmtmUwmHB4ecnV1xfn5OV3XDaC8LEvu3LmD1pqrqyuur68HtwTvPcfHx9y9e3cAq8YYLi8vOT09vVF0lgB3kies12uAoaPZmHlNgDX5x969e5df//rXvPnmm4PMoGkaTk9Pqet6kEM8LZ4mAUj31m2m+GXjWVmWHzrB8LrA3eseA7y4VOtlj+FFju+5YHVSxjZuRlisNLg+IDpNLxTaKIRSCBk7JkkUWkNuo/enkBbkjkMVscOTkNHLNHQeQodwnkwEMgTaWgIWFzTOx/aZQiqm0xLtQakCqTQiBFSeRa9Wo/A6AlhlMiQBHwzLVYvA0/TgpUbojDyfkhWGJtT0vkEqi9I5ShkmU8fhgaLzga3rccGTyegnKqTCKIMSGmtisRVe4L2j8QGVSfLJFB8c87onSI0Pgd45hBRYbcgzEwvSMotSBqPbKKmQoLXCGIXSUVYRkVeyUopSAiEEUhvkjl12ntikwEuEl7EpgMox2hCcoG17+q4fOk5JBFpphJD0zhOI0orex1S7yXJMCChtdnKIyGwGov1WXXcE7zFhV3AlFVIqfIj72mxbcp2jVYlWmrbt6VxF03RoZcltQIgOLJFxDgLnAnSeIONYhFDx+grJrhXX7hzcvqsBnjgB7P63Y/DDrso/1fqL+NZdYd5XfSGeNsl9H6UALxpPA9nPA97fxSr9de/nh7qweF2RQEMCHkmDmsDIbXlAsnkaA8kE1NJnEjhMTGWWZTe6WI19PoUQQ2vSBGISoBx3z4InzgXOOa6vr5FS3tB5JouscXV9Oq5UjZ4ALzxpNZuOKwHPpBdN4C3JDqy1zOfzAbim/SZmMY1fKTVogcfShzHYehpIGhc1pe2Pi45Sp6/EAqcmCunzaR+JOU7XMoQnbU/TNRhX+/d9P5zHsTXYuOvYdrsdnBaUUgPrngrjUiEexPay6Tqleyld63EB3tPiWYvhdK5fdX4dfy7du69rrv6uZUbPmre/7TF8U59/2vn8Kj0rfAVYPT6Mq3SrLJkydK3mkpym9mRlhsqjWbvEIFHkSrOnLQhJVhZoaxHCIEQOiMED1DUNzfWK0PdMZEupWqzW9KIEL2ldTdc7lDHcP1ogMksIIoKzAMaXiADbrue67cAJjNxDuUDftXzyxRq8Y91BpwpkvmBxcJeiyFjKK7Z+jbEFWb6H1pZ79/axe4K67bhYLmm7jrzeIuotEo21BUJbXC93NkqO9bKmaxz5YsH+yRFSCXQ5Z38b2wWenZ0TvGdazljMY2XpwXyOVIq6atmsAp3epdMlmEwjtEDIQDT/9wjpooG+lJiswOY5SEvTQt8FQq+Q3pDJgnm+H0X2nWC5rNhum9gQwXlUpshshpQq+pV2nqrtaPqYbprM9jBKYzJD1wEi4LxAeUldO66uK0QIHOQGqy1WWay2dL1nva45PV1RSElucjJruFxWnG+WCAJFNqXMJhSyJJcNx4dH4BXNtke4FuFi5ykpLdamlKP8MkbdPTFShTGA1vCk51IUmNySD+zI2GcBmWet/m+/52UnrWdt79uc/L7rie/rMKcvOs7vemL/PkVK0SaAkopzEgOWwGcCUdbaAYykzlPJSmoMAFL62zk3gMgsywarpsRkKqW4f//+jXaiKeWemMdU0DRmWP/whz8QQmCzibIoIcRQ5LRardhsNgOwNsZw7949rLW0bTuk5ZP+cpzK994PY0vbLoqCg4ODgTHd399nvV5zfn5OCIHpdMp8Pmc6nQ7vS21g0+cTY3qbHXzaQgAYpBjpuJNkIUkmlsvlUDSVmOjEbiYv1AQmk01Vula3C7CqquLq6gohxOATmx5d1w3HmtjrLMv47LPPOD8/BxgkF0VRkGUZJycnN44hWXuNx/hVAG8MUp8Wz7Ot+qr/P+u5VwWw31SR1LPS909738uO+5v4Tfk6oP11LEJux3PBqrXRDD5T0bpJCYe1Gu/1E2ZVKGQ0QkIhyABErBY3WQbCIEQBiNiXPgR6Lwim2aXbQcnYgSpIjUfGjlIopFLkuUUXFu9CLKwKoINCBuhlwHpHkAGLRqnYvWpT9QTX04pALyRBSKQyKG0QUhOEJIjIUgplYrMAFFJ31F2PVi3GeWTbI5VCaY3UCms0uVW0AqSCID1SC0yWoZQgLwuClDgf7UOC9yil0UpjtMaYmCbTSsaHllgTU1JRAgBCpskvvq71LqWmNVLFQjYhJAiFkgolNUoalDJRKiEYbJ6kkHGMN1IukbUMCdAJET+rY+GXSP6rQoGMfq7esYOA0XpMiPQvOBf9ZL0Pu2IriXeBrutRUpJpjZSQ6UCuBMbYCC59LJITLlpIIQRCpP3DDl3yJP2fSNYw+pudlmR0s98oHXvy/jFgfZH4qvTS14mvu53XBZpfx7a/iXjZ8/MfGZzejsRWJj2klHJgTsfMKjxhX5OhfSooSpXjt+/5BFbG2x4DUWBIpycge9tWalxklDSLSTuaXAPGdkoJgN4uSkpaTq31AJLHrPC4uUE6vqqqhjEmRjEx0Ql8JaA4bmYw/v+4wUHax/g7M/7MbYP+NP4x0zmWStx+/fa2x/KL8TbGkd5/2zR/PI7xNRgzrolVTax50umme+p2d6y07a+aMxLzeVtKMj7ebyJepbjpWUD42yyS+r5mh77rcT2/wIrIUc2NYlEYeifI/B5NW4KxYDMEEhM0EkXRA12IgMNKhAXvHH1bAwIrFEZIfKboDie7Cv1o9YTUODMhSIXxGTNfoIygzCXKBHoR/VJDCLhO4LxgkhkWszkEhXA5OM3Dz77g3y8+p21rdNGhrCPfVlxer2najqt1zarqmEhP4Q02ZNTe0bkeozRvHt1FComrKly1JQRPED3gySaavUNL7xyX64yqbZnOJ4hcgZJM9YLSQVYWBCFxfYfVntY7ChHI8zgB3DmYYiTUTcu00HRdTznVlGWc6OY7wfzV3paj/XX0MI2ZbMpyxnx2iHMeozWr1RIpZKzO15LD4wXzeclms6aYGLquxXUxfVTmOccnx2hjUVrgQocIAi8CvffMyjmHB/toq5hMc7RRzHvNohZRryt2Pqw6Q5kMLQM2L8kKh8kKlLFoY8hLmIQMvCekZgVIILKmnQt0fcCYKLFw3tO5nWxBiF07XQjBxcT+IFN9Ul41MBiMsOozMUvSs4YvywpeML5rIfu3Fd/1hPRjfL1ITN5sNmM2m9H3/WD/NGZUE8gYp3vHxU+JrUutNG+3JR2nXkMIg140+bkmxi8B1QRo8zwfdJLpO/X48WM++uijwTgfIst7eXlJ0zRcXV2xWq1ommZgFMfA+d69e4NUIe0zbSfLMg4ODuj7nuvra6qqYj6fD0BzPp8PDCMw2D+l7STgfefOHYwxVFXFdDql67qhvWg6dmstl5eXHB8f3wDqya81FZ+tVquBeVVKcXh4yHw+Z7PZUBTF4Pea9nF8fDxcg6RXTYBzPp9zcHDwJS/UO3fuDONPQDWB7sScjpn2NMbx4mP8SI0NkoVVstRK98EYJKc5ZDyPjG224PmL/9dZ+f9db+dZDhFfFT80giHFi4z7VcmF54LVyIfCwkiOSoPzGi0XNH1PLSSViMyrCRqFxHSQyQg4eqvwGjrv8a4BLyi1pVQaMknIS4IIbHpJ1UuEsDg5JQiNFhYrWrQOlFmP1p6GHukanIcqBJyHaWa5czBDCkPv5nif8/B0yR+uarbVhtmep5h6JlXN9WpL3zuutw3LpscZz9wb+mBpfEPvOorMcvfwmMLmVE3Dtq5xrqWtz3GuJtOWXBf0wTGtNVXXIlQBSoFQlJMCrQw2j1rfrm2pq2u6ZgMikGWaItewKCm0pO165hND72KXKiEceZFz/+SYopywXGw52NvQtB1nV1dUdctiMeHk6BjvAiIIymJK28bjlVqwf7jg5N4h69UarWKnlsvzc1bLZZwY7xyQFyVNW7HerPDO4xtP7z02L9i7c4Q2iry0KC2Zdop5Bb7rMO0W2bdIbVE6w4uAsQU26zFZjtIGaUx0OwgB18eiswg6FQEfO3O52JXKINHSIoID3xBcJHQVsWXqzoQAkrdq0qsCIJBSMfCtCdB+1ffgy/VZLx0/Arof4/saSec4m804Pj4eAF0qCBq3AgUGiyZ4oqtM+kVgACfp7xAC2+2WqqpuMKspzayUGoqDbgNa59xQTDRmQZfLJWdnZ1RVNYDi2WzG9fU1XddxfX3Neh19qzebDVmWDS4C1lpOTk7IsoyqqoZUetu2w7jyPMc5x9XV1Q3QnsB60o+mY09tWRPYS8ed5/nQtjZJFdI2kufo9fU1l5eX1HXN+fk5VVWxWCy4e/fuAHjKshwq9qWU7O3tcffu3aEwq21bLi8vh0YId+7cGVrOjh0QknZ1f39/YES11sznc/b39weAeFs/m2UZZVkO708a1dlsRtd1X7KhSjrXJIFInq7wdOCRrvftOfJlWNSxVdgPOb4NVvZF9J7fRnzTGa7ngtWYggGpYmpWiJ35sJARTgRAKIzKsdJgdNiBVehzhTMxtR0LfQS5MWTKEDT4DIIM5D4HrwhB4Z2JekWpUcKjdMCqgFYC30s6IWOxzFAkHhAhTr7etTgncK6j9x4XAtYapqVkNimYlzmTIqMPHi9hMsnJi4wss3jX4buAlR5Dj6ZHK4HOLCoIjJmCN1gVyJXDBYczAus6QrC4YBEorDFobXB9TrFjAJzbdY8SGhdi8ZnUkqywmEyhs5QK6/CuJ8tyjM5Q0uzScSZ2yfI5WS4pS43WYTgGAfS9pSwNSsmogcVjtGAyybFWIemZ5IbJbIbVoIRjNsk4Ptqnb3s21xW+dwTfs1kvsZkhK+aDjrQsM3yvMDoge43JMqTWKBEoyoL5AoqyROroAZsVkqmWdG1L8A7veoJvabuebseeit0XOPhA8Cl5Hy/s8OVDosT4CxCe+KyKJ889iZevHP+hpZC/6wnpx/h+x7hjETwpNkqp3MTMJT/NpE8FbjBlCSSkTlXwpFNUKjpK27+9/7Ft1rjBQAKo6ZFAV9pvYmhTZ6zEeqaUdWIyU1W79/5Guj61SE0gLhWDJbCa/j9mXlPKPgHpBHLTuBNDmiQDqUPUuFNTYp8Tc5kAcKrqn0wmA4M5nU4HR4DUHjVZSqWK/iRJSF6mSX87XoAkUJ4AfFp0pPR9WZY35BlpG+n6zWazYb9JApKOPxVShRAG4D6+p1LcZk/H13kcLwNo/9jij8lj9bu+Vs9nVqepLZ4CAlIKsrxECkHTxx7KWhmm80Pm2RTTOWzTA4E2Ezgt6BpPk3nwMDOaUiucCrSZJ0gotcQrSdPC1RV0fUBJRaYUVnlmmSJTnpUPuwkk+lt5AUE46NcQFG3V0XaWql5S9y0dnv3FlD+5N+Ptu4f86f0TJkXGvNpyVVcUkzmHJ3tok5Oplsz3ZKqlCFsy58AWiMkUKQPTbIaRAUtHRovHc9DXNL6nrgWbLYQgUMYilCbPcnIbV89BCDoH6JzGeUTfk5eG2SJDa0VZxnRUvWmpNy1CGLSZI6ShLAUqAx8c+0cGHxzB5+A6CIri7kGUQMiwK8zyuFDjaSlyRXn/AAhYTtACeu9p+h4fKv7kjX3effuI7abi048+Z7OpaNs1n35yyWRaMpv/FDuzLOY5QUu887BtoOuxRqFygwhwfD+nPPQsSoMuMpRW7M9n7JmSarvh4lTStTXbqy3rdYWdtyAl2hoEEt97ws6xQO30qqGPjSO0Uggpdu6qkV31vo/FVOFmYVT8e6e3vR1P+Y49q4r3ReJVvrQvKq5/3fv9ruObGPOLuBn8R42U1h/bL6ViqVSRr5RiPp8PXa4SgEuFM6maHKKcoCzLG6AybavvezabzY0GAKnCPulE0/YSABp3edpsNrRty2azoWkanHPs7e1xeHjIW2+9xZ/+6Z8OoPXq6orJZMLJyQnWWq6vr1kul4OHaTrGlFpPDOCYWU1Sgrqu2Ww2N3SnyR2gbVsePnw42H2NGeax72lyLqjrmrFrQkrFe+/Z39+/odWFJ61mE9BLjLP3fugKlq5fAsWpsv/tt9/m3XffZbvd8umnnw7n7Q9/+ANlWQ5ShGSZNbYGS56wUkqOjo6YTqeDL6tSiv39fQ4ODthutyilhuuyXq+HxUq6dmm84wVIAp63PXzT+28D07HEIJ2P22zu0+LrSAReBTi+DkLjm5q3v+n57kUWHeP4quP8uoWwzwWrUqnIqMpYTBMQhF3xjw+xZzsyFtYobVH0KB9zsUpD0KCcQGmB8KC0RGpJUAGhAkhQRkU20nu8cLhdZXcq/tFComW0TJLEtq1C7CyeCAjfQwgE3+EdBO9Axs5LmTGUmaXMLIU1FFaTO00eDJk1GBsLxawRdAqMDMjQI4JCCI9QseOTtRqrwaLIgsAHT6EEKvSIEOhbHxshGI1QCoLA5dGqS5kMoQwIRWy8FRBKoDNNZjXTWRELqaRGBk0IirDrnaW1Bh0Lwth14upaTVsDQWCVRclY3KWMIOBZbx1128Zxm50eSWtyrajblovr613TggnT2RSrFedlhus6mqam2q7jtSOa/1ujKPLYEcwHAdqhVSyIk0BRSkQmKGy8tlKryLzmOQRHlhnAEQR0fbSpGphVQWRJQxiYexGepNmjJjXqUj2QxKu3WwU8K+J2hv+NnvsyG/Cqleff1Ge+63hdE2E89Gcd/6647jXFD5Epf91xuxPSOBIbOfYOTWAFnugNE4iDJz3n0/cmsbHjzke3U8KJYUzs7W07rDFIu+2zmpjJlH5Pj6ZpbhSAjb1dxwVEaTvpfYlxTGzpWJM77uA11neOnQwS+5sAZJZlA2i97bGaztftezDpPYFBKpH2E0JgvV5T1/Vw/Eo9aReb5Bt93w+ANMsyzs/PByCb5BOpYCoB9LGudHyeEjOe/k3uCanQKrHSAG3bDizz7WKqZzGrz/oefl029euwlK8KVL/P8UOf7152/M8Fq67p4++MnaLKKdW24oPff8LZ1ZKt61n2LUYbzhZnTPMpOoDxgAh0yuNTp4Auemdq4VEEggo4GwgSUjvOpoXL60DbgaFGi5rFNOdXP3uD/XlJ2wd810EQFLLEKEMmBHTxyzGziqkVvPfmHPeX79C0LdrXXD+84NNtxf9dbbBGse066r6nmM258yctNi+ZWEE5m6KQtCHQuZbHpxserR/EiTt0SDxWS3ITb3rnPCGAlgarM6SS2AloG/BtT9e09F2HdB4TFBoNWAKaugfX9uQIdOMxTrBpYetiBX+R61ihL8DtGgT0Ip5K5Q2Zs4ggUb1G+Z33nzGxGMlqrJ8ig8ewa0bgelzXEbzDWBVdG0pLNsnpnMMUFtNl5MEzFTCbTZlNJ0ynE9i2dF0NUlHkE7RUGKPJ82hRdoSiCxIZeoyvI+A0FqEFMhj8/pS2MdRLy5WPk5WSAqMERsdtRY1ZIAS/cyeQA8iME5yPrPJwk6d2gIz+TV4BOweBG6/FV4a/bml8XlX4/qKT2euaUL49bdLrmwAHzfFrjOf/4P1wJ+/XEckHMwHO1WrFBx98wNnZ2WDhpLUebKESQAJupLYTe5XAE9y8/xJrmnrYp/TxYrHgV7/6Ffv7+zRNcyO9n6r70/VLHqcp2ralbVuurq6QUvIP//APQ1FTVVVMJhMuLi4GMJvS7em4zs7OOD09vdHoIKXE07lJ0oHE/CZ2OelckxY16TnTcSewmbpHaa3ZbDZsNptB85qAfTqfKcbp+HEx29i5oW3bG4A+MddJ0pC0wEmvm8B6kiZMp1NmsxnT6RR4UiA3n89vANh0DGmB8bTiusPDQ5qmoaqqG1ZaaXGTCr3GQP72XDpm229nscbgPi2gnhUvwra+SLzsZ2/bXn0dNvfbAJTjc/o642nz7KvsZ8y+P287z9v2c8Fq38QvLjODLhY0m54P/vUT/u2TT3HB04UerQwP5o/IszJ2UVKaWBzT43FoYchkhgiC3jU434ESCEt0UXIB6SNIXa0lMdO/Bb/l5OiAeyf7ZOWUpvO4rkMIRZ5lCFVgg4feI6WgLBTGSko752Q/o6oafvtP/8qDP1ywOYPHDz6LqfIdczfZ2+Nk6yimU975yT0O3rxL8IFm29N3HV+cPeZfP34UBffbCtf1ZEVBUZYoIbFOobzkYD7h7tE+1sYiMw34tqNvavquR7iAIYJVQYZHU7uWqu1pg8TagOkDmw42vcAYQWkVxmpQGlSBF4Ja2NiMQRqMzBAe5LZHtB6lDNYUBAFSZGSiQbgO1VbgerrNir7rAI/JojWYLS35NKP1PbbMMF1HEUXJTGeRdZ1OJngH9aZFSsXh/h5FHlNu5aRASIU3hiA1bb1hc32B925X+S8w0qDFjLa1nD2MDQdCCGgFRguMkRirEX1kjUNwgETKm1+QcUtFqdVXgExPCLcqrcKXV3GvAlRvx3clbH/amF/fGCLb+ToP6fZ4X8dYfwSsT48EViECkKZp+OCDD/jwww8BBpZtPp8PPqG3wRU80b4mYJPAVdKaJiCVKtfruqZtW05OTrh3795g5j9uy5rGBPEeSAzlZDLh4OCAzWbDb3/7Wx48eMB6vebRo0c3vrdlWXJ1dUVZlvzkJz9hb28PeGKp9fnnn/Phhx8OxUupIChpQ8cp7/v3799gR5PMIYHVBK7T/pNp/22wul6vB0B8+zym6zBmJBOISwASItua2MsEbNO+EtAfSxqaprlhMQYMQHU6nQ4WYFJKDg4OhmKq1E42RVVVQ+HauFlBWgAk4J8WPmNXiHHR3NhhArjxWtrmbQZ6HGPgevvcfVdz7DftIvC6taw/hEK0rwLuX3UMzwWrXRsnvr5zdL2Pj7anbXq8CHjAeU9V1bg+mh0rqRACHB0hOLQ0dKJFEK2SfIhpenqxA6se6QNdJ6grGTszuYrga6qqid2QOof3UQrQ+8BmuaJzWyxQhIA1iszMKfOcFg+uBdeggkMDoe+pugYIsQOTkLiig96Bc/RNR72tIQh8H/DOs91sub68oG07tpsa1ztM1pAVHVIITO+RHggHHMwLBIauVUgdXQCaekvbdVSbFdVqhetrgnSYTFMsLNnc4j20TYeXDteDEArvYLXashU1nW9pfYsTklbluAGsRr2orj2yD7EYS2cEAZWqaGWLdD26rRDBY4PDpJS6iOc9+Dg597sfG+92FZ9tS11rlsslSgm6NmCNRghF33XUAfqupWmqmMq3FrTGdS1d1xKCR0oVfViDQ+AQxHS8FDGl7/qOvm0RIj6GVb4cpZBEmqierMpjCL5c9i+G94GIkpXRyy+jcXyV1MqrrjRfZ7xuAPtDSC/9EMb4bUcCqyl13HXdYNqf7gfv/dBjPqWGxzF+bgxIxn6b6ZEYx6TfrKrqS61O+75nvV7Ttu2gMR17eI47N43Z19TffixFSI9UtZ/G45xju90OVfTr9Rrn3GCkf/sYDw8PEUIM4LRt2+E8jV0FgMGaajKZ3GCRkwm/957VasV2ux3Y4XQsiXW8LbUYe8imBUFiGRMjfLtL1nhxkEBvaqdbVRWr1Woo7EoSjLSQSB3Ixuzt2OorXfMxKz2WcIw1x+n44eYccxtsPE9u9bS56Wlz7w891f1jvFi8CNh+LlhdX0Y/uNxOyPMtq2XFdtNRVV00uzcG7wNXV9dRi7kDDYIAoUPgUCLqMYUQsUOTirpXv0vlCh/Ae3wv6OtoQN/3Dc61GGW5vtgyLyqs8uQ6o9tU/Mt//y2PTq8ppGIqNfNpyX/+z7/gZP8e1WrL+vwB1bZGtxULrVltKs7OH0XbkaJkkhUIm2N7j3WBzfmSz6po8VKUUxCCh599zr/8f/8vddOx2vR0fUDoHKlLCJ6+uyK4hl//7KccThWTsqQPDbaybOot58tzmqbh8Sefcf3ojB6okUir+fP/9Eve/eV7dJ3jcnMdAWW2wOZz6m3Fv/zhI9arNaeXp3xx+hAvBORT0BYpBFIIlBBMhMEmI32hQUBnO3rVo7zH9D1WSX7x7ju8++Y9EB4VPJ5Ava1jq9R1Rb3e0lQ1q6sVF9crzNUVbbOhKDPu3X2Tt99+l+Dh8uycarOh2vWWDgRsmaEyTZHnLBaLWDSW5WTGQO8IXU3oOhSBTBtkgO1yydIYdN5g8gZ2LVyNMtHdwHe7+2h3PwkQSkc4+lQAJodGAEkG8LS0w9OeG8fXKbr644lBIfxj/AAjeXimKvjVakVVVTc0kSEErq6uvpSmTUBwDFISqBpHet/YQikBvSzLuLq6Gop9iqKgbVv++Z//mYcPH1KW5dAh6q/+6q84Pj4eGL6kvVwsFqxWK05PTwerqNRlK6W/1+s1Dx48GHxdhRB8/vnnfPDBBwNo7vt+cBYYF1i9//77HB4eMplM6LoOa+2u6+BZnLMfP+bq6mooNNNa8/777/Pzn/+cvu+5vLwEGOy6qqrio48+Yr1e8/jxY7744guAGx6nCQAmZnKsK07nedwO9pe//CXvvvsu8KSlamJ3k8Y1WVldXFxgjKFtW8qy5N69e/zkJz8hhMDFxQXb7ZY6zdkjprYoit2crZlMJoMrRFqIJPZXSsl2u2W5XA7nH540VwBuuD6MAfrtuXZ8zE9rFDCeg28/96x4nb6sLxPPY0e/ajzP6rh1O16EcPg2f6u+TpOFr3uNni8D6ByI2P+9afvIcvYusqgCRJCE4GmbjtZ1T7SDIaBoEcENhvVCCpTVCK0ICDwykmMhIEIg9OBrSfDQ9R1939LUXXw0HSYDbRT4wPXlNY8fPaaUmkZZfNvQtx1aCvA9fbOhb2qEd1gpkd7TbCu6rmWCAmEQnUcF0AH6umPrthhr0SZHKkW13XB1cU5ddyy3gbYHZE1QLd73tO0pzm1483ifpqmwRqKa2EGqqSvqakNT12xXV6yvz6n7wHXrkMbw9p/9KSDx3lHXLcL1KDVFCYVzcHW55OKtkzp0AAAgAElEQVT8kgcPv+Djzz6OxVuTedSCAlJElnluMnKl4zkXiiACvXV443dg1VFYw0/unYCUkeEMcTHh+o6u72nrBtc7fB81W/W2olUCKR12o9lbHGKNxTtP2zRs1mtWq1VsTUggm2ToXDObzcmsIbMWrxQoAd7FgjfvkCEghYQQ6NqGtq7wQuPFrjNXlqNupIpiIwGxK9CRX/rSjkDoiFkVtxoH3I4XZRu/acD6XaW3fow/7kjM6pgpTCzrmFlNqXP4sqvGGGAlhm/8vnEhVgJYiU1tmmbYbwJFANfX1zx+/JiiKIYuVckDdszypX0KIQZwNq6gTynlZN80TuVvNpuhkcAYrKZjvbi4oKoq3njjjSGVnsaXxl3XNdvtdgCEy+USIcQAHNO5S+xoAkqXl5dcXFzw4MEDPvroI4Chw9ZYDpC0rSkSgE3McfKOfeedd4bXx9c2MbvjvxObLaVkvV6zt7eHtXaQNiSgmdrJjv1Y8zx/pm50zAinIrG0QEnHko4/fX4MRr9qbnsaYH3V+K4A6/ch/qP8hjwXrP7Zn/2CEODi+pLf/+53XC5XuK4izwTaSIxR+CDpvNkxXrHbkBRgjUWrWAyjZLzh6y6m9BEi+qUiMFKilIgfEgq8QGBA5JSZ4vThA/r6ip++fZe3775BkU/41S96Tu6+SSYkhVBMSsvewQKZqtSVRSqPUj1SdhglmCqFC4aDouRwNuNgMeftgwMmewswCkxsZWqyjADk1mAzg9SG+f4MIS3bLrBuPCH4HTzaYzZb0PeevnMYLSjyqE2ln1BLyZWA0DVMspzDo0NsnrOXWfx6S982rM8v8H0HFOTFPl3XsdpWXG83XK/XXC/XuCCQrQBlkSogTEAhaL3CBhHbx0pNINDpHicd0jlU21FYy+Xb71LXnratuVye0fUtHoEX4PuA9jAxGWd1y+rsFG0UZXaEMIq2rrm+vkQIic4M08UCU5Tksz188Hh6Ah4hJJfnS7RSqIOAnUVmdKJyeq0Jm5rNF4+Q25pPignn8xnF3h2KvXhODo9PyIo8Lm5E1LzeSDElcAe7NP+oklyEAbqGF9QrPm3Fnp77NleqX6c69puL2zKLH+OHEj//+c8HRu13v/sdV1dXdF03gKTErKbCmPGiKYGmsQwgAd0U4/QwPGFLknayLMuBEf3pT3/KO++8Q1mW/OpXvxrM+5OOdH9//8b+xu1Hx56jd+7c4fDwkP39fd5+++0b2sv0Xu89eZ4PWtO9vb0BwIylDKnrU9KEJoYxRV3XXF1dxbqGyYQ7d+5grWWxWAyA/Pr6ekiD53lO27asViuur6+HR2Kbx44ICVDfjtup9jzPubi4GAD0xcXFAE7TI7Ghp6enQ/o/gfpUpJbAZtIGj4FpSvdfXFwM1z0tEsYs62azQUrJxx9/zNnZ2eDOkLp6JcA6ZlRfdA4dg+Tb73+ZOfi7Aqmv0/D/Wdt5kd+H72sW8HVfl+eC1fff/59wzvH3/9f/wQf/9N/Z1jV9t2FSRJsipRU+QO8tQiokARmi5dFkkpNlBiEkUu4M8S9WVNV2l9YNCBHQWpFZjQgSqTWSaJdkjUIKzxeffsTp54F7eznH+++DVGTlEZu6R4aA8gGj4WBPoYxAaR3bgeqAVE20sFKSudYEITielJwsFhzt7/PT42Nm+3t0RtIbiQ/QuWixVGSWrLAU0nBy/BZFMeNsuebzqyUET2HnWA17e/u43tN1PVpLytKQqZySGbVSfC4Doa2Yzkp++vY9yumUrMjwyw31dsPZw1O6tsFmCxYHPW3XsdxuuFituFguubha4jywdhGsWo/MPTLAqvLoLhCEwiuNB1paenroekTdUGYZZ//DNdXWs15XfPbp51T1Bi8EXghynXM0vUNpLaGuuf7iC0yecbA/RxQ5dVVxfnGOMZYsL8kn0yg5kLHl3nJ1RV1tqTZrzh6fIwhMpGKqDNZYJsUEFxxhWbH89Avqs0v8tsaWJXv33mRx9w0mizm2LAlKkmk7NKMYKvwD+LBbuQ8uAQlO7RZJvDhQTfG6C65eNb5fgPX7OfH9GC8Wv/71r+n7nr//+7/ngw8+GAqNElhNP4q3218mj9BUdJVeS12fxkAkFfuMP5tS4lJKPv/8c05PT7l//z7Hx8cAQ6p9bJl1eHg4ANTxQ4hYpZ/afx4fH3NycsLx8THvvffeAGJvM43J7klKyd27dymKgvV6PYDHVJCV/E+TM0I67ul0Sl3XfPbZZ0AsWnrvvfeGAqWmadhsNpyeng7M8d7eHm3bslwuubi4GB4A2+12ONZ0vlJL2ac9kiNBURRDR6/VasVnn302eK2mJgSpBStE1tpay507dwb/1/Pz8xs2YAAnJyeDHCLpcs/OzgaAOp1OsdYynU4Hxny5XA77zrKMxWLB3t4e0+mUoiiGxUICuuN59FlsbYpnAdVnxdPm6+86vo0Cqu8TGP0u2evngtWLyyu8cyxXa7ZVQ922eLdjtMIu9RqSujAmY+VOPxg8eOd3N5XH+4D3geAByY3ELbDzSo1ensIqtFbIQLQXDYG2abheLkEo1quObeswUmJlZOGcA+8lQkqyLMc7EGIVv3Q+FlYJETBKYZXCKI0WEiUEnY/MaN871lVL08Y2oSmCf9Ljnl2xkJKglCAER9PUaAXe9RA8SgikNgRj0EIiQ0AjyJWm0IbMZLsxuvjjAGhjUEqDkHRdT9O0OOdj6lwKkDttKjHVLQk7/Sr4JIgnygMCiiBD9MVF4EKILV0RZFkOAhwBHyAzO+9CGc9HHD+URcF8Notp/dFqPstypLZoU+JDrODXSuH7yDR4H/cbJ67oDiF8LK7CexSQZxlFkTMpSybTKUVRxnRTmoBGQHUcA3sabj0Twq6j2ct9sccT3tPS8i+6rReVGzxve8977WmFCq8aX3VMwyV4xj5etJDrVY/12eP6fvw4fd/j4uIC5xzL5XLQKiYWEJ6kSxNDOr7vxwAjpaWfZrsEN7MQ6TNjL0+IqfXr62uAASAlYANPnAaSxjZtJ+0zbSt5paa0fepWlaQDm81mKPBKkbYxHn/aXghh0KI+rWI9pe5Tw4TEJKbmCYl1TAVQwCC7SCny8f7GMT7/6d+nVcOPu2ilBUQqrEoNDMYeuVJKyrIcXB4SAE6WV0l7PC7wGss50vVNi4mxpjZ5sqbGCNPplLIsbxSQPW8OfNb3/fsEwl53vE7W9ceI8Vyw+j//L/8rIQS+ePgFZ+drnPd0ArxQBK8ARQggvEb7qIVUBHCBZt3EynwpESoysM22oW8dSgu0krE63AMOXO/otjU4KMyCwmRoSWTaZODx41P+y3/5rzgPF6ueqvXszWfcOdinLCz4O4QwQWnDvTfeoKoaHn92yXK9hqahkBotNXObs8hKpsZiQkB2jtVmydl2zXKz4d8//pTlesMfHp/RtS1CeK4uLtjoLauuw9UdQgI2wvNqc8kX3ZZJkXNwmDOfZ2RSM5vPaW3GVGVkXaBwkoXImKmSg4MTFm+8yabeRA1X27B/9AaTxT5Xm5rr1ZrT0zP6tmcxnQMSZSYIafCyx+sGGaCQEuMEXkVmNQiBtxAU9HVNvVxitSYg2GwbrM1572e/QCpB17d0fYcMkjxYcIFZOcEKzbyc8Od/9jPe+snbbNuOVdUSVGA2XzBf7FOUM2aLw7jd9ZKmrvjs0z9wfnZO1zZoYzF5TmZzirLE9Y7MGrQW7O3N+fUv/5zD4yP23nyHvTffxktJI8CJsc3Lk5J+IQQqffGD/9Ikd3vC/SHHd23fEl6TbdWryCm+j8zJDy3+5m/+hhACn332GWdnZwOgS8BobCF1GySltPP43I8BWAIl48KqVE2eTPxTn3mtNY8ePeLv/u7v6Pue8/Nz6rpmb2+Po6MjyrIc9qu15v79+1RVxaNHj7i+vh7Y1VSJn4qsEkBMBVir1YoPP/yQ5XLJJ598Muher66uhg5ZiRlOrOtms+GLL74YLLMWiwV5njObzWjbdmBay7Jkb2+P2WzG4eEhi8WCzWYzmPXv7+8znU5ZLpdcX1/z6FG0OlwsFgghbmh2U6TuV2OdZwL5dV2zWq0GWcN6vSbLMn72s5/d8JNNvq7AUMi2WCz4xS9+wVtvvcV2u2W1WhFCYD6f3zg+gPV6TdM0PHjwYLhHUvFdAuduR6Rordnf3+cv/uIvODw8ZG9vj729PUIIg7XW7UKqtJAZa6RvZ49eZc7+KnLh9msvsp3XFU/Ljt3W8X7deFFW87ZE56ve97Lbf9l4Xcf/XLD623/+F0IIVHXNdhtbhwatQAqEFHgvdwVSYseohp0TgMd1Pd73ICWoCGr7zu1YSrkr9InMbPDRLqpvO4KLveK1VBgtyDOFloHNZst2eUHXBy7XPXUX2BweIIKnmRZsjyfMWosyltlsitY1CBmbA/Sx0MoKQaY0mdZYGZlbvKetG9bLFVdX1zz49AGXV9dcNe2OGXbUdUUnelof8C7smmfFArGu61m1NcE1tE2F6ztkpsizHB0EViqUAxMEGZpCaGb5hIP5HlmWsWkr6rahnE7RNkcqQ9O0bDZbJIHMZpGh1BlSGRySXngkgVxorJZ4KXHagBSETIIRtFLimwajFAFou448t+wf3CHLDG3b0LR1ZD0b8J3DGosSgsxYjg4PuX/vLo8vrlhuzyDEsUwmUyazBfsHdxAIijyjaWpWyyVKGXrRI5RCKoXS0TFCiigZkUJQZBl3j484uX+fvTfus/fmWzSu59HymrqLrVgHtLRL9QsxBm5PFJXp35Be2MX3Aei8CmvwNBD+LDbrZePFz0kCMF/+zMvu92XG+lXH/mO8WHzwwQeDz+Z2u/1SqjnF09iwlFZPr48BybPYv7Ht1NgP1BjDdrvlo48+ulHclGQB8/l8sHpKusrEEiatZ7K2SqxmkhmkArL1es3l5SUPHjzg4uKCq6urgSlNPe2TDnR8L3Zdx2q1GoqlErubwHYCaSmNXhQFs9mMg4ODOGdvNkOTgsRCpvOdmOAE/hKbOWaQE6ObFhDjIrHE+CZ5Q57nw37HFmTpeNL2sizj6OiIN954g8ePHw9gNYHu6XTK/v4+cFNnm1wIxprhNJbENud5zvHxMffv3x/Aatu2g3vCbWCa7p8xi3wbXD6Lsf8hxvi78U0dy7eRfn/VIrXnXcfXyS4/F6zO51GwXRSW6aQgAE5GhaDQGqnsbnUN3rmdkDDm+UXIAU/b91RNiwuBWPLvCQ66pou+mlqBjj3iXddF1xznYqEWAqsNRgvwEpxAaVgoSekE1ljWm4oQPOtNxXSSYyx4zM7BoKNuOqZCsCin5FIysRlWyPiQKoJWxACSpVAopVEqoFWIXqhV9H312mC0QQjwXUsXPD0RLNZ1zYf//m88OnvEmyf3mPz8Fygh2Zvv8ea9+xzsHTDRBhsE9WrD6aNTzq4v+G+/+yeuNkvy6SH59IDz8wvOTs9o6gajJNkO5GUqjsvLgBMWQSBzEuMFXkq8VHgBTdvRdY62qmnqhl5KHj46498nn6C15N/+/fcoJSnyjCy3FDbn7uIOVmoyY5mVJYW1uKajXm9xTYdCIIWKjgNI+t6z3dYgBF3rcA7KyYx33n2Ppq7o+y2fPHjAYjpHKxvlHFJQljsdMw5cS9+1VHVN5z0hTXKjm97jCT4QdSNPBz3D+3/gEx7w1En9u4zx5PtVaf1XYTjG8V2wyH+MkXSebdsynU4HLWRiwBIQGhdO3Wa5UlV8AlTjzla3NYlj0JE+nxjRFMmOqizLQbsKURowm80GNjZ5lNZ1jTFmYAQnk8mgiU1AeGwynwqJxh6tqXJ9bMifwGsCaHVd8+GHH/Lo0SPeeuutATDv7+/z5ptvcnBwMLCsdV1zenrK2dkZv/nNb7i+vibPc7Is4+LigvPz8wFkJ/1mGms6/+m5lIJPwDpZZCU7qr7vefjwIR9++CHWWj788MPhHKV0/N27d4fzMZvNKIpiWKTc9s9Ni44kk0jFZWVZ8u677w77/OSTT5jP5wNYFUIM1ywx8cldIB1TuubjuK1XfZZ06Jv6jj9vkfxN7POrtvltSwJeFHC+LgD8vON/ncf+XLB6dGcOpJsvxGpz5/Ah4JF4BCF4uk7gXR+rw5ORss5QUrDabGjP1jgfgSrB47tA0/qY6dUKrxXBBVzrAUFwDuE9Kihym5FbTfAG7y0gKXUBQrPdbrm+XtLUlqur/R0AC3gMddVRVS3bumFWFNyZ7TE1hkVekktFLjW5MmTKoILAO09ULSiUshglsDqaRi/XK7qmJZvOyBd7CBFwTY1vOowy9MbStQ2f/rc/sK3X/OX7/yM/ffunLMoJx0cn6Hc6yixnz0S2dXVxxeOq5uPPP+V/+6//O1+cPUbbGcrO6fue1XJN13ZM8oxcKTSSQmussYQdMBUhdr6SLhBklAH0IbDdbqjaLU3TsN1E3e3Hn3xKvamoqy2XF49wfc+fvPUmb9y/x9H+IfNfTcnmC4osY386Z5YXuKpme3VN1zoUCiV2sg9U7Ca22u4cdeMiZT4/5Nd/8Z+oq4rf/D//Jx/+y79yfHTEZDIjMxahBLP5hLK0yNAT+pqmrmC9wQmBG5lRp8kmhN1EF+K1QUT9Mozq1UW0tbqtn/uhxvcBpI2lAK/KjL5qfB+O/4ccd+7cAW56oSaQBjc7JI1BKDxhRq+vrzk9Pb1hPJ8+m2QAaTtj1jLJDFJRz/j7mCrVt9vtULSVulHZnS4+sZPb7Zb5fM7R0RHT6ZS9vT2Kohi2mzSYY31tYkKzLItz9nI5MJOp2n9s1l8UBV3X8Zvf/IbNZsNf/uVf8t5777FYLDg+Ph4Kr5IP6Wq14tGjR3z88cf87d/+LQ8fPhwAct/3rFarG0Ve6TxYa2+ch8QOp+dSM4OUmt9sNggh+OijjwYAm3TIb7/9Nm+++SZHR0fM5/Ohc9b+/j6z2Wxof5ukAuM2ucmfNf3fe89iseDXv/41dV3zj//4j/z+97/n5OSEyWRCnucIIYbOWGnM6RyO2eJxpG3f7lZ0+33jJgRfVYj1KvF9m0de5nfpj03r+rp+k5/vs9o/EebvrP535GkgEIuhQvA7EBqiub/zCEE0edc6WhlJhZIBKcJuO0Mp966Aave3EIM8IHVbkkIhpcKF2MUKsbOA3zUVcD4WD9VNy6aqcR6EMjR1S9c7vN9ZZGmN0Xrw+gze43o3aLrapqXr+kgMh3Q4EaSnFLOSAqsVQgS8lwSfOkIJghf0vaNuO5q2o+172t4RiA4Fencu9G5VX1VPVtJN29A5jegU3nlc3+8YxbDzVRW7VraSIBVBxQuhd8VQQUicVLsCJoEMAhF2hWGBXfvBmqau2WxrvOuoqpqmbmlTGk8ItNLkmcUai0SAB60URWEwWZyAxa6gzfvdhQtxnEoprCnjD5YxIKOfbu8dyvcIKXc+tjreAbtr4H3Aj6yn4GnA54ksYPeGl2ZSX3Tyeh3p+5eJ8bhehJ18FbbyZT/3Ku9/kfg6hWh/zMUYrzPGNlO3Y1xwNGbDx9q6lMYfV+Y/L8YLzLFFU+qeNN72eH+J2dxsNgPbOU7dA0Ml/ZhFTWn95Ps5liGk12+nosc+sWM9ZQJfqVVsXdcDyB4ztYkdHXfoSl2xbmt40zGmzyersHHKPwHtBPTHvrZpjF3XDc0cNpsN3nu22+0gBRjrXROTnbYxllCMfV5vy4jS+NI5Gks/xp63t7fxNA3q7XviReKHTix8U/E0NvI/so9siueC1Y8/+iJWqmsVDfkDOBfwIeACOB/5LSU9UgaatqWqG5SS3D05YpqXlJlgPnG0bY/rorcoIkD0z8cqRaaiob3XEVhmOsMoi9GxjajWmrppWa4rQGJzhVKervMEIelc4MHnj7m4vCTPC6bTGX3Xc3W9iuBVSLLMUlgLRGeB7WbD+dkZapPzxecP+fSLz9g2HVXd4ZygrjtWqzXBB6zW5Eozn07Z35+DgKbRuL7FColRmqAc5WwfspxgSz6/XnPdOKpqS9u1ZEXOfBHF8A+vrjm9uGC1XjOZlhyyj+sNzhl64XChgeDRCKyKNl7TMqfIC4IMeOmRQObBBOh9tNxy3hFci5Ww8p51IAL5qmal1oTgKcoZQoDOShwyPqQkSMlkOuXu8QnlpGBalBTasLfYp7xzjNAWNV0gbI5HDU0dnI+pemkNRVlibM7JG29RN1tya2mcp3MNJs+4c3SHxWKOFALfdwTn4mJHSIRUEXh76Pp+B9IlSusdg7q7KYcfJqIDQAg7icmPGsfXEwNn/WP8AOOjjz66YQ8F3GjPebv6PbF3qWgnz3Occ8zn86Gt5m2f1XFl/FiLmbobpUdd10OxVALAybqpbdtBa5rn+WBHlTprJTlBWZaDRnW73XJ+fo5Sis8//5xPPvlksGDq+37ohBVCGBwEFosFBwcHAEO6O+k8Qwj/P3tvtixLbmWJrQ3Ah4g4wx2SZCZJkaqyZrVKppLVH7Sp/lZW1l9Qppd+0lvpRWKr1VWsYnJI5s2890wxuQPYegA2fDuOR5yTmTcHMhPX4kYcHzC5O3xhYe+1S2SsGCP++Mc/zsKminxW27b44x//iD/96U94eHjAZrPB69evi42vqBqIbqv0jyzPa7ZR26zKcnyMEW3b4u7urjC0EpAgxlj6QIT+NbO92Wzw0UcfFbva1WqFFy9eFEcuAbBig6rlopqmwWazgfceH374Ifb7fbGNlZCtH3zwAa6vr2eTD738L+yt3CPa/EAD4xoo15PPLzt2f9OT2G/qHbPknHWKcf2iEmDPSd/Fd+l56arPk+xI2zp0XQOAEEMCFCEmkEQEdC1gLXA4HvGw3aFxDvwB4EyL1jJW7RqWPB6sh8E8LJszBs4kLasQE/NqrctsrMv2ow1CBHaHAUQGTCOcI/iQqFYfGTe397i/Z3Rdj4vtATEwdrtDJuEITePQNA40RvisZ/fwsIUZR9zc3OLtu1sMPmAcIkIkjGOKLmWQ5J0aY7HuO1yt05LSDgGjsXAgOBAiWbT9BrFxgG1wezhiiEAYBsQYkqbpKi1hhbdvcf9wj+NwQNe12PAaw8FgPBpQTIL/kXOkKkNorEXXOPRdk/y6svTXCpTAamAMQ4APBqumBThgsC5FBosR4+Bx2B9hnUXb9WnW75oibcVEYENo+x7XV1foVz36pkVjLK4vr/DBhz8FrMOWDQY2AFNi1QHkaLkAWTRtD+saXL14idc//gkQI8YYgBBgnSvafASAQwquIM+XIZPlp5IpCRHBuhT5LGPSwsjn4W76rQbAc+LKX0d6nw/1U3ah76O8p85nLi5r30j6Jtr8fUqi8dm2bfEY12LywuZ1XVfA6sPDQ7Fl1Y5F1lrc39/PpJhkqV/Ang7LWmulphWkZIrEnCShtLj9u3fvcHd3V8BqjLGwiABKXYAEhsSpyhiDm5ubEq1Kg8bD4VCYQnEuEi94AcvCFgqoFQB/c3OD4/FYQL3IRPV9jxgj7u/vcTgc0HUdNptNKVvAoAaFAlqFqRWwtlqt0LZtifYl2qoAivMUkOxKpS1i9iAMswaNAsilnmLrK+YgAryBudOTXDuZZFxfX+P169cgopmXfxmzFesr95Suj0xaajZ+CbDKb/n7L23Z+5tOXwfr+nU6i33ZdBasmibrrLUuhUolArEFgRA4fQyAxjGsYUQw7PEAYwsNhiT8bxCZkKQ0y1oukD27Ja47UQSBYMwUVg9kwCAchxF3D7u0jE8dOjYY/Ijj6BFjwMEfwHHEqh8Rfcp7HDzABOa8VE9JxYAiZTYvfSIzxtFjDAwfI0JkHEefWGIi9LBwjmAY6KyFMQRnLhE5wh8GDNsdIjMa18O0LfZHj//63/4Fzhis7m7R7nZonYUHozWEu+0Wf/j0U+yGxAgQA84YkHNATBqqxBFNdoRqGocYPMbDAQc/YD8cQACuux4r53A4jHh42KdByKa8GmPRGAsYoLEOjWtgrIG1DZrG4cOPfob/8Nd/BUuEf//d7/Hb3/0O/uYd/N0drphhjcWq7+GMRQyh6LUGRCTV2JQIORQqAyEkRynnWqzWa7x79w6/+e//HcfdFs32Ac1ul+oYU/7MgPcjmC0CLKIhmDxZSZOZBIwZnDVdudisgihdPyCbTHw76et8qE8th3/9g8i3x65+e23+y0jy4hcNTuk3YcYEmAkAYmbs9/vZkrYwswDOmgKcMgGQJDqrkrfYk8oytjj8CBgEHpsx6GuvyxNbXHEUE6C63+8LSyyASySrZDlfgK+AVTFB+PWvf12W0IWZleX929tb/OEPf8DDw0MBqDrIQr0EL3a4Yl6w3+9BRHjx4kWRvhJgHkIoEwAB58JOCwBsmgYffvhhkbH693//d/z2t78tbb+6uiq2uALENbDVbKd2bpKJg9T75uYG//qv/1qc3KQd0pdiolBfH6m3BsQ141c7VdXmCT+k7076Ll6Ps2DV9Wl30zdo+zQTb10LQxZMNoEWYjh4GAQwMbb7XX5wGcwRxgBdm6JROQcYE7PNaL6BmWDYpEjwlJZ/kuB+nqEbAybC9jDg089vYIwFUYe4Ao5+xG48IvgR+7sbDIc9Nn2P/dUBhgyG3QgJXsCGwJZSOFdrYKyBcRbkLHxk7I8jhsA4esIYEot797BFQxYXcIhMcGBsGpt1RFcwTYN3bz7HH989IMaI1atLNOsen717h//r//4/EcYRP2sNPmhSSNkREWwN/vTuLf7rv/wL2ESYHqku1qKlJkUAQwTFgK5xuLzcwBqD6I/YDwe8vbnFnz57A2MMPnr1ClebNe5vH/Dm07cACB98+AGuXlyhsw4r18LCo29adE2Xoo41Dbq+xX/8n/5n/G//6T/hd7/7GP/5P//v+N1vf4uf9D1+suoRYkTbNLi+uIRtGvjRI4aIkQxGZLbTNokFNyax10iAnzmi63tcvXiJj3//B/wf/+W/4PM3n+IXFxf46XqT8vqb/8mOf/cAACAASURBVAhnW8TIOB4HsDWIaMAmRbDqmjZdM7GvE5uwHAgh2TMjT1yEXU3/Mf687HpOMYvva5nsu5i+j23+ppKATAE+AnS0riowja/CZtbLjeKApOPW18u/dX41QN5ut/jkk0+KzaO2+xRwOQwD1ut1AXM1EJIyNHMp7J9E5xIP+P1+j9vbWzRNUxy3xFFKy0O9e/cOf/jDHxBCKMe9efMG//zP/wzvPX7+85/jgw8+KExs3/f405/+hF//+tcFtAkrKXXT2wQ4Snvfvn2LTz75BESEjz76CNfX10UnFkBxmBJPf7FDFfZbruXf/u3f4h/+4R/wu9/9Dv/4j/+Ijz/+GD/5yU/w4Ycfwntf9FY1gy1gVpuFaDZTbH6Fof3444/xT//0T/j888/xy1/+Ej/96U8xDAP+7u/+roB9LVclQFX6Qq6ZAGVJ9cRGM4G1osTXnZ5rO/9UOmdb/5QvwteRvolyvs02nwWryYcps5FGZs/poSTjQLYBkEKeEvIs3FA6j6hoYVpK8krpZpVVWy5RrCgTOUT6M93YMgDGvO5cS6YwkkmAHz28C8mzn8STHPkYaVSqH5n5w2NdChcLz5nJY4TAMCaCxdEpgzOXmV9rbDFZSNGakrQVR2C728Mfj9ivGhyjw+h9xs150B5GkM1A3uT2GoIhU6KBUTYDMIamfgEnBywyCDHboUVlV8ZS1+yYRQaGcgAGkmtg0Hc9Lq+u0PU9drsD3t3eYhMjXjoLX5Z0lEMa52CmpJeJ1U3K00BljIFrGkSOuLu/x7ubW7wig6N1GEcPILUzK9ZiQpyY/lYplaguJMkx6Y8frCyfn/5cHZXOeRb/kKZUR08SYFkzgLK/Fq3X+dRLtDXDqdMSywpMDjla6kiSMJzC3p1bDtYOWsWETEWg0kv3NfBe0g+V3wIEmbl40u/3+2K3qeuqmWAdvam2DV3qO62aIHXVKgu6vkvni97p5eVl0Xp9+/YtNptNsS2WPtFL9hrw19dLro8wm2IKcnd3h3fv3uH169fF1EHqoOXL5PyaqdXlnWJNnytc/11Nf67j6J9zOgtWbQZHlgiOLAhpyZwjo+8brDcXIDDiuEcMI+zhALgcNtMkdGXyzJ4ycJLwrIYtCEADi9Y4MAOBYj6VgBhgTYvLq0us1yu8vL3Dy9evU8AA64AQk4f/uoMfRwzbB4z7I9qmw8X6ApYID8MDDnEoNo0AwTlCA4JrLIwFyBJevHqBX4Rf4n5/xG8/eYvj7gjO0lwgA2ctWmfRNRar1sJYwuG4gz8wnCX8/Gc/BQB4A0TDWLkOF+0aIzu0NkEyA5PBrYVre7T9BkkALAARCQQ7C3YGjTMINoVpDeMI13b44PVLrNoeLpsZEDEuLy+xXvcIIeLi8phm/c4mYEecJwkEl0EvkD3wQ8hsqEFkYO89tsOI/ThiGAO8jyCyqZ8zuz0NonmQCT7p7WobxxhBiKm/2hZEBtv9HvfbB+z7FY79Cj4wGtuhb9bg1Rrx4gKBCAeKCEDxRk3ZZRYeDGOSRx5l0xFmRpCBTgJMFImJ9/R0fItJ23p98+n9KCJ8UVD57bb5LyNpUKoZTWYumqUAZku7dbLl+Z2YTG1OoJeHdbhPOVdYwlevXhUhegGEoj2qvfnFGckYU5bZdRKFAh3O9dWrV/jFL36B+/v74iGv+0CW8SUiExEV7dimafDzn/8cwBQIYb1eF2cj8ZCXj7DTEiZ2yXa3dmgT5yTxyhfmWEKVhhCKna4socs1k/y09JT2wI8xFscyYae1aQKA2fWSbVpXt85X+piIiqOagHZpj5hrCGsqfSdjtlaa0PeETlqv96s87+97wvpl6lHX4eswZ/giYP6bcLB6bpu/Dn+D8zaryOweUoQqgCBkpbUW6/UKIMZwCAgjwzYJ2CgaECQPCyMxhED6zdk+kSwcWTBljozEBjLAGsJa4hFfXmBzeYXoPWwAEDmBovUK45htMo2Bcw1WXQ9LhL3ZZc+cWBg5YwwcEZwzqT42DSAfkIW72+IPnz8ANCTHo2xCYE2SnGqcRetS+/zxgMPose7WePH6FQDC/WGHw3BMS/BNDxsJzngQR5jMJqbBr4FrekT2IB6SpqxNjG0wyenMGgPiFGyBwLi+uMT15SWOg8dnl3fp5bNaoe1adL3HatUjcoR1piyFG0oTDkPJtjgR03nmy1lGjIHBBxyy1Jb3ITm6kYGxDgnRZ9bEiLyKAMnMdAAgTna2yDJWTdMAREUh4jiM8GNADAxrHBrXAm0P9D08gDGMJTBAiAHgCaySIRhrJgyqjPxT+cIlJyT7F4BVAXxb4O39AFXZ/gNg/WaTMH7anhJAAZZivykAZwmsyvkazGoWUYCZLDNrJjW9F9Ylhvzl5WWRpgIm8wTvPe7u7kpZq9WqOHxJ0qBHy1gZY3BxcYEf/ehHcM7h97///aOXumZNBWRut1scDofizQ+gOE2JZukwDLNyNDstba6BoP6IbTAR4fr6Gi9evMDhcMDV1RWYGavVqtjuSlhTbVKhmWAx06g98LUtrDCfUmbNhOu8taSX7mNZDRNSSYJCaCmxMqbnVDvPyYRIg2oNtnVZ0s6/tPTnNnY9xbg/Z+z+Jtt8FqyyAgPOuLSM7JKGJmBwOA6JWQ0MzoLxMA558R8JQMSimZr+cWFPDTHAARwpA0kAhmByOFHEAD8MGI9HDIcjjocDOEQ0RpanA/w4ZiedWJx90tI3AObEIsaYyuXkvGSJihOTiRHRe/hhgB9HxDjp5Rlrs9lDdvrKHxjKS/cMQkSMPtlvUpLicmQSeIsRzB4BI2LwIHAmnLOzFxJgJyTmunMNog2gCCAoZQTrwEhMYogRPjBSfCckW9xsT6HNKiiRwqCYzR5IzC04A8tUvxRdKpl35F7J+D4x6MTpWnFmVGtfcYGJCbDKjcNJJoA5ifkzsn5uAuDsI+IYQGFiTjlGRI6gkltm2POkp/b8B9Sgy18dnr6vGeAXfXDP2fk8NWtdOuer1KU6+4sdfWLgqz2Al46p83nqWjy3Xd9HcwHdN1ofU8CBFnWXpO1MTzk01cv7WpBf7wem5f1hGAqgEbZS21EKSNJ566VrDRhr8KjzqZfRtSKBFsfXpgS6/rUeKYBZONQa0Es9xAlKmx7oiYJmHKW9AuZqaaIls4p6/5LZwdKSv74Wp8aPp8YdfW1kmwa7csw55y0NUk+V9WXSd/m5/rYA63PLrE00JC09/89lR8+1+X2yzWfBahyyLEc06GyKTe/6FYxrMAaP25stiJLdpbUOoBbG9hmSNojRZjAGmKTMCbFUtDaDWIxg70GOYJ2FtQaNCXAIMGHE8eEeCCPub29wc3sLw4z1xQVs0yL4EYf9CO8DOERYMrCUxPMNAI4BfhzAfoThAIcIBwMHwDHDhgAKHuGwx/7+HoftAX5Ms1RQErd3Ni3PW2fgGoO2SR72zgJpdSXA+yMMGbSG0LYNemtgYwSFgOB3GOIB4biDRYTN9rIwBog2RYeCKaYDZgRMAHgIMDBo2x6uaREAjMHj6D0OowfA8GDELGWV5wUZQCcVBsrMcWImAbETdhxhYwLqhjmbJzQgskBMAQ5iYAQf4Rgw1qbIWQBCWWrP15WzfSwzTDIqhgkJrFLMoDUkkwNDDogG4eARdiNwHFMfgRFiyFGsAEtzZ4rIEYGD3P25eEqmAUjtZoag8ffyYHwXUs2ALKX3v/RUT0fOHLnwMgIeD3yn9i+l57T5h3Q6aRAmDjoCFMU7H0DR+wQADW4EfIidq/YZ0LavkmS5Wi/T7/d7MDPu7u5wc3Mz81L33s/kpjQDKtde7xMwKR+pizhUiXOVAEY5TvKU5W0AxfxAyiCicrzYoRpjZnXU9q26vtImCdEq4JRoHmZVJKoOh8MMvEq/63tcA3L5W46TMmsbXMlDGFhRFqhZVskHmDOc9cRE7gF9HwlbLH0mpiUa0EtaMl2Qv3Xbzk1g6/RlVmeem7ek9zkBPnXM1213/0UBq74Hln4vpeeYB9Tnv69rfBasIpNjibHLrGV2sEoi9AlcRLYwTMUNafKaymcuMX+cgRVLQdm5KJNpBgBy+NYg8iTjCEsEcGIoA+cISDEAmAy9TQZSJA1gTgwiMrCCqgszOEeNCjlkrPjwGEpAT9aVU90ZIIK1BBvT0nQIyeHJGomprPLmCI4+s9STU5ksXufsYIjgTAprKhGoCLL0bhCjyGqlNoM4kZfIH066pYmhTkywVGR2HxQTANUHkIEqmT4Uy4naBFR+qHuvmADk7/n24io2nZdsERLbnesi1SodL+U894F+Dxj1uTaX30UA9XXYSj2nzK9y7neZHflzTtrhpWbhADwKu3rKJq5mVWvWbOk47VQlYKYOKACggEtJdR318ZpB1B9hK2uHnjofXWcBetIPGoDX5z0FLKRuGszW/a2dvrQdvgaXGpTrciSP+nqeug5SZw1ET9W9bkddxqnzalbuVFkCbp+azP6Qvvm0NG6/7/H4y7DLz6nDeZvVMvgE+HBEpACOBiY2gCP0YnCeFqkR2WPkAYYJoAhjkzapiWlZv3GErrFpiXkMSVPUOjTWAlbUVhkWgCPKEY0Cgh/Lh4yBIYYzBM8B3o8IPmTnnqQx2rYOBkgMq8nC+kRoQYlRjQwbI2wM4GAwDgfstvc4HsZsMoBJ1QCMcRxwRMQwHDAMR7imwdXlJS6Nxf3NAz7/0+dgBq4uL9H3qzwAEaw1MCGDZgQwj2AeQSbCOkrKAz6VaSPQocFIDVrboDUtnG1AxiICuN9vsT/ucbvbYjsOIAMco8fAEbvhgJvbGxAzXry4xNVmg8AM1zpEj2wGkAeXEMHBw0ROjmZMIKa0XB/z8n9IYJJDnq1zCq2LzHhy1r7NN0cOmZvD7hLDEaFzDq2zaBuHtrEwDMTR5+uegaxyjBITApkQEfLADiQ1BrmR82Rl9kDwVJf3abD6TQPT7yIQPpWWlg7r7ecGn1Os6w/pqyXNbOmlZ9nedV0BVbJPA0oBbwJctM2nXCvtTKRtOuWj85W8hSEdx7GAODlfmFntFCaMqLCjdf5iMymMZb38rMOVigTX9fU1rq6ucHd3h88++wzMjKurq+I4tATuJT/tqATMbYBFNkqHJvXe4/7+Hvv9Hjc3N9jtdiCi4gwm24kIL1++xOXlZZGYqtlK7ZRUy4PJ/toUoF62r1MNMqW/JZiEsPF1yFw5vga2ugwBqpptPlX2c9JXnRifSvVY9VQ5zxnznir72wbqS204N0GRY2T/t9nm89JV+SZkRIQ4ZEF3m7RAmxZt1wNgxGEAh4CIgBA9OFOnxqRlYuKkoWoNoWkswhgQOGYB/MQogoCYLCZhCHAmWb1yCIieEENiPg2bHNkJgDCiPtuZIg02bZPMD5w1yc6UCI4MHBlYzqYIMdlsUgwIwxHH/Q7DkO1bKUtFGWECRgwcMAxH+PEI6wwu1mu0qzX2D/scIjB7hDYNIofCbgozm1jeAHDy5LeWECOA6MExwDKjIYeWHBpq0JgsiWUTWN3uDwAi7vd7HPwIYwhjDPAccRiOuL+/y3JVwGa9wt6PSY6LYwbdom8bEEOyqbUgWFBRoxJGVUArYhL5j5HBQgGLAWzhhzOrGhkwiS11RGCTHNLkQ8yIo08OYxEw2ZY15SF5pXvOVrZrMGdu+EQrl/r8kN5H+mJU9Snm6an0A8P6/lMZs3lyehFHHfGSF9ZPAM04jgVY1AyhgExhCGvgJi8nWYLXzKV2DtKmBTo4gQBdDVYFkOmlfG0bK2BQPOG1d7m0fRiG4sgly/kXFxdo2xb7/R7v3r2DROwSgKiX1jXwlftU+lG2aZUAAdZ6svDw8AAAeHh4wG63K7qt4zhit9vh7u6u9MnFxUUJe1uDZQH30se1fa2up2Zt9bWRfKTP66TbooMTaIepU8yr9A0wmXDU10PX81Qd3lf6suD2y9bpfZoQfJX0RfJfMgPR308xsN9Gm8+DVc4L5vk7ORGZ4hUuLzRjHUAG1rZwpk1YhhkxjgCysxTlirMBZVgKSqSYsHTibFRYN6ZkC5mX8S1l+au8oJ80CnJAAQYoxsTqNWlAZmcxEuAJ8GB4ZgQAgRmWASILGAvvA/b7Aw5jxDhGBJ9YwoY5yT4hgcDk0W9BnMKojiBQjFj3PTgyVs6hpcTiGmKQyXabHkBItqgmUALKHJI7EyVtWuMsbGtghgT0IzgxkCH3C6U2O0KaLHCyvW0w6dgClCYR7Qptc0TTNDlsq03XkiMsMxwnkM7RgznHz0VCqhwDOAaQ9yA/AjFkWwVlPqDMQwAGU0Q0SdGBCeCYHbLIwpKDJZftmGMy7WCPiADKjnTJzjYnTiw9A3MzgEcmCDT9zvdbuse4HLj8PMlDOd9aH6v3T/umAh8/g+dnp8VBrN5cmU7oUs6lr8pWnM/7VF5LkwLp53N9M98/2/qo3vol+Khmp/Nd6LzvI2u7BCY0+6m3AShhQfXy+lMOM9p0oGYj5SPbagkmKbv2tJc6AEmovo5OpZ2mADyyWRUGV3vm13WT0KZEhM1mA2Yu0aY0AKz7Tueh2yntE3tWzRbr/q51XXW4VwGhXdfNbF1re1Wx6dWgtP5bXzPp7yVTjxrY1oBS+lqbdWiThdoWti7/nKf/U+DluUzoOQavBsenmMP3PVl+qu6nyjtXj69iQrFkonGu3943mH7f+Z0Hq6FJZBpn8SqyaFwD69rkcMOpQo1bwZBB3zJW7ZAZxIhxfIAzhMaYDEgMKBcZacyL4wYeFhaEBgYWBg4uMaiRYH2Eo4CWgVUW4ieyiLAgODQcYZjgA4NDwMo6vLi4BgyBuw4PzuDBErYAWkZmCzOzahuQbbHfDXj76VvsI2MbLQYGaDxiHSOcIbRABqEWDRqYYLC/vQfjDmaM+Oj1ByAQLtoWnbW4cwbOxeREFhg4AOZAcAeD5mjgfISLY/J+t23qlVWH7qrBkR2iZQT24BDgRoZjwHUNjAN6Y9BFDwvCJgKXbHFHDqFtwWTRba5xdfUax2hwsbqBNUc07GCiBUWGCQGdIZhwQAxbxLDP14uzffCIMB5Bhx3sfgsaVwDFZAIQYnGqspwG4mgiAgLIEIJL7HaIFoEbgDo0boXW9jCGwOwRMSDgAI89HAaQ8WlSAgkREBAyU8qmSUYhlAAxhBEvuCfbR+fJECiC8nEc0/b5s6mXq4Qd1gdwtW/aNg3s8qJ/nvTKNEjo7Hi2jcp/OgnNrbfQDMGdA6ynBsVTM2pdSho85+CSWTMsZrZtAqh5RUKuSWmj7uPTA9j8qKXj1MtqAdL/wNE+TpqN02ybgMjNZoOrq6tyrCyZL7F3AnpkiV970mu5J8lbNE5rByTtJBVjxGq1wosXLwBMjOR2u8V2u0XbtjNQJZ/9fo/PPvsMh8MB9/f3xXFKHLlEZ1VHrtrv9wUIfvTRRwW09n2Pu7u7mXkD8JhtlD7UYFQctMTsQvetLKWLXJWwu5eXl7i9vS2yX33f4+rqCofDARcXFzN2uWaea3tfKVfaVTvBCZDXILO2m5XjJF+JSCUgXID4OI6Fma+ZU3G+kjrXQSCWTDUkyTZdnzqdG+tqsKdtZbWj2FN5ntp2rtylfadA4jlAugSq64nJUh2fKnOp3+ttSwy4TqfeJfrcc0nuo3PpOcTCEw5W6aVN8o3kBGWNQSjManICsqaBNU3y+AYlBi2GzLDR9PKT8KcZKHC26ARRYUoJEjxASL2sIEBZg1XOYcrMapJEohhhiNC4JouMWgRDCESJUQUjMBASaZleuiY5L43jCB+BaFLdiBk2M7DiY1ViSzESqAsBYIuuabI5g8mCXUmeK1GQyFJUSDJSYfKgTw20qV+thW0MjFPMaj6XeGq7JVFWEGaVirQUW5MUG1wL5xo46+BMgIkmlc0Ey5xMA4RFzV72wpJGTkv/iAEIwroCAiUoSl+kFCl9mHgyHU0hwgCJnmVsBh8R4gjGHBLTWi408n2WQNAEPWpAefJmLW0oQEn9X45i/fAtAdXH50x5nmJr5/kDyKDt1EOsBwYCQzHLdUazGmV69szgof/+IgN8lVvup6lkXa3HzOsEWAW0Pu+azXOYUgXwsdSXuQ/z5pNk8Pcw6WVkzS4CkzC8ZgxF4B9A0dQ892Ktl5jr8jQDWTN0mnHUpgYCSqUOAp60+YF+yWrnJT0J06xgzQxrRycBYwJEl5QOaqa4/taMaX2eBo71OQJipU/OmTzoflwCLLUQ/1OT1HrbEviq+0Ift1ROnY/UW4PqOp0DR7qc+tj6vKfy0PV+30zfqTLrv8+V+9Rye73tVD98mXrWZXzVPJeSVrb4qtHKntBZDRlEJjkhaw0aZ/MSRsTIWbfUJLkoawmG5CaJiBwUs8KIQTw4Q2FoyqBJ0zfKrC8k4MJUGK3UoSnEKCjHwuakCZpCeQJd34OsQds204PH6kEDsn1r+qxXPV5cv8BABn3Tw5PFmwjs7h5QQBoRfAjY748whnA8HOD9CMAhxcQi7DmAOOL25g7DYUA8+mSfmQGpzBw71+B6vcHoQ5ahAto+i1IfR7jGJRH87OAFTuYEJibAbJ2DlRcQUWalKQdamMBkstWlIhmW9FUzeM72qASgaRy6ri1t9FlGKnKyQSWSMAP65hCUIEizWK8mJzjYpFObP6Bp8AgxvWSsyBlAmDQuv4veqwDFDPwZikErE6Cs1VrAC82tBWZl0AnAeYqxnK7/NIAvsbJV9/DSXprAVXX6Y2B4Guh+mXRqUHz++VK2Zp3rep3bv5Dno/NP7QPqizYD77Pj9XV8VjX+4pK8FMSGUti/YRhmgEQzrsBjAKNZMw0Ul0KNSrkaPNX7JB9hL0XcHpgcv6TO4khVgxYpf71e48WLFxiGAX3fYxxHvHnzpshmSRJzAWNMkaPSwPpwOICIcHNzUwIlaO/8MmZ3HV68eFGkqJgZTdOUcKcatNZL4pptrlnZGuzXLHW9rC7XQbOfYjKhpaSk7rrvln5r0FKXKWw486TusHRdlu69+p5aOu4UM6nvvXoSpPfptiyxtrrvdB9/FUB2bhJ3DpQ+h4Gs89PfdRnn+u59JN3HSxOU57bluQD1Ofk9wazGxKSAYXNkJeccGmfhA5InewZ84swk7+CJQRPoAcQSwz4LF6uHIgnTU3Fqmga+mJhTyhGwCIicQ22SSeFFIyMyw/sAgND3HSgPBmUJqmLFJD9rDNarFa6vr+GNw2ZziWAs9g8PeIPMJOVzvA9pcAOw3+7ghxGGGhiTWIFxPCCEEbfbLcbDgDDkUKqUGOMY04PbuQZXqw0OfoSnAwIz2r7DerPC4XCEbRzImmTKwAqshhRNzFqbIlwZUxjfFqmesthBSCDWZrCKzFBTTKBVy0c1rUPbNaCQ+tCHDFZjFNiISDwtvfIESASgshIES/ViGGsKWE03f4qgFUOW4GIu58s9QaX22R5LwCrPIOiMShOgyhWaJakfSRZT/hNzWDI88fvxy1KzvmWQmIpZOrXcc4/KkAGIeLatTALUBKtwsV9w4DuXzi9P1fVl9bschWWgStX+Ku/ZX0+3RZecrrU6m6Zjvqf4tCS5npr5E7AqgOZUlCvNmso9ptlLzTTWDKZeVq7BgmZCAczAqjCdbdsWAFezsZKXrvN6vU5jtvfYbDZFHeDNmzez/gghFEAqygAaiEmEppubG4zjOAPzS2BVTAlCCOi6Duv1GofD4ZFTlG6/ZmClXbJNBy2o9VNrdlz3xymwqiNZLcl6Sb/XddWgbkltQK5fDYqWxiINVOukAdBzl82XxqelfRrgvo+lbp1qJ7Wluj6Hvf2qgHmp/0/t+6oAtq7rU9fkqXSO/X9OekINQDKeYsonr3wLcFpyJ0L2GFcDFc91PJm5RMMyJEv4VVmYXsq6YfXM81EdkTMjJLmpnD/R3D4q55pewLmOwsiJXZdxDm61QrDZoL30Q9I6BRg+JFUD6xwIBjHby4IBcg7WEdwwwDXJgB6HMZke5CX2mBmH1jn4DMaD9K3Pzk3Mkx5s7mOh6jT7MdkMcgm+ELzHOAwpGEIMQEwRwijOgY+w1wzkoAAOJnpEziYImIM7+XDpyek7fZLuK2V4Kcw5kVw7KhOGYmqQ75PpP17IX+qcYSvLpIPKaY+eyVSBxzdKDVhn95D6pVGPio41ZSkPsWJtSYC7urV5KiHtr9NjPvA5S1ycwezSOY+O+wJpGpxIAeaqugqsp2uhOfGpLTw7B+qZV0CzXMDyhzrpUe2mibBqm0yCpnJTgUS5Hd+zpIGNBhkCzjQQ1DaC9YtEwKfe9lRaAqm6Xs9ZZjw13tesr3ZukmADIrGl8xFmWNrdNM0MJMs7QhhNyV9ArLzTlqS3aq3UpXZLWmIatX2nqATUzLbuO93H9VL9ElNZpyW2bOmcJXBc6/LWIPWpsp8zFp1j7s4B1nrbOUD3ZdNXXcLW6VzfLx13Kp3qo3N991xQ/dw6fJm0NDl5TjoLVhs36awOwxERAXbfwsUANA5Nm5a/Yxgx+AifJayYA4iQ49szwjgi+ASoGtckhjWH2qSFzigC98xwzqLNkaSyNWliRK1NzBzHzOJZmKYBWVPMD/RSl7BgHCJCYASf5VNCRNs0uLzYAF2P9sc/BpoWb37/h1QWM4yxcC551h+GIxrXYLO5QNO0eNgd8PZ2BwC4vLxA3zUY2xYXwxHHwxF8HLDfRxw4YMxL7K1zuFqtEMEYbkfsxwH7/Q7H7Rbj/lBUDSyl8K6GKINORhxH+HEEF2P7MSkXkAGYcNju8O7tWzxs7zDuDwjjCBMNDFtQTAoEJk8eQl6W67oe69UGlrcIx2MCz+lOKjA4i4qBYRHJZPtSlgBVoMgYOSb7XkOAsYktdylcLJAY1Rgigg/T0qJJVsqgWDCKMGdpKpHLQXasyoM5sTj6kMI5GnZS+b9sf0R9qvPUDGo2mZrlnf6QSLJl8oM5MVruYwjmy86FnNtUOU4lu2wNxZ6R0MvVFwAAIABJREFUMphcfLk9L4f5ObMXopkaUGhLLttm++VaKdBOqp8V9J56N+crWU/lzps31bHOa2nAL1PLHGr5GY3/C0wasImsk7W2OCDpsKcCkLQdq9YJ1THhtd7mqaRZP2FK5b7S4FHrduooTAKq5VzJU4NCYWfbtsX19XX5zcx48+bNrDxZsj4cDmjbZGbVti3u7u6KrNTl5SX6vscwDLi4uMDxeESMsSgNiOlA0zS4uroq/XY4HLDf73E8Hgtbqx2jdP3FVlZYUO3IBKBIad3d3ZX9mumsgXcasztsNpsC1GW7Zvkk1Qyj7lepl5RVKwHooAbe+8Lm1sxlzb7pcemcOcISW/cUEH4OwFkCbs9hhXUbpE+emgjotj436Wt1qg51/eu66289camvySkW/Tn1038/xaqeA6H1ZPM5k5E6PZtZjTEgBEIIHhQMjDNTnHvPiCyz0ClSk0n0RhKa5+xJbqiwMaolUNyS2oZiy0qFSVLcmHooSUwIDCBuW2QmA39SRbGyq0rMal5eahr0XQe0HVzjMvGTl7WNAQMIIXn526ZB1/fYDQFiRm6aBu2qRzMc0bQtQozwxmTHLs7gmlO0qmx3mvo1R8/yWYeUuWimUsZilBnUTE0m0JOX0sHJFAAgBO8xDEeMw5gmDiGAWWSjss1qvnnkXGvy0pNJCg9RWMzCZglQE9BKkzNV7tMkz5quo5FrL8yqSax0YiInhplZuEh1Nyi2soCgwopm+MpAwXbZHGDi3SbQMjGDE61ZzptO1Xf8fNApx1ZyTDx/ME8NUwK4xeZaGMHI87NMjaKfIBkn/LjMQD6qWVXelM+pAYKmnuQnti1ONqvfpIBq3ia55SECmhfVk5aJOVVoeD5EqLaSyuX7iVjl5Vd7fGsAB0wgqgag9ctT/haNUWD5ZbckZ7WU16kXWg0Qlhx8amZVxva+7wFM4E/nI+2UMKTiUCWAUZy7tGyUADPtvCWsrABgvfReM6WnlsbrpWStTXo8Hmds7VIfy/UUplcDfd03GjCeA0IaTNZOckt9X1/jU0BrKdV10/ks3RP1EnudnrOcvgSmn1vP52z/onnrvJ4Cv+fS0nV6inleMmP4sn3yRZjZU/k8BcaX0nkHq+zclDzsk+B933VouhbeEEY/gmDQ2Q6WLJxLTlhgRjK5ZDTWorcW0UdYu81AcVq+ThVO5YkNK2X2iQXIeTMtkZNR52f4lGecwzhiDCEHJZgAlv7IbDKGkL3rCYf9Hu/efo7RWAw39/Bk8Nmnb9KAIMwmgGHwuH/You97vPqgRX95iSYQsD0CBHSbDTYXa+y8R7daIQIYrcURjAEJHMbIGI4DDg8POO538MOAMHoYZrTWoDMGHRl0MDA+wh+PMI3D+mqDrm2w9R4vtonJbZoGIMA2Fv2qB0DJOSsP9tYYRGuTEkCcyzYxI9nQEsG1KcBD3O8T6BTAmHAxjADtcmMgg0cCU4IdkVP4WyYCGQtAXo6JWSXttZpRaIwx2cci9UvMwKbADJ7Km8ouyBVMPCkIkLqRgFSPelkeE8DR0LYUUz+8+QBS56W2RkSRxio9ah6pWXEhi6eBXlYMpBKErDpM07TgycTzF5JO9bPPBfHPmyU7yx2R5hYA06ytj5gTlY++J6bn8fELSMCmXFNGBuiUJ640XYeYO63YH8uUKfcVIalOLI6zLJMZetQP35ekgZOsKvV9XwDaOI4gokcMIDCBRDlHmFXJV4ObmsEUBqq2b1xi2gQYee+LU5PeB8yBhlYHkDIPhwPevn2LEEJhPz/77LMZuwkkdvn+/h593+P169dYrVaFVQWSY9fFxQV2ux36vi9AdBiGwkxL4ARhUkVyS+S5JOqTOIkJW7nZbNB1HbbbLV69egVgAtQaZAuTrPu/Bo/ShzKOCPDWJgn1NdKAoGZX5be2X9X2tQKEa1ZRrkVtn/zU/XgOOOprXp/3VL5Lx+rxR3/Xxy1NCpaO0eYyzzU9eE69T+W3dFy97ymWs05LIHWZaDjdX6fKe2qipL+X+lf2PdWWJ9QAEldmCGgbi6Z1WPUtmr5PS9fjkJhP1yeVAGthDSWAaxKL2jiHVdcihpgiE8VQmE1gcqAhkpj2mQXN4vRx9AjGgIMHQkzMqTgBQPABwwePwzjAh5BiGJgknZRecCYvw1JRJAgxFnC83+/w+WdvsB0DPtmN2IcIfxjgnIUzYq8KDMOI2+DhI2DaDuura7QBwP0OREC/ucDF5QV23mO1WSOCce8sDmAMnGSzYmQMhwN2Dw/YH/bwxwHRJ7DaWYvOGvQw6JlgfIA/HNBQj81qjcvLDfY+4OVuB2ZOS35EsI1Dv14BIDRtM1vOiTECnOXDJLxpBiSBAcCgaVt0fY+jcxjzdq4Aa/pbsaucQSoRYoY8ISawamFT3xsZ+BrQmO1heco8xojRB0RiRKYU0pUnxrM4b3Ft5zzRupzvnbI9XyvZyNAP4Pz+PgtUy0OgimNhpISVn85PvTAf+GIG9AKi8kNVuM/0gM5aVGTS6irIjxnp+oiRkJfB/JhHGHxxENJYW+yBtarChBClT1n/1mC1KkMDXTX/gOG5w1pkFMa9nM8ocnXJ95JkxICeLKTZ13Q1vszM/y8hadZOWETRHt3v99jv9yCiElJTR12ScaNpGqxWqwLIJN9TL6/aTlMATX0PaIYXQPGs145NUg8NsARASn2stdjv9/j888+x3W7xySefYL/fl3ClWiNWwOXFxUVxzNKmEn3f4+LiAtvttgB0ccoahmH29263w36/L3URk4W+7wtYlWV551zRsN3tdnj16hVijKVsmRAAk2mG9L1OtRe7XAdxsJL+04BVjj3FXi2BVQHINViV66lBsDY5OHU/6HOWQGgNnJeWjZ+TTh23xGwvgeSllQXJV/fluVWF59b/1KrCcxjaU+zmEtBfYlHrfE5dv3NAtm6nnqDqPPVzW/dXPZFYmsycSk+oAcjbUb1ACkvCAMfyMp4AZ2JWDYnW6NKsihVTkhtRykzl6pm2sxZ91+Pq6jK/jwjjOGLVd9is1xiHAZ+JnZMhxJjUAjirGaS6R4itnZgUyHbnUoznkQbQPtmAgrnUL92sKUSqtS5LMVFSCRVAotpByCxxpowmw4iJeTKQULQoL9rEJqd+LWgx93lSXEihS1vXIHKEtYnJdnaKcGKtLWWnmbotDB9zNsmYmUEoUwsY1V9yWTlfj9wPnJjWAlZYmK7sPAUNlsTJaob2prInPDIDx49YPJpuxXLc7AjlbPToFuZ5fmcw6WM0K6oE1XFL5ajzJwBMBU5xnQlVv8u5c8cvybc8igtlkwKSAuZKflyVXepWZzLLohSkL52eJEx5KxBa2iL14OnYRzWYQKq0ewY+MQ3IknftL1XO4amc6UZ5VOD3KumXiE6a8ZC0xICcAxj6BbTkUCSAR8TupUzvfQGHXdfNbExrp6VpjJi/zGSbgHBhinV99Mta22BqsFf3g4ydGpzr/qs1U3Xf1KBc/pb8xMSAmWce/wJcdd7yqc04JF8dJUsrLdTMqq7LKRbyHNCro46dAjd1Xk+BzFOA7aljnzruqbyeYj+fC9yWyqq3PbcvvgiT/E2np/rrlJmKfH8dZMF5sIoAYiAGDz8MIAOEMMIGm5UBAoxhxOgRg4EB0LUNwAbW+CxeP7EnHGNazieGFRALTGglMkDJU5xDgGHGKhuS/+J/+DkuP/wRdrsDfvObj3F7c4MP/vqv8Pf/6/+C4zBgdzjiMHjYpsVhOILCiMF7+LzUPI4eI4DOAG2XvPZ9GAFv8fLFNX7113+Ftw87bPFHmIc9dhEIxxEckRyCwOhXPS6ur9GvVogwOBw9hjEgBoYhII4B8TiCfEQLwkgGDMLAKeKqsI2ddVi7Bkc7wkXABEYcPYbDEWOeKXs/IIYAxGS/2lmL3jls+h5XlxeIHNC3Fo0lgA1iTCzyuu/hnEnaqX0PY0ccdwP84BF9AIYBFC3G0cOHZDtqXYOm6XAkk/uL4X36UP5EjvAxwDMSc8rZhheMQAnExpjtcZmThBYRyFoY58CDMtYPHsGLHM7EXAPZNCHGNBnIBrYMzkv+if3jcsvkCU3MDz4x2CgkhWqQVc8ePd5UzlmcKef/GIRIZgar5PbVy9eT3WRuF8eyhYDEcqsAXOU44syCTxsTO54qXXCktJ0IKehCApYTuBTwq4CcAqH1MGQ4BXfIlU0HKzOLOrH6CFPPYBieKsHV8bNK5Mqy2lYmOjyx+eJUmUyDqABRyW8yWamR8/c3aWccAGVZumZBhB3sug7A3MO8BpGyX/YtJWFS+r5PY/YvfoHLy0tst1v85je/wbt37/CrX/0Kf//3f49hGLDb7XA4HGCtxW63g7W2mAV470vYVVlqN9mpFABevnyJX/3qV3j37h222y2MMdjtdgXwynF93xcnKmYu8lVi4qBtetu2LbqvwqpKu9u2xWazwfF4nIVYFZMByVNMFeSc1WqFzWaD6+trhBDQ930BqXIt1ut1MdkQUwIxQzDGlG/NoArYFeZYB1CoWe5anH9pIqMnBUugXfLRZgP1PVI70Em+S2zl0r2jf58Dtc9hU2sgqFnIpbxqoLU0WTp17lNmB3XblmyyT9Xny4C+c46Qp8wYTi3VLzG2S2yuJN1/S+Uu9dNz03kHK2GFYhLojyFk5xjx1o8pDnzMAvOUAgQAyWlJrfCVipWLkPdTocugUQgkcpJzFo1zuOxbtO4ad3cP+Ld/+xjHwxFt0+BHH3yAYRywubiA6zoYa+Gzk1KIyVUo5mhaMYq8yFxDr+86vHzxAsE49N1bNMcRTm4mToxnjACZtGTetC0YgA8BMQvbM6MI7SPGonHKEOcjJBBCycO/MQbOUBbp56xSIAOCdlZLXWjJwJkUlKFtG8Ro0TiCM0DbAKsuAQznkgartQbO2STsLzcPZ4ksyoNQZuwMpTC2oMSsxqxby8nbCkimy1nPNmazisysxqTBSgoksLqkIiemr7/kkwj26SapARYbtXyO+hbRg8F0x4If21FqFjcdNWcfp58JKGrp/xpwPcK9itWcMBOrM1IusWyj6YsxsYWssmLF1XNi9dMgoGuSyzJIwHZhKUn3D1WNmbWfajOLPOiAZv1fp9RWzYhSdXQRMptvlclr/l2XUK7vVFFVR2nIvG5y2HzL+5/df9eTlhyqGcpTgEAzpksvdQ04Tkkz6bwFSF1dXaHrOtze3uLf/u3fMAwD2rbFj3/84+J9r4GfBsaaaQUmIF3G7L4vS+ti0qBDpUr7xDFKh0SVMup+EcZTGMyaWdWC/TKm1hJWkgT0aZ1b6Rdx5BIzAC3BJd9iGiHgsGadNfsp/VU70+l7QJt0LAGF2nbw0ZhdgdD62p+7v2rAKuWc2vdcFrdO9QpBvf1UPkvl6fY+FzDW+Z1itTXg1/l/GQD3PlJ9veXeXurPc0B1KdUs6xKwf246C1bTQ5ltSSlLBZWX8SQHH6PIW+SZnXiepxoheI/gc4CBzIClc7M1adaaiTEgICIGCw4B0Se28WgddgjYIuBhtwdxMkoPwePu9gZDnt1GpCVpcnZSB4BcDJMcqqxBkwHU8XiAR4QxhIuLNQ4xYrNe4TB6HLf7xEQSwJwf8jh5lkZGcuSCRI5KrYFJoVOdtWisA5FBQGJWjxxw5ORQRNnVPxiGNwCcgWsdTGMRDcGb7F0fI6L3OOx22FmD7f0WD9ttArKdA5zBePAYdofEUq5WcGRgC8U2DfwUAihGxEAzQ3mRAgPyTDzbFccYYTL4ZsqDYUKo6UNANBGRYvLQj6lPYtS2yLJ8FyfVgzzxOR6P4IctorEYyCGSgTFJ8oxBRZqMERERyj0joGRiTDMaowSetMe/fihE6qrAGJK8JrApYDfdppxLzBqxUbq0gmA5H8lJVBZkQlZsfQVw5rpOszkxqdDMaK6RtDW3O+2nUofIBB+5ZDnDZ6pO08Rgynf2J3G2DZW+oBkIXhqaZEIikzWG2NzqycDcHGDqK+RJ0BxeipnP7LiJjy7H6Us/B8rf7ED/XUu15NEpezhhH2u2rJYsOgVU9XGSn7zgxRZ1t9vh4eEB2+0WgIzZAXd3d0X+SV7oNUgSwCXgTcychEm01uLi4gKHwwGbzabITOkoS1IvzQpqYKptY7X0lIBDaYfkK3XTcl8abMt4Kv0gdq7b7Rbb7XbWl8LISh3qkK9SZ73Ur8dsPanQzGoNmMrYT1NEq5phr4Gpvg467xhjid5V31MawOty5VrWIEUDX2nPEng5x5bWv5fsSuvjzuVXt32JZayBXV3GU/VfAudLeSwxlHX9T5X9VZbgdR2Xylvq4yVwe2ri8FXqdxasOpde7lbCZprMXOW1t/SCzHY0cZLyIEwBAMAMP3p4n0KnJmCaXoryvrYlnxEcKDlUWYs4jjjs9iAAt8MeN8MOhyENEqvVCsF7vP3sDYbRY388JLBqCMbZIjdVbjAzDUht42AMYb/bgsYj7MUVXlxewBPh+mKDMUQ83Nwj+jG9fbkpgMt7nxhVcAGrNmYZr+RVBmMtOtfA2xEwBh7AgIg9Anbs4YmLzJYnYCQksNo1sG2D4AijYXhkRQTvsbt/gPEed9t73N7dAgCs70Ctw7AbMDzsE1i9vkJjDCwZCK8rA6nJgDXSBFZDXgq0LoVE9Wo5icXUI8tfBSYEzsux0YAJCDYgmrxMHdI1l+hUMU9OyGSw6j2CF4kuj/1uj93NHeAaoF8B1qFpHZx1CWT7bLMFj8A+LwlbFPvffM/7DOeYADYiq/V4UCJwcdYRrMaU2sOY2FcCg1KEAwjPWs+ShRFUeC/9xdmUAcmByObJ2UxatQBWAbEKMBcQNqGxPDfMz5sW6852whkx0oRmT6RcS57qrQ+PIgOmts1/z5HwDDCW36S89TMQV2yoIpsh7OlkaSDHMFgMPkqZVMA8MxWmeqafUE1Svo9J2EUdMalmDwEUsCVLyxq0yX6tvwpMLyFtYynONjVIIyLc3t7i3bt3JcLTarVCCAFv374tYFUDYr08qusjuq3JGXZf6vDixQuEEEoY1Pv7ewjbKXkIm1oDc20fKv3SdV1ps4DV/X5fzAs0kBTdWgGZsk3KDiFgt9vBGIO7uzvc3t7O+l8v8xNRYV41kBnHcRY4QMtqCWurr5X0v2ZVNVjVtrzaNECvMuprUQP9GGPpD3Euq0G+9L/UVe6fGrzUEyG9T//WQX2WgNopdlQD51N51/kIE18fqz968rCUagC7xFrq/fXvpbzqbacmoHV6agXk3HmnmFVJerKjjzn1/Zy6PZWesFkFptFfXg7pzWQoOT6BTHLQUY40E6uCiS4qzI4CqpIzT8xQ+S7Fc4l2VN7ahcrhrOHKUjPVG5LJdGHLUkkI4GCAEJBdjCFST9aJQb68UVWWlMKzGlEIkCXu2Rs9swLWJtCs+iS9nFN/lMHS2STa73L4PZecxIoklJhYIPWfMdNSFVEyIzDGoJGXk8zGWNWdp/4qTm0ZLEAGJxJdBS7bmZMsGKTeOU9pB4utooCp6erk/po/rLK31A85ohmRqqoMHJK3WtbP7CRL5qWgqftZ2paBD1V3RoE4NHmVz/ZPiBVQDlLSHwprYZJUmi5+4ZQLmJo/CsnscgJg0DWsxpECgHVDqW6s+pNId8XJxPUf04OYN2VudFY0TQ2Z5aP/r9ur9gmgprluqr5f6gZpp0Tpb1a0OS+ZBHwFVuEvKZ1iXOTlrzVB9Tk16yXnnUpLQGRpCbSu21Mva10XAU2a/QLm4UkFNC4BIA1Ma/ZniR1cKr8G1Jr1XTpH8q1BsWamxXZVm24sJQ00NThYqm/d90vs33NAznOvuS5bp+eAonNJs3tLDJ/U89S9c6pe9flPnfNFy17aX5fzVZjPU0mXdY4ZfV/lfJV0jmE+l86CVe99nkXkmVX2VmdmtF2DvtskpidaEBsMA8OYPcDJRs/7ADIW5OqZLAOUAFgMASMznDXo+iZ7vDs01sKRSQxXiGisxWa9Ah0HcLxNhvCR0WXxfkNJ25MBhCymJH0QQkzapiHg4XgACHCrDl1vYMFwMWZ7UIdV32O9HtG4FFJW2CDiJDGyubhAt1qh7Tu4HKJVzA0i5WhOzqLfrBANYFuHmIJLZQ1TgrEOTdeijSusLjeIY4vN1RUuri5xHANs2wDOwMeAw24HB6BvO1xdXiL0LcZ1jxgD7HiEDR7dRY+X169BlMD2OB4R/AiDCMsp7pQEGmisQWMNDDGYAwBG6xy6poUlM82ks+0sYmJjuXYqipnJRAY39BicppdimtQIyw5mECfTgr5r0V1dIRiLXWZuY0yMAoPgvUVkAlnA2HSdo0/3oKFJ0mgqHJgBHp7salN9IqIR0K9RZmIDi24oA/DVBIjTfpn/EPJsO8uBUTaZScTg3M5LAwAJAcoz2SY1sKml7imZMpMrzmjEBWgKaD7FKupleJ625PL0cdKF2Z44N7Z8P8p5moRIjpFZyNEyiRQES6RZ7ykohUyQ0gu4Zj2yvTem+gjAnRtjKBB7qiO+B0kvT9de4l3XYbVaAZie02EYyvOqHWU0GKpfeMIiikOQMJ81OyhOScJEDcNQ6gEs29fqperj8YjD4YCHhwcwc1EY0ABVtq1Wq2IqoFPbtri4uCiOTXr5X8qWNotcl5ABuv80wyvHXVxclKhXmrHe7/ew1mK1WuHq6qo4i0ne4oT28uXLMnGQ/brfNSAWFlM7g2ld11pr9RyArK9pzRzKRGbJIanrumJrqycQct/pSZAwv9qWVk80lupWA8Ul1rOuew3OawAvx8l3bSpzqrwlU4n6/XYu1WysBt7PAWrnJgBL7db76rqey7+eGNT56ee03v+c/tCMvi6vru9ToPWJoAD5onHML5QptpG1IkRvwN6AA6algHyujlKkLxwLCKQEJEIMsCQ6f/mTbUzlRWetQdu0JUyreJOnuPbSeFIvMXllETgmHVbPEQNH7DmiMYD1HnAWjtPysDWUHJiapgQ3QMk1LxW1Hbq2gyumBhPbxUh2pmSzI1YMMDYBDVkaZWAKQ9o4NF2H1hl0fYeu79F0LYyzgM3epsOI0Ho469C3HdbO4rJzyfbzIYKPEW3XYrO+BohwHA7wfgTHACHHiBN/aMA5hKvJRFnabk0ClHLDpklJApQQlqAKEZpAHSf2ayK40nVWN2HSzhXAwxl9pG9n04vGk8FhCFluLOuYAll7NYVjTfq9gMTJitK2An6EhRMbycy4sVquRjrxMa6Vh2Wa4Exg6/F3utcyuELqy/nQi9nxj3/XBOlUfzXk5L+5sJqaxZd2zgYkelzWrE+qwpkfwzoBmNNkT0m4qTLUlqreEqEL03WQnSzgcpkFSodMfaHzplKr9D0Hqvmowma8f+bizyVp+z9938YY0TRNARqyX9tcAiiRnoA5Kyl5yxKz2IYufTQgadt2trQu2+voS7XTibbRPB6PhYmszRxEm7TruhkA0gymVhNYAihStuQlbdT9JPsFOI7jWABjrUkqdqXS35vNBpeXl7Pl9L7vsV6vAaCoCdS2qBo86n6VPqzDup5iVXVbl4BFDTKkrUv7pE3M/CjqVg3OhOleApM1YNNMZH38EkO4xGzK3xoULYGq+l5b6r9ToOwUy1r3r95X23ee6/u6zCUQvpSey06eAobn7p16AgDMHfLqicdSmUtgui7/KfD/RLjVfPMVcf0JiCRtTpuZnrR0bQyVZWsISM0OR5w98scsgWUsFUao6JHGiBCAQB4jMiNnCM46UGtge5tBSrLhscZgvVrBeY+mbaclfJvsVV1ZWneTmYKA33xus+rgwdhttzgeUpCDxjVoXJpFUy4v6ZNKqNDJk92QgXWuSA3F4tWf5JlELQCBgSEAg0djDNZ9j10MKZJPVC8GMuAQEUcP23foux6tazH6EbvDHnfHPT7fPYA5YsURDYDdfo/bh+RgtV51aEVkmoBACWyXa5I/iDEDWgGrye5WlB1YFB+QwV3uOwEgxJxtduVeUWyjkZecMpuY6LYChosNFolDhNjEZTvMmF+QnO4zIgDWgRBBZBKAhSy9J7Bi7PRileskkyZQLGXIdwKAAqjyYMZc2FjN1pUHOQMlg8cz0HrglQdR+i5GBpEA6NS34swmz9x0nv6RJn/i9MUihcV6oqbQdgXkuDSlMjmYyNFpkJQWykSAeWJwVa9ME4VpQkBUNqXjVP6QMYSo3Fvl+nE2D8c8ldNZcPYcJM8OfN54/RedaqCjf2swoY/XjJwGGgAKI1ovZWv7TbFdHYZh5tEux8m9LbaW6/V6FmFL28DWovT6eTAmifqL8P5ut8PxeAQRFY97AZv6PO3ZX7OHAlblmKUQtEBiaNfrdZHJqvOSfKy1RZ1gHEfsdjvc3t7i888/BzOXAA273Q43NzcAUCJdSV7aPlbKqcGC9J8G/OfAmQbgOmkQpicnE7E0B4064IPsqxnYJUCq89T51fdaDTS1CUZd3zrVY+7jifBcwqoG10vn1vmcmgzW12eJqNBtfi6beGrisXT+qWOW0hLYX9qv+1u/2546X1Ldt18lnQWrs8gmGUjJu8iYJJNEZGFsA+IEXtMSsi8vFnkAwYTgAw6HPayz6Pq2AGFjKANQD0SDIQJD4BwRy6BtGtC6g7nsQSYtuwsDcHV1haP36Fc9mqaFa5os3J8jM3UdWucSsDZIkbGY4ZzF1eUFus0anw0jbm9vsPfpoe67LpkD9CvEmLzQxdmoDGacND+ttXBtC+QQsGEcEbI+oPcjYohpHdNH4JCCDvTG4eriEvvIsDCgkMJPiqA/jx7xOMKtDC5WG/Rdi8Mw4PbhHm9ub/C7z96ACPjpy2s06x63d/f4+NPPQET4D7/8H/Hhj36UoqhQiquUwGkAOIJi+rDY7nKEs4lNNkQpwlgIJdIYkGTI2ADIkZsS4Hz8YJisQmCMvHySJJYzSZO1BCSISXFg9COOw4hoIpjy0pM1sM4k/OgBi25iAAAgAElEQVQn71ZjsnKENUmflKaXp/cpLKJBmjiACPA+NZkiQjF5npb0Up3TpMaYZEdZGEFmBDEdyCvwzJw5XRQgy5SczAwlhl0vBc4eUJ76jbOuQcL+aeCLj8BqBTTFYSuvGBBpu7j5wKdfVpCczgyMlFHndG7iLUkwagaQpmIraaK1EyIlAfK5vwR4KmI11WeaKGiTCM6MLFXEaMbJ5ezvM2v6nCT3oGYeNdMpAEc7FmnwMRuzgQJChSUF5koDwpaKJqo4BQnbqcuWZXDRPdVRtKS+wtzJkr2+t2W8l4ACNzc32O/3xRRgvV5js9nMpKm0pFNtaypJAJhovC7Z7EqAA9GDlRe41Fuz12J2IM5gn376KT7++GMQEX72s5/h+voab9++xW9/+1sAwN/8zd9gs9mUfqjBpV5GlroJwyvgVk84pM5LYFO3SYO1mh0XUwgNGrVCggaP0qcCZnVf1yyt3HeiqCDXnGhuzqDNQfQkqgaXS2OfTjUTqE0A6rotnavbr8vUdVyaCOjJn65DbQ6xxBzXwLlO9QTlVPtPsZnPBZr1PSJtOFWvpfO/SHlPpSd0Vqm8G8qLzMwrTkRlmVydODFRPDEyso15Wn5MnJiYDkzMXVmGlouQveJj8MX+kjliDB4++IlJA+cITmaKzCR2cPnFLNqfSY4L5behDMpNnj3pdlH9qqxvhLlNH6l/0raiT4vMRM6eD1L9JLlnG0WiGRM5DgMMpdCx4DTYDsMA5JeHwAYCir1q7lxpytSvwKwv0rWR66Ti2JdmC3s3XdsJgOT+JdV6mZWVUyfghvLAqR5luYEyG6nOESiV7ksq14iRPPDJTOBt5iUOzMspv2sXHilvCRA9pu6mpfVHu+aD0dS60ocshUH1iSDDR+WgAryT85mASt0uuY4AktPVidl5rqi6DlyAJqoBtHRBacJ079TGBLz4m6rzF7tt1i/6eaD6IBkrHjcIp/Z8H9LSi65+2TzFTtXLpPWLsAZG9TEaaGgmRlhWseHU4Eszq0s2cjVQ0cBzaZlc94VmGJf6qe6jGkho0Lhkx6n7pT5fgzxjzIzBlQAEtWf+OSZKg6AlRvMUKFhiAXVda2CiwfFTQKjOq67LUnl13z6VToG6557/XCaxrrv8Xdel/ru+Zkt51d91f51iW+vjTwHjpXqcq+Nz9kk6pX5w7vz3AVB1Oq+zCqSXQggYxiMo21auLzcYYsS7d3cgMuiaNaxt4GNA17fgSIi8x3EYYUAIbZfABJCE8A0AYkSK8ExAYDRM6IwMCIADwTBjHHY4HhgP2yPuwhHH4wg3HPCytTjc3+L/+f/+Xwze45NPP8H9/S3G4QOsXAubtflMY8EEDMGjIeCydVi7Hk3b4njYIyJidXGJj169xsNxwPbTm/SqiyP2uwcAwMV6BWdT1CvbGFgrjkDJzhIZJFln0TRJdglNgPUMaxwiDDwBR+NxMAOGcIA/7uH9MTn2ZLml8oo1SQIrIOIQkyNZgE9XhGP24koObOM45khX6cXgQ2IIYvBoKcIYhkUG/uCkNGAzkzhytjW2SePVWbBJ9Yh+QByOYD8CHEDRZNvXdFPEbHds2cFl3o2yKYghC0IDS0mGylqXtGZ9jlwVPDgz1tZYMCW5K58BTHJEQ2ZECX4M4JjYytY6WLIw4NwOxuA9xuMRlhtQ40BsEGJECJwltLhgYGSgqx8kzYzIZqI84y4InyFiYMTCdFKJ8BQCA0hMdTKNkfzihMik/Ew7lpc6EmsrZCUpCJ27Oz2HMRbGNxU7AfByKM8HiYkPlozmkysdKasA65gc7zQzp5eC6iXVpYF99rKSiQyQnPZSzacJSDbDSJOOFL3M1IM/FEjCU3D0MYD+viQNSmX5vus6rNdrDMOAd+/egYiKjaeEQJXrKrJTWuezDlcqNqht25alb2HjBJCJY9T9/X2JUvXq1f/P3pu1WXJb55ovgBj2lEONZJUo2VY/z/FpD+3//zP6ou2+OrIlWiIpijVk7ikCwOoLYCGwo2JnFeW+OjTIrNwZOwJzAB++NT3ndDrxr//6r5zPZ7777js+fvyYQmev1xc6o8AFU6tRnk6nEzFG1us1b968KT5MdU6qT9fdblfqVNe/di8Fk/5s/Xftiup0OnE6nYpeqbJ/c+ChyXvP6XQCuLhPN/PiMrByr6WsrohcuIPSNGfmtJ61QVnNICt4qOuoALlmg7V8ZRhro7WmaYpPWz1Y1IeOGsjO+6GeP0AZ01q/Vttcq27U9a/zWjqAzVnjmiVdum9+cFN2dO46re7jefkicsHafy7pPfq+PHWPfr42r7Qu1/LQdtRzZ2nNXhLL198vAel5EI2l8rUP53nXB1e99xqL/Ln0GWY1bTQxRiR4Wom0XUu/6jnvj+z3B4yxxJWjaRIoaNsGjbgzek/rpr+NSeJcY0x2Bp78doJgxepOixVwWXwd/MA4wMP+I39+fE/wERsiu8Yyno7855/+yDl4Pnx8z+l0IIye1ja0rk1qCo1FYg4VapIlfrfqcY3DjyNihM2z56zu73CHE+sPe07DgMTAeTjlTbPHWnDO4JzBZpAUfEhAyCZgb1w67bbOYVyLuIA1jkgKDDCawGA8XkaCT4BSMoAsA5/BFNYSDIzicWKJEhCSM34jgkhiVr0PmWGNgCWqTlEMNEgCWSIgsfghTUwtiBeI5AnuCgMtSFIFyIZaJgpY1XfVyRnBJHG9U9bM5hckCewxxhUVEmWANeAAFeAxmTmOAoRcTzEllGYIKaCANQbbGkxTiZBJvmFHHxBrCTEZkmkUrjT3dDZPM7t+5S4Xw/T9dMnkUcltlNSn6UZTfuqF7IJ/Ly/37KUUSgjWBNhSv89Bmr4TCUTKBMIU2fJp/lqkVP/N85zY78uaiUhR/7jGwNUL31PGCqUHK1I1xljqI1Vdq25J7c1Mf928KOp99VMoqlWoSr3465eS5uI6FU33fc/pdCpgLoRA27Z472nbtmzSajhUb9j1BlcD1lpNrL5PAc7DwwPff/99AUnb7ZZxHPn22285nU68f/+++Fqt1QF0g1X/oQq4FVxDClG6Wq1omob1el0CDNTeDebMa72p1+xkfSBTEXbdH6oeUOuzXmPearWJpY1d+65+b+prta5vnbTOCubmBlb12CwBDi2nHitNc6a6Zm2XmNUl8DYHIArKtV/rca2N57TP6zY+VV5d3znbVzPyNaOv7VjKb64TW5dTpznom383T/UBY+neJaa3fmb+3efY9qd0e+f1XpIOLIHkGugvjcnSuFyr2zzvvyZ9Bqzm05cySPlkOuQoFl3bgbE5YIDGSk4gzLUJnLqM9MXEBHwlKg9XWCQrCezZXKJRvGagsSnMqDOJjTKAtQ6cobGO1lgiLnkPIIsvEqyjCI4N6TvIUagiLgpJ77FhHD1xf2B/OPHwuOfxcc84+mw1n1UEMEiI+GFIADQk9smI0EgS9kuI+KzvWdgyQ9LjNJOeicXk+poEQIIabNlSlsXgBBoheSvIuqZkdQdrEmhumqSfi03qAkb1h/KPNUnTMUgKAasMlsjkrcFam3RBydGngqpmKAuYfqKosdIkZo9IAVRIujUmBJsN6XLe+ZCSIl1JZcg18WQiGv1JWTdb/JLa7B1ieiESYJ6YNqYDhM1hZYN6MgAFX8wA2KcvmL60E9gxZvYyq29fMwFNY2Lu66f0iExGZzUjevn9xEZyweJSl7/0qL4cFfSc8bNVeyaVk3nrTW5wDfBFtA+0TcyuL522p8+RCmSW8dJ2Ta6pLtpTtduU5qlP3qr/zKdt+O+Ukm5UqmcIFL3TWtyulujKyujvOUNX51vr/NXsqz5bGzopWNFy9ftafH+NVQMKcK2BlNZZ2duHh4ciaq/boe3X/Unzn4PimpnUemqqmbv5Rj/XzZyD7joPvb9mNuv+hEl1Ys6Uah5zwKbPLAGcGmTMwUUNIOb6sXWbloDdvE1z5k7rt6QPOgdv9QFiHmVM6zYHYNfSHHBdO1DUfbzUV0vga37v58DtUvn1uzRXGanTz2EbNdXEwbxuXwoS5/fNWdGn7l1aJ+b3Lr3bT+U5T5/xBpBPYViMGMQLx8OBCJi2Y7PZJnbNNBiTFOgPhyMSRzobcE2y6F93PTGk6FUhO+Jv9TQXwSqAw9CQjXRcYjI717BqWhrrshja0LoOYx1t09OZJArpTENrGyw2s7WRibeaAGcIwjCM2LbF2g5nO47HkVN4x/v9ke9/+JF3D3sOhyONbbDG0NLQ4IiD5/SwJ3ph+2wkErEIXUYt0XvOxhdLe08Cla1xOEwBaZbUrtZYTIgwBmyEJv/nxOLE0AmsRehDxAWPGQ0SxiRKzYtet+ppji0mu8iyNvV5FAdNU/yh+hCw1hBNMrWvRSBpA2kTWB0jwUdiNAgOEQtiIVpCEHzMbsfyj5eYmFeAKFhsimjVgGkNrmtouiYBfwW4IRLGkH2mRmI+iICyoRGNmCUkjwLJwG9+qk8snYr5Q4ych3NeiOqXNJdsdZO99rLkZsR6wZIC0tJNFJCdXlBlXCkRoITaOKBUIf3KczNnVQBvuVCB93KPKKlbLX5R53b9vmYwntua5v1U+MVi8Unrq2+Mw5h0mEv+YJUI18V86q/682JuJvVn5PJ0nc4Q5mL8VBc5tS+pAxi5zLwcIeoCzezjX7HY/++UaqAhIhyPx7KRqbukWix9OByIMRaL9LZtiy9RZcnm6iA1QFXQqZ/VF2dtkKXP1NGo5iLgWkRfl6H6nXUZx+OR0+nEu3fv+P777/npp584HA5F7K+ibBEprOt2uy2gXOsWQighRBUw1Z4KFAhqu9q2BSaWch6UQA3ElPXVMVB2WQ3VajH/HCBq0ihZNYhSQFerASz5WNWkQLIeuzmTWYNVraMC6vqZOaDXVF+rDfjmLG6tw1yDNjXYqoF1nebkwjUw9hRIrZnHJVZQ81kCZtekR3UeTwGtayxr3Z7PtfFzALZ+xzSPz4G/pe/nbboG3ueHoPk8mgPT/yqrCp+NYFWLQwEkBwVILKm1NtFnZjolzgcu3WcS4FnYIjPHmjclQBILk/yBmuzE3uFsJbY0kwGPzf/a8t3lBo8hGyrnp6sNNomqbdbvSuKe4Txknc/s8049IGRmOYaYRORSiVsyvZPcc8lkVs4lIFE2E5K7LkP94upGPekSOpLubmsNrakZ5tRZCkyLThaXYgabrd21HiITzESqsZq9vAlI6E/VZzI3pVMGVjOM5WquRAFQKJs3i3qlg3VRpkwwTEwaQKODm+s4PVcGs/RxaYPOAWQCcWXWLafLl0qB2QSwLoBkNf6fsBqVqBsoVu4FaJXPee4w1W/KShauVQvsBPGutEwurpgyd6aKXWNf62uf9gGz764vfPPvtf1S9ZmOmyLRJB2pC5smxAWIr6pc+skw6eH+AkHrnLGDTzeWeZqzbDUgnev81SCkZlgV5NTMaV2Xeb4186Zl1/V/CpQoQNOQpefzmWEYLgIazAHJHIjUIuNah/UaO1m34VqqgZ7+KIOsqf5+3j9zUFS3d0nk+hSw+Fya98kcXNTAZ6lvPlfOtXYs1XEJYNfPPzVnn6rPNfA6B8Y/p99+bvq5rGa9fy+BxKWk9157v5/qm6XrdZ881XdPPTu//iX98Ll2fjbcagEVMW2nq37Fer0lWIfPvmZsdsrvWsdmvSaGBiN7/Hkkth7JUYeSz9Ik8E+blZk2GgEZPWKg7zue9S3b9Yqvn92x3W3ZhzN//PAO7yM+JJ1KE4UOh27bCmKckIEetBgaDCYmmOZsS+NaGtfTNB3OdYzDyON45nF/4OHxwOPjEe8jXdMnEBwN+ID1gouCzUbyAUGcwa4aiJHACH7MXgUasJYB4TF6DnHkGAbOWQ+0zXWMRvBGGJxh6BxjkwwUZPRsjOPNZsN6veLr1y/Y7NYcQsB+9z1W4K7t+Wp9g5xG3q23RBE65xKEdBa36ZHRYhqX9P2sZdO0bJqOBpKbLYToDLFz+MbgLXgrjBIZYqQJERnz2FmLcY4Y1WWNwWXVhRAjIXpMMIx5jEKE7OALEUsIBokGgsNEhwSIPiSjrsyiRgH1wBkzoIskNQY90BgAZ6eDibO4vgVhcqlVfk2hZNWwqQa4tQjt4sXMN0gFlC5/mylPKMHOQLI+9gzY5YNILcK++Lr6u7yyF+XJ7JJCVZKKxRyAy0IdLvLOT5vpeqqDoUBtIamoVOzvfNP/hKG4aLKZcpNKXWPW0vqApP1gqs/6Zf2cqRhjqmfmn39paUmfWCM8zeO1QwJP6u7JGHNh/LME0ubiXn1/NCLTbrfj66+/Zrfbsd/v+eMf/3jhEsoYU1jNejNW8XjtkqkGwXPwN44jHz9+LCoADw8PhBAunP9r3rX4fh6TXvVFjZlUFc7nM4+Pj+z3+8LgikhhT5UFrn90Ddlut7x9+5bNZsPXX3/NZrPhcDiU/O/v7/nqq68QEd69e1cY7bpf5+ztZrMp/mVrwyXtQ9WT1Z/awKY2INMylPHVtmu/aNL+0zbVIuv67yWmsK7XfE2tdWyV3f6E3Jqxi0sHljlD+3OA8/zaEqCty6/LvpbXvN3X/p7P96eef6pN19qzdCjTvOZqDNfKuHZAfKqunztMPAWkf076LFhNhZEc14uha5Oj+nOEMcjErZkc1arvid5g/CMxeIL32aAGkIkLFdGN1JRCxAeiEToDN23Dzarjxe2O3c0N3318T+McISQfmCEKjZB02MxkcINIYVwdSd0gGWtlBtY4nGtxrsPZFmtbvD9zPJw4HM4cDicOxxMhCI1rE7SOOd8guAA2G7pEQKzBtA1III4RggeTPAdgLSORo3iO0XMOniGMEBNrapFkJW8E7wy+cXiXDKdk9Kyt5cVqzXaz5utn92zvdvznT++wEnFi2LUdz/oNp/7EbbfGZ5+pQkx+P5sOcRacK/qzK9ewbhqcJLWFaA3RQmws0WWwasAjeEkW9XgSu+ksxjoQIWjAgAxvIskq31iDDyFZ4scMfrI4WSIJrGa1AiLJfy0gOKIxyRNAzlnVAyKVQ3yRzJRLAazY7Cs1RqL3F2DSKFutYDEq+54BULx0z6KgiUxC1uQeTCz9BSSqPN8XkGcUWul3ujhS2GPqrJgRgRM6rIC3FjfBNgwTGC+PVAD7koOc5S8o8FNwmMZyAoklfGqVty5SupmWvpsVMYHVqXeqJax8quMvXABNo22ZL5pJRWG+9P2SQeq1pOBwtVoVBlKvK4BarVZlLOd6g3WqQd6c1eu6jpubG25ubnj58iW73Y7vvvuuACy1pK/9d86NgWp90zooQH1Ngada3R8OBw6HA8fjsfjenus51t4Aaqvpug41+zmOI8fjsQQd0D6bg7w5WFXQ/vLlS7bbbQHt3377banDbrcrXhFub29L2FpN9ef6sKFhZmuRuzLMJbhK/qn7VftuLr5XcKNAvfZcUI/v/LqO+VKaq5/MwW4972pArHWes+pL7LH2y5zxn8/JpTSfu9faM2d1r4G6p/L5EgA9z/sp8Hitjk/lUYPSOUC9BkSfqtfSWCylpfLm9f5r0pNgVTcRW7M6deE6oazJYUeniqrBdGF8lHVCymZa8STZKb7QGuico28svXO0ztE2+cc1BAfGVIupSaL8tOPmF4FsnV83JiPuFMkpW9WT9GVrH6YqVopZpGRFLjbywvj4QPCjevmBGLE+YrxPju0tOJmMpSxggmCiZMf5hta6EuHJZnRkZFKBsAasEZyBDljl3y3J4r010FpDYxIoN2KwIYD34EyibkXbK8kwKMZs0JX+TuRarl99cBCNYhWI0ROjJYjPrqBqlitbUonmpWxLQN0U5aEp3gZiDIToiVmdxGT1AnXgpMZxCQAlA7wiVlekl8etHmQFm6kuE9sol5MtT+FUoomJORfI0cmksLlzRrUYO0FxWTV9XTGmJpb5XUT1pWurcKQm1dUUirhaJHPGSQ0jXpZTlWsyG22qd2/qqCkzVVWZUPhlv+l7o22vVTkKq6mPXfSlSjUu6zb1jeGyzpKHpx64qW2XC6W5XCsuAH7u2SqbdNlc9O0vLc03dE3XNmq9V0FFbRQz39hqMXUNIlUPU0FV13V0XVd0UpW1rdOSCsFcb7NmzpZYKQVqumarGsCSykENoOYguQZPyujOP+uPsr61GL8G2doOZYhXq1XRda0NsPSnbs81NYMvtaaeHwIUnGvQh9qwaAmQzFnbmqHW7+bP1v0415tdArn1HLrGBNb3z9tW5zN//hqwu9Zv8zyvHdCeykPTzxG/L4G+a8D7Wn6az/z5LwHA1/K8xjb/nDy+tL5/DWh9EqyGPIfEUoTtkkGOIRm+iDEYZ5ILUCOEmKywTVQWquoEQza0sEksLWnTdzgaCyvnWDnDTd9x33fs+o5d37Ppezb9im2/wjByPJxThCVMEU1b5zA2hVVtcsOcgmlIRk9C8vHpLYSAk8Rwig8M54HT8cTDwwMfHx5xZMMBwIWY7hWhAWyMhPMZsz+QcnAJrJ4H3PlM21k6a4jB0omlM4Y2QuMjboisXEfftuzaMyvX0Nkmsb8huZnqnGHVOHoHrRV6G9lZuDNwa2ArSa93YwwbZ9lYy9YaBoFmHOF4xLQW4xpMDOnHBxBDGFN40+gDhDyOLonzDQqmYmLFw0gIAz6ciTYyes8gjiiGKAayzm+KLhUTA22EEDzn4YwPI8YI1qbwutYBNjLEM2d/Yh18Ui+QDBQBbxK7m8CfeqOIWJPnizK5MRKy2kg5KNWGURnAGdEwnnIJ0jIzHMnqHExhGQtYhRJqGJkApBX1t1oD1erkX8FUxaC5Vvm0k19UjUyVgbUxpng8kNwvqdoTc1lgX/auEKnKzYcRkKK3aXJ5mv+F1rHkfpCJUcWoz98J28JsQTIVMDR67vl0YTPlgErlFzaD+kSJ82n6dIP6ZDGsDxsVw7HITP/CkoINZeHmm7m6VJpvmOrCSu/T3zUjV2+ICtgUoN7c3HB/f89ut2O325VoUtvtFmNMMfLSfOtxmzOn18S/2i5t2zAMnE4nPn78yIcPHy6A4hw41kZc9YZZ69n2fY+IpKiHGWxrPgo6d7vdBfhUsDkHpm3blj65vb1lt9tdiPS1f9RwTFMNjrUPlH2cb/T19zrONdOqxktzP6lL7Jn6lFWjrrnBjvb1arW6KHd+gKnnyhyEzv3O1vfX7dfn699aXj0fFGDP14gl0P+5Q8BSfZcOe0tzeImJrfOrVTzq7+sD1Dzvuox5+hyruQTan8qn/n3tvkJoPKHHXN+7VMclDwjz9/yp9CRYLRsW1dovedNnYjJTqekuNcCanr58MWT2ozu5MSaxkdbQWEtrLY01iWXUH2uzVflUo6mxeYAzn5Y2Wq2f1jnXUZKwudwnmXGUerLmiSgTs2rrOugzWcxtRLBRdVoFKzXDOwFmE4WmMbQuhSEtLpnIwEpqZtVkcCY0CC3QWUPf5EXYGixCYxMbDelQYWLS77SZgU3+UVMfiP5WJ6YiBcgUikxIfVGzq2KJYvMjKWdTjeI0afLLqOxFeaF1qFP/Jx+jkg3XpjlWKZaUvBWb1AypoH5KTTkUKTAqxkzl98IJN88JK5MLrzqAgKRJOS2uZUabMrOrYqt6ZunBNI0qjDzlUNfoEggaLh6+uPcSaGqUUylTXC77imrukaUd9UIx609K/RVkFxq61FPnieQ5e4H/yzue5lT5W5/R++cdN2Oel0Rvn47h0jOzPvoFpyXmRdN8g7jGbC1tenORbm0RryBtHrpzHl1qaUO8tjFfq5PWaz4vaqBSeyqoHdLX5c29GVwDIDUrWjOtc9WF2nhM+6TLYb9r4KzMqzGTruwcAM0BUg0EPgc+agBbs5C1+Hxu0DVX/7g2T+ZlL9XnGvCogduXgq667fO6LAHNa3Pp2rpy7R2Y62d/ST3r63UeTz0/b1MNarXeS8/M01/DVi7V53Pv2Jc++//3M0/rrJoMGjIzhoFhOHM8HohNj7QOIoQsCx/GkfM4EMcRa+PEm5ikJqAuOzFgnMNYSwzJ5VA0BoyeqgVM4rxiSA70xXsIiSE0GfTZEGH0KQ68Hwl+TE7nTd5MncW2DSZ6MD7p3dJgbYMlInFEosEZoW8s9zc7/s//+T84eM/3f/yB7/7zO6IIW9vQOcftbsebr15juo5ht8V3HQYH4rAS2cY1fWMQ1yNNg88if/WTGoeBOA50t7fc3t+ztQFnDcTIGsO9bRDX8axfMaxWrBqDjwMhOqx4Gjyvn9/yf/3j3xMjbFcNp8Mju77lH377dwSJfDzuOZ5PuLal36zxMbBpG3qgM2TVAwdB8OcRaRuapqczFkcW5cSQdG/9AGEAGbPOb4+hxeIwxmGMRWJLHF3ST/XZRUpssdLh6GndisatELGMo8eHUPlhTaxuMDb5kCWDq2wwFLN4XmZAtZ7ogiQ92Ao5JcCaGHwjko8lUMEqUoCFhMdsdk9VFvUKIBojE0CVCYjlys7AninqqwYuPk8SflMxk3Jx7dP3T3vEUkHI8k5BnuflwFiB26KmYJRezQeruqjpj3ysLIeJskhdLCQqwqcCxPmZAscvf+thVEF4YVavHDbhAh/n+69tklM+X7qg/u+e6g2uZsWU2ZyDV/XBWkereipfmETCKt6vwUHN8CkYqoFhneo48HP2Zg4W5xu4spn39/f8wz/8A4fDge+++44//elPNE3DdrulbVvu7u548+YN1trSTk2qQ1obfKlebW1M5b2n73tub29LpC2A1WrF/f09MUaePXvG+XxmtVpdBDNomoavvvqKf/mXfyHGyHa75XQ6sdvt+Md//EdCCHz8+JH9fl+CN3jv2Ww2heGtXV0pk1gbol0DFDVLW7O1cw8FQMmvVufQ6GKqk6t5ar/MGcCfA1SWDH6WdGrrOVV/1vrPjc2WDlia31L/aHoKkP5cAKb9Pgdi9SGq7rs5a3mNtV2qT83OXjtMzNPSAYa3l3AAACAASURBVLZeN2oG/qn7nmJhl1ji+T11eV+SPgtWE3FoMC7tf8M4YE4W01tMswL0BYqMfuQ8DEgY6ZtYpHxGQW/OLytjgrXJkb4IUQwp4pFuqIn9lDAS/YgEjwkBQnKOb2PEKHj1PhkLBU+MIW3rGRDbxiU9TrITf5NEysZEEI9EizWRtrHcrlfsfv0NwbVE/3/z7e9/j0SwfUPrHLe7La9fvcK0Le8by9EYjFiMOFwUblmxaSyjbTm6liZGGmNwCCYE4jASxpF21bJ7ccvan7DOYGJgheXOtETXct/2nPuezlmCDARxGBlpJPDy2S3/eHvL6AOHv7znvH/k9v4Zf/f1WwT43X9+yw9/GWi7hvW6x8fIpmnogA5Dk11gEYVw9kQsbp1cY1kmVpSQPBsQRpARxJG44hZjGpKPBYsEl1jXkMAqxkBoMNLiTEfretqmR8Qw+ARWJc8Bm/2easCHCTwqsKpYV1E3Tp+eMhOoYsoDxUeqH3rBY+aXI79MMYnthUtmMIFTQbAlw4lRrR1NTUBV79Bql+qb6dvL18uUuut9n76D0xeFI63v03eqVMFM+en3uS+11nKZ7cV9BkneO8oCsgxY62frez9ddnKpuYFFeJHRv3ANhE55PyXO+m+Qej1pX2nY1Tlbp2Jx9TNagwUVm8OnAFhB3bWNa0kvtH6+3gTnPkI/B1Y1Kbhq25bdblfy+cMf/gBQ9Ghvbm74+uuvAXj37l0JJ6ug6/b2ls1mU4yq6hCtxkx6mCrW32635bvVasXd3R0xRu7v7zmdTgVs1qFNX758yT/90z8xDEMx2rq9veW3v/0tMUb+1//6XwDFv62C1Rqo1uBMwaqCzqfY8Zr5VR3ZWt9WdZtrBlj1jo0xJeRqfUhYOtAsAawlZnAJKNVpzmYuqRWoIeBSfsoefynA/BwYrNOXsIBzAL8EmucArgaI+vc1F25LedVM+ufSkuTqc2BU76/vW+rjegzma3YNgOcs+Zemp8GqVV90yX+oSDrRdG1LtLbyGZoYniYvENEbjBlLNslwBS626wtGKm1aep8ofMhMmRWhMYauafFNQiQhJif3m1WP9Y62TZGcrDK4ml8UYpBiPJMAq9HeJRlaZXFwDIzDgLcpJGjXNtiQTUSyLqBzFpxJ7FN2V5SYxiS+b60lGlO5WcoBCQodJQTvGYZzjvaVHfMbQ9829I2jayyNsxgiPoz40JZ6ashTYoDokw5u8Ij3aeOPIRll2WQF7CSWKFfG1k7Y8wAYsNmPLTaZ0qke5MTm6Y/BGJvRUjZhy1b+0y0mu+6aIk4ZQ4pmZU22xQqEmFjwGDPTmscaVUmofqdJNIFImECegq6Kx1tIl2oFn366tgBlaKovcAGss/xM9dIpNiT1RYW3S3nT+5n9x17AYDUzm9quQFa7+LL+dc4meQqQhe8luUmrepQC//OFspAw+QPOjbvoElP6JXdKXZ9PDgf5b5PySV/LpwO30BotVhnU+aJef/ffaUraTzWwmbsv0g1RQd/cwnoJbM5Bkd67tDlp3gretGznHJvNpgAkBX7zvK6Jd+ukXgHUx6pI0jet6ztndOcBDhTELRmP2bL/SQkeULup0kABtY6rMVOo0Wv1nm/UtepAbcClqglLhkt6v/br0jjM27LEbs/vm7N/9fjURlbzusxB2rytX8KgfSnAfAo06gFjiX2c12n++ak6zMdszvx+aarHvM5nqY5P9dlSPb9EbWGpLvPP197Ha3VdyuOpMv+afoPPgFXn8ulGPH4ccK1ju15xd3PDMRr2OY67M8nIar1OYpEwjshxRMaBEBPjKpLA4+XCl0WORKIYQvT4aAgxEDK4dDHSBGHTtDzbbXHW8acfPzCMJ1Z9w5tXLzgHz7+/+zN/OT7guoaQmdkwBvxpwA8jo/e0koGATawbMWBCYjatBOIQePfjnzlGwY9nbm924D3mOBBGDxJpW4s4SzyfGEZP0/S4tsFaWDWOrQOiZR+ASHaflSJYmShICOz3j9ifHB8+vE8LrQ/0rePZbo0c1mxXLZuuwUjgeNzTOyH6ERsD+IAfxmRcdD7AeCQeW8aHD8mF13jCkfK7u78hGsNmt6HrWxyWKJMlfszWR82qQxqL7RoCEESBfmLMFVxYm9x+SXRIyFMnZtdh2emAQWiso2s72ib1i7XQNoa+tzgnjOOR03nPMBwZhjPeOlRpxGJxLunEWpKerNGwqQqiBMSazNxrlCYFc5Kx0bR4Fuv7WuatgEvBYoXiJj1PshFU8ik7uej/lMUoBKchIfMM0Mt8z4AqFp3uqc76fapK1iG+rMXs/kopQKb7ohGS0ZNJhoxCMWDLOjCl+WqAlhY2k6ODJU1uLyk6WAGms2rotekIkzpAWdtP+0YwEsoBUkobqxbJJdtQRlOkuuf6JrW0Uf8SUw1g1Ghqu91yd3dX3Dwp0AJYr9dFlK3gUF1NLYHTeiNTZlaZxMuIeA2bzYZnz57hnCv+VlerFW/fvuV0OvHv//7v/PjjjyVKlTGmiNBrn6G1OoEmZfiGYeD9+/ccDgfGceT29hag5AWJsdT66jUFgn3fFyOw/X5fvqt9vYoI+/0eay0fPnxIQWPi5FtWRIpRmTHJmEx9pypw0D7SOVr3sZbZ931halWNoVZFUKBYt0nB8RxIah/oONfuwK7NGzUo0/mj/aN+bc/nc3HlVRtzLenwzgGP1kd/zwHtfGzrz/X4XwM683Yp81qL46+BrDmTWddL+6JWN6iTsrxzVnmpn5eY5vqZuerAtTXtWl312c/pyc7zuVZPbfNcdQZYfCeXDq9fsl5/6br9dLjVi5N2QNAwbw3DKOATtajsYZMnvAX8OYU9Lc/P6J60yU2sTOGUZHJXgyQm0YrQWEvftnSNT5tqDDhn2ax7nG9o2wbXuOIeSSCHN836HBWzOgGT9LeWISFFsjr5kBz3t9o9AzGGxMBmv6QSk8W82KZs6s4anKQfg2K8ycJbB0at5Wtm1RpDV1x0WRqX+LsQPDGEzDwKxJhZ1ZDYVomJYfVj0l8UwRponKHt2sR4Z4MsZQST5X3mKU221Ne+M+lHcv/Xgl1l+/S3zjHRuolk3VZzyaqSynCNxTpDlJC8DcSkthFRfWY7GaQZiCa5rYIJhKb5VNWoehfyMvEpYLogB+sHJiC5BAzLt5fE4if51/BKgVzqxsv61fnILFMFnqr/abJ3honJvHxO3xljitJCua6ZFv3RfNjIgzqB1dwxBtKBo6pnFNXVvXxvjZmuTXW4DlRLvav6f3qKT3dcbibCF+b4JFPyS0tzFlTBYw1ENCng67qugCdNc6Bap5pZW7pXN3/VwVRH/UvMam2pX4NlLecp4y+dL+fzmdPpBFAczddzaZ7/HMwt+Wads5De+wLWNA/Vm9V21HqlT+kP6rW5Huic5a7B8rzP50xonebv1zxU7tL9dX7a7rpvaj1kBfyfA6JL7+VT/aFjVV/Tfv6S/lxKtcTgWlpihz/HbNb51/WeP1+XsfS5vn/elvlauZTnvK8/BxLndX8KsD7FoM6lF19CFiyB05+zXn82KECZvCbFZh/PJ06HPacRzkPaBJ1psMEwnnxm/Ub86Ccg5myyTq9Fw0yY0RiTo7aaIq5WQked+99uNrxtGtaPe/7ww0/sTyd2mxX3NzuOfqTvE4vnnKFpHW3T0ncd625FGwUfhbNERoGQ2TaJKbJW6xzrvscPI/FwwA85ypSzSNBtOGKMJE8ANrNyxCR2tYmx9TEySsAbiLZBrGFEOMfAIIHBRLyNiIOmsVgLwXv8MODHM6M/4f2ZQCAYoWssbZt0lkwU8IHOWW63G3yM3DiLnAfafs16s0aM4VVv2flb3KbHRRiCT9GlTAKxwQmhhcF4jnFIkaTGkYiw63t+9fIFr7db1l2PzZGnxihISKFmsTEZPmXXYYqjIpmpNUIg4CWJ923jaLqW589ecvPN3/LyZstufUPfrDFiErPsIsE1RGMhGKxPLtGIBkhBCKzCoQqwGmwGOrFcjzGDRvW/CyRfvLMXx1zCq/KS1/dUZ5v0/eQJ4PLOCU6qqgZictQvfZGzQ6tPdItM8UCQW5JYyuyDVu/BXCDuilnNhxeuLxgm31aeEv2c9IbT4SC7ohMhxFxXBblVTxmRCeTnw4yRyShuMSkgXqif5oEheYaYHT5qsKzrxYXXDqkOMk+C219GqjdcBSnqduh0OhX9VAUhtQGNujvSTawWIS+JiOcAR6+pdf3t7S1v375lvV7z+9//nv1+z2634/7+vrCPNWBu25bValVYRWVYa6f7OofatmWz2RTGUfUqlYmtU+2NoM5H21xH2BKZIkIpi6ggXkXzGhBg7og/hFBcV9UsZtd13N3dXfRv13Ws12tEhFevXrHb7Uo/alvUSKuu5/F4vACwNzc3fPPNN7x+/Zr1el2+W4pMNfd3q+BT2UEtVxnVFy9esNvtSpCHvu8BSn9oe7Sec4A/Z1fnQHa+HtTP1v5+6++WnnsK8CjzXOe1lGoApvWu9WLnIHB+IFgqY653W6clXdyn6lbXsWaN6zI+B4jrtuhYfEnZddv1/qdUDuZ5LvXZl7K/dXqaWdWJYjJkNDAMJ44Hm8DqWZIY2bbYYBnOAX9WsDomoyeJyfocBauJ4bNkdsck/saWhVFdNuVAAZJE6bfbHe5Zy2rzwO1/fMv7x8cEVu9uaIchgdUMAtumoWsbVt2KTbemGT1jFExMxlxZQp/Z3gRWN73lLEncPg4nyGA1OksguXAygFO5NlkPlki0SZzsJTAS8MYi1iDO4IkJqEpkNJHRCjhoWgWrI+N4ZhxPjOMxg9VItGCco+sSA2GjwBjo1j23uwRM3WaNjRHJXgQwhrW7QazlLJGHOBKHkRgT+LXWEFoITQKrh3jCBkvjz4gRdqueb1694vlqxartSZ4ODD6CxCQaFpv81aa5ZpCsupr6IRnVeQJePJGIc5a2a7l58TKpJvQt2/UtXdODGMbhjHeB0ArRuhw+y4BxJB+25sJ92MTiTpAxueFKBw/1Daw6suWmaj4rZakcZWHyn0iXjG69KBWaPv0lEzOcxPC6sYQCqi5hsikGXuh1fba65xIcX2cqP63f5aYxf6YcHOuNJkqpo2b9KcNeLXxMgHcxiRT3YhflZtq9Lmde70/yeQKU/3eaUg3a1HhIwSpMrEotxq8Bm4KFubP+OVCtv6uvK1h1zrFer7m9veX9+/cFrM7dOalbqNVqxWazKaJnY8yFmoG2SdUMFHwrgFLxeK2SMGco658aeOr3KvJWoFqDVQV2dfSqWkRvjLlwcQUJrN7e3pb6zDdvBa3n85mPHz9eiNjHcSx6thqxS/tMJIV3/fWvf83z589Zr9eFRdS+uwZadA5of9bjr0z8drstIWIVrOrhR+eV5qmHlLnhk36ev7NzI7y6fnNRej12dZ6fS9fa/iUAS/vk2tr6ufKfAoL1YWKpfnUZ19Zs/V2D+KVy5nnPweq1NfsaKz4vb0k/uE4/d8yeSp9hVustVJknZWEMbWOyVXdetEyquK1fxkxFlQ28ztrkD4YJOOR/RaSE2UwTOyDBYqLQty2bvqNtXGZHs24lyWClUd961mIyKxwkMZ9iDNY5MIbgAx6Da1vWXcvZGLbbLaN1+LNn70fE+8TwGtWNzMDJUCJT2ZjKNcpUlfHJRmdNS9u4DGAS2JKYtDT7pmXd9nSuSX5XbQYPkr2N5q5XH6BYg22b5Mx+GAjjgGkNrk26oz4GfPApQqpNxk41RrN57FJTkqKpQqHWNazbjlXb0pgUJsCKxYpFJPlVFdGQXUzMqgFh0nEN4nO0q1DGUkSyD97cTzns7qXIXNlTVQlJpkZW+yz3iWTwWuaZyZbumUJMxKH6EbQUS7gy9ySxwKVukctX7JIjlE8+qYj9U45V2wNPn+RzNbic+RSfqQXQSvn0mXTJ1hYdWGaK+5+I16d2lGcuSdxPGUttl0x1ntjnT9NiC/KY6/teyqoWxmvisrJKyOf7+Jea5huVggl1/D9nTueMyZOHhoVyFEzUgLDe7Pu+Lxbuen891vOgADC5yKpZLwVVTdOwXq85n89pza5Ao+Y7DzAwB9dLrLHWRRnS+YZurWW1WrFer4te6xysz1lcfa5m63Q8gAuWdonFrn/mh72+71mv1yUcqx4UrjFummddP61X3X/1eM7Bjb6Hc+OvuSpHDVKXgFbdT/Uc0gPBku5rXdbPmZ/1PfV8+mtSPeeX0lNgdl6PpWfmzy8xyUts5VId5+V+Kaj9XN3nz8+/u8ZE/1f6/ukIVipCMIEUnkhonaVvG5quY21WKSpVK4gF0434zuBJkYjGPKGcTeAwTb5pr5sakcNsCkSxBEkMqI+Rcxhp/chxHDhE8OeBF9stzWvD3WrFeNxzPp8Iw4BEj7OWzWpN1/V0qxWu75HDnmM2shJjaVdrAPb7I4013Lx5w6vXX3HnPf7ujg/ngf/3//k3vv3df2BC5BZL37U0ziUxL0JnHb1racTSngOtNfStpW9axuAwMYH2u/WGN3d3vNhs6YxL+qxjQM4DnRje3j5j3W55fXPHbtVz7FpaSVGzrE8MIU1gjIFz9ITG4m42SAh8+MsPHN69Z3t3x7PdBoAf//IT7x4eWG+2PHv+CtqOxqb4Y87CumlZNS0twDhiW09LWsDu+jWvb++5azvWrqMVRxcb1rEjxoajjCTY4cDmqeNSeLPoPYM/QTScQ8vJwzns8XEkxBTHe3x4pA8buDc4Sf5eXWMh6+oaY4mGwkKG6Mv8sBoENEaIkqOeZT1bSeFex9EzhMQOYAUNw2vy/ANlLoWYXZkpU2vI3grM5UKqaLyASb2Uf9e36UEuqbrUcxxSsAQyEFTmUjW1NeoVGfmZCwgZIwlw60IP6RBWilZakrqWWvpFu8vhsQBqzUTmjalp1SlVfSNVfS5L4+K6VOWYbNBl8kKQ1CY+XUS1/RctyUZaRvvpoloTU/tpTX45ac7YKAu3Wq2Ka6QaWCi7qqyYboxLTGqdalBSR01SVrJt28IEeu95+fIlTdNwd3dXxNnKZqoeq7pqUjB1PB6LEZK6Utrv94W1ffXqFXd3d4zjyIcPH/i3f/s3vv32W4wx3N7eFsAJFMZztVpdMLnqV9R7X9p7f3/PmzdvePHixUV9VHyvqg2vX79mt9txOp0uPBtoX2lUqBACTdMwjiMfP37kcDiw3W6LcdaPP/7Iu3fvirHbZrMpQFmZaR0/raP2h/ZD/ZweDGKMPD4+cj6fL8ZSga+qFsCk67vf7wujHEIo7riACzA8ByM6d2rVhbmesOrA1izsnNGvvRDUB6clAFyXP2dkv5T9rN+T+pk5Y7jEcH4iJVq4d/4uzu9Z+vva5y9ty5ew1dfSHEwuHcKu1XMJEM91xJfqXB+Wn0pPR7ASZWGyHh5JlOyMwbqGpu2S+Nsm/UTnIs5a4oxmL40ls2hTAelX/lcAKfHZhSBCiJLYQh/xPhK9Z912xDX0rkmBAHzSMUVSGNKmKIbnwAPG4EPS7RNjcK6BmKzqozE01rHbbjExcm8tdhjo2pZxGDAhYtoeZ12xOierLTTW4gRsSKFAXWtonMFFnRjQtw3bvmfVdjiTjWZEkBBwAptuhY8N6y4xxY21k4pEQu/ZSEzwCNEabNdiRhj8yPF0oNusMSbt36fhzMP+MQVdwBSGVBnhJtfbiCRZviSG15GiYK3bvjCrTlIY1kYsQUy26FZ4lSdnBoQYT2AEMQQZ8HEgRp/YUYnJUGwc8T5k5jAxq8aZovphrUWMoM44y8KEIEZ1QfOcovL1loHVhegkSgoHJon1rdGZZPUNdH5L5kkVQJV37VMXVdMMqP409aJZvZRm9mwhZk0uszoxXyA+LXV6SKrr+vzELFfl1Nl8cuXyoPhpaxTJ6sdLinVuiFYWdzMzaquuXQLW3L/1OWBO415J0wI48bCf6MiWfv9lAtVrSUGUMpcKKlTkW4MPTU+JCOdpzq4pAKn1OdfrNTHGYiU/Z8bq6Fe1DiVQQAxQ9Febpil6nupxoOs6zudzaW/N0ipIm0fVqqNX6X3qIUADANRAxjnHdrvFe1/Y1dpAq96wa4Cl353PZw6HQwHRQAkZC/D8+fMLP6h62Kiv1e3puq7UVce3bp/WQT/XjG7dx7VKQ8226lypy3yKHdUy5qByPq80n/ncqfOry6lVN7R/l+bpX8vaXQNz2pan2qT1eYq9rPOpn/mvpCXA/nMA+lN1WAKscAksP1feUn/N+7k+QH0OsD4JVrusa4qNYBxO4PTxgB0iAwdOfCAijHiCRMYBhqMgwUPwKWIShiYmdsoamwCksVl0brCSWDYbJYPJCTwAGEkhTDeuoXeOsRWsaTh6j92uaHpDh+XV/Y7D8Iyds7z70/dY1/Lww4+c3r3HHA7YxuJsg4+B4+kE0cNwxBi4GQeGEAhA33ZsjKVruwRqc6jRENNG2zaG6CyNa3DOYERfuOwRwZgUdACPIXKzXvH67p5XNzuer7bc9ytWrsealhjPHE4HHg9nDscj5+OAP/vk/QADIeLPAW8d3keCTyAvbS6RvukYXc+qSQBTrOFms+E8etb9Bhsg+ojxHhuGBL3OydPBeBg4PBzh7HnvPdI4Tj/+iB2GzAxGaIRx3PPw4Qe8s7z/SdgDrWtZtWusMbQux7aXQIwejMGdPWwOrB4/8qtVx7PbHZzukDiybVtiHDic9/QE+qYluIbRahgIitcG5wzGWFrr6G2fMFSOZCbW4kcPRsOuphmz2SSGOXmioKiRiAjGqq9ZW0Ks1j5wJQPX9KLpi5PBONOBS+dmFEFCLLhOwZNCN0NFwtbIVkuTKSRtrTqTLk256QkviiSjRcC6pN4CogrE1MZIFymXbbNLLbLKhFCdfM1Ua5sjyUWRHFJ4qn9yM5f7KOphIrkcK52TTp0zND8dfrV9pS9kOn0n1tkUBpZqTOa8reT7MRS95vLNLxSwqphdk7WW0+mEtbYYWsUYi29S732xpFfQWEdMqh3S18xhDfDgcmPSzUejMGlQgtrpftd1vHr1ir/5m7/h5uaGn376CWstHz9+vKiPMoDH4/GiTTc3N8WFkorC+74vzF1tta5tqQ2favF8HdHJGMPNzQ1fffUVr1694vnz59zf3xf92hgj+/2eh4eH4uBf9UM17xqoK2OrBwL1O7terwvLfXNzw/l8Ljqndd1qADSOI4fDAYD3798jIhdBDvTeemzfvXvHfr8vbGsNVutntI+dc7x9+5a7u7siWd1ut4QQilGczrHT6XQx7jUoVxZbwa6K9VXPtQYxumbXa8CcaVUViLqtczA077drjOeSCkHtCWOe5geQuh51vnWf6o8eFrRedT7zfpiXVz9TX1PQXgO/OpzwHPTN2WD9/DlPAPXfWk7dh3PR/twIbqlvrrX52iGgTk+C1ZVLpz8xEUzEBTi+f2S0Rx584MPo8SKc/YCPAWc7GrfCGdiYgd6mAJ1NSBtTQ47RLAaXfXI6HA6LlZCiJekmnjdoGwUbhXXb0ncbojHstjsGhEMTeeginXP86sUtnYusreXP//GfhAjvvvszh/cfaePIukmO6scYeDzskejx50eshfvzkbP3ROtYdT20Hau88CX/r4YxAFjaxiIueRtooktgxXsi4HC0xtCYxNo5E3i23WJfvOTNbsurzR23fQdNC7TECA+HR94/7nl8fOS0PzGeBmyE1hhMiPhhYDSWcRDG0dBGS+saDLBqemK7ZtP2rLsWYx33uxvEOBrTYkaDDIIZRqw/Y4MkN1ejY3g4s3+/ZzCBdz98y4hncxC2p5h0Wm1EGuE8PjD+5Bmi8OPjmcdz4Ga1pt/cYKylQ2gRWpdYZXGW5mGPrNZsDwd+u1nhHQQZiK1J/T6e2J8H7sWz7lq8aziLJQqJPY4RYw1ta3DOsnIdm3aVxMXjGQmes/c8jmeiSDJIE6Hvem53u7QohhQty/uQjTAi1iXfwemFTi9I0ziavJGMfiSGrCurhgKWzAYm40DIQRMMhBDx46USvogQJW2SRafZakzweqGNBaRZY3HGFvCopHBZ9Kwrm2Ax1LLNxNJLMnoTSSoS81TYjAz+U56m6EFLnAAoxoBLgFUkeQaAZFM4bRC5rTEBfCMpGIFRPQQpyDbnmf8x9YKU1oQ0FgpiJxbZRcAkCcAik5GxrsgEZifAqsEWfnlptVqVz8oE7vf7IoL+8OFDccPkvb9wT6QMnVrm6/NzS3+9fwmswjTfVcQeQijg8nA48PHjR/q+55tvvikRk/785z8TQijgSq39VXz++PhYgI+1lru7uxI+VdusIn5lBRWs9n2PiBSwWjN5qsdbg6Jnz55hjOHt27e8fv26+G6F9H4+PDzw/v37tGafTkWNQtnS2vhqHMdyALDWFoC62WwKSLu/vy99XTNwc8CgxnHDMPDu3TvGcWS73ZaoWvV96qf2hx9+4OHhoRi7aQCEuc9VBbhN0/C3f/u3RQ2g9pDw+PjI3d1dUTGoAyTMdXF1XPVgpMC9jpam4H232xWDOlUNUBdhOp/mc7ppmgsVAn1Ok47lkkHQ3HCqPthoeTqH58CzBtFL1v71e6JjWQfn0LrUjPI1JnbOQtcAfS5erw9E8/rM96eaKb7GKNfPzsuZH1DqpIeKL2Fc63H5Epb5SbAai9FSZY2dnZo31rLue6IIbdsQJCLREqPJGn4xOwDX8EbKE9UGRGBJLpWMdpipBgooRkDW0HRNCs06jilsp0tgphVL37dsVj1G4Hg44IMwns9E7xFiYnUz+6WtsdalTRhb+Qe1OARnkk6lyRuseg7QfkiRpEJi+YJPTQwksJDowaxfGbO1+vS89oJNsa9wxmaCLIGGBCbSt5YG2zSISeoMQhJTWyxt17Nab2i7HmcSY913PZsgGHGY4HA2slmveHZ7y8p03Da3dK6n3W7pNmsaAkOMjOLYBGETIn3bgoSsXtGU3WvM6wAAIABJREFUMSo/CIaYABURK+rNwSBRMMGD99gY6RtHE1ti1xH6jjAaTsMJHzwhpkhhYpIBlBSR8KRLqoxn+ptybRKPT+MjyDR/UP3RhL9EFB5NrKIxqe8VrMYQIIdoLa9OeYlyHczEfqZy4wXhd8ESpreHmlGcJ60nTGSg0ddF1IwrkhRcJsaWrJojOicNSOX66RIUpn+Lv99MWOo17Kd+CC8XHDW90oWlyjrXVZnS6xhR9P/p7+rztGgxjY+oVu8lY1x8wsrE1l48vEgv/zJSLaKbM3NqlBRjpG3bsokq63VtE5xvwHMjnvm9Wp7eV1veK1BSIyZ1t6Q6rLWj/CWwseSBoBbvN01zAWC0bnUdv4TFqdNcDFq3vfYCoPXS75f6U/2oqnEWcMF6aj9vt1ueP3/OarXi9va26POquoTqlSroVcA+94Iw76ulsZq3VRnq2q+qHm6WQNbiYVI+ZQ/nf9fAad7PnxuLuRrBEhM4B2bzes3v11SrMjxVj2vpWt/M+22ex1OgdX7NfmbNnrf7Whs+145r1669Q9dA7Hx8fk49NT0JVh+Hx8zgCasGHBZHxGF48/wFL75+g20aXN9iG8f3f/6J3/3+TwzDmeH4gcP4yMlviWbEGIcl0ohgItgQMBiaJoUobRuD6xqcg7Zr6ZomgwhPCGdY3eBebhnOZ3743R959/4j26+ecffiK3o6Xj2/p+1a/vLTA3/4w+85nz3HQZAxGc70rqPH0rgVputp6Oj7jtZadv2W3nQEYxlt8uu5aTtuVisGzvjzkZOPhHHAhQjiccMedxoI5xE5nJOrKrMCaZEBwknwQ2D/+MCHDx+4M5HD6YbewLpt6DvLxrQ8X+9AkseAc4jJxVbb0axW9I1l1TjWqx5ZbxmaDicN9mRxruHFV9/Aqze01rJy6RT41bMbXr50nM8jDx9PDOPIP//9/+TN6xe0tmPX3dG4DvP8Dp7dEoicZCBIwPy4hz/vcQTkfOKj37PrvuJ+/RJvHUO/ogvC2jX0rqPB0MSAjTEDWUEsWIngR1oDd5sN0ndJp9hZDoc9h8f3DOPI6XjicDwSm5bRpf4PRIJJ1vkhBiQYbISTT4Y4No5J5UAEaxNAC16QGIghMHpPsOlAleCdyQ6wkr6uRrVW/eNV27BerQgSMSJ4YwgexhgSIM3+ScXEAmJDBschRrwGbDB6DCtIE1NONknFwZBCB5sMehvrJtYxYy6bAwNQortdkqUul2MFjMSk+avX2smye4rnnQIuOGvp2hZjLcEHxpDEk33XleAf5HYN42SFXdgNEkislzZj0mHPmhR1TJlSdMHSQxrMWNYMrPPlqOrD5bv0TWRa0NKjtTgusyjlMHyZfqnM6uPjI0Axyqn1Hd++fVt0IhV4fvfdd/zud78r4uz9fs/t7W1hXVVMDpe6r8pS1r9rRlaBojKjP/zwAz/99BO73Y67uzv6vufVq1e0bctf/vIXfv/73xd9TgW6Gsq0NspR3Ux1pRRCKEZCm82G3W5XGE01bqrVGGp9zfmmqkzd4XDg/fv3JepXbXGvIBIoKg61GoAyipvNBhEpKhDK1OmzyjobY/j666959eoVp9OJh4cHhmHgn//5n3nz5g1t27Lb7S4MxVQkX/tNVVbtw4cP3Nzc8OzZM8ZxZBiGYlin0ahqZlyZZs2nBtHaN4fDgT/96U/FME7HqGZfdZ2o9Yz1Wu0nV9ugc0Tdcy0ZbS19FpHSnjlQrZnVOSitAXPtX3YJKM3F4/U8mft/reslMun3zsPt6v0KhGvQ/emaPQFSZeRrlRI1rltq1xKzWietf32ImR8ePgdwr32/BNLretbBPn7OYVHTk2B19Gcwhs7aHPwybbTGCLebDd+8fp3YvZs1rmtxpuH773+C6DkTGcNIiCNCDkeW+SGD5M1WcAg2O6y31mKbxHg663DGgAQkekwDdtsCnv3pwPuP72mebejahsYatps1XiLv3n3k48cPnM4jQk/Smk2i3sY4rG3ANlgDK9vSOkvnOppsZtQYSyD5Xu2bFnGeQXIkqRiTbi2CCUm0HscBOZ8S+hkMtCAeZEwW8uP5zPl84nzu0oQLAaLQiKEzlnXTsWkjjXWEmHzA4hy2aWn6ln6VTtTStATbIFiMNzjj6HdrXOuwY8CdBgyGfr3DrlYcDifO58RIf/XqJc/utjjbse7vsK4l3m6JNxsEwZvs3Nm8ZxzeE/yJ4+GR0/nIznvWbdIr3WSXWR02qXRIMi4zMTPkqWcSgIgRR9ITM87BegXRZ7Y2vdSjzw7JBQKOaDVkaOrjGAPGWALZFZeAE4+RmI3m1VgnA60Yi9haLyvfZ00WyZfZnQBlk0FciIHRWSQaxE7A04gQxYDNTDlkoDq5VZtyUxdmKiUwU1HkCqGsIUmHtl50Mn+pjGHRCb1YwGqpQyrPkfJpMriIxiAhUGpmMqC0+n1WF7D5mWpzSuGR4wQGteYyEalal/Jjky56aYdIRtghM6BKGWvjDfVlYYqYpXnHxcWsYqwvWNUKFP/C0zAMhR2b6+7d3t7ym9/8pliMK9D87rvvMMZcuFCCifWo9eZqZrPWYZ0zjjUTKiI8Pj7y/v37C51Y1YV89+4dHz58KDqQWpaCYM1TxcvKMta6qMoWK8OoILIGM0tGUDBtngqoVLdXAXyt+6rqCafTqQQIqHUSa7dX9QatfaTgu+4/Hav9fl8s97/++mueP3+Oc64cOrQeNUutbLQC2NPpxG63u/D+oMEK9JAy9wpQ95GqCtRsZ21oVbPftdGTgjBl6WuwVqsTzMHLkv6l/q7HrQZg2s814LzGmi+xu/V4X0vzOVK/C7Wo+xpzWrO683einov1eMwlAXMpguanB466Taq/PU9LzHVdtpZbHyCWmNylNM97iSVdYraXDhKfY9Thc35Wk6ImY4Cjh8ZYbCtgG8bzwHgakQijidBaHg97zrpIxOzAm2zsEmNySRUFh6Ftks5dIDnij5J0PIfRcNp6whgJVjDRlkhKQQSs5XZ3i4zCtl8TzwFP5HQ8cTyeaFzLm9dfMwyeh0fP6RRoDCm8Z9aHtdYk4B0jFkl6nGHEOKHvVlhreH6/41dfv2Q4DZy2O+LoefnsFucE1xi+evGCZwLDaeC8P+JEuF9ZNq0lRse47Tj6iARhs17zvGsYgmd/PrK92dJ3Lbc3O377m1/z6D0vX73ArltWccvbv/01t8+f0bUNXdfQNg23NzvWXUd3s8Ns12AtZysggcYK3arBCJz8GdmPDALmboOLwuqj0O4F163pb+8xruWncOb9h59o2oab3Ya+b7FdB12HIUCE6JMhk1mtcF3yvxqtSyFQgyGIcA4BGwMjwjFxgjjX42yLE6HzHhMD8bgnRo/PKh3OJk+rxAScQggEIQVYsIlmM4r8FJiIEGLAxEAwKcBVEhEncByykYCKuy3ksLihgFmsgrD08oRxZDidEks6jISQfQ1GZTXzixZIIWGhRJwSIel2ViCKDKCEasE12S2WNTTG0pQXHCAtFtH7/Kgp1bsQ00jKwyW9laS7Ggsazyo1ybNFILG2USLGTqLAvgp7ORpV68hqKKVopYPJdbzcRHRxqUGFyGTcVL6rfheQmZlpZZP12Um0mNooIgUUU6kALIn6LvP/lJn5pSY1nKrZ0RpoqEHJw8NDYeDqDaTWRVQ9UTWsiTEWnULnXAF3tUi8ZruMMdzd3SGSnNgryFLXVk3T8PbtW87nM4+PjxyPxwudRPh04wYuGFjnHC9evOCbb765qI+6zLLW8tVXX3F/f19YV+ccz549Y7fbAZOrKZGkU/rixQuGYeDx8ZHtdlsiUf3d3/0dr1+/5tWrVwVM/upXv7oQ12sgANUB1jpryFYFtcaYYvSmDK3mqYZfet9+v+f9+/c0TcPNzU0BucDFu6T9BVPAAR0TLadWldB+nAMNBXbjOC6qftR+cHU86nevZluvsZ5q2DXXS62DNMwDDeg41W2pA0bU/TFn8LR/lwBtfY/+rsFd/d1cz3UJZOvfc5WRpfoARWWmVt+oQxVruqbWsVSXuk+XxknnxBxMLjGf9YFgrt4yf75+Zs62zsHsl6anweopiVeGzG011mH7QGxahv2J4fHM2HmO50dGK/zlw3sOhwPDcM6LVrKkDhKJgI8RHyPGNTRdjzWG8/nAMJ5wozCcA62Fx83AsIv0SNK7lBbE4iMY1/D6+SvuV7f4zuIPQwKBH/c8HB7omzX/429+i/fCf/zhz/z4l4/YMOL9ARNHkGRA5ERwISTg5QeiP2NbYb3asu4afvXVM4b/4zf4weMPI+IjL17u6JpI21tevXxLt7nhfBrY7w8QAptxTxcGtnbFXXvHGOH+9pZ3Dw9w3HP66Xv8/sjLl89Zr3pe77b0v/oV3jm6taVZGbbrnr9f/xPRx2TV4pJv2tamULWua3B9RxThMBwYw8DKNWzXHSYKjx8eOe9P2NstzdevaZzLKhxgtzuaN6+Jbcvvf//v/O7Pf+Rms+H27jfJTct6wK0HzmTwN4yITX5dWa/Z3dzT9StGHzmPgRglGabFyBlhnxxC0duOxjR0MWCGAetHxo8/MYaRs3isM7Rt0iFOur1pUxoIhNYQTWLxdbInqXhMjKofIXiiNQSbebUYQCJ+HDifxwSYzcSmtvb/Y+9dnyy5kbO/XwJ1Oadv0z0znCGXSy53pX1XYcn6YCkcUoRDlv95Sw6FQ1asQ1fvnbO8DGemb+dSVQDSH4Csgy6eHq78fhMNRrN7zqkCUKgq4MGTT2a6GUzliL6HmL8ToDGQVBmmiRiz1jqm4rSUBNWsGrXpIkdozcyplHBkUfMRqmWLpkVqUNII+6YARt/Q+aa88DmJQgqJOGWwmicRmZlQY0WNVfVl4hvHRIgJFYf4DBa9CK33WYfqE6oOb2Zg7+nXK5z3pBQYhty/pjh34TJDGmKcIxMsJ0GbXGq2AjLgXQJWZnYVtDLVp7m6PHbG5uYJtARRk3xODVmBouXNz4MsJrlju/nvczFW0JhJ1ew5boyjxT998+bNHFvTmCpgNjkakK0ZwRpwmZn5/v5+dqQxVrQGxS9evODy8nJm58ZxZLPZzM5WP/vZzwgh8Jvf/IbXr1/j3CFTlOq3NZjAbOI3R6WPP/541lYaMHj+/PnM5r548YK+79nv92w2G4A5vqvJE6Zp4vLykrdv3wLZ4z2EwAcffDA7fP3lX/4lIYTZZH56esrPfvazb4GlOhSXAaS8Po4PHOE2m80cscHY29VqNZ9nzPFvf/tbfvnLX3J+fj4DYWNLzfmqBp/OOc7Ozui6bh5zew6WwMHGtNZCmpxiGIZ5w1OzhLb5OQae7JgaUNbvpN0fcwRbzjVLKYL1zY4xMFtLDGqZwfJc+7wGj/U5dRt2bC2VqB33ag32st7azP5Ye0trxTLDmj03tqGxmLQWEaM+p2ZG677U5dicfYwBrYHmMVO99bsGq/U1P2beX7ZVt7n8+33z9nvB6kkJno8GhInG+Rxs3zd4l3cBEiFIYHIJTYm28aAN+BWiyrpbFW1eDgfV9z29b1mv1nhxOMnB6h1K7xKtg67tcL7JJnvJwdRTSsQQSdFinPqS4jQvjM65HPtVPK1vs+OPyJyK02gdc4DRwshIMVtrivMPSWgbz+nJmthGkgtoSJyULCHeFzOYc/jG03YdxEBDi5eE+iYHuVdhvVoxxkhIE1trRwTfNsQma33FewLlQUZo1iuaJAxhYj9lzVOzXuHblpgS4ziRNDHESFClEcB7VJQpRvbjQBtXNG2DNNl0n6Ypg3OXPfZHjWzHPU3rCal4g4tkcOwsbFCm7LQAqJggRCUkCDgSykhmvEeBSbLrlReHFDmF5ceaXdOKI9usflSdvcpVQNUM6rU5xQi0A8sG1e6w+jGHJxWZf+aXwF6OYqGvTR/J+qFaH8YBglm/rHWql6s4FaowB97/rlJY4cM1ptJuzXLmmg9mrnJv9ODtbnIAbLLTbMWoGc65lDE8kJJKigmRlO/LA5bT2hDq+aM+90G1qcSyNVbUGM/6eDl89HACqyQQ2DFHdvelfrsT74OjWo3R96kYcIODM5CZzs10KiIPwEsd8xMOXvXADJxMh7l0IjKTtzFANaO1ZO4MsBmArR2j6mxRxxa2GogcY4zsOoy5NTZuGX/UgLQB7zr2rPVhvV7P2lfTZ9bXUINlCx1lkophGGbgaeCuNtMa+DXwAwem0JynlmyXMW4WTcEkAYf39HGHqTozlY1L7Tm/BJm1Sf4YS3Zs3OvN4fKcxxi9ujx2HUvQWT8fNdv6h7Jzyzbs30vm8rvqqJ9v+LbGtW6jBtj199Z2XVctT6jZ3+UY2n2s+14f8xjgW47T0pHs2L071u9jxz722TFm9Vi/Httg1OW9YPV//su/yBWkiZQmHNBpDjLf9mtSisQxsA8jg0RWXctnP/gIAS7WsOpK3NKTU1KCP/pYOF9f0bc9VyfneOcZhz3TONB5OGsdnRderlqerlp654htyw6Im4H09TWqMO1GUog5+UCf9ahPnz9jna4YNoHtu5FhN7K5v+Pu/preKW2nSONIOjGNuwyQXQ7noykQxh2qI+PbnCWq8fDxxx9CVNw+g/J27ehOsybw9v6e6W6b9bVtm0Fg10InpOiZwkRUx8nJiu5kxQ2B1yGSxpHQ9bRXT9lME7++veUuTKQmkHxk1a/5+PkPWPdr/vVf/5V/+vnPOT8/53/93/6WTz75mK9+/Vt++S//RtLExfNLVmdr6FZcnpxBSNzuv+Sbb95y3necrFa4tuH1u2ve/tsvWH3wnKdPL3GnJ3x9d8Ort2/YjgMf3b4AFVyYcK1HW49v2uyIpY4wRqY48MXbr7kJIG2P69ckYDsMjCVOa+rzRBuBlux85KeRJgTc6GllTZQAqUVDIgUIUySokLwniUO9Ag5NME4TEmLOEqY+s4eUyAPeIY0voM7hXCJGLREoDulxG+9puzYzksWJSkTwTQkHFSNjzBN/1AyakBy6qdCamJfTvDstPxY9woBiQWmZ+SuCWS3gMYYcg3bSVMBkSZSQlBAmYtGIVjAecRmg+sYiUxTmA8WnZgaFMaaZnZxCIMXIWBiptm1pigNDSFlPlhm2zAqMU9mVl8k1qTIVplrVzSzrYWZJ8+bP5pUEhTKt5Q02UmUM7J/zHsUmSpugFCjWGPJ4W3KIQ5H5/GXcgWWb39fyV3/1V8BhUTNTYs3QGcgahoHVasWPf/xjROSB2dpA309/+lMuLi5YrVZz8H1jW7uu4/z8nK7rePnyJc+ePZuD/psDkC1gNQNmzNCzZ89Yr9czy7rf77m/v+fu7m4GwbXziS3QtpAb81qHXfrhD38IHJgtA9Kq2fmoNmlbPbagmvbTMkFdX1/z+vXruf22bdlsNvz617/m9vZ2vp71es3HH3/MyckJ//zP/8w//dM/cX5+zt/+7d/y6aef8urVK37xi1+gmmOqGqt6dXUFwM3NDa9fv+bi4mLeEHz11Ve8e/eO1WrF06dP589evXrFZrPhBz/4wXydxnYZQDZGPITAF198MUsHLISXse61JrjWTtZRH7que6BprO/FEiTVY1hvTuDAytXM42Pa0bpftdbV+mjs/BIs12xj/Q7UpQaQSxBVs492nQbgaza1HgMrS0Z2mShC9duhq+zarC4bu77vH2SVsznbmFy7H0vwXmt461Jv3qz9xzY4SzBaf19vZI6xxMfG28ak/v1Ye99V3gtWf/Ljz0rHJlKcICkyRYjKGBL7KRGLI9Ukka7peHJ1Ruc9Ly7XnK/b4kyTTZYvnzr6/pxV2/P07AmN80zjQJwmOi9crVs6J6yZWDHhi95wUkXGgLvdZQ3szIQ14DzOO866M3rvuUsb7l/vmcaJYdiz329xnYM+x7nUFIhhRL1DmgbnAI2kMBJU2G4mghdOViecXz3JMU8HkAi0Ce0SY4y8ud5xvw/0qxWnTZODzTfFhIkQh0hC6Vc9q65ld7diTIkxBGLT4E9PCdsN3+y3vNltCT4QXOD8LHLZevy659XdLf/nv/0bz54/53/yDvfsKXe//g2/evUFqomP1y2XJz2nIkjXg4vsx4mb+w3NOELbIl3L3f2WL7/8ilMntPsdvvPc7Le829whTrjf71i1HV1SOu/QxiOuwUuOiRtDvsfXb3Z8sw20J6f0Fw4V4W6/Zz9NuLalicbK5msnRqYxoDHSB8FLh6NFkofk0CjZ7C6KlkgCMxOHZoBX3KLMOco7zSlWRbLjVibGC7eZ8GkmGrOOs5o4zHPcSRXAO2VQrQr1a5ZBkxQTdwGfSXkAhkTmtKcGXLPJ+wClDIxpiiQRYqQAvUMWoRRjCROXtdRICc00787zM54nl9KW93iUFGLWcqsyqUKp01gzm1Scz8BenJsnRdVDHNX6mtS7AtIPsPxQjAV+yKxmbC7zv8VuQGGjK0K8TFoHsDvD/wdz2WKs7bNcuXWW/788LH/0R38EHDdxGoNnrOo0TbMO0wDnxcXFzLyFEPjwww9nb3hz+DGw0Pc9V1dXdF03B7k3FtD0lzULWQMbM5/3fc/t7S13d3dzv+oEAMvFuF5grZ8maViv11xdXT1gNa1Nq/fu7m726l8yhdaGXe/Sycp0tN988w3ffPPNbAa/uLjg8vIS7z2vXr3iH/7hH3j+/Dl/8Rd/gXOOu7s7fvWrX6GqfPzxx1xeXj5of7fbcXNz8yCu593dHV988cUcCcB7z/X19SxPuL+/Z7VazfpYA6v12AzDMAPu9XrN+fk5wDxeTdPM4LgGVzbOtskxgGnPVa1VXTJxdRKE+nO7l/Xn9Xe1BKXuzzGwutTKWt1LOUINZpfH2d81kKrN9dZOzX7Wc3atP132cwnMrY56k1UD/bCYs60PNbBfxr2tgaT9PqY7rsfhMfZ4yQzX9/p93y1LzXjXdT/GqB87/33lvWC1sbSX0ZxUwAJXauOhz3rUGKFLgQZHR6JJyrTdsp0EFZdjhCK0fcNZk5MABJ2IITCFPBlMUSFtaR2cdJ6TLkcG8G12xFo3DaeNz+lUncOpEgWGMRCcsFXH6JWbYeLdOLEfAyRhTcNKhSY5fHJ419K0PYgyREU1cu4b2vUJ0jhkJYh3uPNzmosnjLuBz1//ns3NhrOrEy4+OGNynmvfcOehF8eQEi0OWbW4tmN0if2YncZ6rzQuSx3WvqH1LX0CNwbYj+zv7ths72HtYd0QoxJ2A4GsCx42e4b1jvFuy3S7ZXh3x+abd6gmdk+f0DcNuwBb10NIDHcbpu2O4XbD9pu3NG1LnAJNt0LEMWw2OBJpP+BV0CmyubmjnRJnqaWhzcZ7EcR5dIrEuw2Ko9vuWO8nWqesOp9DGQ0DqzDhaWnH/HC3Kado7VLkNGT5QRNHGo1EEo1AdEWXmtKcgcmJEGe27QBzoipBU4mTW0zGTkqcUeZsVPnwyhQtWSe9HyeckxmsighNmZCnkBNbqJ3AbG3Oz37phcVxNQhlrKaBTC1/m+ChvH0zmDbddkpK8g7VwwKekwwUuUQ5OWkG0SJZu+mim+UL+dyJlCIpJlIMM5ucJ6t0cAYjpyt2KDpmED5VrMQ8SdjELWRWNQniQEvmtsqe/y2IeOBUD0U1HT4roLVmRvPfBj61AsZlYSsyADnclhwLWTjcnLoPR6QK38eyZG8eO8YWRwveb4zpZrN5sLhZmCgzPVuoqNpL3jzkTXtoDJfFAK3DJZljVYxx1sre3Nzw7t27GaRamCgDSnY+MAeVv7i4eCAdsHbbtmUYBn73u9+x3W45Ozvj4uKCaZq4vr6eWVszu9u5Zr43sGpg4+TkhGma5s9Uld1uN2te4WBqN7Btml7TY5pG1s5drVZzCCg4RC4whtkYcAMrphk1wAMZrFpYq1pSUGsKgXkjYcAWMrgxprjWxi4lHiaXiDHOcXlr8HKMnavBVs1ULoHjYwDSzrXNTg0C6wxhy/Pr8j6zto3NEoQu2dX63TGQacDS6lqa++37mumuSw046zBOSxmCgb76nhqgPTZ29bgdY0u/S+Lwvu9rQH4MTD52T+vzl+c+Bly/C9C+P91qKt5uMcCYzZixa1DnaLqc5SlpYr3tsoNImGAc0JgY3u3ZxgnXdbjTE6RpWF1ccHpywrQb2by9I0yB/ZCdYkQD7+IWIXLx9JLzkyeo94RVi3rPhTZcakuP8ExgDYxp5G63ZRLhelC2ruHd3cCrzZ5pNyDBccWKVpUuKq1zdE1Ptz5F4sRmt2EPPGt7VldPmRqHX0FshOaDD1i9+IC7r9/wd//7P/DbX/6WH/30R/zJi/9GahxftB13ydN5xzok+gZkdYo77dlu99wNIesBm0TTJLpWuOxXpCScRKHdjqTbe25ef8Xb+xv6Z5d03RXTGBmu79lvIts3N9y9u6WXlu1X1+yev+Pud695+4vPUU2c9z1umOhO73l3O0JKbL56w3B9y7bruf5/fkPTdYTdSHd2jviG+zdv0LuG6X5LlwTdT7z5/Vfs2paX55esL65QieA84lp0NxK+ekNCONlt0SnQhi0r8sKUQgZNTWjpdJcnlZBjo3pV+pSTBjBuIY6QAqscpwyvCtME4kpSgbypsTj7OWWqOToZ2ad4XyY4e3mTHqzTxSEK0ZJlKrIfRzJzV4CQq0XtB3CT04xmUFRexdnzP2fKKp9V2lVLw5uKaV8EvFSAbg5xlSMSiM/xZqFkbtIMvOfwUeXMoIlpGku/ChyUDOaUDAbRlMFvyOPgpTLbu0M9MZTJZDykFDyA7QPrYYyuqoHog2OaHa/WSymLVV3hDPpLP20SmyXQFay1zAdS4s6iBegXbaIm3Kx4tv/rTK6muR9HoPL3mHCtAQk8XPiappmzCllIIyuqOnvn14Cz1m/e398/CJHknOPt27eI5BSl5vFvYOLi4oKrqyv6vp9N/tM0zREIrq+v2Ww2vHv3jlevXs3xUp8+fToDKTPjm0ca0qy3AAAgAElEQVS9yQWeP38+SwjMXGohuW5vb/m7v/s7fvOb3/DZZ5/xJ3/yJ6gqX375JXd3d3PdBkCdc3NmrRoYtW3L1dUVMUZOT09nEHlzc8ObN2/mWKnmhGSg1ADxdrud2dxvvvkGgPPzc7z3dF33gCUdhmEeC9sYWBxWy95lTLiq8ubNG3a7HS9fvnzg8b/UyFq8VwtjVQPAOiJB7QhWO1JZMQlBzYzWz0n9HMG3veXt+McAVw0eaz11zSLahqUuy7inx8DTEoxae7Up3r6zUgPKOmlG3Z8lS7x08qqvyepZspxLoF73S0TmDWA9vseA31KSsRzj+tpqBrkuy/Pr44+xyPXY1NdX96tu55i29z9T3gtWx7LIuxBwMYBziLSId0jXIOu+ZCxKmRFDSWHMaTO1sLGpLDhOaPuO/nSNAFvv0ABTDOzHAdIEYYcj0scz1k6gcaS+Q9uGGBxTyBmftJhCLediJtXyUheBKSlTUjqFhhwIPsd1PcSFJOX0noJmj2rnkcbjuuK53bXQtkTnuBsG3mw3PB0G9klRD5MTJpcZsjRNBPVMQPSe5BzBTNvYQgy+OMvk0E8JDTGnUx1HmhJeiaToFFGdIOa4rpIUHQNpP6JjQKLmxTxEXIjIFEnjhCTFpYSXHJg/jRNJBS9C1/eI90iM6AQtOZ1u53xuIxaG0zKGSWHqkiIhIEATA12aaOJEM+WXSOOEaqQRpZvy2PopR4hy5P6IKoQJUo6RKhiWMgr1IYN2gGQ2ARnTmi3xOXvYAWVq+fsYo5aHusBLyUynpOx4VQOd4iIFFpS/brviVK2NuT5DTzaJwQyK7bP5vpLDpR10m7k+l5stfTiY0lN9fVTtziNUJr7SBzEIXROYNWgsXZF8cx+M0cycVkA8355vT361Ed7i0c41LBzMtPot8//1wXkZdOqh/zU7TTWpaSF+9WE/jW3+1uT3n5wM/ysUA3xLM+RS4yZyiJ9Zx9GsmRARmQFgfa7JCawdEZlz3sPDsFemEa31blbqBc8iCZgj2LG+2zk127bUWdp13d7e8ubNG54+fTr3tc7CZGyo6V1rZ7DabFnrN619Y1Frx7QaYNRjZQu1sXO1qb7W/NVZrwwU1iGvgBlw1s5sdalZPqvLQLdJCWoWsE4OUTOr9fnLeus2j93PxwDIMWb1GDCqx2YJppZazWNtv6+N9zkULZnNx/q4fD6OscLHrt2+WwLpx8z29W87bglaj43BY9dkpe5rDUIfA7n1fLGss/687vNjz0ANWpf1/iHlvWD1//iPn2dnqW7FRbeiX6149uSU1ekpp0+vOH/xASkpt2+v2W/3pN2WcOdIMdKsO2KISN8h52f4vuflTz7h6sMX3L27ReR3bO7uefX1a371i1/hNNLpQOtgfXHG6ckJ/dkpVx//kO70hPH6juHNDS4lmhhpNHHadjQnjiCOdX/O3vcQPF+3NzAFvFechMONlgx2QlK8QusbPHnJHEKAznN+cYGuOsQ37O+3bO823G523Gz23NztuL3Z4tuOVlou+pabd2/5/Rdf0Deel+uf8vx8TUyRmEKJLuCQBBon4hSIY2CaIlNITFMk7EfCbsSPgZOkrGOkHff4mLhqGj57+ozL8wtONnvk9TueOc+f/fhHgPLRi5dcPLngbH3C07PTvNh/9JKr8zXt6SmnfYf3DVdXz2B9QXTK2GX5xMnTF/zw9BmtOM7bNsfQTRHZb0njSBsCXhNrgTOf+a4kygqFaUA3txkIhglNgeQ9064pi0UGq5oS22nKCQJiwMfIMI4IAe9yQgghVT8l1EkAxOF9i/MeFw8MXtBAiBbuvoDPWBi3JKge9EiUDFeqUtLYuqwtRogzSDXAxbx5SUnRGAsgzQdpAW4GFfNnaQ7PNDsLiGHiOf5BYSQNXEoBrodSsGw+pwDNwxbnIEHIHV5M8FK0u+W4VFC9mwEzM6ifqygMrIKpJnIbYYJMepdJJDPbVFXMYzuPnd2JauJi0UcbL8ByeT2coNP8Wwp/PbPgknXDD0CxJlIsE3+lUxNxhbz9/oFUK3//938/M52Xl5czq2k6TdOk3t7ezmbvOg1qHeDee8+HH37I1dUVt7e3M7P5+eef88tf/hKLBmBpXE2DamyqmcONrbNEADVzaCGXvv766wdxYWsQYH2s61HVOdbrxcXFDASNHb69veX6+pqbmxtub29nuYNzjuvra169ejXrdD/44IMHTjv1glw7v5j0wcz7Z2dnnJycsF6vZzB4dXXFT37yEy4vL+cUqs+ePePP/uzPAPjoo4948uQJZ2dnPHv2bG7HtL+np6dzPXAA8ub49cknn8xxVo0BNTbO+mBsuF2LOXQZkKkzHZm5vWYPTZ5gEgyTISzvTT1WNv4mHYDDPFGnaT0Gdpbs6FJTWgPDx4CqXcv7Sn3t9lwdA4bfBayXoHGpt33MrF6fV4fmOsZwLsuxjcIxQG/XVdd1bFNj3x3r72Ms9ZItrTe9y/OX+tmaxV5uBpdj81h5L1j9189/hSC8uLjkw4srzkg8aRz+ZMXJ5ROeffSSmBJJPNJviJ1nTAMaI77riDHBqoezU9r1iquPXvLhZz+kP3nLzZs7ErDZ7/j81e/xJE4l0jeOT4eR1arn/OyMH370A04vnvCN/5KvtntcCPhJ8UnxvqVrW5Jr6NYXjM2a+7sdbeOJzmVzrEvFNGoLejYvOwTvPE1ZtKcY8SKsT07wZ2v2U2S3G0pK0IHNfmCzG9ltBtpeaE6yt+rbYeDrL35P13i2P/643IxUwGpCU9bOaorEEIihOC+kRIyJMAbiMOFCpE+JLiX8NOKSctY4Pjy/4PzklH4Y4eaWC3F89uELxAnPr644PT1hte45XfeIgOeSJ6c90rb4tkWcZ3WxojvzTGliEzYEjVx156QnK7wIK5dDiN3eXnN7+w7GkSbll7pHWbuS3AFoUUIMDPvilDQNkCLJCTo4hCwBcAoxBMZhQFOiQ2mAKUREYwFEBayalhRjZDLd2LTZuUgwElOJM2iMZMN8ZqodzEw7SJFW578TZE1objRvWvIrklne8pcxnSkmYjGtS4mT+mACMRpYKzZXD+yuyTznPewMVgGyZIFqAk5KZrBFCsjMHv81kCwVlXMeIMfscAYFwKWDRLRiVSvS1WoHA6wsTVj1RGPgsm7yISttnx3YgrmnuQ/VPHRgWOtPDKQrFgHAjslRHSrzkWYIPy80qnMmMOeqPj1gl78/5V/+5V8QEV68eMGHH344m+dNf/ns2bMH4aRqk6uZ062YGdycrG5vb4kxcn9/z+effz7XuVqt+NGPfsRqteL8/JxPPvmEs7MzXr9+zZdffjkDHWPyLE1q13WM48jd3d3sdb6MpWqLcu1hbmDVNLemizV5ggHW+/t7NpsN2+121uUaUP7yyy9nU/0x8GKlDvVkDlWz02IB6zUbfHZ2xkcffTQH7RfJURY+++wznHM8f/6c09NTVqsVZ2dnM1i7vLx8wIqaxtTkFyEErq6uZi3rer3GOcft7S03NzfAQYvc9/1s/rdxNqlCzSAfY6jr2LZ2XQYCa7AKD0FdzZotnavse7uXdbHrPQZI674dKzX7W4OhJZi0eut7+tj9Xp5XM7bLeh5jBpem8mUbNeBeOorZ8cfOOXZcHcJqyeYvz1/2/1idx8r7AH1tMam/r++Zfb60XPyhWlYr7wWrKZQHrMTWHKbAu3c3DCHSnp7xPCpTiLx++5Y3b96SNvekm3dojHNMVO1a4smK9mTN1ScfcjkM3G3u+er1a67fvGO72yGNLz4WiQjc3dzx1eevmHYjn/zwxzT9GeFuy+03b2lC4LRMGK7z+JUn+YZhahmbRNqPrMSD80wCQSOCoxEHklO7esnMk0NLrvYEREQDLuUfHQbiboD9npWDs67lxAltTBlUiuB9w3nT8qRb0TWeU2lYJSHhOfMtSqCLCacjfgq0tqCmSBwHOlE+uXrK6brn/PIpFyfn9L6hbxsacVyenfGjlx+y7nvWbYdoomsc5+s1IjnXPTESh4mBHSIQ9kPOhhSyFELEIcmj6pnixBi2BI1AQBkzaCsayzBsYJiQKeBijjkrKeag+ShTGBjHgSCOSfxsYk+pxLRMRfqQtPhNlUD5RT8qBUyoLyDPmfaxQCZVoyULC27m/syQgs4sY9LsrESuJksrcKARQUgp6y2NbdRyr2fzfn6LyGDWTNAZZenhiIxBF2lPD5TiIQapln4iuW9SgObMNWrJdC+SEXA1CebfeRzq3xa5KRUZgzCfimHFmW9Undspg3ron3VE526XSz2Aywexbw2cznOH6WSrCc7A8IxM67GRImkw9rtihlnKNQ7xUE02Y/1Yzl3Wh5hyfNikOdRVDkd2iA0sJVvYHzIR/1crtYOIeYS/e/eOYRho25YPPviAaZr4+uuvefPmzbfAi/0YyLm6uuLy8pK7uzu+/PJLrq+vZ11rzZzd3t7y1VdfMU0Tn3766QwK7+7uZs9/A3gWMcCckFR11kQagwnMKUuXDkDwcGGrwY6xowacLeh/DSrNe9+YTNPxGhtpDOxSv2lhhT755BNOTk64uLjg4uIixw4vDPPV1RU/+tGP5ugIIlkicX5+jshBd2n3xv6u44bWi38dmmsJDEVkln3UgKUGLQZSl0C7Bg31PLR0jDpmlq/v/RJY1f9egqHHNJJ1fUugd6zUfT3Wbv277rOVx/q+bKN+l44xunbcMXbyD7mG5Rgs+/ldpQbyj/VvWWqNad3nZfvLe3rs72PHPtaHenNkx9XX/diGpC7vBathzKh9DIkhJqbtnttf/hpxHto1P/yjn7Hdjfzf//Yf/Mcvf4nb72ju75CY04yiyuQdu9bTn55w8uEzzj/8gM+/+JL/6+c/5+3rN1y/e0ezbpHoiFO+ca9++zn763f88OMf8j98/Mes/Dm7z1/z6p//A1c86s6T0p+uOLk4QZuGzWrP2KxI2z2XrmXfrngjyiYNJPV0IuAE55TWKY0qXmPRs06Ijkjy+LDHj4re3TG+u0Wvr3naOPZnJzxvPedhog8NF66hb3vc6oTx/JLWO164nqvgOaXlpF2T3IRsN8iwp93vWDtHajwy7Rnv3nHuhP/lp39MEEjrnrjq80KeJlDlJx99yGcXz3EI67bDp8B53/Lk6RWqiSlF0jAy7Ab28a7QcAE0EUTZu4iKMgRPnxwhBXbTLsf0DC0SSn7hNGUw1zqk80iKuHGAMOHCQJr2RE1sd3fc73ZE1xB8W0CJO8AcKQ9/iGgsQNVl1pTG55+QmdOoivhEIwWgEjHd8TxBliQKkqTE8cx8qorO2dBUsyOXU819cS0guStihGcqQEdx7gDQQLI3fyrhppzMDCtiC4MB1VQ8/xespjF48tBUbS9o/mOGe4W1LO09YBMon2W2OGPPKtB/AXVOTT9WwmqhD6UIhQlFioZvho2HomRJh7WdTf+SQ4pRxozcvk095vR2yBxV/z6AS+d9ZjrnMc7jn7DYrPV5FcA1Fha7VjlIf0s9MZb4h4X9Sak4p5VYt645SD1y9jy+d8V0o+aVPk0Tt7e38/effPIJ2+2Wn//85/z7v/87FubJigGk/X4/M3Tn5+f87ne/4x//8R958+bN7ARk7akqv//979nv93zyySf86Z/+KX3fs9vt+N3vfjeDU8tZb6yfRQOIMXJ5eckwDHzzzTdsNhtSSrOzmPXR2Mva/G2gsg6cr6o8e/aM/X7PBx98MLOcFi/WQF7btrx8+ZKnT59yenrKycnJvJiLyKwRNbAyDAPn5+f8zd/8zSwPWKYC/clPfsJnn32G9372tLeMU6qHmJrmkLW8d3W6V3Pespi1cFjklwxVDVwMPFl0B3OMs3u1ZDLr/tds2RKkGLipI04sQaJJNpZMXy0DqM+p9dGPmZ+XeuclyDXgWvfHzluaqOtrPsbALsfC+rhkfpf1LEFazfLWgKwe13psjGF/H2hdsrt2zrFrO3ZddZv1sXWii7r/yzFd9mH57Bzrc+2kVmvil0D7MZa6Lu9Pt2qEVypMVoiMUw4dst/tS5rIyGa75ebujma/p91skJiQlFe80QkbL0wpst/umMaRcT+w3WzYbjZZ39r4vNikiKRsGt/d3rO/2KC7EcYJ3Q+E7R43TXmxUsV7IfUtGpXIQGwEHQO+urAkhwUwg4WDyXF2ZzGnopRy5IPo0TCh44DEwNr7HGTfN3QKnSo90ANr5zlrW1rnWCE0Bah3CEklm2ZDQGJ2fMqLcCKFCde1POlX0Hr2TcPoGqImxpSBWt82dCddXuRLWlKP0pbQRyEFYopoSMQxgGbHKsjxb4PLqUen4PBJCCkSpoGYEm5KyJTTfYY4oiSadUfr+8rRqtB7KZG0mMNSIAJR8j3zUiCaYU6qScz4NAHNieizZ7grTnEC2cycDmBwZsg4gLz5favupGZ4ix7YVxFjyQ/n1y/Tw510AUcp/2RmuPR18XIefhbansqobXjru3ekxp4uXrXCTuYXVmegmr/LGcack/m4rPi1d7SuW2cAerCIH5n4DiRqfUHzuFkfK7xd+mMOaA+vaWaHS+pXfdCuUGsBlucdWjjUXUNsqy8VZj1VmwhSfsdzmK28kXFI8Vr71mV/r4otOHX2JAMT9/f3c2zPpfe3hVAywFmnRzWzuQEWW2ANaFkbtfm+ZkxNF6uqDwBUrZc9FkPTfr6LgTEwZnFFzSHJ2NW+72cTvEUFqM3ndZ+NCa2Dw3vvubi4AJg1uaYrtToMZNegyiIJPBan067bWGULCm9a2hpE23gCD+KjLsfB6qzbtPGsf9d9rc9dfnfs82U4KzvGQMkx9vMxAHSsfRu/GszU5y/bfuzHytKk/xhgPTaWy/OPHfM+1vaxa1gCtfe18Z9hXh8bz2WpNbfHgHh97rE+LMfnWD8eu+/13/9dYPXEeQShT9DuJ2JSht2GKUZ2764Z3lwThj2rKXIhjsY19H5V2MucdWeXAl0caZOjvd2jX92wvh34pDvjyWli167ZjQOimhkylMvWc9l6nl1cMt3ecPPFK9b7kf92foWLgSuN9Kq065b+dEUUlz2+hz0yDITthmkaSU2E0yYDICmm2JQglpzspOxJHSZkvwdR0rtr2LX47cAqRq7ahv/x00/ZPHvJk/WaZydn+KbBhRHZ3fGBJFZPnuCBi/s9vPoaYkDCgBSHJaY9bphoEiQVJEbSNBLjyLC/J6KMzjG4bJIedCSS8NHhYzGzhnxjGwedzwv2PoyMyTI8NVlKESaIIWtIvcw4Ifqc/nQSIYnQty2d7zJ7GXIGJN82+LbJ2aPGDJgnjdmJSjO4dzMLlotTA/0OX1SaEYOgGaSqZIemESFIQ2r6fElJGfZbpjCxUxh8Q1qtkPUaFWMKQdThKBmlRCqkZ9pLQGfYC+is35xN31hop+yEM+sgNSOzDKpz3aqanxMyUDQw6qQwhq6a5OThJFWjRKkWEXudY4ikUFKrlnO1uqRUNnnGbCr2QisxQSybLZ8S3hdNQJ2soOwaBHDILNPNX3170jW22NLNZlbXMQtmOfSrdIM5hJRNNmLXLzTk97hux4a2Gm5sJ6yakzTM4142GzbqthFBlWkMhBDnflqb2WlNClucytP4PaRVYXbqMbO0sXiWOtRMwqvVao5VamZv03VakPo6+9N6vebTTz/l8vKS7XY7pxk1dsfkAs+fPyeEwPX1NScnJ/zsZz/DOcfl5eUciso0q3WgfwOzSw3cMZatZhBrc7BpPa+urvjzP/9z7u/vuby85NmzZw/0li9fvpx1rgY861IzYctg+Qb6bVyXGwFjemvAYc5dqtl5yYCoefvXAM+KAUEDwqo6A+FaqmF9VNW5L8tsYTZey7z1tb50GWhf9RDgv3aQsk1JCIHtdjtnMqvj0L4vHmt9P2cLWrW5eUzTWtdT11FLFo4Bopp5Ptb+EpQdA/7HGPTl33Udy/5YqSM+LPtd359jrGVdanN6fY+PseGPbTzqdpbs7PuKnV87iC3rs2cGDg6Ky34eY/S/q7wXrK6KKbGL4MdIioHxfst+Gtnf3DFe3xKmkS4kznC0rqFvOrwKJ11P1zRspgF2Ca9Cez+g39zRbyY+6k55cgqbvmcXD8GknQhPG8ezJov34/0td5pYjyM/PnmC18RKAg0J13vcqmFSZbudGKeADHvC/p4QJtQn5MRDAg2aTaSW7rKYTHOmpYAbRyCRbgTdNbiYWCWlaxrOPvoITY4uKX3x5N6FiSmOnKC8OD9DktJt93CzJcOmCCgS9mgaC1jNRlpiZlZDDGyGDVMMjAqjKlGUfROJkkBdNn8ryJRBSdM62j67yOxiYNLISjrOXA4JlqYBDRNS0sCKc6TGEb0WRhSSCOIbOumJKRIkh59ybYNvW2KE4HP4sUAihQzuRbOecAasBlzIpviGCpRgJuZsjo2SAVAQV8CqEFQZhh1TmNgXsCqNw0nW5MZi5nfWSm1blhmqPvh3TCk70aU4J7IwrjaJwxfA6W1SUp2jLVkbhxewAoEiJeWp4L1NaAVwWd/smrHFIJvEC5VfAOhIKvFT5/ezaHoha32N2TwUe6HNzF9OVo8x3zKPt0BSCoGdPekf4vLMmNq1xoN5LiVjpXPAtwcgIWo5v4D7I4sCInMyghoreneI/2qXdRhf0BLsPz3IjFXuWmFkc/rdzDId9LX14kCWHomBaf02ff09KOv1GmDWZ6rqbHK2jEwxxlnTaeDROTfHEq29wU032vc9H330EZeXl2w2GzabzQMt6bNnz2ZzumlV1+s1P/7xj2eTuAE/59wMns0b3TSVjy229vdSOwkHJtbaMY2oSQlMD2ss8cnJCS9evJgB+rHFFg5gtQYqZlo3LanJGAzAHWOHLHSU9WEcx5ndrTWatpjbZzUDa/fMHNEMDJgEwljZmkmt61wyd7beWqB9u74aRBnwraMk1NnP7HmyTYIBzmMs2ftYM7u3yxSmdt4yfJidc6yOuu919q16A7F8fpaAvt4MAfM9PtZu/dljYLUe0xqs1ibx7wK+y3tkdZuD1ZylserPMVC/lCcsAbyVepNQ92MpETk2nnU/7Pk5BlTrth9jk+vyXrD68sklApy0K07bFVOKKDDEwNo37O/vmEJgDVytehrfZEYVYdW2tK7BNUKShGsb2hCIt3fobkcrSt84ojSoLyEsxOWYoCXbIymyv98iIeH2E26aSChNDuKZPx8Ck0IcAzoliBNOU/7hYIpMMqv58Ej5cTQoxESYJrwo0zghKbGfJnZjyBl8Ygvqsvd+SKgIoXFEL8Qp90GSEoeAD4kgMLrsFJOjAaSc6Uu0pBY9xP0UCrDQHOEAUZqU2bsi80OUbG4XoUFoVQozCaScghQxL3DzCJeKhExZkqBaBlaILjFIIBIZXX5xvMugKf9YMCmKCTanRo0hB7VXOYQgykDQXo7CwqU41wUlRW6KxBn7ZbBnKlA1LlYTKcUZNMIMaTIgMRlA+aI89vklSEDUOfxpQkqUgOqFIxUWDzuz9KcC2nIwR1vvshayCo0kRvgZoykzwysP33FQLbLSMkmpHi6gNG6OU4bhHr63BowzEM632djHwzjYT9Ki79SEU8EZ4LPxLJsNpWBdzWb1GO0NSXOL1oT1Wef+lHuhZTzKSCZNxBlPl5O9n8Nrabm4/DuBUAF0mzSFOWlANTnHIofILPd85x4OE3lTehjj71d5+fIlAKenpzNwNMB6cnIygypLTWoyAAN6BnJtIW3b9oHDkwGWmtWrWVnI5vGZfCjAqw7obtmylqbwJSip2UHTq9YxWJdByPf7/ZwFyz6vpQYG4gwc228zt9eB6O3cZYpLa8sWc+urgb5jx1g4J+uDAetjgKQGlnXb9u+l7KDOrmRjVgOlJWNqbdUAoQZP9XF1JAQ7vnbCs+usActjXunvA2PHHH3qUgOjJSA6doyBwuXm41i9x0D8sl/f5Sz1WPkuwL4Eb7XVYHlNx84/Bojr44+1/dj41oB6eU7dTv3s1Pd5CX6P6V2P9WMJpt9X3gtW/+qPfzaTS5LyIh4k54RvVz1vfvsbUOWFF549vUS0mIXVuBkhpkSITxARTnYDu1//lhQCJ17p1g0tjhUtTqFNGVz0GvApEoeBt7//AofQSQ6x1DiIq5w5SofsqR4VhqmAtynQpYBqpFHwhX0KFO9/hJU6GoVOm6z8GwLD3RZaj2hEvePm7p7r2ztQaJLP2emniIwRcZ7+/JymXxHHibDbZzYrJFxKaOPQrrBrpd0hBEY3oSSCiySXF+1Osu7Tacoe+CI0zpdMTplpc+Rr905onNCqI2miCYF9AN8kvOQFRdNEigHnBO+yli+mbOaPAE1+GXYS2bInpciUxmxC9Ym2ycAz4ojqiXii82WinNht9/g24VcOcDPA8snPpvUQAyFOBwQoMIbAFELO3tTnkFrJ5Ziv2bQdcQIxTcRpRMQj7rDrL9C/MKeRRJr9ubLTkkNiwk0hm7SdI0nR1WnWtRqTnnm57BjmRXA+s62zydwkFDCDqAelANWkSrQsVOVaneTNkLGMwsEzW1UJUySEWAE/LWDV2qsnK7u+ajdaGo9RiYGZbc79z05XSbNqOXepmMRLX2Z22jYLxbwfQo7skSFi9rLPnbBz3YzCjdVUNaM7M9IPITtA5Ukq36C+bWcu1HZgSiSpsSixCtNVrrfJjlIpJcJUwEbM5zjx+b5RAEG5Fk2xAOiIRYr4vpW//uu/nv+2hcNAmmVNUlVevHjBs2fPHgAkA4IG8ERyBisDSKenp3Rd9yBN51JCEGPkzZs3WFinWo5gLKb1ySQJkDMkAQ/0s+aoY3VZxiX73qQIVq6vr7m+vgZ4wDQBD+qomUmrv16E7TNjQWu2EpivtWZBDeDXjNl6vZ4BtqUrbdt2zv5Vg+6lhKAGinYvt9vt7Hxmpn4bM5tjlqG2hmFgt9s9qLsGJrXZdplxyhhUO7a+L3W/TBuj5+8AACAASURBVBdtTOYShNv11aCvHjuLaFAz+csNQ72JOcb6fZfp3D4/xgQ+duw8Z1f3fgnKH2u7/mwZyqtuuz6uNpcv+7dkQa1/ds9qTbMdX4PhYyC4Bsn1tQJz2LUaeNYbl2MMuL27x7TZy83Dsbq/q7wXrD49PcsDEYo4WxzSduAcY4wMmw2g9E5p2nZetATmWJuoorE0EwJxs0VJeBI4aMWRRHKQ/gheoUllYUuJcdxlq3rjca1HvRBiHhSNAR0nokKKkvOZp1BYVT1krSIzZRaw3Reo4grzpkmJIWRz7Dih3jHs9+y2W0jQqc+m6DGiY4kF2PaIeMKQHcY0lWxTqqA5IxYiNAWMRgqr6hQ16o8DV+Y0X3sCGi3OWdX3rTiaUl+rQlRXfueNhKWsrOm5AilQcrgfFcmOTqU/gUCSbOpXyRKEHD6o6E3JelMVKcwpJYxTYXzl8PfcrJR7rubIVl7iFIkxAA6n3kY+1yvkGyMKms334jLQP1CjqQDEzJqpIRuEUhUkcrzS3DlUXGHwKv7NdqtSxkzczEI7w3DOHcBqesjwGjOYqzpMHK5wkTUrmwGyPngp5/SxNVvgjGQ0YHjEJLL0iLI6lAyuxY4pDm9JZ1yasEWp1FD5sKXC3qdUgHd5ZsR2AsUUn++llnfJmFW71kMcBC0PgqqxL0ryTXU99n0ZzYoATeX2qNjcUVjiMnbJojoYzC8bIWOlDZBnucT3E6xaoPl6IbNiplsRYbVafQtYLE3CwAxkjMWzum0BMrDatu18roEPOHh7G/C092DpyFQzlcuF2VjaOiVovcAZgDBgBg9BrwEtq9tAnF3fkoEz0F4DlseY1XoMl2DVIhgYWE0pzQB9aZpfgpwlg2njbmNvDO2xsGNLFmypA7bfy79r8GrXU5tw62OXTF5tHj7G8i7Z6eV1Wzlmmq5Z4McYwscA2fL3sXaPMdzLPi+ZvxqAHSvHwOiSjV6WY6zlMTb12Dm1M1t9r5bjdaztY/fn2HP0PlC5HPv6PX/sHtf9PzbGy/IdcVYH0GweDDGDhGnYEhWmEBgt5Wbf0jYHE46BVVEI08h+l8Nx9F0OpD/GyP00ZI/1tiG1OZeR08zUNSkzqwI0zmXZoyTGFEji6J3H+eIEUpxMOjLbElKiS4pGpU3QFsDqxONKzqRQFkiR7PjTNw2u6wgkNncbQopMU6D3HXjBF7Ca6V/w3rHqWjonDF6YPDnfvE2GJPZpBIHTdY7zJy4SN0KKOcJpQEkaGUMgxoCiSJMBQdJQTKmS6T6kgNwMSpJkds05T+M1oywt3tgFnEsqPwhaTM8xRcYQSVrS+ZVwLzIVxzM3MjqXFzoCQSLRK9oKvm25+uADTq+uCEkZi3bXZahN4zxd2yHkFLoxhZx6tcte6ze3N4T9PSlJjvPqoblIeGMgU0RIhGHPEBUVj8gE0uRtRWH1cigskzzkGzmOCQ2K8w1tlzcRbt6S5GfnIGgoUoWY5Rz5RTlMOjkOrkIJ41RjHgPfudlcTzTNZ5EXiORkDyIHXWXNLsSQvsX6qZZ6q3O+PQkaQGTek1QQfDaJ2+fZEsJDBpcKgBpYLdeSQas5kNUgxiaVIgWwcdQDaESVFOtqM3M9Z3RVzRuQ3GJ1HS7/trZmAC7EKe/CzEku71sKOBVBfNlgFMLXIaB5LkjVZuD7VmwxMabMWDjTNJrGUFVngFk7EJme1EIo9X2Zs8dxDk5voMmYVKtrmbpTRB5oZJdmVmM6Lc1qSml26qrrMbBr99QSCziXkxqYhnSappmhrdOv2r9Nz7rf72d9bM1kGtA1Btk+r6UPZopfav/smLocW+wNxNbHLAFzDZasPTvXxsn6pqpzqtq6j3b81dXVLAcxmYO1YY5fIjJrC+vNwM3NzTzudfQB+97Gto6Na89XzX4ugVANYowtt81ILWuwa3gMQMEBhNVOWEvgb23a7yXbV28KahnDckNQl2OsZ92Px46zsnRAO1aWAO7YtSw3esv6luNVX0f993Kc4RAGrz6udtI7Vt8SnBqIXm4Il+NQb6geK+8Hq9MeBULMMT1jTGz2A1PIGs9xGLLzxNkpqQqkLCKFZYTdbsftzQ0pJc5Pz1ivVuynifvdlqAJt14h6x6Hw7smszUp4lLOKNW1Hu8co46MaSQ6x+R6nC/B4L0gKvTiIDnGGOhK0PA2ZcAqhX5xko3yoTA2KtlsmxqPdB1pGri/u2cYR5q2p+968tnZE921uQ4vWZPb+8zA7Zu8mPuuwXnPNA1sdwMIrNtT/NkKIRCb7FQUBaLmOKFDnIgh4L3DFTYvxVj0pb54njM7rqTiXa8K3je0UJhTMgNWqEopf0sBsUmVOEXGzY6UEuvOPEsVQsyslRsZJWsDgwaiSyQDq77l8vwC51o2ux3X9xs0KY1r8eJpxNP5DhGyuTYlnHe0fYuijNvANg2oJsIYc+rWKeW9hiiiEVIGf/thMPEESoPMXvyCaw7gxJOB5Xg3EHaBfn1Cf7VCmqbEJsiZuaSwvVVsquIFn4F/Up0zXnmEnEhBHp2QooG1pMQQvzVxPgR68mDC+3aoVuEA8Q64zc4FO76eFOx7YzUz32kmezUwKzMJnCeSunE5wPcZ5BbwKOK/NXHEpAdGux4TY1e1WAHcwQEvj5lNgAZW61KucaZ6NTP3UDz+qyDSHFj6PDHLHPzflZCqrlDsqt/OlPN9KXbdtcNNDebMXOvKprQ23dpCbelKU8qpTNfrNfv9fgarNUCrwY0tmCYRMAckiz5gbdiCZ8ByGIYZhJnMoH6Xaha2Nrnbd/f39+x2uzlE1RI8WJsGVlNKMxi36w8hsNvtUNXZfG/jaGNpYNCkAbUzTq2vXbJGdqy1Z6bumlleMnF2rQYyU0pzGC67x7VGuAbU1hdLUgCw3W65vr6eAaLJE+weGBNf98/CldUbH7u3NatYM9W73e4BgDo2h6rqzDCfnJwcBasGemrGsJYvLMfa6l+CyiWItXNrUHUMRB7T8NbHHttgHAPHy3KMET5W6mdnqWVdXrM930ugXIPw9wH4Zd+tnmMsqt3TY9rkB+tcVfdjDPRjbPhj5b1gNWrWsAULQK8JdSAeJGWtny0czglIZu+kLFbmiey86SbyYuy90DVNjgnqXVljNTOMKli+HrUA3y47iWSNWgYXsXj1p5SKA5LPYE9AtXivIyXkUdYr1ryPGTUhO88475DgDyyO5AxV+abZLuaw0GdXaxM55nadeBrX4GXCqS3i9U91U7Q4ijiHumyujvHgcGTFHEVGAhHJIaqaApo0a1Gz6TmDD+dzClnnSxxOMfYga7hSiKRoi0KHorjGkdA8Bs5lTBc0e4pHEM1gIgOWkipWzYklEckgfNJiJnaAz8Ay+WwKH1uYOggqRHyWI/QN0nh84zlddfTO4QojnBBUe1SNIfEFkRzAp0sZ6NK0+CZrfYtWgDmblhpzyQyozIzNDOh0trJnXKiVCf/bL1Z+QXUhiXj4uy4P/n3AmDP4Wh57bP46/h7L/OX8tT1jheU8gNVFHWrvWP193hjNGcnKdc986oLNnalUo3CrvkhdbypjiW0cq3pEDnuIdICkB3x+uAeuAvZzUN8yVyz/+q5d+n/VUjOrBlZrQLQ0p9s5NQNZA40a7NWaNOBbQGK5QC3bqZkx60sNYOrP6wVvWWpGablw1xmi7PzlIm512HcG3r692Txeao1rDQ6tXqvbQK2xznZ8DbytvWPhrmpdZ0ppZrlrELcEYzVoXj4PS82hPSN1u7VO1jSrSyctG2fL/jUMwwMHOhuj5bjXYNE2JMsQSEsm8Fg5Bt4eO6dmFI+xi8t7/T5g+L7P/pByDMjWDPX/l/rqd+B97OSxzVBdvuvfj70bS8D5vnb/kHbeV94LVndxLL8DuxBAhKZvaaXFT46ulbKT7uialjGM7MY9AqzaFuc9voP1eQsKq66hbxwtHf26IwF7R2bzQmTY7kkx0fQr+q5HfGYzG59BZ0sHkm/KME4wBXQMOBFO+hx5QMcc5D7GiFOhk45IYtSJqILOcQAENDtkON/StitiAi8NTgNt07NenRJT4n6zZZoCrW9wTWZZ1Tdo25JCJBYP7dZ3rNueFBJtus+ey1MijRM6RTBda0lhKpro247UNOx2O7b7PTjJumDviQlCMseciRQTJ6s1580poDl81jjifYNv8svfrE/wjc+hueIEopyeXbA+PSFOkf1pjgfY+Bbv27wZaDwiMA0j0zAyDgOb7R1hN6AnCZdaiI7Nfs+YEvswcT+OJY5qAvE5VupQ2OTLC1an6wws27z1eHeWuEGyZ3jfIY1HPzjFPTlhtV7z0Ycf0q7X7KbEZkqkBDF4UgEwKnmBGNNE1EicAtN+QqOiHliTY7kmJaZQZA8ZsHvjDwt7KgV5lamr/CezgVqMhIWS1jOHX2LevFhYGTOfkzc8JWj/8QkjX4cTwNuLa58bWFScq8B1KXmiffiZcwbcCgsBOSGCte8PdeergpQOURDsM2bAmu3ppt/WAvjEHwSu5ppmzmDGRqsmKBnrTCogZWMpkCUSMcskLKZqdqDLYeVCMqBSPkOwLSsKWqIUSFM2xc7uW5ZUqB6cvIQMag/j8/0qZsre7Xbz36abtCxPtef/OI4zG2Y6Vu9z2EDgQYSAmpU0876ZqO17W7xM/2ogxvSatXnXUqGaydWcRMwZqQ4ZtASm9XHGEnZdx3q9JsbI3d0d0zQ9iFKwZNaA+RxjdQ2410CyXmidc3MorO12O4f5suOW0QfMMe38/Hy+L9M0zWMEPACztnhbti8Li2X3zSQEBhBqxtyYb/teVbm/v59lHff39w82FXbvgZnhrMHM27dvubm5eXB9xg53XcdHH300O4xZsog6woOVWo5SPwNWr12HjbGVekNxTDNaPxdLMGr9XG5ejpnVj4HTY7rPutRm88fA77esUIvvluc/Bozt2Vh+XtdZZ4eqNzD297GNw1I/vpRuLMe4DgVWv8f2TC43cPZ9DaYfG6/l+Bwr70+3Wrx1pxQZNeBwNL4rutTsZe/E4Ztiwo4QU9E54ME5xAu+9Tnov8/sqnM5gUCCnBlJE4nsgBNDJLVdBidSWFVP0cBpUd5lDZymRCqDnEQRn9ldncM35TBaM1NbbOnGrBbqMdftPGLONmSNq/cN2Ws5e6F7pwfTqbi5j8bnZC9lj8fhZ7t9ZijRdFg6VefYmN67Elooh4ZCBd+W2KKq+VpTYigTX5NaQoEZoUgJ1JUwXSK4psF3LSkEQppAoGmbPPE1EdEMwJxvca7JutI+A13BoUGJEtCgpCGiAbLXvzCFyBAnxhiZNJX7l5m3fQrcTfsSruokP1lOockP8L6DceWQxtOctvimQU46XNfSrnrOn1ywOj1lNUb6IZIShEkywCoseNLEEEamFJj8xBBBnWbm1wljTExTzEDUziu3wZjGA7WZn1I1dpUDeyjlGbIXLCVjwcvkkipmNR2YRGMmv81AVv+Ww78z83kAqyL2IlfHzsT8wxdclWw9r76fGchiCl8W1cIq2yQ5j4IBO5tUyO+PJT8Q669FOJDZoGDfzHWpHmquwnnNwNNVfLJa+KysM83gtg5Qnd+Hw6WbppdsKdEMWFVTST0rs6XDjvq+FQMrBmAMMNaLVm1yhQP7VrObNaNaa1Hh4HhTL0y1+W/J0i5BogGverGuGUHTwi6Zw2PmT1sMazb32KK5BDLWVn2NS5Pkkim2UvfdZBHLgO91mKmmaeb4t2ZSX8ovbCNh969pmhmsGniur9dAmAG5JXtdPw+WvKBOFmCbjru7u6OspH1vznK1JtkAimUIMwmG9X+pLTV2tjbx13rRGkg+BliOAVbr51I/WeuJrc7HGNtjOs+6LD9/H4v4vlJbNx777ljb1veaDa0BXv3M1Rus5e/3AcF63OzY+n1cvod2Tj1X2PnH2n1sM7F8n7+rvD/d6pRlABoCKUyIa7K5VTyoliDxQEgkDYQpME4ZIPVdi6eEHNJ5Rc2qMjXPXjmkT9Qqi45K0RsWqYGXYh7PDFJISjJQ6dt8TNsinYfGZcctTai6GUhmD+cS0xRy360/ITCNI3EKs2l3CiPb3Tab2lHUS06FOo4k59g7IYWWYdgzxBFUub6PbJzLDkYuA/YxBHS/ZxomGnU0eJoguFEL89yCE6IKqWkQJzR9j3OegJJzASjrmNnC9WrF2ekpKLR9X8w4DucL4+scA4D3aJsnyOug3Gx2hDCx3ewywPdZX6sCaUM2p8eEhMSkIzdtYlwJqyZxnUYQ4d4lRoC+p+9OM1pqWvCeUxGuChO3vjqnO13jvOC6LPN4HgbGMIJ3uHWH847z1RPOVxc0bcfJqqFpFCeermnIukOff5PHQIHoViSUGBLTkLIX/eiQ4Li53zJ++Q06hWJuLi+WmCn7QJlmsFOez3LPnRQHtihzGK6UjJVMxFTSQc6sagaFeVMhJVFaPTFkOlS1aKQX7KgBzfwC53+7whpKAYU1ttbqJHHF8a4GZDMwZAbhh56U8SjI+gDSy+QrwhxWwXlkBpr2vZsbMf8wSRYzojgXQjbla/EULyDJi+Jm7eqBRUVK6DNHdgjj/yXv3ZkkSZarseMekZlV3T2PfdzdS4kGkZBoUD6BKqFT4T+lTAFGjWbgDwAo4eKz+8DO7k53V1dmRoRTcPdMr5js3gsDFGLCtrenq/IRj8yIE8fdjwefy1bQpIFIfbPd7K+urM3mAuXDCQKQS+sIGsP65+sskTGJJnwv0SfNfSKBXZKp9xH0BSkCnejTF6WFouk/+rz1KUN7ZihGukdGLZo647nOXDpodlB0uVxuTNmRoY0R+R5s9PPPP2/so9/b2b91XTeze3QViEFZvqD7hsBN684kuq/pw4Mq67hubb/Iu8+n9/nPP/+MX375ZcsUFX1kvc/jgu9Zw2LCAQB4enraxtf9U708PDzg22+/BRFt/rCRyfvd7363BUz5vR8eHrZUtXd3d5triLPN/bMRfzz7VXwGn5+f8Ze//GUDtP68RVDUu1j0YOfIf9Wv07upHAG++Ps/qxwBsyMm9qjEtveArv/x5yH6cR/9eOnfr3jdaBGJyTIiw9pv6CIQjax6L9cVxzHOC5F5/Q8xqzIrWG2loK0rOANpJAwpgYI0FUpDM2F9B6uL5bFXU13bTK9kDJBxIuZ/qrI5zmJBNFgigTWAK+0SOSKCUhWwZjBSTqDE4GkAnwZIZhQ0VKloknZyxZggItPdtEWfRdBKwTovKItr16lz+SLqD1qJgcSoa0NbCwoRSBrWlHAtC+aiDu7P8wIpFWnIGM4nMBOuZcVcVlCpGERj1IfKSLMgjYzT/Rk8ZGAcwe0MIsYwjBtYdeWCZs/IOI04nc6ACBZzUlcwp4DueZ5xXQuIE5hPEBAey4rL+oxlWfD49IRSC5L5ipbW8FJnVKk4DSPuhhHSKpZB0MDIuWKSGWiMOTUUBk4PEx6+/QacMtI4gnLGdDrj4cNH8JCR70bwSTcRecq6mcgMHpLKLFnWh6EQhoKdHYTgPAxgHpXlJY2maqI+siACnQZ1IWiM1hLQCLQmoCT88Y9/wb/99AlrqXskOhEEvMljOTfuaVT92k4UqpWZIAbSmkpR6GNUzYe7akanZjq4+lxCg9vgE8T2FkGENqF8GIPaA9Xt31rlrS77pzvY1jch8pnde2vPA1n7dzLXApD8zI0evWVW9bBQYcsHu7On+j/PBJeTMi0K9iukEnJKmMYJKTGGxBgSoTXBYu+YGOgVApJoW5pALQUiKFXBas4JadAJtFVjbSAQ2zioJqw2tvmGQx0PvsoSF2cHkQ5We4bQmTAHSh6dH1mVCFT7RSmavIF9MYt+qjGavJSymev74/xaR+xZBIiR+fFrRpDpQDPqRkagt64rXl5eNtP68/Mz3GQ8jiMAbNch2rUj/bczntFcHI+LfRJ9Tc/nM0T2yH2vm4jg+fl5kxRz8PHp06ctnenj4+MNG+ttqLXifD7j7u5uu3ZrbasjgJskEPf39zeM7jRNeHh4+MKP2QFL7PNe6SE+a+fz+cYcH5+/+FzEz7z//vSnP+Gnn376glV15rgHqD2L6OW1TVAEtL91Trzfv6e8Zsbv6+33/GuuH5/zvi19vR2s9nXv2+X9EF1nfNPlY+sb1vgsRk3fWBe/ZvSL9g2yb46jT3e04PTjLSI3c9NReZtZhS2aUKaJXQpIsGUJ0js5e0mWXtIaAzc7YvuRpsEsKlLvfoKk7CBnUDJnfwmD3Qz0SlUGTFyYiLcltpmuoyjS/dIKu9Um7G6kKVCuVf30RDAMGSCgkgYNwQYRxECrkKLm0ZwShpzRGDix3r8Qo5aCPA6Y7s4gJkhpurCq4pK6BbjZE0BjA8JgrLK/8NTUV7I4RLFgIlkrKK0QAeZlRSkrGnb2cW4Nq/FlORmzTFn7mIHUTkBT01QaNMitNvXrPU0TTtMJqA3T+QQpBffffoPTtx8BTmBoEtnT/T3OHz+oy8EwaOrW0wnT+weklMGnDBoTmAl51BS6nNn8DQmegjVJAzcdU2fcVAJKdZCEMgBGlaq+u0xg+RKsYklAYazLBU0KYFL1YmxhxGQ7ht3N4fp3/9TvH8r2jGF7dkQip0lm0t5BqjjqlLjLto+Cif5o2hJjK2+PcW7YwwLF9HqtLc7AeuYn8iuF9oT2ytawHaTetN7Z13gC3dZp/94nTgaRQL0y+Aa8KJB1yTG9Cds9GpmJDNjatvWEuHuD3NzLWWB13TGf1gC6v2Cxv7Lii83RgtybFHsAG0sEqK8F2hwtPL44Rd+1CIq8Dr2PY1yQ42c9i+YR+jpn68IYxeojs+PXc9DuID0C5OhzewRYeqBEtKeI9XOOwGoPZBw8RgbSmV5f5PtzvC3O7vp9WtPofAemzm4+PDzc+A+7dNjd3d3WDw5WY3S//0SwesRq9yxh73rgYxFTwsbxjn0aVRb66/cg7Qjk9cxjX37rnKMS2/fvKUem7rfAb9/Oo+v9teXoGn9NO+P7Hxn06Kbhdek3JH1d+/bH8YsuOtGt4K+tK/AbYDWTStmMPKBllZbKwuAKDago7u2mEksDTzip2hM4DXBfR2lKe1QSlNZQBLjIqoBwHIBhQJKEu3MCasPAWV0PACyzoBWg1AWlLmBKOI33SGkwINBAFVjmGassapIf1PeNK8BVwBtSBIAGYjXpLusMSMM4j0gvA3JO+O7jt+DE+PXyjF8umv/6fH+PNAwoLzNWvmLghG/ffYP78Yw6MuqUUCF4ma9Yy4rkYBXA8viEerlieXzG0y8X1LWgpIo5V2VOJwamhJ+vwKe1qRvEdcEmC2CSQUtZ0aRuzERrDU9Pj5ivM5ATaBjUR/g8AUPGmBn3J53chrsT3p818v+DIYXhNGGYJkjS+iMx7s9n3N/fgcEYzXtwOJ8w3d+BKAE8AZSQzC9292nUgJaU2PBZ1X6WBrZAMlpWUF1t96ObhrrMWFaVkNHc84J1aVgWA7DCaAKsdcW1LLonGhKIGa0SamFIA+qV0FbC09pwnatKk0Els4QZlFRuLJGG1gECcru8+MuiKhWaTUyPEwCrgaUmAqrGxnpgFcjt9nBo5McCsP5hsyHs1oENiO6U544nycHovgCo5NTOdKoeq27gyPod7m8Anzg8GasCXG2qJSQAbYDZFS70UdN7J1aNVN1ABG1Wv0est200cxo0CA0ZJILsu3RmuMOC+0vXWpBSRs7JALygsmiMlukz1yZA1fvX6sLkZL7lAiYXbWuA1O17g6o3wPxrKg52HLg4g9L7nEVG8HQ6bccCt4tujBr37EkRhLgvZpRjcobPzyWiDRTFMs/zFnTjdYr+m/0C1lrbzPfuQ5lzxnfffQdmxq+//opffvkFRGrWdg1XN+d/9913uL+/v3E5uFwuWNd1E+539tXdIx4fHzcW103i3qZPnz5tGcFi8f6L7gc+Zz8+Pm7t9eL9Mo4jHh4e1IXGJLycgfXvYz8Dymq+e/duO8fZMQer8R4x6UMEEEebl35zE11HfJPgdXD/6FjXZVk29joysVGNQNewp01azQP5Ikg+qkPfrvg896U3Zcdjj5jH+H70wOotQNjf562ALt8IHNXxNbDbbyrjMbEf4j0j8I/PaNy4RV9gd+c48gGOrj4RxMbj4v0jq+4seQx2+606HpU3wSpbBHbihAGmMSqkC73bnolMiJ6RKCMnk7cii8HeIlx0IWpQk//aKgoADANg0lE8MIgFyRbbVtU3EaIRynVdgSTIA2HkbH6EuhjX2tCKoEpVwXAh0+M0QC2B3rXK1FYhrWItBWtZwYlxPp8wDiOupYAuFzAxxmFQ/9AqkGVF5ozzeMLd6Q44j8C7CY2AYX7BvC7KrN7rJD4LYRECrquyqsVSn4rWuyUAmfBChGdjGOtSNACrQX35WsN1vZqzfsKwLKit4ddfP+P68gIaBvBpAqeEITPykCAMTJmBIWG4PyG/u1elgZxBiTGdzxhOJ9CQgPsTkBPu7+/VLMSMuzxhSAzkDBoziBJSugPREC3GN/0prejvuqLVFVQraLZnpTZgLiDyuHtBXS5o60Uj0A2sLtcFL5dF3UOqPmJzWfCyXhWuZXUhaJVQF4I0YH0B2gpceULJ92icjFt2MGVkLmEDimw4lYnM/9nYQNKIdXZ2zmlVwQ76ZH+SFDZGVsnwrzOd+koGNpWMpHRrxM7cYj8cwB4wJTebLWc+Zav/Pont7NOtnmucAF9jc+PnPqnipt47uxqvYH3su3FrYUoJiW2XrtS5ss9mWQDL5iPMoD1QzfxXbQ+krW8eDKOLrWode70rBKqysD2W4n7JX1/xRTYuRv7Tmwij2fc1hicuPtGv0K/h7gVxwfGFLQYTxU129HXtU3f2bFq8lwNlB0XORp7P5y0q3dsVkxm4mdRN4V5aa9t5kVn1pAHxvn5v70cRVQPwCPsY1OMA4Hr1OXvPYPXLL7/c1NPZLpJ2BAAAIABJREFUVGeoT6fTdnzv+uBtin3jc7a3L46Hg6K3WKseKMUxiH0fQZkDUj/HVQXi+Fyv1+2z2N8OVHzcfcPiG4gj0HkUwBOfkx549u3qyxH4jGD1r2Epj86Nf/dANX5+BJR7wBc/93OO3tEjBrqvY78Zic9pnBui5SO2If6OQPatdsc29mPqlpFYxyN2vi9vglViC2JqKv9DxKimvanio6ZlugU0WE5xcs5DWRhKCcQCSpqGlETAooxLZUK1yF60BjTBABXO56TBRuNgqVXrhMwZ7+/fY8wTaqtYq+aJf8kLGlekccLp4R5pbajzgjJXBUisgBgmqg9OGPIISMP5fI+Hh/c6QQwnUE4YTmfcvTOXBE6bb61Ws+E6X8FNMF8Fl89VmdVWsLYKSQQZVN+VXlbwWrDOF1xYIJkwJICSgFmQzKdiHgkVmrJ2fHdS0XvOyEndEt6R4v5hyBinESLA9/OMUis4Z/A4gVJCfrhDOk0YOOOUTWz54Yx0PtnDof/L44g8DpoBbMpAIoyUMJQKpgYuihiEGTUrDFjxCDKeejPVemrLZu4OImi1QKSCagWvC9Aq2vUFcr0qu9cUfM3zE+b5yR5odeyY5xXzdd0ZQBBKK2hlQUNDmS1tbUtoLQNCaJIBSiCuoGTyt4wty5ECVUczAkNItskSy3C2s8QKLhkg0XdA6T94dDuJMrPxeHdjAGTTxtUXW98LN2kTmV7oRqburKr/aR27ab367/0AYzwtnayysTv4ddkm2SYQvZ5fFzZ+hF0na3PtIWzwOzo67EWsbvaX6GaqrCuasahM0MQWtWq/ivmGN9MFFtgGpWx1JJgMCjGasG0km5G5++Ttv0X2GpoBQjfOYUPyNZa4QERfQQdffkxvZgeOWZme2XKQGf3PiNQdIEpPOZvoQPHdu3eYpukm05KDQpfS8mu4ikGsZ+8L54yigzpncFxyy8+JwPh6vYKZMc/zFrTkzKofD+wMr4viO5MbAT6AjUEGsAUnuUwYgE2uyoE6AHz//fc3CgJ+jm8u3P8z+pZ6/8dre/F+7lnSyHr2YxvLa2A1gnQ/TkQ2lwUAN/3gElh+XHR1iH7FrwU6veZzelTicxGBUHxWjj7rj+9BYbz+a/31GjCM/Rnb2V+zN5UfXfsIuPY+5P338e94nQhU47E+J8Rr+Xsd6xrdXqJVxb+PlhCfa47u+Vpb499vjTnwW8xq1ocxNcWREKCsRYXi3cxrGZ1U+J9BpCCtkTWGYNJVyuohZZDoEp4AFAZWNGPkClA1YCOTivKPd3c4TQOyCLIAOWV8OH/AlCcstWAuKwoqijxjxYKcMh6GEetaMV9+wfVlUbZ2A6tskdsJ46Sg8N27D/jmm+/AKamqADNORHg/jppithZVIBAxkrDh+fKElS74ZX7GH59/xSoNJRMqE+ZW8FjV1PNhusPdMAJzUZmlgSGZsCYBJ0E2+vTllFBPhJwTTud7DHnANJ0w3alu6nh/hzQMGKcRk01oeTBn6JSRhhFgRppO4GHU1Xu1wKFp1CCu1iDrCohsyRbcLA8I6vML6tMFaE3T3TZVQlhMHqiWoiAEgiImHWRUo+q6Vrhrhoj63XIrQBOUl2eU61WBTVkN8H/Gy/UzEiecz3dIOWNdKpZFfVYTq8m/SkWFJqW4rgvWVgHKAGtq1cT3IJoAzuCsWqWcSXV6yczDhis31tN2VATWTGhE2+bMOTr3QWUxFOcyU2h2iPloi34m1YN/dhM885d+S14XfV/wBV71l1u8j8k2c/F72w76xmG75tY8i4zfgsAAIgeubbuGccrYukVgzCQpgKXu1hvm3Sna1hrmZTFWGi6DCr8xi0l/kbosMEHB6FqtD7XyORFoyGpdqKvKj4m6BOwTvV7bXRZ2PQJthg5LDHD7uoovPlFj0tmuuNi5STiyohGw9KxeNF26tmdkfXLOG/B00BVB2IcPHzCZeon7bTpb6zJI0dTeWvtC19HZRWbGu3fvtkh2P8b1UmPwVTQ5ejamT58+4Y9//ONmpneG7/HxEQDw4cMH3N/ff8Fq+eLufeNBTg62HTi6Xq0zpp5Zyz+LASxe/97E64DZ2w4cL+jR1cKvGxUJ+iQAXnrmMbY1jrP3n4Ne1+9lVp1cD/hyAOv1jq4Wkan2EtvsrPKR6b8/x9sc2dHXzus/c3Dln8c+if3Rj4WX14B0ZAfjBimC5nj9PnK/v3YfDNa7MBy5yMR7HH3W/3aXmlj/Hkwf1SuOM7DPM3GDEtt+xMDGe8byWr97eRusMu+mRrI1jN1PVU3tbD6BxBpcwcb2kFE1qsjKthyyShCRAhEASExIrN9h0OsnJlACJCWsIuDaUESQBMhSkdcVq9AmK1UAC9ZSYLPUhrVWLLVgbQVV1Fc2SUItFaVUBdoWMt0ACLFmYZoXNAhmqbga6CoGcgoTSlJmcTV/zbUyqn2GUZMGcMvIVSPQ8+kOw3gCjQ1IZ3ADprs7TKcT6G5Cev8BNA1orP2VUsb57g5DHjBOJ0x3mvpvfDgjDQOGccB0PhnLMCInFVKnpJHzbAFP6qJhekCe2csZObHMVM0/s8jZlxeUl4uCzKp9VKRhNf/JWhZIVRa5yg5MlW4WtGLMqrOIECT7fl2uKKv6MJVaINKw1FUzowFItSBBUJpYdL6CQ6qCRrZTEpNL22zcgg29OHIyEBkBoEDZ1IYdkEVmcPu9i7Gi0X5Jv2x02dxApv9uCCZsPdlBEznLCYsvo1DN7W8KNwKkxeBDr4xPbP2bKvFbuze2Y4l2YLkDVj9eboDn5lEbJyyEiZD272I1RHQzR2SWi7iRgcNhBa4edCnO+Mp+D4r1CDt0r5I02f+Njef1ZodkWkes8H/94uxnZFXjohhBEHDLUvVgNvopupkQwMaAAvviHlk9B3VuNnef0GjujQyrm/Qd9MRc98CejSuCuwgK3Nw8z/OWRtXBkV/H6+FgLgaKRV9Zb58zuN4nDjjjce4XHE3w7i+aUtp+D8OwgewerPr9f4up83/3DJ23L4K2CFYjYI1g1a/nQCiaeSMr6wDENzxutnfmOaV048rh141/9+W1tvafH4Gn/4wS7xN9Nvvv++8ia/lb141/H7Xr6N99Ofoubij74956hv6az4/Y5Pje958fMahvsdb9fH50/FvlTbA6nO9sEVRgCiEkyWAxk79SrGp2JGBAxpkGCIlmnWIgEWNMam58/vUJz5cX5HHC3f0dKGesOaEkBgkhFSX5CA0sFaVW/OH5SX1Ka8FSVD8zmQ7Au/t7fPv+AzgxSgYaD/j0fMG//vnPmJcFjz8/4vp8Vf/PUpE54SeMmKqywZlUHzJfZvCy4un6gn/+03/H0/WCdH9GNoD48OEdhnFAHQaUUVna9XyPaRhRWsWd/Agixt3DO4zTBEkJMg4gTrif7nAaT4AA3HQyOU1nzdA1DKB390BO6g5hAHgwvVVOGkVPDIumVxN3SjqwycyxUgvqMkNaw/Ks6VRd+gsAlrpiaRW1rLg+q/mLqmbUqrXgenlBrQVtWdGWVUGmm3oJAJlBXhaQZf1ycaDUFEC21lSnVgSVSN04MqurAQFLWbCUBULq4iEskJNApjtUALOB6JQz8jhp3MyqbiEJmkrV8o5hkoyGhIYMAaOKpoFtJjUW0882EZRVNzXYkkXE3bGa2Jk0LEwcPW6otW0IlSyAR0yOlMjiq0j9KKWZbnA1gMYMprTdRf+zVMCkDDCRsb9pB6JEQGtsiQ0E0szcL8aJOrY00C1NGcotFIoIKdHm9UAEVZIgwBMXOJeq4K/uDKsDW5+w4bDPgGcAgtumFeaHStZ/Dh6NdfaNUoOqSTQRk6tS0NqKyXE1aApdHSrtO2qmyWyJQKqBL7+3B/nB1R+0j79SrLqxqRGgRha1/85ZUAddDsbcbP38/Iynp6dNV5OINhDjjGoPlP7lX/5lA0zOxPi1nRF1MNtaw6dPn/CHP/xhYzddi9Pr9/Hjx42tjGwtM+Pp6Qn/9E//hKenpxsw6FqgDoZTSliWZWN3vS2eRQvYF+D7+/tNk9SBZYy6j8ycg7LoH9wzp/55ZD8j2HZ3ggiEHRS6Nml0z6i1bqxuNNP2/qlHzHmsV8+8OmPpz5BvHPz7CB7dXcP7qGfxexa5B85RNSECdx8Hr0tkGSPDFy0F3nfRL/sIwEVGst8s+D2OWG6va7z+Ecvq3/lm6i0A1oP5oz6IJX535LLRl9cY1b4/vL79s3J0vXiv19rXtz3+O24C4r/9+r+1MXmbWR0GAHsGISLGiMlAkAV9iKC1goam0eOmeThkFfQfEmMaB0gTPD9esKwFNIwYhgl5HDGMGTUni0BPGjHcCpoU1OsVP//6M54uF7yUFc/Lolmrior3//Dtt6jThDxkZB5AxHicK/786yOu84yX52es8wIuDflaMFDC090znsY7JFbR8pQyLmvBuVT8fL3i//3TH/HT46+4+/4j7ugbTOcTvqd7nAZG44SadLJM785ok8pTjTmpe8KHb3F/d480jBju7pFSxjTdYRgm1T3NWsdpPGEcJk3fOU5AMkdLN8sD8JyfQtV4swKFIwXAquxiWYFaUedqQU0V5eWKsqxIinABANfliuuqvkbPnx9RSwFKAUpFWRY8fv6MdVmNIbXMWrQz6okIRIJMC5gqIquZxLwyS0Ux02BJhEoEHgfk+xOIGde2YpGismUDAUxIOYNpwKa/KQ1TGvS520zB4aUEMCbbAYKxiiUNMIZXjLVz0OLsXWsOtBSsbi/J9t4qkGuG17T/918UP3IcJuZ/amKoZLJcrakLDKBgi6ib+JppCWNnWVnVy7SNdjizBR2JKLA3hlKzmgoss6pCcsHGaAMwgf60AV+2tjH0tzOwClNvWVdneG9MQfrB3lehPbRRzs2rYd4SThk71FXK09lt7UOf+Mw3Fwqmfexo53lBHpyFfeIjIvV930DqzUj9pzMy/38ovT6ls4IOgiJwiaAC2LMUebCRiGqAeiBTNGU7mHC2MWqvutD+y8vL5vPpi/OPP/6IUspmImdmfP78GX/+85+3oBz3WfXodwfMUQfy+fkZp9MJnz59wj//8z/jp59+wt3dHc7nM06nE373u99tqVejrqTX21nPjx8/bvqj3hY36UdgN03TBmr/s0oMNnIXiqj16qlZn56ebsBNKWVLJwvs7HaUnIr+sBEQxO8jYHTWO7Lqnla3f14ckMyz6ot7ylpvUw+k3Hc5SoVF94O++LMbA7J6MNWzzV4iMD6KuI+lB4gAbjYMXiL7fLTh65la/+w1wBivGetyBBbjcZGFjC4NPcvZ92O8d3+PeK2j+7x2bhyfvh/6DdJRf70F9l8rb4LVn6u+DCuAxSL+B1HWDuLMKm0R2uqIqilLlVlVH8x1VLmN5d29mtzv7oCP74FxhAwZkhOaEFZxfkfA1JCXBWcC5DpjFMFJbLGqyk599+EjPnz/O/ULmkaknIBvvsH68IB1XVDWBbUUcBPkUpGI8ftvvsW37z4gMWPKOjl/+PF3ePfDd+DrFf/Thzs8zS+Y3j9gev+AYRrx4buPGE8TWqsoVYHg3XSPMY2akGDQ3djd+R7TOIFzRj4pSBvSiJw0rSnlrCwcC0ArgAKsK1CMDWRd0MXbuWmOCqStUIWEBa3MUM3XFWgNy+WCy6+fUUtFXVe0or7EmTMIwLzOWOqqigovV7RWgVI1SK5WTFAmXJqJLBHMB9ncNJK5eCAZ5NiZ1VpV2aCRwmkRYCVGhcpAkbCmQ5WM1BQ55aaR+qkJklTVnK1AE0IqDSIrSKB3Yw6R3m701fS3tRXNX0R587+tTePD1bXD2buN/9sAzQ5sxIAeaQBdA0BNx0IEqZlvNjM2n9VmE2h4uZVwNPbUU7XC/V1DMQZZ/ylmMrcfB5KELavWdrZA9XTtA09KoHJOcERpEwkUrBrUM2I4tNrgoghc99f1kcVAvTXsxtTvhbrfG4D1yanfxdN+bwEsMYizuu7ja21Job9sT3RTBwrviDVMDNj6JkAjQG/kEL6a8unTJwC36Vad9QNeNxUCOzvoJnv3UYtgxYt/FrMxOSB0pjaytr5offfdd/j48ePmy+nai+4KEIXF/Xo//vgjvvvuu5tzPn78iPfv34OZ8bd/+7d4enrCNE1bxLz7yEbG8P7+fguEcibOP4uR0A7agZ0FOvKn68HAkXm2B11elmXB5XLZwGofQBaZ1f5cAJvM0xFjGpnd6J4RWdEIlP23M9AO+IBbvdoIdL2+vhHw4pulyNbFctSWCIQjiHEmswe/RybmCCRjUF0ETT1wOrrO0RjHZz9uGo6eiRjIFfutPzf6YvfAugeLr90jAtVepSPWv29P/++eqf2t42Kf/BYbesTkRtAar30U0BbLm2D1X9cLBMAswGxzf6oWLCVN/QcTIz3cgfOInBOmYVCQQ6TYdRwwnicQAWtKaB/eQ85nyLffQ4YRyAlISQXwq65OpyFhGhKmUvH+ux8wFWVjaZzMHKtm1A939/j+3QcMKeM8nTDkjO+uL/jh8TOaNAwZSNkAMCkIOw8jpjQgp4TTqH5E0/0dxvMZYMb/mDTLEucEHjQl6fRwAg/Jsh0VQAipZjXre2Ym2tZkBU7ZEyiomRz2GQiaxnZdTc5JJa0aGqoFpbViu1PLziPSUNdFZbauL7heniBNryG14enzIz795d9QSzUHCWXBldmDBlbZeG1ASTQqnxm4M9kwBYBNcdOQAHM/SNY+NWWzAVV9WNdi2Zyq+fMKsDZCaabT28x8XxOGBpAYiBZCLi9I9UXPUecPFGkomAFijHlUpQOpGqi1OToqwFnXFUIMjCNoUMC/NvWzrQIIE2QL5XNlUjHGz9KDWqIJEkGBOYUTbZ+hNSTXLPXJsFbUVkCtKnttFCY52HMQhoYtnSns4dg0U7XfoD2p4wybGByk6k1BrPW3bZwyokVf7pwYGJxN03F2cpLCD0TPttApva8AqK7OAJDVtYqm9lUgHEGOuRDECU0cqurY1FpQZA+60YUvsL6+8ahNJfCw+6nqxshUKDbUvsuMKfOsrhalOYOTcCseBrU6yNsT33/V8oc//AGAis+7Ob0PpnLQ4eAo+mJGNwAiuklD2rNhMTr4dDpt/pofPny4yfIUTX7v37/HDz/8sAHZYRjw/fff48cff9wW7ehawKzSVJ5dy90BnOn84Ycf8Dd/8zcbO+Q/zpx6HWObI/h8jRV6y7TqJZq1+wXfwZKImvmdhfTF/enpCZ8+ffpCrqnXPY11iyzY/f39BhZ9DGI/RzDkdfW/Y/DVUYYxv0bc6ETFBe9Xv070m42uJD1gi/f28YhgPI57BM3RXO/X6gPDoq+t93t0I4jpfns/7tg/7p7Sj3tUvzjapPRjdfSsRb9gf1YiSIs6uEfPXb/p8PpGn+K4aTligY/Y1siGex2O2OA4B8T29gFffX/4MUcBfrH//0NgdXhQn1WPoYEQuHKQ/BFQSgpWpxFDThjHAQTaFqU8ZgznSX0wTwVSKqbTGeP7d8h5QM0ZLaXg6ycYh4xpSEi14T6fMNQGGkbwNBnO0MX94XzG+f4dMiecphPGNIBOJ8g0QqRhGBk5qwlbzwFGTsiUkDlhskl6mCbkUXVK8zSZ1BYpG5oY+TSAM6O2giIMNNJFsiqoVTBHtuiL4wot1SSdQEAzBq6skLUAtYIWBa0V+iOimrLSzPnCwGpZZrRasM5XLJcnZaNKgdSK9XrBen1BLU21LUmpNgcfm9YsZE/h2aot6JoKNRlAaIq7NDuStyMZJyZksrmqGyrQ4ysps9qIsEOxPahIgZ8+PyQEbgo6WNTnVXMQKQ/YDOwRAUiyAS0F76HYHx4Jv+0WxFhpCUBtO8EAV/f5xkCCQuCVbJUXb8RWdsrTjyPe23qLNjdPUvhJgdP1HtpJQDtPXUdDLcNkQII9WGw7aWdBt5Y6sCSCMCDCBhCtHxhoruLBppYB9ZElMbaGnPHdad84DkI2tj4Zkm8odg7Xm347Dd+2+wZsbkcEqS9g85sg93cldGP55TW+tuLMXGSDegmkyJB58E9k5PzzuMh5tiNfhCN75aZgDyK6v7//wozuP+/evduUAhzgxkXY3QPiOe4O4CDVQbYDI29zBDX+nbOFse1HYK4vb5lwI1MW/UYdWHl7nLWMovm+ILuigjOTcVHv29KDqugbG024b7UlMmKR6Y0bkfh3z2bGjUB8BpzVO7p3BFnxs9hPr9U73rcHQz3QPAJK8Zpv+UXGZ8+P6QFjD9heA3KR6Tyq21vnH7W9//to89f3U3/+Efh9rW79ub8FHt+67tGm7zXrxF9b3gSr/+v//r8BgJlICaCEnE/K9BAbO0Vq+idd/JQEEhApbOGUMIyDLmaO5Sgh8QgiBg8jKKtPiycVGjIwJDMpB8mom2YRMDBjSBlMhDEPSJws7aqycKwkKWACTATRaO0tUYECMA+EIQIgRbNnNQ1U8gw66qPzgpeXi7E9GSSM8TzhfH8HTspActLVW7mkhrJcUdYVGtyj7gt1XlHXVfUnqzNSC0pdjTFUjUkykXp1qH9GKco/6ojsLq61VJxOmi2MLBFtbRVrmSECpJRVNYBIGWYApQhqqar3Omk2qlaAdTX/TVE9TG66QRGyBRDxZVMvhloUYDpTSE2TR3ADqBZDco4uSe9LhLE1jDC/U2iYz1IFpTQQC8AVSQCSqj8E5GygqipbDmFU2n1XybjHYfO/JL0/LIgPCreSBRqBMja/Up9cpYFaU7jtzwolkGR9rlpGM+DtcEmMsIXIJsKwM35kGWatD+x+7n+pihjRh9YeTbsmJ114HeqKCJZ1RTUvHLaAosyaspiZMWabxHJW0X1gM9FLqDdZ8gQi2upVWtuycHllaq32bulzY6Sv1ogYbOxvCz5mW+5pqajWn74ZYE6bpJXhYTAn5KwsfrP3nlNCHkYIgLVo0CVxwmRsMmjXk/Xnkznvm7KvrPz93/89gJ3183HoS7/QAbeLoANALxHMRkDm4MYBZWTcIiPl13VTfgScXlfgFlj3dQV2UBCDlqIp1O/bi9PH60zTdKNn2gfmOIiMwCKmBPX+OjKn+/ceBOWMo/eh16HWugVxRfDr9fb+ieccsWfe33EsYrBRb66NLKq3N25qelO8H+NA1jcl0UfZ+yc+T95XkW31MfC2HjF1fT/1QDUyvl4iix0Zx7gpiYGHETT1YOloUxKfM+/XfhPRl971Jva7j79/5/3j13Q1ijhm/cahf3d9fOKYxffhyJfY+8bHMfo99+oOR30H3AakxefIfa/9vYi+8f1zdbRBOCpvgtX/+X/5b/oPSgAYlDLy6R6cB4AThAdd/FaN0hWqaKz+YkIFAuuApKZSzQvEqFWwzAqGhuGEnCddTI1oSSxIbFQ9K2tZS0Etq3WIgoNIHSujSEhMyHmjD6HsTYHIBSIN4mbr1rDORdnQjQ5smz9sW1fURX1eX56fUdYVl+dnPH3+VUEcZTAlnO/v0D68R8oJw92IPGYFpdBrX6/PWNcrpFa0VSP213lBWVcQVC0BAOp6RVlf0JpgXQpaMxMnqSP809OvWNcFOSeMU4b6A2ekpEBhGEcoDWrAsABLWZWdciAdWKoGBaRIBMoA2eagVo/aVlCzuTGIbNnCtl1DA9aqmaYCpYqNlG1Qc+/2fNu4Sd2Y3gEJDRqoJQKgClptyl4nM2lLBaEqrGIGpcCwiZrGG3ZWU9UMtA6NCJXYWFNjUcUCyHQEQKSvQZMQuSh1a4f3qTPVqjFs7KFTnIZrnTDcGT/TGHVZLKLtBDKQmA2kvbajz0O2pBvY6knUsBbRTVDd34Gckm6c2HzGk1oR/HriTDEUZOY8bky8l9Jk8//0CWX3n2tYwsQH7CAEpIoW0cxHROCmyS8k9I0S9uZWoJVBSry9u8VS2g4DYzzpxPdynSGm7ayLTyfjo0+7vRNfJ1r9u7/7u5u/e7DQmy8jYPB/H4EWj/6O7GdcbPpzgB18xftGEB3dDo4A9REjGM3I/bERPDpQ9OCsCOI88CoGbMV7uS5obF8EGlHvM7KnEczqnP2EZVm2JAkOQKOrRT9W3scRSPeAxI91EBSBYwTMXscexPSZyPx6/aYllmg6j6y1j2sEXz2bHu8dNwZHpt8jUNbXKT4v0YIQs44BtzJtEbj2jO4RYO37oGcJYx3i9fzc/p3zcfL2x3eg36D1LhQ9gHbrQjynZ2xv5+xbIO99G4GpfxbdUI7Gpi+xj6P7RVTY6N17+s1Tf53XyptgtZjPE1lUs4CwXmf1E6RkNCpAVQFKlRWlzRA01LYoKCFbn0GABdaU0jDPFdKAPJyQBk3DN6+qiZoToM+BmouBW7BaipsuNEsOQBiSgtWcGeNggUCtQqQCUiFyVWBt7mwKzJpm0lkLylIUS4iCHanGsNaG+aoT38vlGc+Pj3q/4YSUMj7UDzidElJNWMozXBFdUAARLPMFpcwalFOUOXX2iYk0SQK5n2AzHVoYIWh530mQx4xGDSmrfykzI4+aX31dC369fFbGNw1bFHo+naz/GZUtItwE8msDimhwzkxal5VUs3bjbsWircWCDaz/IApYRYAspg0hzkS7ioCzuLv0E8iDnPTPFYQrCI3UJ7oS0Jw5JQIyo7GapDXwyfxJSeWq1tbU7zKzthsJLM606U8y14dNzkpU4SDb1snzsCpTSOYbyWDKBqoU4Ka0T3abnqg91nYq/F3eFhTndreJ13A+3U6OOSUFpPBrdVIzgf0RgWU3S5CkJvsmJp/j+c2JkLLt0pMC2Mhy5ZSUCSVCIttIbosfabpjKLupmaTYspPZe5WTDimzPU+MZBvSxITaPOrYfLYqUBvtzDWUBR6S965PWGSuCEDK2tacdSOm+xgNBPPxhYj1u7LqjNuUol9jiQu2Ly4uMRQXqwhCIzA7ChDxZ8c1TD2Tkovpu79hv+g6eIxMZ7xHDOjq3QFifePC1kstxfYGzk8+AAAgAElEQVREYDvPs87ZLy94enra7pdzxvv37zeXhpjhyX97oFcEqz1zFZnc+F0ERQ5EYvCW950HWDnQj4xhHJtoMo++oX4v16ftNw49KxjHMvpGeh9GVq8HZnFMPHGDj32sY398HBcAX7DuR64AR8+oH3PE+nrZNsyhLfGz1wBorG/vnhAZ1b5uRyAztjt+559HgO3FNzIRnPu75O9Nf784Rkf97qDYf8fvjtw54r3fAo1H38Wx8A1szNjm94x19PPi5uU/zKxefv4FIGX/EjFKrXh6esayriBzA2ALhMmcMS8XvFwfbRd+QS0rWqsoBjKbSntiXRteritaE/AwgYcBy7ri58dHlTWZEsZR04yKAaNaqwJWmzRLKQoAq7J0Y07IpDJZd6dRTd3LjFbVBE+iUfUEdWFQhk5p6eenZ1yeLoqPkpreE6mckDTZMi7N1ysuL89gTnh49wHjdMKP/8PvcT7povp8ecayzHofcwVodUFrKoLfmk6MKSWknDR4y3ZJtRZUS1cKyy6VMmMYElIjrDSBC4MTIQ0qT3S6P2EcB/zbT5/wrz/9d5RScTqrVNb9/Xv88O3vkfOA63zFvC7qpjEogFqYsRZ9QGfWlAoLKtaNHVQWPMuALJOa1wvU77a1zT+XJIOQUNqC66LMVx4IOaknKru0PQNgC3KSagTkgJUGNAEWElQBMA6ajQsEaca2NwFgDvzMEE4oUvCyFjQwTlPCcDqh1Iy0qj4pAE2JmmDgN6GhQoxdHaDm8UYJQkm3F6RQOg8Jw6hwNpP6AOtLqduQlE1LDlGrToHbzQ5W38otcxPZ8xxN7D4RDfl21x8ZA3BYjFswt1DW9wvK0p+mE84nDUJkq28yZrW2hkVmtCbmf3in71XTDRtbtjAi2tpbSsHiTBZ0Q9MSI3uktE2qAMFTvO5pZ/0zoNSszzZg4WGE0zjgPBmzJEa5Ik5m2l+cElLOEADDOKJUlflxIXh1QSCwEKgl26T8dp7p/6rlcrkA2IFSrfVG5gjQRccDkBw0OXMazdqRtSulbNHrvsjN84yff/4Z67puovnAPoYOKOOcHX07PaJ9mqZN9/QIhHrxxVREJbUul8sNi+VtdvbQWVLPuOT6qb///e83uSqX5oql9+X0Bbj3E4119eLmTu/jWC9m3vx0L5cL/vCHP6CUsgWLPTw84IcffkDOeZONOgKmzsACu+qD94//jsFKPiY+Lg6OPJtYZMtfY0S9nZfLZWN/faMCAD3TGcGRm7TjM+TyYL25uWfaonk8+lRHttnv7+3q2+7PbKyb36Nn+npmt69XHOfeGtCzl/13XncH7QC+0O/1a8f6usuIpxL25zNv8+/eFlfViMyot9/7qQf9R23vE2cA+OId70G891fsm3EcN2k2n7N7gHzEtB6VN8Hqy7NNfETIpLT/8+dfsczLxkgxMU7DCTllzPMFl5fPqK1gmV9QyqJBQasyiqqUpMzoy9UijocRlAfM64pfPv+KZS0Yp4xxUv/AZhRZq2bmCL5ACpqUER1TQiLCNA5YThMYQFmuqObnSU6nUgIogVJS8XkiPH1+xNPjszJugzG0rD/AzgrM8xUv1xckVrBZpWKZX9DqgoqMdb5ivr4YK6oLcKsrRAysGmAWDBu71lpT0nnTACVHORu7SrAdT2Js7sJpTxogaJjXGWsplsEqQaQhZV3oaVVReRBtKknCBLD6olY0aIYn2RhGEvPDhJnLBeqj2ZR9s0BuYx6VRYRtLFyIfvcXiEU2drURUEjvW0WZVWXXkpFw5nIgu/enZivSv9WXWbbPFOCwc6bb+btJXhnjrc5mgo4hUCBfJNkAn14PW3vsXszG7O0LhP/0pjraxlFPd/Y3ugIc7fq3F1es1ySAOT9v42+dvO6u4yZ/r77sjO/mvuCTVTxv+9mBJBFu6sq8g9T4mRjlHD9rEvoJCIuQb0hvJ/qbBXM7h5CQOpkW5+lla1Psp6+tuAKAL+i11i8AmZtwc86Y5/kGrMY0qMDuc9YvNsyqw9mD1bjo+KLqwvY+j/rC6Cb40+m0yWz5/YDbZ82Bjy+6T09PeH5+RmQjo3uCg2zPauV1bq1toBzYmUK/H/ClRI+XXd2i3Rz3min7iL2K/qTzPG8atl63yKB5HXqgFe/ZA4p+PvJ/xzoegYWjEhmveN/e7eA1k7SzzT1D3YO6o/nvqLx1bOxzB4Vel74/+nNiia4Qv1Wno++P+rIfn35s/j1tj9eK79Jb9/Rnq79/rENfl6O+jsxqDy5fuyaAbdP8Wh/FZ/2t8iZY/b/+j/9TK0n6U2vFy+VZwSds6Tb2hpjR6opWFwVmZYG0Asi+S61FUJsuK9Vi1HkcwHlAaRWX5Yra2nY/EdHUnE3Un819TrB5Z5rVvaGti/rSseqVEgHUqqXmbIB5tC2lYq0Nw3TC+4/fgHMGLhek5UUDtcScnWEmbKjWpohgrCsIK4gyGDMEDKEVjSqIgRUrFvH80bbTRENTNZ5NuUoAFHOVxaLtba2iNU+bp0FjTXbneUJThQURzRoFQZsXNdMuC1JV2vqcE+6mEeecwFJBbbV+0MAfVGVuhzRgGEb1yb3qYpXAmCzbGIpKao0NOFmQUfVMQv6gApZataFAUJ3VYIarkJK1Xdn5BGVjk4KklNFYZcuq57kXQi16EsMm08CIEmUQjeqXmfRpqEJY1obKBL47IVFGLQm1aYc3T2TANlGSyYbAsri0sgNKAtAq6rJaZi0F5wqmgv4omUuDxElgex3tvdkF68n2IPpE2QvuxCmzunuEc3Vi396y7RsnIW92o039Ap9EMM/LDcDMOW/vjZd1XfH58yNEfMG1ycXYTIe+2/Vhi0zzf1u9q2d1cTDtfRAmLNqDpXwuIQC1rJhflBlj+nLC2v5vm2Ii2tQARNoGdNU0Omt9vZ9kl8r62so//MM/ALhljS6XyzaPRIaHaDc1A1+yYg76+sjxyOJcLpct4t5BWMxi1Jssex9MZ4F6ZseLgzoHxO/evbsJ9HLmrveXjaAw3j+CaKKdXYxsUARh0ZwbgbQDgN2yskstbXN26Oe4kXWA6X6rd3d3W0KD1/w9gd1kHMG/g/1YepF+b2t0ofD2+GfRF9h/IlMdwVIMjorschzf6Afdg0jvNx97r2t/j+hi4RuvHnj7OdF/NvZ1/1m/uegBoNc1lh4gxrb2x0VQ2Jce8Pu/fbMUWeKetf38+TMeHx+/AIhHJvt4n5419lS5sRyB1SPwuK7rZrnxPoh92derf+79vr07y2v368ubYPX/+Yf/W29uep+tVSzLNUQGGxeXlL7SbEe6bLCoaTlGAJeqou2UMngaNavTMICGwcywFm1eqkXk7z4up2nE6aSmK9dUTUQYrcOuz48o81W1UFsDQ4XuMxGEKkCaIen5OuNlWXC+v8ddEg1Mul7By6ypV2lESqwAwLQcLdklBmkaKEICohVCGUIrhItKOKFiRdXgHjPdVlFZrpRYWU4iFHNwb8YeMinr2lDBxBgSADIZp1rNjUE2lU2NVAdkXQ2srkjmQnBixt0wYEpsYJVAUlWc3nA7QfVv05CxYsFzeURZFuRhwDQw0IAmutEYhTAaHbuCUA0QNH3CDGRqCtXGZk7nzfi/BSmRpM33lVy8HQmNEhrpBkarSCbbpf6Lymwm9Ztk0keWzMyTFCC1RmhF0EYGnU5gzpBZUFczR0KfRVADJWePtQ9bE9SqL/LA6hqApjqqTVRHtrZbX7vNp8jgenxR9WUNAJ355kU0onhnoe1ZcZN5NK1sE4ExlWK/9/sQdt1WoK4FMzmw3tNARuaJSE2IzsDdkEJh4oDs/k0RGFi19fBikimifSjoJlADq7HeyYDpWiukmmtH2oHFNtEaSPb7ERHyOKpvL6lbhQhvjCBgbLdvIvB1ln/8x38EcLtgR/P+jXuJHdenTAVws7DEYBA/xxeqGLzhz6wH8LiJM+eMu7u7bRH2hdiBrl8nAk9gX7wvlwsulwvO5/MG6LyObnaPQVLxGYzX8/6ILJ8vnBGEe338fGeiPeVmf634nvRMZ/yuB3teLzfxuttAHL8IenzeYeat76K/r7crmmt9LHwMgR3ARp/iyIT2oN/r48XbfTT2XhfgS/AWAZ7fO8qRxY2T19fHIV4nXtfHJ7quRJAWFTHiZsXr15cj9jCWI6b2aM4+Yhj7fvGN3VGborQcEWGe5y2bWH+9WNe4wToCs/Edj+f0z9rRv+PGJG7i+s1uPM9dfeI64v7OcU55bTxieROsVoccJqjfCGhm0hPwJnwvDIB8ktDAmgQFjEQmyyMAlQaq7SbDEw0DkDPEQJtA0EpBqzaB2AsxmEg/EUOGhJrU77Sx5VAfM4DBQF3bcqav0lQ3dfDMGhOGUwFPJ8ycUZAwU8JM2cBFRiML4lD+Eq35S2nmbyIFgRVYhVCFAWFUIdQGi9zWYDK2tKcEA+rR1G6+qSDaMj0RmZnaKFiPOnc/QpGiQWWNVDuWgQTGwBpXz0KgKkAVVWiwqHa9pueq17oDFSgNqel4JlHtUwU72m4SZXSFgjnXH2SCGdUFLv/knF4zoOKHrswQAzuNXIhf2ydQd4Ctzz1/fdONgapEqDRXqyaVVQFqbOCSwpiIYXL1ZfSsT2JXd2vAjX18C4YXU9hSkOS2cGLzAfWJm2NL9xfThjWY/A04kR3pzw5DO3RDYuFKTr1TmDD82pv7gBnyya+z18Hv65+5L+o+iTGIiwYqicdIbk+ljos/n+SuFd4Wr/YGV41lx66EQNjBorXPsK+2h3R+iBNTFd0IR4TpwYZ+HwF0Y1Zi8I/1RgTHYSy+xtL7e0Z2ql/wgVs2LEafR7DifpIx+KdnCXvm1YFLZBwj6O0BXTyuZ/KYd91UB97u0+kALqoTAF/6ncZ6OwD3/vJ69UAk1qdnfiMQiAuxnw/cug301/Y6OyjxEu8TGeR+3Pz8GIzjJYKACADj96+Z7o8Ag4Mqb2vs355BdUAf7xldBo76rvdJjWDxqC59e3prwGvtPPq+//fR3HHEAL52XASH/TXjMxX7LI6r90mfXMH79eje/lkPPN9y84jPY/9Z/+8eyAK7OkQ8Po5N3Bj42Mfn/Oh9+a15+22wmtq+aNriVjijCYOzRjA7IhEiDEwYs/p8jgxkJqSUMQ2qJ3e5zpjXFWkYMD3cq29iIggzAEEjNd6VumCtlsbPIoZbq6gGYAuAIkBLDKQMSIMMAlpHJAZGZkAa5qdHrNcr0umE8d1HUM6YmDEyowrwa9MFcUlAyQmZGSWdNIgHBU1WNFG90lbrZgInYaRFgfnHkjDLgCQZc0uYa4JwwiAZTCbLkkR9dxd1Zk9ZfU2ZCTxoAI60BK6i55iwvzSBVI1mVx1ZwjI3XF9WBUWUkYlwogHvxzvUJhhrAl4qRArquEJSQ2rAhARGQqYJZJP+smra1lNjNGQMIGRjEWtZgVLAQ8KQFYU0MIRYs1lWAMZ+Mrm/q7GjREAybVYDKGvOoJRRW8MsgiYNWQS5NAV3SUVxxX1lRdUaSATcAG4DGhGWK9CWitIIXDIYDIYGeaGQpltjwX0aIeOItVY8rwVVGhqJClJAQTAAIKkiAgA09sXcdF4FSIOCRLLNAmT3L46vlorna1/EZ9ZN+epXqww7pwRYH2wodstGoKiPEOSXyFDz9j2gCh0e7KZuDqrAYIdB2ek8ZAw5gzlhnCyPuwjWapqk1q4msgVBUSPzf4WBYgPGNvFtIFJ2bO3HqFqDglPd5Cl7LUEhgA1UMzEazNVH/Nk3U3JtqNJuJrWyrkBZkZgxZAVOQoQUNAm1AWxyXF9fiWAV0EXErVO+CHoRkZsMVs6CeNAToKzm9XrdPvuCAbfFKWp3RheDaHKOWqReHKT0aUaZeUtW4AFItVb88ssvG3u7rityzhvDGAGqtzkCRQeGHz9+xDzPW4BZlOTyY/x6bqKNvqTRxcD/HSPs/XMPYpvnGS8vLzcg9HQ64cOHD1+wkZF19f72a3tdgT1jmAcW9ZsF78/IfkZWLD4r0bc0Hhcj/6/XK1pr2/187OJ5Ps69NcY3GM6kxg1SBP/+XXSl6EHv0fPuz9oR6xlZ+v78eP/YJ0eAN/pCx/cnlh7U9WAsukj0AY+xbj6u7ibiz1qv3BAtAH2bYn36TVusb/wdGd9Yn/hsR1cfL/3GKLZnnuet3XGzO03TzXNz5FbRlzfBqvi5xgCKEJAVtCIbW0lGTRFAKWlGJyKkpLnhhzxgmE4ACBmEwow8jhhOJ3BKaOZjGplVNIJUMukm1RRd1xVt1VXQWZjGjJZZ1/mcADRlkTIDrUFyQk1arzaO4DyA8gDOGa1WlOuM0ipWSijcIMwoJsslaGhIaFD2tMmuA0sWZMSi/pKefcmB1o3oOqn/q/hC3xoYmoBAmVXrQoECImfNsMETNduTZpkiAaQqSlATu0WbczJNVLiIqgIZE+Qn0wlNHoDUoI6zYmwshcCjwK4qqFBQoBSj9i3IEAn8BXU2Ghsrt4MX2j6rxBpURXtLlfnVtkjwPWzOLFvdSQjSSFOpehYjKCPNllkMlrKXLDMTSDVXRbBJ0AI7IbkxkYC6d3iHO6tqbLNPWgIBashD72PEXzIuIb0TAl2675Cbd/bNW3fz7Gj19G/xawIGMt2zWqnLzec2PjusbKpOBmn7TaxWkW333ZrfQcFkYGv1tjqeBGd4gMgI78d5f+5c9rbJA7bUqf5swN8rcQWNvRf2zrVrw/x4SeW1dItr1gmRLc2tZ+T6Gku/0L62oB4xm74oR0AS2TtneyIz1P8Q3Urr+GIawe2RGTayaRE8RYYomu0dHDsw7QH0siw3AM6v59eI/o+11hsQT+EdPerTHgzEn/4aR5/Hvo7m+Z4d7BnWHggdfRcX/56Fe41h6xk1/zuaqvukB7GP4thHwBzZtTiesf7xvhE0+v37unq/HH3el36sjsaxH8sICvu6xmeov89rbYu/o+n8NZbRzz+ydvgxR89Df6/+2u5mc/Q8/lZfvtXvv8WGArduAr2bS7T2/Na13gSrp5Ob19gixxMGVs1DYdO8hKBWM5VYkAxAKBWW+QqottgurWqYU6uQdQFZZiSQslW1rgqQsqhvYYOyf+JBPebMTrZAoaGUBZCGUhe0UkA5YUQGMzCeT8hDQuOEtVwhbQHLCMYAAWGaEgZhQArqqpqs69rQiDClhPN5QK0EVGAV9RVVf1jCxOoTO6ACyxVICdxWDGgYUJGlIkkD3JTeKkYSSBIwypZ2lJv5ixnwBLCJvBPcrUJBQPN+Nw1NDAkYMiozrqJMlLCymsyMwgmJWbNV1YZMDSzqW9zIrtVIx0SUrUs5Q7ihrg0FGetwh2V80PETwlqBpQFXtshe6ES1ouHK+vdpYJN+socQqoHJTQE5D2cA5k5iKgRrMX9lVrUGENkGxBov+ry1pHIIAnW9EBDmmlCF0aShzBeAEnJryNLQCMBEYCT1rqXgXK9vCdhz425gp/O7hIJRZ+tcnkmMFRVAWXDZSVAiQubbBTD+BkQTBUR4Jn41HfsNrHqgmWBLeb8zvbZZxC5X5Y3zTQ5sw1BENDtXTpgsqIGZw/tnF297tbYJOCV4pL9PXnUDA7bIAVufANiDDFtYEH3i2/4H5DyASF0WclIt18lUBkQE1ZU8XHnAN0i2mWn6NGAYrK3b2Hx9pQ+2ccYwLrKRQfG/fTGL/q0ANr3S13wGe0ZLRG6CprxEIOKsUs/EOBvpkkZ+nRgd79/He0cf2WmabthVB8zx2lGM39mrKNwfF05ngHqQ1gPH2AcRqPUA1Es1VZsI5ol2M7ozkTG7Ue9rG8FjBJVRzsqZapco83sBqr/r2b28b+LcF5UMIrjo2et4zTje8RmM54nIxtTGzcv5fN5Y5tjmI/AY+zeOg//uiYN4by/RZO3HR5/qHtRFhr4H+HHs/d/9nB+fnx6sxnIEjt3vO167txzEa/XAP45DvwmL5/u7Ffvq6F32dyhaa/p69f3Qj0UP0n+rvAlWp8l2u5wgrk06TkBKWFvFaoFWdVk0M5T7nAphVWssikWKCwi1NVSoubEsiy0+toszM3mTiumcMZ4zmjQs84LWqppWWRdMTtki6BtK1dSkpaxotSCxoEHrOp4nJDrhWlZc5itqFSSqSFTBKWM8nXWCWK+YqQJNsLYFVYDT/R3uzifUAqxXDeABGkQKkqibw2RgVdYrpCWkWpDRkKViQFGJorpCmmofJLZYcLLdZyNQEzATCOo2ANkjtPWh9oh4Y6lIwaiC1gzkjJoIL63uSgpmaq6sGqKLlC0r0WA93kgZ7SbQRACiWpsyTJDaUAbBSgXrcId1uFdQ2CpWNMxNcGGN6qyoEDRUalhYfZtPAyNPGQnAaM9BroTUgEwJ98MJiRKujXCthNIqnquy3MgJGEaACJWzJaBgCBTASs4QTmjOgAswv1TMS0VpFdf1AgHjRMDIAOWMPJ5Ua7VZxrL9tbPNgPY7qiaqYAY42QTNOxu6sT+GnfTHzaC775uzrL1sjb+orbpI2MZF3xQR2XxkA/+8gVWRMAF2E6T+3jC22eMFwropIdE+mYZhA9WgYCYTN9vfTnxR028DJYHdqvWW2VJZq1sJHj1uX+AgKvKvC/Lux+eTYUoJaymYlxkQe66ZoSlfbeG29z8GIxzpX34txc33wJeMSMxH79/7uBPRTRamKF3Vfxav74DFTfUiu/5mNPVGVraXxYpsrY+766O6id8XeHcNcCAKKOhKKeHu7g739/eb1mRk9PzcCHb9c5e8crDqz2pUCPDPIlDt9T79+8ig9cyjl6g5GkGWA3CXEWut3Ww2/Fp9GksHsD7Gzja7PJb3p4+3bxRcMsz7JZqeo1/sw8MDUkp4eXnZlAien59vzMF9HSNDG397vdzFwMeylLIF4nkgXfQv9hIBeuz3OC4OkqKEVf/zmk5ur+AQN29H7N8RWO03NPHcIwAXS2Ru/dq9+4Ufd7RZiMC7n7OjRSKOSwSP8X2MGyO/T1zbjubsUsoWDBZVQvw+cZPqm5Na682zdFTeBKvkkc4NCrDAoJbUdCmiAT5NoA6MBeo3kNw4uy2YTVZsZsyNsmmAGX4BgEmQWc27LA1UVpA0cC2AgbDEZIykpQfzgCUjmIg02jiRyeFsq3vb5JtSq0itIbEyb2Q860gEkEXbE8DGiqJVbOL2rH6AiYGEiiQF3OyHgUQNmQWJ1ThLIBXAF03xtfkTGgUlTAokhEB0+7AZNNY6kLpUNGjQWzUmqQU2dZhGTW2akgLR7p1yWKS9bn8rnbWhGyELdnFQzGyWdQ+YAZzZYkrqpmH9VkHgrKbkJAwpCrhdqgxVzIRfUC4XEAjXZpmrpOFaVxRp4GlS5jxlVSzIg/a+DXBL2dhXViUBATBWEDVQE6Si9+Mh6wZH5SnUuYCcnKPNF3OTlxKAkIBkCknJiD8377P6UwK4iY2CuLmNIS3fXpvNd5LIfFqdTJQwCgFYIk46AYSabqzIrgmr93EGNl7bxsj/9u82YHpz4Mbk7rD5S8bA/70t/v4Q30yQ2NrkYJ23ZAYR3Ls81n6MTqrH5lT2BceA7e0TDQW7PdNFBHSswtdSjhayniGKAMs/i4xhNM/1i1RcXJ3xiewnsC/AvZ+n/455z/uF72iB9+96sXEHvdFMGoGDL9QR7MYFuQdkPTMUn8eeZTqqZ1yQ/e8e7MRF2f1wowtE/87dvHcHzFgErvG86KvqfeHtd4Ab7+2SUl7feI8oNeSBbZEZ7jclURc2jk/sE3eBiGMeWeTYF/1mvGd7/ZpH378GVr3N8R7x2Yjj+xYL6tf27/qf/hnxcgRSI9iObeqvc8TqHn0fn53YB0f3je+3/3ZAGd/7+D724xCv522I7Tx6Hvpz3ipvglWuakooTbA0o5zaCqQEsuh8oILkCtQZTBkJg4nqa6R2FUuPCmwgg1jz1BOTpTcFKImmiBRCKzPk+apgs2kQ1EgjxjwBApRFd42cEhIreF6TRo1PWX+YBG1V1wCUgrTOYBFMnDGysn7Tuip7JYKB2RZhpa6GuqK9PENaRaozRqygxKAhgRPh1BbkRTCuFwz1BZkzJBUMaOBUkVkn0lVmFNOjHJM5KlfHoOKyp6Bko0GA+q4CZS14WTSYKg2avWqtCxZRN4LUVk1jOSS8++4bZZyqAsTqbhrEW6rRBoLvIyUlAINme5IMNEIhlawSADIwkBiVCS91BQwwshAGyiBNMIYhJ6RElk52gTRLT/uiDPVqEqeEDJaEl5cZ//anT5jnBQUNBU19SUdFiaf373H65huMpzN+993vcXr4gLk2rEVhVbWIdm2X7RpPgtyA1PQ3BBjyoGNCMNM/IZPoGJKmISUDlmQ+u9tnRG5Z38DcttjB5J5k/5ZA4CCNUo2h9L1SBIetVTS5fSn1nnY/cRP2wSTVsLsB6Im66fHJyVwRmPcJlr09YVKprVq2tB1vtta2z0jlPTQ1sPkn14OJqwZAtLsI2DvNQM5kqgN7/RILRBjDsDNZUR5oZ+/U7Yf/P/LerUlyJLn++8UFl7xUVff0XHeXu0tKu+8Sv/9HoMwomWRGcWkyzi5nZ/taXZVXABGhBw9HemKye0jxSf+BWVl1ZyGBQACIOHH8+HHv6LsOSmFKqSZ3qQftxZpL2aJSpMJY6386qfwSNr03yi7abTnp6P76Y9nPWyVal4yT/cwCKQWjTdPMYXQb1laAq6yZVFTrr4AiXMCLVjtSmyZtr2VInXNXIFhBrbKFehw9hjJVuq/Nylf21wI8/Xw5OS/7Q1lNbb9zbmaadAxRNu/+/n4GmjZJzII1GwZfaiX1Pi8TaLTMrPaN9pW2WRkwe89ULmCZb31Wzuczb9684XQ6zWDbgp6u61itVnRdxzfffMN6vb4C5be0kgqW7fVZls5erwXCFnjZhc4tELm8p0v28Zad1a3N6oot+LJtsZGEz236rlhAqZ9bFnT5s2SBbbure1wAACAASURBVFTE9pFdaNwCm0tfXP3Mtk/7RMcCW0b1c2O2fQbte79kf2+O2eGnFcGW288wq6lOuBK6pHhIktYgpcUDzpUKgaZ6sdUb0wm7mmvoXNmY4kLVMta0JFdmc/8mCHhIk4T1KQVfwWzImaaCg2xC3qGa2BcnTQuVLFTmsRRBhr5mJoeSiXXSDFkSiJpSw+Luwkj6kilJSrq6UhlDByEIGxRKEs1pmfAl4YsjuEzx4H3GVWeDgoAAJzTYDEqUpSxZ9KM+CPSxL7VmSjsHxEAu/opZTSVL6Dw4mq4j50I+S7UsAWkzvSbMKRd2tVA7Cgmz46UPc8kUpC9ccDOzKhXAwmyDFWuSWOsjTQgUJ8b92SWmfGIY0gVcFVehsudwmnj7uONwOJJdEsP+4AmrBhcDU9fCNIl+NLb4foWbkhy/trn4qlmtCUb4mrhTENsuILgwZ5YnaQTKUzondmq+LgpcDas3MVQmFNNfl8HgAgClI2d9qXPEphG9r0pTSkGz4JWsLMgCxeZUKej86erX6V+vdp5dDMzfcq4DgSFNnS56nLK6P9VQFcOr5qsSpWWOeWgFubkJZlJYrtK9n2W/wqpW/1jdTd4teV+V3bEDH1AdP+YzoMlhIM8hN7Jfbfa5ttF7v+y9X9y2nIAto7FkSS1o/ZwO8RZLqpPWUkNpw5B2MrdslwUNFvTq+XR/BZ0KWGypTrv/rZCmZW71PDZx5VO60CWwXwKMZd/o32w40/aNTt76d70mZSpvsaoWtH7qHt9iZG9liet7ohpdGw63+tMl477f73n79i37/f6KddY+01K5+mNLr+q5b4F86+Bgz2ev3z4HS3Z2CVaXY5MFq/o9e7+sB6+trra8v8vIwa223mqD/b5+59bnKue41Vc/GbMXrOmtY9jP7Of2b3ZbXpftr+XC1I7Ztu/s8S1ov9WnnxuzP7f9DFiV0GnwEKmWNL5QnFD/0VeNqheWtHEQS8GXLLZVrmaY+0ABhiwWTiVD8an6P+p+1CQjwEdc29nUEwECTgzIxySAYEgZN4y1Iz0uSrLRuQJc9YVNIVKig+IoviW5SE6OdEpIklYhlSBwpjoTJArnlKVuPRJyDi4Qqh+rcw2FQPYtLvaiHU1npjzWbGpf9buSoF5yJp1H6aemI3YNORfOo1ToanF0VeOHE9CeQ4CqLST4qp/0M+DUwgy5eqpSoA2RxkMbW2K1wHL1/DgvTgKozVHAU0h1kHbOzcbqMYpG1PlAcMiCYMqU0ZHHkeEsiW+jwEWmNHI+iybqeD4zjFIBaswCU2O7wTctH06Z//vDnqfnHTFONHEktg133T2N92y3Gx6++5Zutcat10wxUnxDCF6yxp2rUMqhCUiNF/9dYeLryzxNQjEjPrSg32VeMcizHWi8VkarTKWGs50kZlHD1nMMXlF/KXNSUk4m3IImW90AnDPdejmU0/Yh92le2F29ixUzmiQwnLTX1YFglho4eXcpeQasVzRqyeg6puiVh1At5MBxscVK+TphwGFYOTH5lXvhVaqQyeTqUOG1ifLjkIVREZ5/Gk9iQxUczscqBfJ10SY94udFBrShLlRiITXN3Ec5DVAgBm2XviG/vM2G35QRsWFPDb/aQhE6AVnTecuw2nAxXFggCyCWOk09n/5fGRjn3GzjpMdQ5lFZQbieAK3G0toqWe0tMJuNl3LRfCqTq+1UkGaPbe2WLAtsPVitRZRqcq0+WPvHgsor4iFftLn6Y5kmZXxtkpdueg+997N0QNtl97X7LcOvFpBajaje3+PxOP9bE9u03x4fH/nTn/7E09PTfM+apuH+/p6u63jx4gXffPPNzLDqNVigeOs5tf2t9++WddQSsFmt8PI6lwuqW8BzyUTbZ+gW4LwFuCy4+tTizp5P27pckNlrsIukJQO7XKzoM2nfNW3TLfBvmeHlYtWeU3+WjK+2TUsXL4G6BdG2H6xm1b57Grmxx/kcuw0/JwOoU1nwEB1kL16UxReiDzShUFyhhLrKdo6QZaJqipdqTyBG+wVSGhmnJGcNjTBiNYxswaoPzWyb5WrHZC7M35gywyjs6pRlIN1s17SxYXLMFjbFOUqo7FtuoThyaElUCnpM1R/J1Tg8lCCh4zENjJOEHSdRrBJdJFaw6mslpeQ7aFYQA+k8MeZRwHe1OUjVammaMqkIQL/rt6y29wzjyGnaic8k1X5KgREIWI1xBqt4KEkzniUR5hqsis9t8A0htBWE1aNVg30pmQkhekJwJAfJe9Gcel/ttLzYfHlfTfUFUuUpwwD5NDDu9sISDAMpSRLM82FHypkRmJCKV8fiyM7T3LU0G8ffjon/8/2OD48f2XYDm+5Mv+755sWKjW/59mHLy7/7NbHpcO2G0Yu/gqfFF8loL/qcVJa0bTqaEIX9rmDwfDwynk44x+zriQ+iwy0X9rMNga5poWhIrT47Fcp59bwtlSU1W0mFNOqKPM/MuPfCzoYQxFNVnuT6W7xjr5gQVy6LEDPwLQfHa6BbtbHKZLIU9Yv+QBYllwFP7mS1fdJ+gVlnKsyzDe0uEpUUqFMkCW3WnoYKTMWDFphLzeqzqqw2VN/NYaSEQGkbxFatQLw4DpQiwFOLi8QQLyxxZWyPx4OUmHWeJlaJSL0fv8RNJyAFppa50s8si7P0FrU2VQoOFdxYxlIZTjtJ6racgBT0KoBU8LvZbGjbdma1LDO6nKgviXzXYEbPA8xZ7wrIFHAtw/w2rKvXZwGQDXWrz+r9/T1t23I+nzmdTnPoU69fgc/nJlztCwXe2m4Ny9skGisFsIBEZQTWisjec9vvek79bftGgf3z8/PcB7qg0MQvXci8efOGf/mXf+Hx8XFOUlutVvzqV7/i7u6Otm357rvvrrx4l4lpy7FMgbkFjpq8ZUGWXTjpvbf9ZJ8n3SxAWrLhunCy/WHBrW27ttW+Q7e2T3mvLoGpBcd2H/t8LMHicj64xe7a9/AWq27bZfWwNuphAa79jr0XKnGxyay2TUvAumTEdb/D4cAwDFfRjv82WJ0TGnKdvOf7UH1Ha5gz57mwKmocmmcWyM+si2StyGcaLpQwbqhEVb1YJFFLQ9ilIIzKHJ6tpS4FiYB3JDGEkvSuShmlAjlVSseLDm8sElpHmS9vVjB6PAcpO0Y5jFRXqp9r6DQh1kuZi89qdvXfTv4NhUQNX7raNxUATrnU5CMJxZcioNZVIACVka1h6SxPwdzHMmcruICLJ6fIMHzNoseEc13OUv2qHqcUCbuOowBOFxwuqSXZVOUAtchrgmkHZYBxGBhGeeElyu+YvCN5JzZl1TIr4wiltqdp8CESYiTGhti0kpAVJnFmaFvaVqQMh92e2Cbi1OKjZIGHKO3wVVPsal85V8ApQFLzNPm7hoLn1D6zqtYxRXS+xj6mPuEFRMtaFx12iJnZxVq1TZ5jZuZS743lVRX+alu4serXM11zqjMRvNhPjuq46F0rjpv3clf7SmieQvW4LfM7VxbfdcYbdmZlrzZznfPzJ22ZWWhzXmHyLyt1qK+ZqwuDnMgKWJYXWopIMYoctVSgCt5cn3i0Xgb6vHB9+GVuy6Qby+jpj50MLXO53OwkaEPtn5pglnKCpWZQj7MEn1bjppstOLBsE1yeKd1vydDptWpCj4Jfbb/+e8nw6Xftfva4luFchl5t3/zkPb/Bdt1iQ5f3xF6HdW5YgiLb39qfCuTtc2D7StuxTMSyn1nNsrK8bduSc2a3283SDAUzCmhuLcDtwsM+G8tQ8PLvejzbJ8uF0i12dMkyen9xXlh+5xYA+/+y/Ve/e4uBtm3+XJu0zfb3f6Z9y2fxU/ss/64LhM+xyUumdylHsMf+uQUB/BxYjRs58DSSJgEvOVcANEIq1edugpQ8zkWaKKGR0yBh2BADTWjBe1yTCD6TcZyyhMpd2xJiD6WQ0lQnfI8rNYRVqRzvYpUCZEp0lDKCc8RqLTQ4GCfRsDZRwOzhdOZ8OhObln7d43Cc9keG45m26bhf3xND4HQ+cx5GfPA0ocUFz7GMHGvCSp61S+BcFmIYcMVzzo5TgVjgjOPsxXg/OYESBwdnIIZA163xPjAkz/g8VLDf4lzDVBynqQ5GuVpXOSmKIFKFCXTSbjphC2NTmbtCrMxVDC3BN/jYSilbHAnHOCWSuwyklAlKYkoj++MTY5KAfsExTpnH5yPnIeF8gw8tucDxVBhToYmRrmsJwbNa97RtzzBFxlbu12qzpu17puJYJ8h4Qtzg45opJ379zddsVysCOwI7tts13331LXf3d4z7M//X//Z/ENueL778Lav1PfcPX/LFqwec88J2J9FQ50mev8klEk6o+Vp1rQmeLraUkkl5IpfCeRwYqpNEDFpzeeB0OOKdp68MB1p2FmacppIVR5WcOE9yUy1UIH6/U8m1ulJNBNDBBQWpZQZchcsChPr3gtxzZXW19Ks2xDl5Z3Q9hquMqrKsOvCgbIthc73HhyqX8DpASLg0VceJeT2q7Ghdu4FZRLkKHmtbNYHLcZEW6GJRrN6UqdaVdt2/OFyWHcfTicmdCTHS1EIjetUSORCgoq4UIdTqeQ5cmWadelWuMCR5rvlvTDT/f92WzIidBCxAsN6kup+G0L2/VI9SsKJMlJ5DgYmCyCVDBBfwYwGKBRan02m2nVKmbL/fz2VUNelKM9C7ruP+/p4Y4/yZssPOibzgeDz+hKWxDA4w2znpNWtfKFuqDJ+2wXs/f8dOxCml2bvUJopovy21q0tQqn2mrKqNjGg4Xid727/jOM62UTrpj+PIhw8fZjmFfu9wODBN05zsFkKY/UyHYZgZaPWoVfsoDQ0rqPv666/nvvDes91u+eabb7i7u2O/3/NP//RPNE3DV199xWq14tWrV3z77bdXoWYLnnWBYMFoCGEGv3Y/K8Vwzs3+sM65+Zpuga1lyFvvmYIja7Fm3SBubRZ02ffLnudT7ODyftvPdLNt1P6yz7ZdlKhcY/nOfap9tl32Gm+11S5kl0Be730p4pOr74hN3tPj6rNv+8iy4ctr1+f9c9vn06/U1NxpmBNKERaQ7KCCqykLE5nwSPUnAbIpFRoPjVMXADeHMSUPxpFcoHgpmZpzDXMWcDURIxVJJ48EvG8oZIprxFLIe1z01XIp1eQgPxvAn1PhOGZaX4heNI6nnDgMZ1bOsw2eEiPTODCUXPW1MqFOXgDwxQJKEsug6KUz4SpzqtciFZouDHAtDQsXdtFH0lBEgiDQB+eE+ZyyaFynSTNaQ2WpatWwUrWmPlYCO8wsq/c1zKoVi5wXxrqyfml+ACWprOSRnCemSV78cRKwmovjPEy8e/PE4TTgQ0eIPRnYjZkhFVarFffeEYmE4AldQwqZjOhrw3ZNu14TC9VKyuPcCudaVn3PdrOmJElgIw/0Xc9mvWG72fL+wxNv3z7StD1teKCMnlVzT3hZB+CUpaxqgjyKXVWuIAafKVFAU9N3hOir/KRO1Dkx1FKO3ktIOaXEdJYJs4uNWF1ZjDOTjFI8wLmq9fUeCkSfxFLMiT7bo1rNS0KbUK9lPpRzzPdlpjN1lSuE7VWI3jSiAkPLbIpV24VrZbZ5A6M9ghlk29DaNDmu1Q3l8v9KuUqbK4QuM/0/FyFQeK3MsK/PvgJV/XEooyqJkFkH+DRRTSFwVfYyswhIOdmZlakgWBI8pU+8gvZZylBqCdpf3qYT2nUU4TJpAVcgwGZ262fql7pkXXSSsce1rNwSfFjJgd0UwFodpU6C5/OZw+FA13VzOPZ0Os2h6c1mM4fCFcxZcKiA0l4vXLLP9Uev5RYLqwytnaSt3+dS31rKJbRsM521j2xCyZIpsyDFMme3GEWr1z0ej1clSU+nE2/fvuVwOMzgK6XEbrfjfD6zXq+5v7+f9aQKQi3rpX1uQ8UghSY2m80V6962LZvNhu12y/v373nz5s3ssjCOI5vN5urZ0evSa7JA2wIpvedW9rF0ZlAJg4LbT70Htm91MaDXqvdRt6UO89a2BKxW66nn/JR2eXmcZb/YNtt31i4Y9Z4tj2ef3VuAe3m85TUuz2t/bvWpvX9wKSRgQbBlzeHa+1Y/X/b5reiL3T4LVj+O8kIPU2Es4qvknCQheV9wQbBlztWSNLs5AWZ0kcl5ElHslRyMOTPVet9tjAIMyaSpVqmqIerLRTkJlZcCJeCygA8pDABNG+j6tg4wE1NKBDwxCztWYkfbFULT0BTRb67ajrCBruuJXYePDX5KuLFQPIxTgZzxrmPTdZSSmKYTUphAQIDHMaXCMY2cpsRQLZOS82JYjyNNAnpK7hAetqHkloInRmhiDeFWNNy0gaapcolUasp+1TeSmagJW1kSWEiFYRyYEEcBkvBrVMA1nUem/UdSLjx+fOZ5d5AHP1ZmzmVAatefXUMOvrKHAR8m2vtE6lqadkXTb8nFEYbCmKDtWvrVSkL66w2+b4m5pW1EuuFXK+hayA4fHKV4HB2OnthM9P0d0+g57I4cDhNtB7G7p9++Ih6BcGIqkQ9PO/bnzJA9yUVCEM2wd54mtlKtxznGXP1mKYinLbjQEJqO4+6Zv/71B47HIx93T3zc7dhsNvzud79js92KDdm6x7tAaCIuSBKaVhETz9wCeSLVMrc+NhCiPvRifaZeod5fxdQVxGVd9VTgqy4YpdSX3Mnzoq5YfsafM02JAj64ADPnEBCNWEmRVaZSrr5eSiadz8gjUifUcgGRohipTI8OTsgiyzmJDHgnIfaUkvR1rUylINUVxE7OeaacOJ8kyzmnREpiQ9XWyVIdPSjVhqqCG+/spC0NK/5iCVZKoWRIU5r7TLTWsngolM9OYv+jb4+Pj8BFvwnX4WYLspZgVjWLFsypTk3Dvjo2W+bEsjAWwOm57YQVQpirbKmGVY9dSmG73c72VHoPc84zmNK/2YlPNbWqg7XgUYFZCGHWY2oyke2HT216bQpCbT/azyxAsBO6ZRSVFbNWP0vG9HA4kFLiw4cPPD8//4Rx0/5QVtCCGWUlNVlL+20Yhtke7FOJXJoYpaDI9knXddzd3eGc4/n5md1uN0sAttsth8NhBrhPT0+cTqe5n5YZ5MrOKhNoGcG2bem6jufnZ374QcZsPd9ms+H3v/89m80G78WBQEG5TQDSfrVaWL1XCuCXTO4ScC4XDfZZsyzpEnAuFyPLbbko0Xu5lOss7zMwV15bAjptj32WLCjX90+fv1vA1QJhdabQ72gfL3XD2uZbjLRlYPU64ForbhcP9l58bvssWH17ko4qtYioc44miN9nCJkYMiUlUnZME6RGQr7OOQbfMngAsbtyjpoENNHGyKqN1XZqIo2DME2lUIrDxShJVgWm7Gu4NOKysLYueKJzrPvI/V1PKXDaD4znJOyN1BKliz25VjtKWWKETbcm9z0htrTrtWQhT+AmTy6J8zhQyKz6DdvVHTlPnA6PpHImRk/bBkouHHdnjuOZ/TBxSoUmFCYXyLHgEnAulOIh9zLhE8ipweNp20LXSs+6LJP9qutYdb1UfcqeUGA8DwzHM6kkBhJy2MIx5RrCnUhTltBwjngCriu4COdx4OmwY5wmPuxPPB/OkqTVR1xw+Cg2XIAASQ9tG4ltJKaJ3nvcONKt71htX1KKZz0ICPchVF/RQLvpiW1bS8iugULoAkQJWYckCwdyD7mj6WCz+QJKz373gefdSLeGdvWSzYvvaPaFEveMU+L1+0dyeeTD857H3Z62aXjY3LNqe+4fXvDw8o4QI/ucxJ4qZThXb7/YEdqO0/Cef/u3/4cPH97z4+u/8ubN3/j6m294uNvQtoHVasN6tcE5T3QV8JeJNNYiAmSCqxP5MAgr2Pb4UCfkIs9c00aRSyAMbuF6JSr9XBnSiiL9HB6v+mLHzAg6J0D/eruE0zV5y1HLcJRCnibxyXWIQ0DVkXonQFYnuH61qouIAi6j2tswZ9NX8lTZCefpu44mRlJOjFWvPA4DY5rQJCuJE0RiaEjTmdNhqIk1AoKC96z6XvxsvWLjQtFkt9hWdlqzK8WOrpRALoWchWnNuZBHsXQLobJ3TkH9dcnEX9r29u1bgJ+wYAocNIN4qcFUVlOzfZdb27as1+srVhQuLKsFwrfKs+oxN5sN9/f3ADM7aEPjWi7V6ms1i1gnNH3+bTi3FIn4KFhVT1AFZ6WUObx/OBzmcp8WUFqmz06k2gYF2fper1arGTRpYpFN8tKJ/3w+z9WjtF23WNXT6cTz8zPDMPDhwweenp7m88G1b6h+R9lMK1nQBKhSyux5atk5W21M5R424UmT67QvVqsVL168oOs6DocDz8/P9H3ParXi4eGB3W5HjJFpmnj37h2lFHa7Hc/Pz7NrQN/3vHjxYpZxKCCyIWMF1O/fv+dPf/oT79+/5/Xr17x+/ZpvvvlmZobX6zWr1eqq/+wzp/dO74Vzjr7v52ddn92lD7Dt11ugzn5uAdmtEPty02d2qdtcJhfa7+uzo/dAz7dkYm3b7HN1q3SxLhAts6+hfJW66IJKF5IqtbDn0b685V6hz6oF1bqoBOYFhm3zf2bM/uxflQyqqlFwUssJwBVHykVM5avRv2Y0KyMi8Tn9G5QsEgJJSqrhznoG+Z6wsh530fXVkGl2xoymMlG5FMZJkqXSJAyO1/PWjtUKQtmcqyLjCjay+XeZtYU1xUvYopLJJeFzwWfE3LyGSyXtJ1dQkxF9oCNI0R1Sqbq+Ih0qp6sZ9oVqr1QYhoQrI6FIW32B8XxiOEkJ2oGBTGLIUlY05VJLfObaRgEy45SgJNGoJik6gAv4pqV4KN6TnUgdiOYGIyFYX0tfxqaV/UJEfVdxXkz1QyTEtlaIanAh4oq/1Lovjpxdvd7KcidJ0spJYJqvUgVlIlNlznCe2DRkHMPxwDCOtF1fdaeaWFeBpLuQmK7eu+KYAdrsAlATbtIwcj6eOB+PnE/St323ml+SNCZhC6tDhJtj25K4NeUJcMSc8aHqqWcGVbWYJmQ/v0k6AF6/X1ercH1xzXdnIYDepqKA1xyjHluBJXrN9qvuEp6Rn2uDaWFp9aW/vGOunrQgGtZSn1nR7nom58w1/nRTDXQulxW5DM7KCGkb5Z2bhRLmoFqwwaGDs5/v81U/utr0BcPxS9uWE4RlNuEy2ei/4TpkudTXWVC69FO0E7V+14I+Tbax260Q/PK8t0KpVipgz2/bal0M7KSt31Pt7VI/ahOK9Fy3AKtl7pxzMxCyx12CVQUIChZsYpSeX5lhBQjaP0vG8NZmj6MLEXsfbD/YRCm7ILHgX7+rAFDPb8O4y9Ctgl1g1sh2XXfz/tvtU8DL/l31qVou9nQ6XUlEls4K9p7ZRCxty/J8FjDdCnvf6u9le5es+vIabm32/J87jl7DrbKzn2rbklnWZ/+WhOBTmwWkNuR/a8xYnn95TfpM/WdZ6U9tnwWrXSMHnwiMRdiLhJdM+TRScpG672FF0ztcLAyTTkQtXdtIElDXgYPDEYZzIRdPHjLOF7GtilVi4EWjGUKAJpCzGN+XXKpGlTr5eQqRp8OJ9x8+yMVmD8XRNQ2bfiUhSwWGWTShpWRO04lhGohNSykRHyLT8UQ+nfG+0Ddi/t8x0o5HUho4n57w4xE3OtwgE/U2NxACD27irpxomBj9QGIkNg3dWqptfdxnDqeMI8IooPtYCqdRMvPH86H+3jGcwZVMyAOuJKbpwDTuZf5uKlD0Hh9Fi5oFlxJ8QxNkEj+MB+As4Cc0EFvuti+4b1qGnNhNJ1LJtF2g6byAuFp5quk6uq6lKYXS9kxT4jxmnp+PSOmHjkKkbzrW6w0+RGLbi81VFhqsFEc6S9KdrDZkPTCez4zDwPk0wpQIFNquYXW3InSRj4dn/ONbks+8+voVu92ev/zlL7x7+44QA7/9/W9ZrXrWdz19t6JdN3gvC4VmGilTZfiiLA5WAXpX2DaBL7db4jTy9LohTIlpf+TtX34gHU70f2h5+NVvGKeJH979yP6wZ73ecLe9w3sBW5OD03ni4/kAOFIb6Ouz6quPaXbCEIIWHK4pUzqIhrqQy3m2wLoM5BWClstg45wBqxW8ZtQCqtT3oMg9iI2AzXlFdnE78O6SbKFh3kKZK1IpM2MHdldlBVP9juMy2M+JL8CURHpTmygEej12AUmConAezgyTeGuM41DHB/3xdF1DDKFqj9U3Ab2A2StY7arm63OGCUGXvNeT4C9tU9BgE4ZuZdIrk2ZBlz4PCmxKKRwOh5ndUWBijdjhAnbg2mbKnlsnzefnZz7omF2/r5pIGx6239FELGVYrYZUZQVWJqCMqj1HCIHtdgvAw8MDd3d3NE0zH0dtl0opfPz4kcPhMAOYnC+2SpaNVRBqwZ71k7U/loUr5WKp5b1nv9//JPR+d3fH3d0d4ziy2+1mLbEyotrHyg7aqmDK0NrjrdfrmRnXd962W++jBW7KCFtP26Zp2Gw2NE3Dbrfj8fER7z1ff/01z8/PfP/997x7944YI3//938/s91a4Urvq3V4sKy8Aqv7+3tSSrx584Zpmtjv9/z5z3/mcDjwhz/8gd/85jeM48gPP/zA4XCYNbkW9NgEOFtS95bN0y1G1S6a7GdLoKv7LIG8bsswv10w2GNbQLgcs+13LQu+XOzZReVyzFZGewl6l2wzMD/bwJy0Z59llYzYRdFycaTtsgvYWwse/f1zY/ZnwWoTKjjEVZN7V9ktyMmRpyLVjGJD9AHnJlI+C/sRxO/TNS2x62UKOjdkN1SgVXAZGi92U656lzq1uvJOihAkyT12HlJN7Ci13OZpGHn++Ayl0IRGSq8Cq7YDry6x1foqS5WeaRgZhjMlw9QNhJBJ40iZRgjQNJ4YHE1JhDRAGvDTCTedqDJPvAu0wRN9YOUyHSMNBc9AciNtdKy7llIcp3NhcBfmVljlQkqFPCXOh5E0jTw/JZ6fE5QJlw4Sis57Ut7hlzGDSgAAIABJREFUvKPtu9n2qes6ATLZQ/HEUI3UKaQ8UsoomdVxhQ+R1faOdrPhNA0Me8eYE80q0naBkhPDWcLPsWuIvdhHdURiygzTkfN5Ty6OEiP4QIcntB0hRHzscL4BIj43lOIYx0Iasmhpq/Z2OI6cT4lxEG9bT3Vu6FpcEziNJ3bHPTG2rLcbxmnicNzz4cN7vj3/itgG2q6h6RuaPhKbat9FxudETKky2hHvkQIVFFrv2XQdU9fTBo/PmTwM7B4/EnCkYazlPOF4OvL0/EyIkftwL6VC64s0kjlOMmi0pTLp3tN4gaZzeAhmc37Vn+oABAo7b720VK2q4U5n4lbZ1gv4LVmcIfA1JOUcyae5apcCNwsqdHATwMqVL+LMkkCtEHY98OUKElZO3RCcMOv+mjEupVbDqtpRHYCkMlVh1EHfOYJ3dTD1+ODFS9n02YUd9uAKAVPn+9aA9QsFqHZTMLNkWPX+qlG+ensqwLIso/7WCVgnOAtWFegu2RJ7Lv2utgGYgZQCLW2DhtiXQFUBmDKT+h074epnqku07bFAzGbDK7BVIKYyBwVpttystkH7T7Oxn5+f52vRftD3ywJ/1WLaTTWI2kcaftdr0ex8BerjOM7fsQDJ+sjavrLODtoH1s9V77MCOO1vC9D1eHbxYTWvqrGNMbLdbmeg/P79e37961/Ttu18HQqQLeNpnzu7WSmDXtcwDLMe+3e/+93cD6fTiaenp/k6LLOq4W/bx/ps6z5LkKmfL58d/exWe5fPmv2OffatZMYy2TZioNdvAbcN298as20b7Jht7//yt91sO/W9h+uqXnoO/b71R721WYbenmPZP/8VYuGzYDVO9YXFUUqgOAn9Z+dwWTKxvYOQRzyJxie6WHAu45yUYHXF4ZJMfq3P5Aga6nOuEIOEzF0NfbsCjfNEFylkfJASpk30tE0UNosGB/Qu0CYBWtUNlK7xtC6LHrAIoMtI5nEunuwbXEwEH4mSi0PnIqH1OJfxZYKpkF0heTHcD66h+ETwyoEJu5wLHM6Zx+cz8TQxcmJiJPiRphkoxfO0cxyODog4N1KK42ncsZ8OBAqdlwSdt08D7x4HYvA8bFu6picGR1cT0ULs8D7QxIZOEx2yh+xoYkvXrhBD9Bq79gEXW2GrmxZCwJdA07b4nOibSNc2lJxovROwGmIN0csCxHnoVoF1kmpbY/HiLVsyh8OxOg9knGuYJsfp5MgJhoFZ8ykyyELOR7I/k9uJcBfwpeGr+694kXpi29D3HZRMGgfSODGcjzhfiK0nu4njsIdYiGNDjoWmCSQ34lwgBFn4+OAJrbz8XR/pu4YQ4HDY8bz7yDicJakpZ46nI2EX+PHHv7L5078CEpa+v9/Sdo2AfheIsRVQOja0XTeH/nMpBOScviJTtwiNOBPS1tfRuyqpqDrTUuzeyim6SzRcmUQEzQowRlwRkPdlcLLYyzlfAJv57ZwjGssaH7zojhcDl3PuImdwAiB9FI32mCbKWAsfBLHxmqbpIpeoz504c0gSoChfHE3bst5sqhxgmot2UPJlUToD1YsuVy/fCAS0ofP12faHqgL+JW+3zNiXTJ8FpsrMLcPCOplYrSZwlXChP85dEljsBGUBme7X9/1VopICEzsB649N9NAJUs9tLYuWAEXD1jr56t8VcB4OBz5+/EiMcdbw6bEBnp6eZkZO++Hp6Yn9fo9zbtZLvn37lrdv3xJj5MWLFzMgUx2onlv72AIa7dclm7dkYrVvvfcz8NPvwyU5Rq8ZRPu53W6vdL/Kktv7t9yWCxxNRMs5z/etaRpevXpF0zSsVqu5X7UKmd4bEHZuyeotQZ+tN2+fA9XG6rOret/dbsePP/7Iv/7rv87HeXh4mLXOCuiWiwQLrG4BtuWzf+szC+Tts6HHXPalva+WvbRg+Bazqn8PIbBer+c+sY4It9pm3+ulHlv/ZqUASxbaXpe6Pej7ZyMe9lqXrOmtZ2nZV/b8nwO8y+3zMoBBwp7i5Sgm74MLJBylSCjXu0woieAkaei+hmFzGaFAzok8ZbKDtZ+IzSVcWJwjNgUfwZVCSBWs+kDrWwqZ7IXO7JrIqhPA1see4CKnbsM+rshpIqcdJQ0CtJCQcCkNlFij0U4qb8WOzjucC7jkIBea0OGbSM4Tw7gj54nsMhPiThB9R2iq9QFirTVksZN62o/87c0BHz3ntGfMAwVqH8H5HBnHID6xfkUuhe8//MBfP75m0zX83asH+iby5zcH/v3Ngc16xR8ffkvcbug3G+7uSgWhLRTx8OyV1cgOVxxt09K36/pAVrakOIYk98w3gRI83jWs6Mkls+pb+k6qPrnSIyHaxDQlqTjVdAQCJWTo5IE9nA7CROSJx6dnRGJxouTI4ZR5fBpFJ5vExSFG6Dpxbmi7TNNlQgv9C8nsf3n3ihf3K8Zx4t2Hj5zOA+M4MJxHjoc9zmeaXkDpx9MjZ3em9I5VGIit4yV3eB+JsYa7G0/sIz4ENuuOdd/zNhQ+fnzP27evOR0PiHtaYvf0JAPxv/2J9x8f2Wy3/MMf/8BXr17VCldnPJFu1dO0PV3JrCax2XFeVurRB0LNYC810qo6T6AmEbn6PMgz7pyr5Yc1C15X9jVsYl/4eqwZ3HHRtE7TRMpZ7NKmSZhKFa6bl7/CYmKMPDw8zANJHRZn5hhMiEtX4XhiCaSUOZwOnE9n8SQeBwHwbWeyQUWGk1ISfXGWdx7v6NYrYteSc+I8nMkpMU0jaRi0bsUVUC16nXKp1bWAWZdrp5J54Kt/t/32S9z6vr9ikHRysj6gFrD0fc/d3d1NoFhKmatM2cnKJoro5KlsG1wYpL7v5xC9/j6dTnONedsmfY7shK37WACo93uz2czXpeyohpfhEvbVTdm5UiTM/+OPP+K9n31WLdA9n88zm6UT//fff88PP/zAdrvlN7/5DX3f8/333/Pv//7vbLdb/vjHPxJjnMPedkK3wFTfsbZt56QZ/VwBn2U4vfdzspQmNcEFaKhbg/aL9qMm1mi1rZwzHz9+vLpnKmVYbkvNcAiBu7u7+bfKE96/fz+zvmo5psx1CGH2QtV7b1lhBfF6bxWY6b6Pj4+8efOG4/E4P2vPz8+cz2f+9Kc/8fj4yN3dHX/84x959erVFRjURbkyw9qPNiy+3CxgusWy2pC3gmIbVVge6xZraKttKftuWfHlZsfsZRuXY7b9rfdXpSvKzuuCwLLQ+g4tE9S0D/UZ0vdMJQFLIP4psPop8P+pvv7c9lmwGopMHB5JKHKABpw1i0M8DqV+ladOyDhcTpJkQ5mrTxVlfookSJQCpWpNS67ZcAWZzMYEJDIizEwukUISc4GSwDvSlGeD+DSJM4EyUOAEIdSJWUOyWWvHUz90oHY8OadamWmSMLVzuDmtS66+9jCFSHGeVAJDkn4ZEoxZDptqP01ZGF2cFAsAcaYacqIvQTLzg6d4+U52iIQiNlTJqZwvNZRSs/AtWM2ILrhpKhtWfVZVOwG1+pZYAFG1ljitul60E2rSVq7tz1KZKpWq+XXzfS9ASllY1izJNykLl5YpyOU6XATXIJZfnafpHSFCuwrE4FhtVmw3W4ZhZH84ySIAR0mZpomiUd2sadqGVHJNLLv85JLJJeOqDrQkhMV3heJqOdD6vMj+1XKpSLKUTxLGco+Pki1/OjIOK/HszYkQJPwZa3g8BnGWUE0nFNGgen8Jz8/s6KVr9ekplhGsTOpFJmC/c9kP+7k52BVoq8+4vHsmjD4/ubKn95LMdmEH3KwTlTYs2AbnRCteNHkLipMwvysXOcMMifWfcxsuLKkP1QIrRrJ3VdIgpZl91WIrsAdZ0DrbD7YvltenIHXu25/2wS9ls2FFZQyX7IVlYeykq5sFrHazk5lOTjr56m/7PcvWLD+zbI0+j7Ydy7/Zti2Pp+zf8hi2TyzDaH06FZhaoGv1sLY9yiBawGO1vAoUVDes57MJXJYFWzJiSx2wvVdWamD7Ypb1GLC9dDiwjKC9h0uLMfv8wEVTryA8hDB7q2rik27aX+qQoPriS1LnteOCDW9fJ3v+1K/XXqtlxlUGYG3ILIOrbdf7o8e5laz3qW3JCH5q38/9Tf++BG72+j61/7I/bHt/jgXW/+u59Di32rJskx0X7ELyU7r1/+q2HLP/M9vnmdWqEfPUjHjncUFKifoY8VFYHD+NUspzGjkdxO5qSiM5R5ILTKEhOxhzYipioj5VMNT0kaaNAlaHgZJcLeEqk1nOE4VCGyNtI+F/VwHneDpyPu7Fx3E8UqaxMqtyIxrfEnxkypkhSUWebt3RrFp8aIg18evDx0cen3bkkkj5RCHTNiu6do3zjqbJeA8xBtq2l3B8vyXElmm9Yec2OMRbNrlRSuk0Ui2ov1sTXU8bWza9CPyH+478cc3DquHvv3vBuo1M/UdO/iPrfsUXL7/gfrtmtZpYdSMFzzD0pBTwscP3PTiYpjoQxBYXuotPqvNM3nFyojcOUWyQUo4MRRYNKTuOZ0kKms5Hcp447E/sdydShnGKpCLLECn2AKF1uCCsaSoC3l0T8C6wWbVsXjXgPG0XCY0nBKjyYbre03Yi+WgaYRA3tKxpoSu8XL+gZEnGOZ7OHM8nHl684Gm/I0dPCl7Cy3mipJE0DQznI9l5Ts97xuMZOWFLrH6pq+2GHD2+j4RVJIXCqZxJudDnkZI8+/ev+eubH1mtV5yGw1wDvO872q7n229Htnf3eB+4ayUcOk11Ep4mjtULMQRPqN6nXkvk5kxJCtaCYU0FHs4rc3l75V2bX+K6V6mSjvktl185RAGNOCkK4C7JXpK/LxEAP3OxsghUJjWXC4jURc0szM+JPAPcgPOezXbLai1SE6tburCZecbTPgSRjaSJNCVcBZ4+eu5WW7yvi5xcl5BV3tC2LXiRScwY2Ms1XHD/T8NLS0bOJrb90jYb9lT2TH8vAar2m63CZPWECuAUDNmkHgUjNrS5BJe3wt/Kzlhm1WonVbOp59VrUo2ssrcfPnzg8fFxBmellCsfVmWsVGOpYWE99m63m5lJayXlnJuBWdu23N3dzdfXti339/f8wz/8A6vVamZC1+s1X3zxBff396xWq5kJVW2rsohwrQPX81kNpfaJLaig90lZTGVEUxLTf2WqFbTrsew1L4GqTbRSdlP7Xll3ZT713xYsd113ZROmFcVevnzJfr+fj2sBq2Xmnp6eOB6PVxrYGCN3d3fzZ/rs2NK4KSXevXvH69evWa/XnE6nWYKhMonvvvuO7XY7XxdcFiD2ubIeoZZNtmzqElQt5TL2t+5n76ndlk4VnwKj9pz2/Vq2y4Jyu6DTyMfd3d0cgbBjtgWw9jv6ji+t1ew7sFzAWu9lu32OMb05Zi9Y6Fvb5zWrlSqppkBz6L4ET4gQO6AUYaxygVwYpgFKYZwyKQcm5xldKwC1ZBJFWLI6uaXSSXWl5BhPEzmJv+g4r5Zk0o0h0ATxg0rTmZInpkEAS0mJNJwpKeFxNHVC7dqWJkbGlDgN4j/58MULNs4RGk8XheF9/7Tnr397I4khbgJX6PvMahUIwdGtAjE6OhfIdKJ37bb4fkVqe470uAIJT3Zi5RSqZKFp7+njilXb8WL7gHPwGM88dxMv1w1ff/vApg28OwZePjv6rme73rBZrWi7M21TyNmTXENxDT50uHYFODJ1oA0NQ2jEDqqC1bE4hsqGluqrmpJj8g2ZzJilmkOaEqfDQJpGdk8Hnp/2TBOcB09KTpCmD4QYWD30NH1Dri4LOEcMDhc8bSeJUSEGVtuWrg+EALEtFawG2jaIxjkI29ccHfHoiD6w7nqCD5yGM4fzifM4ENc9u9ORD4dnfvz4QXSQtRRoSlJ9KxfHbrfjuNuTvSc3DbFt+PLrryT/LDhxUmg8ORTGMkHxTGXClcDT7pmnp+c6qIkp+bZ6Qa5WazarLcEHVv2KTb/C4RjKwJgvAv5SCm3XQlO1YLEOfEUKXcyhGS5Qyy1e6OULLi8zM4t6ecnrDnVwcTNvetkkauGuv1uqs0a5TmLS8qtL9mpmRL1YjC1DqperMJ9VVliBphj/T/Mxgg/0q54YzUCuIEg1d87NFeDmPtHqCfN3ar8srnwe9K6u8Je1KShaMmmqabSaVptEU8rFVkkzkBVgKIjVkLHaElkWT4GInusWqNVz6TtjLZqsFlWz9JW509CzDcW+f/+e//iP/7ia5DRMrvIGBSur1eoqEUn1j3Cxz7KJRxq2X61WvHz5Eg2p5py5u7vjm2++YbVa8e7dO96+fUvf92y321kyYUuGLlkq6/Wp4XsFtPodu1lgY5O81CHg6emJjx8/zmyxHkuB/cPDwywNsayaAlmtCHZ3d3cF0hW0W19bEG9cDferu4DaSo3jyGq14nw+s9/vZ9mBfRb1Wdvv9zw/P8/taJqGr7/+eh4rbfa+tZ1SgP709DSDWe37h4eHebGg7VdP3yWrDsxg3bLJ+h58qvrapxjJTzGcdlsebwnoliy3fZeW37OJUPa7dkFqGdFlZGV5PgtgbURGJTx2/Nd9lMm+np8+H9a/xfhasPo5wPpZsPrXgwwm51w4p4nsPVMzUXzAx4JvimhNh4xPBfIZsmT7p+oXmhwMTIj1kYQQcwWsxYEfB/whUYojjUHspnJCvNHVp1PYlVAqY1I8EMm+kJpMCZnsgjA1KXMaEy47+hJoiWTvSW0t97peE+7uxD+07QTMdS2la4nBs7nviE2AEgHxHPW9WCK5LuL7RipibXravqfr16zr6iUzUJjEyzRGnAvEpiWGDhcacq6lYWkoriOVwHEouJIZUyD7FSV0lKavP1CajFSAWuFyQ+laUuwowFQCk88kPGOu4r9UwGXGWmo25UJxVVKRM9M4kbNIO1yRUpfTkMgpM7gIqw2hePpabQtfQ7TB0687YhtwTthUnBfNZgjEpqFfyYqui442iESkkebgz4UyTWRXzeedI4+RVAKleE6T6J+n4iG2AmZXG7oQ6HKmP50qPehIQ+b5/Mz44Sjh6CnBVEjeMQ0j/hT4y5//g/PhyN9+/IHHD48cdntKSvRtS9O0tE2kiYFV15LWMsEd9nvG85nj/sD+ecd2e8fXX31HuRd5SnRBgF2IuOqO0DaNLLqyKduoK8es4NqEYbKY2gseqzoUrgeoTw2GRZ9/+YRLBtZPBwjvfhoyVPymTK6r7K8rl/DQ8pz60WUQKbOUxjkNA10OLDhVBlPLiEnVOUnMulpVU8PK7jocnXOer+rWIH7FsopIVZVJVa/+ky78RWw//PADwGzwrxO0Tiw2KWk5sVhmVcGqDddbcLnUuFqgZbWOy9C1tsUyScrcOif6Rgv2tK3Lc+p3NRPdhuWtNZBNTFGmt+971uv1zNbZMLGCJwuULEOtTKK2wYJgey5lI5cuBRYw2oWE9o32u7LduhCwwEQBl7ZJmVzVs9p2aEjeAmZlWxWU678ty6fPkLKa2h/WRkkXMsoEAzPgTSnNiw1d6JzPZ96/fz/fcy2jOgxS7vr777/ncDjw17/+lQ8fPrDb7cg5X7kJKOOqxRh2u92cePX8/Mx2u+Wrr76atZ4WuOnzYmvUW5cLe09syNs+I/ZZ+bkx275bt/ZfyhBuyTzsZttomdblcS0zu2QvP9dOy7ZbKciSXda2LseRW3Kd5fksE7wE0Lf2t9tnwer//u5EAY5j4TAKq5pjU7WPieImArApDW3x5DSQkiRllYjoS8kMWVMmhPGQebOa4ZczU8mys69h5CbQNgK+fK0qVJJM/A6ktKUD1zS4RpKDyFJq8nw8sRt2kAsbWjrXEiO0UcL4/tUXtF+9Qhw6g7gbbNeUw4Zuu+Z3/9Nv2GxXPD4+8/jhCVwhtJIkFFY9cb2iaTrWX9xL9aP1hof7l7Xa0ABuYkiFw5gpxdGHNZ3b4AmMOZILTKUn+zuGUvh4yJx9Zj+2TDGSmp7cP1DWK0rbkHopT+BWD0R6SggM1TT/HApTgjRlhlGyrKecSKVwHiaeDyemlDged5yHA5TqIABEL5ZXUuZhxFFou57+RU8MDf36nhBbASvVND76SHCepgn0XVNfjIRzheCFZfVOqpxFD744Yq6lQI8jU61ipBKJHCIpNJDgnCR5LTQR33a4JrGOkZBGUmg5jpk8JdyUGceJt28f+duff4Bc+NVX3/Ly4QVjyRxLJpfCD3/5D0gTh90zf/vhLwynEyVNPGzFI3C7Eta9DWvWfcv5PPDm9RuOxxOhMtQvX37B3/3693z95df4Am2Uql0BRwqZ2ES6vieXwrt373h6fiLEILEI78hZ9LE5i3UTuKqxvnj76W/nrsNLdiBQTFqKLPIciOTDuSspqx2QYoyV3axWUqXUsLt8Vy2uxFJKjnFJGJiJTR1izAB5wcuyu+54YYCcc7Q+0jT39U8XoKvtlN8V1MRwdZ0gFbdKziJvQM9XB0bFx0WOYYd0cTNgeQG/mO2f//mfKUUyuff7PfBTjZtlS5aZvrq/NYTXzeoPbXhbj2m1l3oc3c8yPssJSZOuQBKnNAnEhqE1YWapyey6TkonbzY8Pj7y4cOHq/YoS6eVj/Tn4eHhChxcRUnMhK1AWsPqKaUrJwHNYFcWWduszGYpZQaD9hgKOC3DPQzDbKqvYXV7D5bg3zmx43r58uUMTK2XqO6j98lKMpZhYXtsbY+6ASiIsffRglF1fbAlTWOMV0UOxnHk7du3fP/99+Sc+frrr2fWU6/vz3/+88yc/vDDD3Ny2Ha7ne+fTQw8n8+8fv16TuRyzvHy5Ut+85vf8OWXX84gWq/RVvoqOmY/PV0lC1ottPbfLVN8uHYVWParfZdseH95/yzjbW3ElpIaq0W/xdjfeq+WrKUex252zF4m4dprWAJry6haAGrB/LKPbLuWbVj27a3ts2D1lCWd6pTlR5OkRPeWKS4RcDRFWI2UIeXqb1oEZCUNRxc3sy5ULV5BKhdNBdHNFQGmCUdyvjI3AZBSqDknKU4VnPw4sckSxk2YozJmJheAwuRkUsaJjLQEDzHi2gaHeMa6nPGNJC3FrmV1t2Zzt+E4jPj9AUeuYNURmoCLHhc9vgmENhKr96cwRjLrl0kcEnJ2s+bPlVD7BHABvFhzpVyYKFIZzNfPfaS4QHKeVETDl53WyroUORgTTKkwpcx5SqITrDXXh2niNCXSlDhPSdjmIhO/hk+dl4xv5yPOF3xsCV1HDA1N3xFjOxdjcA5CkeSs2ASatqmgxkEtSRorqA1OUpCCc4Ti61rCVfcFlH4jYbxza0376DMxSuWtqTL0xXmCjzgPeSqUlBnOA08fnykpc7+6o2s6JuBUk66G057pfOJ8PDCczkyjAPLgvLQLqYAVvCN6qcZUUiKNIyhzmiVpL6c6oCgQkhZX0OjwFezNL7UyjEr1oQDvdnj68rfLittV5DaDQ1ffufr+hQpUP/eCX9Sqi8+d+UdmvjbcBaje/ubPbJVV1uuQgdFVsCoXkipjegUwrwbaMgPzArgii+SfXmVZ/FvPK//+uYHvf9RNWT8tKWrZFAtW9TnTsL/dbn1mJyvLjloAapknG2pUveytCVU3K0WwiT262eNb4KsWSpvNZs4c12fPMp76f/2xHq/AzF7qNS0nWQsMbN8s7YQsI7fsU7hM6JbVs59ZcGdZzGU/WMZQwbUuQBSk2++qPGEJbpb3z37HLmLUE3WZdGaB1i1g5L2fr+l0Os2SBWV8bZ+p9lV/9PpnGZW7sOyW2VVAbaUCFtDZ69JjLBlH7ReVY+j2ubC0Pot2W+5v+1Dbd4up/M9uFuDq/z/3Xv3cthwf9P7ekhgs27EE5bZPP9Wez13zfwusvvrmOwowlsxQBGW4IKFQ7zLBiUa0r3b+KRWmKUkWeejJoWGc4DRKWC7kCZczwUvBAecd7WpN069IpTDkqVaamihlwhEIboNDKuHgCiEU1ptCbAo5T8IMZchjpCTP88dncmrIKdH1haaVTP3kJvCQY8E1UlO86daA45xHSixs79a8/Oqe7bZnSCeO5xbvYbsVaYCEdRM+Jtp1Q3/X0296um0voLh4KBNlyMQ0UbLD13pGMQY29XybvKUvZ1qf8HHAuULTOfq1o2kbpuw4joXxODBOO8BD8Dh3kmSxSfrpfE5MKYncomL25Kt/gQvgIsEHXj28oolfC4DKonLcrDo2XYf3jq4RlkxthKAaKVAI0ROiAM6p1oT3eNKkVW+KAAQf8E4cCSoUBOfxXuq9B1aUKFn7aUpMJfNxmHjKA7kII5xLriVhHdM08vT0gfP5RBeisKw0pHFiGjKn/ZmPj88M54H9hwNtaGj6ltW9aNsCYq02nU+404gfJygTlESJkeRk4TJOUprWFXj14gUv7l/w7bff8nd/9zu6vmez3fD4+IHYNEwkfCl83D9zOB7xwRM/CmjPUxJpQRNZd72Y3BfpQ002yqXQtR1NiFcvu+j9RA+o1mM5J4ZBBmtlHPVdVnZR2FEkpM9PEwV0U29XdznAfFzvPb7UOEdlTl1dTCho1H1nsO51B+Ydix3c6r56LaWo3T+zrZar5wJmBnW+VkTnXIqcz18BUeaw//VmJnRuKXl/GdurV68AZnshuAAtmyijoWAFpnaSt9pCBRI2VGzLXS4z0fXvNmRvv2OBhIK+p6enma1VP09l7ywAtm1Q65+7uzu++uorttvtzFZ672c2zobr1+v1nHSidl0WoFoADpdqTcDMdFp9rRYSUNZ3HMdZuwkX9sn2q/q6LlkzCzq897x8+fJKOgDMVmAK0u19tfspGLegWPvbnsuCbLspYFky2iqBUGbb9pdlnW0/6TOiOtbHx0eGYeDp6Wlme1WPrJsy3HZTOYQy0JpM9vLlSx4eHvj222/57W9/O1dDe3x8pGkavvzySwD2+/2stbWSBmWD+76/ArH2+nQxoH2ibVQNt73+W1Zg9nufYmP1nLotQaiXPokHAAAXc0lEQVRdAN4C28sFot2WjK7tU/vcXIiST/u/2v5ZPjvaruUiT7dPAdXlouJT22fB6v1LudHZi0G+c65mPEPjCq2rlYic5ECk5Jiqt+fgWyYfGCY4nASkxGnEp0lsizpHDJ77l19x9+IlY0rshj1TTgznA8NwhNIQ3Asc7QymYixsXyTaLtc6zCdyckznnjxGPB373cg0DTT9mRBHSkmSqOUQ39AIoQ2stiu8Dwx5oITMZttz/2LNetOxP3SsnhtC8Ny/2NC1cRaS+5CJfaBZtzTrjnYtoI8JSvZEMnHw5AS+MosxeFZ9j/OefljRjmsaN1VLn0xsHF0vq/+pOM5jYX8YedpVr9sY8L5jGM6cTkdSUj/AVJOgIjhHjhGC+KSuVnfEGHjYPvBwdyclK7NkkD9sN9xvN/VeBIJ3DNOJcTozpYndcc+YJpoGmrYmJZTEOEr5zZzkOXClaoEdcp8EpiAQoyGETgC7d7jsSFPiOB6ZpsTzcOD1+UgqmXMaSSUz5sRYJHnuw+u/cTrs+fblF/z+62/wRfxM85A5H0d2z0eOhwOvn18zHge293d886tvaLuWTdvQN5E0DHCecNNEySPkiRIS2QeIUYBzSvgQedjcE9uOP/zPf+B/+V//EYAf37xlt3tme39HQiQGu9OBj7sneUGdSB+2qzV929E2kb6TQgJSrQymlJjOUrmraaUcsB1ADodDHYilqpeCVVmI5RmHWSZE10ZC1kqU4lamp/f+KjRuA/KFUqttucp6LgaTfCkysJxMZZCpx8m3VuAKOyU5U0P+8+DLBe6WXC4fVFZXWV7/E9j582yEMsO/xM2GVnVC0WfGsmvKUNnMfwVS1g5Jf2xCzcPDw1yxSBN9zufzDFI0oUk3+5mM2cMMPpRx3O/3c3UtZelsqVYQEKYJQZqctN1uefny5cysPj8/E0LgxYsXcwUoNcPXDHaVAiiQ1ONruyyY04St3W73E6cFZXU12UUrOj0/P8/XrZpMLdWqjKFlZPXfy4Qnm4UNIpHQv+t9VBZW/TCnabqqdHU8Hn/ClC6ZY8v0WS2igjplRXPOM+iEy0JFgc35fObNmzfs93tevJBFv95H7YPdbsfhcJjHvLu7O7799ttZP6v+sMswtF1AWaC43W5p25Y//OEP/OM/ypj9+vVrdrvdVXLV4XDg6elpvlbvL16i2l8WMKvTQ855dhpYht11UWKz861kwAL5JYOpvz85Zt9gLvU7y6iF3Zas6/JY9llYjtm2XUv5whJI2vfkU+zu8h5+bvtvg9VuswZgzAM5DzgHIUp4t/WwCjW0L7MVznuyE5/PGDtJYhoKoVr9BAcxONrGs14HYgj4AOMwkF2miY6AF/A5lRq2VTufgpiKFkoZyTlRmMBJmU3nMz6UGmGXMHRxhUzCe+hiRwySkUwu1ct1xHsB0s55vKtWJ42spIKvdkPl/23vXHvkuK00/JAs1qUvmpFkeWNLkR3E2Y/J//8dC9gJlFjZtexYM+ORNH2rC4vcD6xTzS63RjawWAhxHaAhTXdVkXUjX77nPefET0xAn2OyGHzUe0XTOO62h5gk3YBRGZ6ANja6ursIWpXu2TV7UIq6rXFdi9E9LnREKYMZKmQ52vpA3yq6tkP5IZCJGOWfW4vR8SGrqiHJsjaozEawagxBm8gc20E8n2uUGipK6QiulPH40NEHRdf39B6ca3GupfeRlUQFrFLkShF0TAtlh4htcRvrQSOgB8mCD9B5BwG0crSuR6Fwncd3cbXa1h3Oe950DRvXDFKQgVU3EIwCDPmyRGdQVEXUG6MoqwJrNNUiZiZwPif0cQDO8sjcuLbDG43KTHxWMxsD21zUfJpBBx1z+sagM6sM1WJBtVgCgTdvbkFp2m5YPRtNnltA4fpjpLIiMpzrxTKuzhW0Q7Rp6xydizmB9eCSbJuGrq4H1qIYJ5woeTl9sbXWx9ysYZAcyOCjB20GYSgaMMgEwqmTfczkevSUT+DeEb4KSNQiA1BqTMgvXGVkeRO3uwDpiet9JHHH7Y/fRwlOko9WSftHmYX6MCY9YZqPwIohk8Gvd7H9O5hUm0pr1IsrXBLRTycGmXiEQUpTBclHglqEVRSAm5Y/lcTjaaCOTHqiXYVTRkmA8JQhVEqNbu00eGoaFCOgSvqRgrDURS1MpIByiURPwYKcuzDFXdeNVasEZB7f19MAqbquUUqdAN6UzRYXcFVVI1Od6mrl3zT4acqspddHWNL0epy7tikrmAK1c6AndZPLMySssJxXmtdU9pFzAUYwvVwuR2ZbAH9VVWNmgjQ4Lb2e0n6qf53KSITFFuZbAstub29/BiIl522aXUJ+kyIESqkxQ4C8N2l2CAlWlHdIAHzKVsqYnWasmN63cwD0HBN6Dth9yH0+BZq/5Fj3AcRzIHba5vT/v0bWMGWB5Xm6D7DeC1Yvf/cpIcD28JZu9watYjnTzCiWNuNBYSEEOhdTZnS9JXQlQRlstSTkJfrQ0YSGvvcUqiOnZ1FmfPqwIjOKza5js3mHzQ3LhwXaRl2kcz0KQ27i5OmDx4UOVE/X7/BdFxkb3ROURltLMAZTBrJKg9P0wdHRUNmSy+UDcmspM0twjt4r6rBHKY3rHEbFUqaLasFysaDMY6BRxAMa7xXGFCwWJdrmeCyNg31dc/VTjdGGRw8vWSyXBDJMWaI8NG5P6xq0q9nVO0IIvN1vONR7guqprYu6zWCpMovrPXe3b4d0HQpjcrQx5NpisgybFxTlgwieygyTGXRm0XkBStPrqHWNIGxYoXogxJcrBgkpgumoQ4920HpQBLxr6bsWRSBTkBvItaLU8SasqjJmOpBCB4AfykU45zg0Nd731G1D54YBbXgI7+52bHd7QhhK9wbFFs8WPyC+iJCKRUm5qNAYLqvHaO+5yHIKm2NQrBY52sPusOHB4zVZmdGvKnwXA+zapsa1ikWm0YVFGUO5WEDoaQ8HWojBSUGjvMJ1jv3uwMpkPPnkEx598oS26/jrX79BG8Pq8pKirLC5Zb1a0QdPfThwc3MDw8uWW8vvnjzh0aNLDvsDP91c0zYt7+7u2Oy2LFdrfv/Fc0pbcX19xc31FVlmubi4pMiLgfGKrE3fHyeNUdPlw8iCSjS91seUU54+4kEf08upQSIQLeATQDm16LaP4NMMAVNaRW7cDwsWQsJUBgbweep2jwuAZOUPg742HElTWXiqqPOVfgWO8gNx+XtEJpAUTjhzBuPE7GNhihCitt7r3yZYlWo++/1+ZMAEAElgETCycTKxAyfuUcndKYBksVjw6aefYq3l7u6OzWYzggUBfGkNczjqWwVkiqVgVtoVcCb7lGXJw4cPR1dx6mYHTipMSSJ6qYQkbaeAKHVJH4b3V2vN5eUlq1XMfy1R59vtdmSKt9stIcRUS7vd7mesphzz3bt3Jyl/Uu1oWplJ2MP0OHLNhJ1NWa+U4ZRFQaopFnAl13WaCSF1b6esGpwWVJAcrvJ7CLHE7Ha7Ha/nFIzIfV8sFmPOVQHjoqUFWCwWiITg4cOHI8MtzKwA4JT1T0GkLIKkPbmHWmuePHnCo0eP6LqOb775ZmTVJefqer0eWeebm5vxPKy14777/Z7r62uapmGz2bDdblmtVnz55ZdYa7m+vubq6moMQBIPhSwMU31smk8XTsGqnFsqMZBtp4uRFFBOLb0PKRAWOwdYzwHJcyD6XJT+dGGTHvc+NjU9xvRvuQ5TJvg+uxes2mGQMF2stKRUZC2NVmSZHvIlejyaoHo0Gu0NQRnILGRZ9E6bHk2P0QGjFDbPyPOMzGj03sVk5SEmjM+yIYm9HgJghgjz4AdiVQUgakdD9GvHKUzLDYjBUCooQn8aSWm0AWLlq2B6QhcZrbHO+qCzi0FRBqlUFEL8KG3QJkMbi/cK5zxt66kPDqMzVutAETQh6HhNQqxo1fmACg7Xt4TQ07qO0Du8jgxv0AFFFoPAQiB4h3cOoyQqNSMzsURpkWdUVZQnlIucLM8GsFqC0jilY2CW62nqOBD1naN3Hj1UdTJD0FQgFmhAwOpQ5UkPjKnREcBoFV37QUfWVikFvR4CYKLL34ce1/sh2Kuj7aIWNRZa8GzbPXeHHaBROgcUjQInMWdBGENiQQEV019lwZOrLD5zKOygArY2I8sMmdWokBF0wHeOvnVI5TQG8KONRgWZJFN9GKMuU6HHnIytc3FiyjKWFxeYzAzuecCH0UUk4Mzo0/Qodd1QD/kId7sdmbWRaR60dtvtFmtzqrKK19kYhEBNmYRRy4QfXeVqAKvjv+MLLsnw/Qmki9gy/GwAI9nruGXCniJe+cSnHuJzIr+etjJxCYUQS8xOeNxxrwEQR7B8xnUfJn+f6TkJE5tuHIYgrQ8Nfv+OlkagCxBKUylNJ9OU8UyDVCSBuXzSaPdU65kyUNNJWSa3KdOZskDyESCWehVSxk76Ke7fNFp7ypBKWymDKa56cUmLfnG9Xv+M3Uk/qdY0Bd9ico0FQApgkT4JEBcZhGhcBcyl1yN1t0skfXr/zrmF3wcsxNJzT++ZnMu5ZPly3ofD4ehBUqfvd+raTnWg8txMtbHybApjKv1O+5C6wdOAqqmmV/ZTSo2M/93d3ViM4PLy8iQVF8QFhbDf42I/GbObphlzyO52u5PsDW3bDmO2HVniVOZybsxOn/1pm+lY/D428r4xe2r3MZ/v2//cOzjtU7rNuWP+0vF12ofp8X7pMe8Fq+gcFcDmFdViiSZgjcIo6JXi4CKCDMoTTAA0hBxUhkPjPbigCZlFaUtZKZZWYU1P0zd0fUBlmsVqRZYrMqswWaAoc1b+AZBjwhIoMN6RhQ6lHXkVUxwFYuR38AbfLfB9RV4EirJGtTXt4Y7W9QTfENoNRhsW+5ZyUUbgmRWoMVdohi08hyZgC6jbQO0AAqENZN6zXBYs15eEAJt3NU27p+kc+7rD2pzV5QVLrbl9s+G/v3tJ13kWRUFhc+hbQrMlBI/PM4qiotCewmhyFSjKB1CuwUP/SQ99QOsIsLUxlKuSzFq0BWMjO6X0MKPrwfXgfQy46gHfk0nFGRQYg80yqjKPwEuD1pHOUoNbPBZ3GCaBoYRu20PjIpCtNwHnFJ3zNI0j1oGIwTlNe2B7uIt14XVHUI4sMxSLHKUVWZWxzJZkxlJVa4zOCOgosVDDIkMpymVJtV6A7+n2W3zXUvaBhXOoPtDva1zn6G9/gs07ONSooRCSDgpVxAT0yiqCAecDvXME31P3HU3fkakMPbAti8xi1ivW6wesLi5YrJa44Gm6lqIs+eL573n8yROMMfzPy5fUdcPrV694e3XNw4cPef7Fc8qqIjNSz/qKr//6NfvdjtV6zWKxJLc2rqX6nt1mw9XVFavlis8++4z1ekWAQdPV8OrVKzabDU+fPuWPf/wKgOvra7bbzZDken3CnMhAmQ40QSUVn86sqk9W4ScoLwLe4IfBBDAD3AyyYkv3n6LLEFuV5vTJ76PGYZQkRNnBMTXVtI/jYD/08sRtNFToillGIizWWsHZo/12TICkTKzAyPIJ4yrgamqpG05ynaZAVzStwqYJ+FBKje5dAWvCtApoEG2ntAOMVZgk72mWZaN2Vf7VWo+u3hRcCEAuimJkQZumGaUPkiNUtJ8hhDH4R4CLtZbLy0uMMbx584bvvvsO59yY61UYPNEtSuBYWhFLtKFPnjw5SdNljBn1lCkwnTKpwCipSIOI4FgsQdjRFJCnIH5qKfsqxQ/SYgwyXojGV44hIExymEqRA2GvUxd3CiQlYM17z263O8nRK0BY7qnUq0/Z4RTcpwsCYV1FCy2aaXlWVqsVDx48YLVajQuKsix5/vw5T57EMfvbb7+lrmtevXrF1dUVjx494osvvhhB59u3b7m6uuLrr79mv9+PBQZkUSeptF6/fs1qJWP2enx+5dgyZn/11XHM3mw2Y2GCD43ZU+B235id2jkpQcqCTheI6X7n2k73F0tZ4vv6ku4/7cP7zi2VUnzI7gerKgcFmS2p1AJCIFN+ZOHqvkfh0ZlHa0kxUxAw9GicB4cCY1FGUSxzVgtLcHuaegveYcyKxXKJsR5jW7TxFGWO0haCxbsFwef44DDeoo2jqHpMboiVjHpCMPR6Qe8qbOHJiwNBGfzB0DpP27fs2xjFXtUdRdVG5tRYlDbjYJg3nroJ2CZQt1APHrJgPKaHxTpnsXqI63p+/NePvH2zoe46dk1NUZZ8/uVzgla82Wz4r7+9oG46nn72GZ88eoxva9zuLSp41o8fsVxVFKon14pCeYr1iuLyMUbp6PJHxbRCfghQWBdkeYZXPY4eH6LQ3PUOHxROStQ2jtDFHU3oB02lResIVlfFICQ3gA5E1BqDs6I0N0Zv976LKaAOHfu2wbWBzZue+hBompbtvsb7QB8cHk/d7tnsbwnBYSsweaBaFFwWD7Amw1SW5bKgyEsuLh6T25zSGwpvYjjWwHSWi4JyWdK7jncEmoPCNC227/Bdx/7uHd3uQP/mDWG7gbpGKR2lICZDl7Ecrs41sZ6EjwC676m9o+4dudGUmUEVOZW1LK1luVqzerBmsVrS+Z6qbVgulzx7+pRnz57x44+v+cc/vmW323H1w794d33Do/UDnv7H71gsl3Su4+7ujtdXV/ztxd/Ybrf86av/5PLyITYbwKr37Hc7bm5u6PseazNW6yWHQ81hX7PbbfnnP19ydXVFWRb8+c9/BhTff/+Kd+/eAoGLiwcnwRnA2cEPBlY1GSRkIDnRLCWvexAX/6gbSCrvyPFlH2GlT/QBjIBWji+bHttIBmElTO4k8GtyDKOO1X/iMfwRrCYFCrLMngySv0UTMCTAShgfONVWngv8gCNjJZO15BBN85BmWXZSFSrVnsIpkBLAKe7vqQtUwKqAIQm8kTRHEINoBLAJgyeBUilQlRRJ0gd5R1arFV3X8cMPP3B7ezsG6FRVxR/+8Ae01mw2G168eEFd13z++ec8fvyYpmnGTAWPHz8eMwgIWF2v16xWq7EdAaCSZ3S1Wo25TSE+1xK0k7K4Ehgl9yjtf5qaKmVYp2zjFIRKNSvR2kpS/lT3ezgcuL29He+BZDcQyYIEoRVFwcXFxciIyjMiH5EByDlIflaRmsjfkk5N+iFyAZFFCFhNg6kE3IreGhhTlclCZLFYjM/ncrnk2bNnw5j9I3//+9/Z7XZ8//33XF9fjxXIJEDw7u6O169f8+LFizhm/+lPo/xE7sd2u+Xm5mZcBK7X6zGP8Xa75eXLl7x+/ZqiKPjLX/4CwKtXr3j79i0AFxcXJ/IMee5TucdZr9d7xuzpNlPZQPosToMszx3/Pnb+HBA+B1bPtZ8uiqfeC9n2fVW2ztm9YHW8SGqYUoagBZmC0kOfbWZsfKRR7u1M+mts++iUHAM41Km/UKkzjU8vZjgSOiGcskRT5un8eRx7ON4omShDOB5zcKpGDV44eRgZXJMhiEbw9MzVANaUUqPbHTldufl6uA5EN+svuaanrUhbp98wgNTR26uO1/0ERJAEsci5jNd1OOeT35O2E3dtek56YM70eGvjd34EMskZymUcr2fyEv3sWTvaEbCd/p12LjnlZPejRhQ4uadyJDmHsa1kEpLfB4pz7MT7BqbxGno/9PUjdGOP40E0NVK4520Ch5Pvh2/GY/38mnzYzfTbBKQfsvS6pbq0D7kezx3nfZPT+xiRX8O+/NLt0/ciBd/32XSCnX5/Lhp6qtebHmd6rHOgMV0InAMIsoD4UJ+n7Z1jv6b355zb+ByrNQUO6ff3uWyl7+9r+75zmvbjl9h9Luz7nhfpKxwzIJwDdGkb6Xb3AcJz7f5a7eX/hb3vXn/oPfrQMf+/7EN9PWfqt8pAzDbbbLPNNttss8328dtvW+A122yzzTbbbLPNNttHbTNYnW222WabbbbZZpvto7UZrM4222yzzTbbbLPN9tHaDFZnm2222WabbbbZZvtobQars80222yzzTbbbLN9tDaD1dlmm2222WabbbbZPlr7XwOK3JeH/1CaAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – computes and displays the output of the depthwise pooling layer\n", "\n", @@ -692,7 +843,20 @@ "id": "Ygy0q39xpKz5", "outputId": "39084b74-1687-458d-dd82-84277f3bd221" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "global_avg_pool(images)" ] @@ -725,7 +889,25 @@ "id": "1IXwgw_0pKz6", "outputId": "4cd7176d-5b2d-4bab-efd3-5ad967a2e43b" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", + "32768/29515 [=================================] - 0s 0us/step\n", + "40960/29515 [=========================================] - 0s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", + "26427392/26421880 [==============================] - 1s 0us/step\n", + "26435584/26421880 [==============================] - 1s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", + "16384/5148 [===============================================================================================] - 0s 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", + "4423680/4422102 [==============================] - 0s 0us/step\n", + "4431872/4422102 [==============================] - 0s 0us/step\n" + ] + } + ], "source": [ "# extra code – loads the mnist dataset, add the channels axis to the inputs,\n", "# scales the values to the 0-1 range, and splits the dataset\n", @@ -780,7 +962,35 @@ "id": "KZbWeIBYpKz6", "outputId": "fd2181cd-3092-4f03-96ff-b573a39b21ef" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1719/1719 [==============================] - 53s 28ms/step - loss: 0.7001 - accuracy: 0.7601 - val_loss: 0.3433 - val_accuracy: 0.8764\n", + "Epoch 2/10\n", + "1719/1719 [==============================] - 37s 21ms/step - loss: 0.3948 - accuracy: 0.8662 - val_loss: 0.3217 - val_accuracy: 0.8816\n", + "Epoch 3/10\n", + "1719/1719 [==============================] - 37s 22ms/step - loss: 0.3339 - accuracy: 0.8867 - val_loss: 0.3310 - val_accuracy: 0.8918\n", + "Epoch 4/10\n", + "1719/1719 [==============================] - 37s 22ms/step - loss: 0.2979 - accuracy: 0.9003 - val_loss: 0.2454 - val_accuracy: 0.9072\n", + "Epoch 5/10\n", + "1719/1719 [==============================] - 37s 21ms/step - loss: 0.2756 - accuracy: 0.9070 - val_loss: 0.2477 - val_accuracy: 0.9120\n", + "Epoch 6/10\n", + "1719/1719 [==============================] - 36s 21ms/step - loss: 0.2580 - accuracy: 0.9129 - val_loss: 0.2774 - val_accuracy: 0.9028\n", + "Epoch 7/10\n", + "1719/1719 [==============================] - 37s 21ms/step - loss: 0.2432 - accuracy: 0.9169 - val_loss: 0.2824 - val_accuracy: 0.9072\n", + "Epoch 8/10\n", + "1719/1719 [==============================] - 37s 21ms/step - loss: 0.2333 - accuracy: 0.9185 - val_loss: 0.2414 - val_accuracy: 0.9088\n", + "Epoch 9/10\n", + "1719/1719 [==============================] - 37s 22ms/step - loss: 0.2242 - accuracy: 0.9246 - val_loss: 0.2566 - val_accuracy: 0.9094\n", + "Epoch 10/10\n", + "1719/1719 [==============================] - 37s 22ms/step - loss: 0.2117 - accuracy: 0.9285 - val_loss: 0.2548 - val_accuracy: 0.9188\n", + "313/313 [==============================] - 2s 8ms/step - loss: 0.2759 - accuracy: 0.9117\n" + ] + } + ], "source": [ "# extra code – compiles, fits, evaluates, and uses the model to make predictions\n", "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"nadam\",\n", @@ -921,7 +1131,17 @@ "id": "wbS9p1FnpKz7", "outputId": "a3d0e499-1036-478e-85af-06e882e25e21" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels.h5\n", + "102973440/102967424 [==============================] - 1s 0us/step\n", + "102981632/102967424 [==============================] - 1s 0us/step\n" + ] + } + ], "source": [ "model = tf.keras.applications.ResNet50(weights=\"imagenet\")" ] @@ -960,7 +1180,18 @@ "id": "M-IYqzqRpKz8", "outputId": "5e89ff3b-8afb-4d34-a769-dbe2d70983b5" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 1000)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Y_proba = model.predict(inputs)\n", "Y_proba.shape" @@ -976,7 +1207,25 @@ "id": "-uWvslEcpKz8", "outputId": "5390390e-2edb-4bc3-b1aa-ff14bc2abfe3" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n", + "40960/35363 [==================================] - 0s 0us/step\n", + "49152/35363 [=========================================] - 0s 0us/step\n", + "Image #0\n", + " n03877845 - palace 54.69%\n", + " n03781244 - monastery 24.72%\n", + " n02825657 - bell_cote 18.55%\n", + "Image #1\n", + " n04522168 - vase 32.66%\n", + " n11939491 - daisy 17.81%\n", + " n03530642 - honeycomb 12.06%\n" + ] + } + ], "source": [ "top_K = tf.keras.applications.resnet50.decode_predictions(Y_proba, top=3)\n", "for image_index in range(len(images)):\n", @@ -996,7 +1245,20 @@ "id": "alc_cnxVpKz8", "outputId": "9918157b-9826-4c6d-8e64-9edaff7a8dc7" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the cropped and resized images\n", "\n", @@ -1042,7 +1304,48 @@ "id": "mbktvHOXpKz8", "outputId": "ee28b6fc-e112-4d2a-ad11-6bbb88c56a38" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1mDownloading and preparing dataset tf_flowers/3.0.1 (download: 218.21 MiB, generated: 221.83 MiB, total: 440.05 MiB) to /root/tensorflow_datasets/tf_flowers/3.0.1...\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:Dataset tf_flowers is hosted on GCS. It will automatically be downloaded to your\n", + "local data directory. If you'd instead prefer to read directly from our public\n", + "GCS bucket (recommended if you're running on GCP), you can instead pass\n", + "`try_gcs=True` to `tfds.load` or set `data_dir=gs://tfds-data/datasets`.\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2839afc6cb6d4a50b0bdad1fcb7f39d1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Dl Completed...: 0%| | 0/5 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the first 9 images in the validation set\n", "\n", @@ -1188,7 +1537,20 @@ "id": "ZL3c3i4opKz9", "outputId": "38847d8d-8822-41a3-cfb2-27479aa5debe" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the first 9 images in the first batch of valid_set\n", "\n", @@ -1238,7 +1600,20 @@ "id": "w6GH5_vupKz-", "outputId": "eeb2c924-2f4f-4aa1-bea9-951bebef4bf0" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the same first 9 images, after augmentation\n", "\n", @@ -1276,7 +1651,17 @@ "id": "lRyCgvaKpKz-", "outputId": "a825e173-8b1d-4217-a1c4-5491b49c3e82" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "83689472/83683744 [==============================] - 1s 0us/step\n", + "83697664/83683744 [==============================] - 1s 0us/step\n" + ] + } + ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility\n", "base_model = tf.keras.applications.xception.Xception(weights=\"imagenet\",\n", @@ -1317,7 +1702,20 @@ "id": "GGxK2yPcpKz-", "outputId": "6b64214a-e104-4b6c-9b7a-3388fc9aa15f" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/3\n", + "86/86 [==============================] - 42s 417ms/step - loss: 0.7492 - accuracy: 0.8052 - val_loss: 0.6932 - val_accuracy: 0.8421\n", + "Epoch 2/3\n", + "86/86 [==============================] - 35s 393ms/step - loss: 0.3207 - accuracy: 0.9084 - val_loss: 0.6522 - val_accuracy: 0.8312\n", + "Epoch 3/3\n", + "86/86 [==============================] - 35s 393ms/step - loss: 0.1766 - accuracy: 0.9415 - val_loss: 0.7004 - val_accuracy: 0.8475\n" + ] + } + ], "source": [ "optimizer = tf.keras.optimizers.SGD(learning_rate=0.1, momentum=0.9)\n", "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=optimizer,\n", @@ -1335,7 +1733,47 @@ "id": "GvGMiJMLpKz-", "outputId": "91f2c96c-c058-45e0-e428-66fa6076ad56" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0: input_1 33: block4_pool 66: block8_sepconv1_act 99: block11_sepconv2_act \n", + " 1: block1_conv1 34: batch_normalization_2 67: block8_sepconv1 100: block11_sepconv2 \n", + " 2: block1_conv1_bn 35: add_2 68: block8_sepconv1_bn 101: block11_sepconv2_bn \n", + " 3: block1_conv1_act 36: block5_sepconv1_act 69: block8_sepconv2_act 102: block11_sepconv3_act \n", + " 4: block1_conv2 37: block5_sepconv1 70: block8_sepconv2 103: block11_sepconv3 \n", + " 5: block1_conv2_bn 38: block5_sepconv1_bn 71: block8_sepconv2_bn 104: block11_sepconv3_bn \n", + " 6: block1_conv2_act 39: block5_sepconv2_act 72: block8_sepconv3_act 105: add_9 \n", + " 7: block2_sepconv1 40: block5_sepconv2 73: block8_sepconv3 106: block12_sepconv1_act \n", + " 8: block2_sepconv1_bn 41: block5_sepconv2_bn 74: block8_sepconv3_bn 107: block12_sepconv1 \n", + " 9: block2_sepconv2_act 42: block5_sepconv3_act 75: add_6 108: block12_sepconv1_bn \n", + " 10: block2_sepconv2 43: block5_sepconv3 76: block9_sepconv1_act 109: block12_sepconv2_act \n", + " 11: block2_sepconv2_bn 44: block5_sepconv3_bn 77: block9_sepconv1 110: block12_sepconv2 \n", + " 12: conv2d 45: add_3 78: block9_sepconv1_bn 111: block12_sepconv2_bn \n", + " 13: block2_pool 46: block6_sepconv1_act 79: block9_sepconv2_act 112: block12_sepconv3_act \n", + " 14: batch_normalization 47: block6_sepconv1 80: block9_sepconv2 113: block12_sepconv3 \n", + " 15: add 48: block6_sepconv1_bn 81: block9_sepconv2_bn 114: block12_sepconv3_bn \n", + " 16: block3_sepconv1_act 49: block6_sepconv2_act 82: block9_sepconv3_act 115: add_10 \n", + " 17: block3_sepconv1 50: block6_sepconv2 83: block9_sepconv3 116: block13_sepconv1_act \n", + " 18: block3_sepconv1_bn 51: block6_sepconv2_bn 84: block9_sepconv3_bn 117: block13_sepconv1 \n", + " 19: block3_sepconv2_act 52: block6_sepconv3_act 85: add_7 118: block13_sepconv1_bn \n", + " 20: block3_sepconv2 53: block6_sepconv3 86: block10_sepconv1_act 119: block13_sepconv2_act \n", + " 21: block3_sepconv2_bn 54: block6_sepconv3_bn 87: block10_sepconv1 120: block13_sepconv2 \n", + " 22: conv2d_1 55: add_4 88: block10_sepconv1_bn 121: block13_sepconv2_bn \n", + " 23: block3_pool 56: block7_sepconv1_act 89: block10_sepconv2_act 122: conv2d_3 \n", + " 24: batch_normalization_1 57: block7_sepconv1 90: block10_sepconv2 123: block13_pool \n", + " 25: add_1 58: block7_sepconv1_bn 91: block10_sepconv2_bn 124: batch_normalization_3 \n", + " 26: block4_sepconv1_act 59: block7_sepconv2_act 92: block10_sepconv3_act 125: add_11 \n", + " 27: block4_sepconv1 60: block7_sepconv2 93: block10_sepconv3 126: block14_sepconv1 \n", + " 28: block4_sepconv1_bn 61: block7_sepconv2_bn 94: block10_sepconv3_bn 127: block14_sepconv1_bn \n", + " 29: block4_sepconv2_act 62: block7_sepconv3_act 95: add_8 128: block14_sepconv1_act \n", + " 30: block4_sepconv2 63: block7_sepconv3 96: block11_sepconv1_act 129: block14_sepconv2 \n", + " 31: block4_sepconv2_bn 64: block7_sepconv3_bn 97: block11_sepconv1 130: block14_sepconv2_bn \n", + " 32: conv2d_2 65: add_5 98: block11_sepconv1_bn 131: block14_sepconv2_act \n" + ] + } + ], "source": [ "for indices in zip(range(33), range(33, 66), range(66, 99), range(99, 132)):\n", " for idx in indices:\n", @@ -1362,7 +1800,34 @@ "id": "GEUNGlhvpKz_", "outputId": "c622a91d-f634-4443-b87e-8d46defdb578" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "86/86 [==============================] - 72s 779ms/step - loss: 0.2921 - accuracy: 0.9117 - val_loss: 0.4541 - val_accuracy: 0.8711\n", + "Epoch 2/10\n", + "86/86 [==============================] - 67s 767ms/step - loss: 0.0382 - accuracy: 0.9876 - val_loss: 0.3715 - val_accuracy: 0.9074\n", + "Epoch 3/10\n", + "86/86 [==============================] - 67s 765ms/step - loss: 0.0140 - accuracy: 0.9956 - val_loss: 0.3679 - val_accuracy: 0.9038\n", + "Epoch 4/10\n", + "86/86 [==============================] - 67s 766ms/step - loss: 0.0167 - accuracy: 0.9945 - val_loss: 0.3298 - val_accuracy: 0.9020\n", + "Epoch 5/10\n", + "86/86 [==============================] - 67s 767ms/step - loss: 0.0090 - accuracy: 0.9971 - val_loss: 0.3876 - val_accuracy: 0.8984\n", + "Epoch 6/10\n", + "86/86 [==============================] - 67s 765ms/step - loss: 0.0044 - accuracy: 0.9985 - val_loss: 0.3708 - val_accuracy: 0.9038\n", + "Epoch 7/10\n", + "86/86 [==============================] - 67s 765ms/step - loss: 0.0029 - accuracy: 0.9996 - val_loss: 0.3535 - val_accuracy: 0.9147\n", + "Epoch 8/10\n", + "86/86 [==============================] - 67s 767ms/step - loss: 0.0070 - accuracy: 0.9975 - val_loss: 0.4261 - val_accuracy: 0.8893\n", + "Epoch 9/10\n", + "86/86 [==============================] - 67s 766ms/step - loss: 0.0061 - accuracy: 0.9985 - val_loss: 0.3635 - val_accuracy: 0.9074\n", + "Epoch 10/10\n", + "86/86 [==============================] - 67s 767ms/step - loss: 0.0018 - accuracy: 0.9996 - val_loss: 0.3550 - val_accuracy: 0.9111\n" + ] + } + ], "source": [ "for layer in base_model.layers[56:]:\n", " layer.trainable = True\n", @@ -1413,7 +1878,28 @@ "id": "gGGaA3SJpKz_", "outputId": "2e525486-d886-4ba1-c123-1c8cdf7f1b8a" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "10/10 [==============================] - 22s 1s/step - loss: 1.2157 - dense_1_loss: 1.4583 - dense_2_loss: 0.2450 - dense_1_accuracy: 0.4219 - dense_2_accuracy: 0.2594\n", + "Epoch 2/2\n", + "10/10 [==============================] - 15s 1s/step - loss: 0.7974 - dense_1_loss: 0.9474 - dense_2_loss: 0.1972 - dense_1_accuracy: 0.7594 - dense_2_accuracy: 0.2812\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – fits the model using random target bounding boxes (in real life\n", "# you would need to create proper targets instead)\n", @@ -1458,7 +1944,20 @@ "id": "pB2kJkHrpKz_", "outputId": "fd9f2bc1-ae06-4c60-8a0c-f4bec6577efa" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " day_type bus rail\n", + "date \n", + "2001-01-01 U 297192 126455\n", + "2001-01-02 W 780827 501952\n", + "2001-01-03 W 824923 536432\n", + "2001-01-04 W 870021 550011\n", + "2001-01-05 W 890426 557917" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head()" ] @@ -236,7 +326,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "diff_7 = df[[\"bus\", \"rail\"]].diff(7)[\"2019-03\":\"2019-05\"]\n", "\n", @@ -268,7 +384,18 @@ "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['A', 'U', 'U']" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "list(df.loc[\"2019-05-25\":\"2019-05-27\"][\"day_type\"])" ] @@ -284,7 +411,20 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "bus 43915.608696\n", + "rail 42143.271739\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "diff_7.abs().mean()" ] @@ -300,7 +440,20 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "bus 0.082938\n", + "rail 0.089948\n", + "dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "targets = df[[\"bus\", \"rail\"]][\"2019-03\":\"2019-05\"]\n", "(diff_7 / targets).abs().mean()" @@ -317,7 +470,20 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "period = slice(\"2001\", \"2019\")\n", "df_monthly = df.resample('M').mean() # compute the mean for each month\n", @@ -334,7 +500,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df_monthly.diff(12)[period].plot(grid=True, marker=\".\", figsize=(8, 3))\n", "save_fig(\"yearly_diff_plot\") # extra code – saves the figure for the book\n", @@ -362,7 +541,18 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "427758.62631318445" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred[0] # ARIMA forecast" ] @@ -371,7 +561,18 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "379044" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df[\"rail\"].loc[\"2019-06-01\"] # target value" ] @@ -380,7 +581,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "426932" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df[\"rail\"].loc[\"2019-05-25\"] # naive forecast (value from one week earlier)" ] @@ -411,7 +623,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "32040.72008847262" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mae" ] @@ -420,7 +643,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – displays the SARIMA forecasts\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", @@ -434,7 +670,20 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – shows how to plot the Autocorrelation Function (ACF) and the\n", "# Partial Autocorrelation Function (PACF)\n", @@ -453,7 +702,31 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-02-17 19:19:46.679147: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + }, + { + "data": { + "text/plain": [ + "[(,\n", + " ),\n", + " (,\n", + " )]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import tensorflow as tf\n", "\n", @@ -471,7 +744,27 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 1 2 3 \n", + "1 2 3 4 \n", + "2 3 4 5 \n", + "3 4 5 \n", + "4 5 \n", + "5 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-02-17 19:19:46.784180: W tensorflow/core/framework/dataset.cc:744] Input of Window will not be optimized because the dataset does not implement the AsGraphDefInternal() method needed to apply optimizations.\n" + ] + } + ], "source": [ "for window_dataset in tf.data.Dataset.range(6).window(4, shift=1):\n", " for element in window_dataset:\n", @@ -483,7 +776,17 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0 1 2 3]\n", + "[1 2 3 4]\n", + "[2 3 4 5]\n" + ] + } + ], "source": [ "dataset = tf.data.Dataset.range(6).window(4, shift=1, drop_remainder=True)\n", "dataset = dataset.flat_map(lambda window_dataset: window_dataset.batch(4))\n", @@ -506,7 +809,23 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(,\n", + " ),\n", + " (,\n", + " )]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dataset = to_windows(tf.data.Dataset.range(6), 4)\n", "dataset = dataset.map(lambda window: (window[:-1], window[-1]))\n", @@ -559,7 +878,85 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 0s 5ms/step - loss: 0.0098 - mae: 0.1118 - val_loss: 0.0071 - val_mae: 0.0966\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0070 - mae: 0.0883 - val_loss: 0.0052 - val_mae: 0.0768\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0059 - mae: 0.0796 - val_loss: 0.0050 - val_mae: 0.0741\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0055 - mae: 0.0761 - val_loss: 0.0049 - val_mae: 0.0732\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0054 - mae: 0.0749 - val_loss: 0.0043 - val_mae: 0.0666\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0051 - mae: 0.0724 - val_loss: 0.0041 - val_mae: 0.0638\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0047 - mae: 0.0696 - val_loss: 0.0040 - val_mae: 0.0615\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0051 - mae: 0.0735 - val_loss: 0.0038 - val_mae: 0.0599\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0045 - mae: 0.0670 - val_loss: 0.0037 - val_mae: 0.0599\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0046 - mae: 0.0677 - val_loss: 0.0041 - val_mae: 0.0658\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0044 - mae: 0.0664 - val_loss: 0.0038 - val_mae: 0.0611\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0042 - mae: 0.0634 - val_loss: 0.0034 - val_mae: 0.0551\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0046 - mae: 0.0680 - val_loss: 0.0056 - val_mae: 0.0829\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0044 - mae: 0.0671 - val_loss: 0.0039 - val_mae: 0.0637\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0044 - mae: 0.0673 - val_loss: 0.0037 - val_mae: 0.0610\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 4ms/step - loss: 0.0045 - mae: 0.0676 - val_loss: 0.0035 - val_mae: 0.0584\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0044 - mae: 0.0662 - val_loss: 0.0033 - val_mae: 0.0544\n", + "Epoch 18/500\n", + "<<396 more lines>>\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0440 - val_loss: 0.0023 - val_mae: 0.0404\n", + "Epoch 217/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0029 - mae: 0.0500 - val_loss: 0.0028 - val_mae: 0.0526\n", + "Epoch 218/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0458 - val_loss: 0.0023 - val_mae: 0.0387\n", + "Epoch 219/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0027 - mae: 0.0454 - val_loss: 0.0023 - val_mae: 0.0396\n", + "Epoch 220/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0444 - val_loss: 0.0026 - val_mae: 0.0425\n", + "Epoch 221/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0452 - val_loss: 0.0023 - val_mae: 0.0387\n", + "Epoch 222/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0433 - val_loss: 0.0024 - val_mae: 0.0432\n", + "Epoch 223/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0441 - val_loss: 0.0029 - val_mae: 0.0489\n", + "Epoch 224/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0031 - mae: 0.0524 - val_loss: 0.0023 - val_mae: 0.0394\n", + "Epoch 225/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0424 - val_loss: 0.0023 - val_mae: 0.0386\n", + "Epoch 226/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0438 - val_loss: 0.0023 - val_mae: 0.0383\n", + "Epoch 227/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0027 - mae: 0.0463 - val_loss: 0.0023 - val_mae: 0.0405\n", + "Epoch 228/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0445 - val_loss: 0.0023 - val_mae: 0.0384\n", + "Epoch 229/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0430 - val_loss: 0.0023 - val_mae: 0.0382\n", + "Epoch 230/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0026 - mae: 0.0451 - val_loss: 0.0023 - val_mae: 0.0397\n", + "Epoch 231/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0025 - mae: 0.0434 - val_loss: 0.0023 - val_mae: 0.0401\n", + "Epoch 232/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0027 - mae: 0.0459 - val_loss: 0.0022 - val_mae: 0.0389\n", + "Epoch 233/500\n", + "33/33 [==============================] - 0s 3ms/step - loss: 0.0027 - mae: 0.0464 - val_loss: 0.0025 - val_mae: 0.0469\n" + ] + } + ], "source": [ "tf.random.set_seed(42)\n", "model = tf.keras.Sequential([\n", @@ -577,7 +974,25 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3/3 [==============================] - 0s 2ms/step - loss: 0.0022 - mae: 0.0379\n" + ] + }, + { + "data": { + "text/plain": [ + "37866.38006567955" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – evaluates the model\n", "valid_loss, valid_mae = model.evaluate(valid_ds)\n", @@ -626,7 +1041,95 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 11ms/step - loss: 0.0219 - mae: 0.1637 - val_loss: 0.0195 - val_mae: 0.1394\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0170 - mae: 0.1553 - val_loss: 0.0179 - val_mae: 0.1482\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0166 - mae: 0.1555 - val_loss: 0.0176 - val_mae: 0.1501\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0164 - mae: 0.1558 - val_loss: 0.0173 - val_mae: 0.1534\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0163 - mae: 0.1572 - val_loss: 0.0172 - val_mae: 0.1479\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0162 - mae: 0.1555 - val_loss: 0.0170 - val_mae: 0.1496\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0162 - mae: 0.1556 - val_loss: 0.0168 - val_mae: 0.1552\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0161 - mae: 0.1580 - val_loss: 0.0169 - val_mae: 0.1448\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0160 - mae: 0.1563 - val_loss: 0.0168 - val_mae: 0.1451\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0159 - mae: 0.1562 - val_loss: 0.0167 - val_mae: 0.1454\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0159 - mae: 0.1564 - val_loss: 0.0164 - val_mae: 0.1491\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0158 - mae: 0.1559 - val_loss: 0.0165 - val_mae: 0.1445\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0158 - mae: 0.1556 - val_loss: 0.0162 - val_mae: 0.1514\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0157 - mae: 0.1564 - val_loss: 0.0162 - val_mae: 0.1533\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0157 - mae: 0.1553 - val_loss: 0.0165 - val_mae: 0.1420\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0158 - mae: 0.1562 - val_loss: 0.0164 - val_mae: 0.1425\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0156 - mae: 0.1570 - val_loss: 0.0164 - val_mae: 0.1407\n", + "Epoch 18/500\n", + "<<687 more lines>>\n", + "Epoch 362/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0103 - mae: 0.1130 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 363/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0103 - mae: 0.1128 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 364/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0104 - mae: 0.1131 - val_loss: 0.0102 - val_mae: 0.1029\n", + "Epoch 365/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1133 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 366/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1128 - val_loss: 0.0103 - val_mae: 0.1028\n", + "Epoch 367/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0103 - mae: 0.1129 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 368/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1135 - val_loss: 0.0102 - val_mae: 0.1030\n", + "Epoch 369/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0103 - mae: 0.1129 - val_loss: 0.0103 - val_mae: 0.1028\n", + "Epoch 370/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1129 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 371/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0103 - mae: 0.1130 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 372/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0103 - mae: 0.1131 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 373/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0104 - mae: 0.1132 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 374/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1130 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 375/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1132 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 376/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1134 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 377/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0104 - mae: 0.1131 - val_loss: 0.0103 - val_mae: 0.1029\n", + "Epoch 378/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0103 - mae: 0.1128 - val_loss: 0.0103 - val_mae: 0.1029\n", + "3/3 [==============================] - 0s 3ms/step - loss: 0.0103 - mae: 0.1028\n" + ] + }, + { + "data": { + "text/plain": [ + "102786.95076704025" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(model, train_ds, valid_ds, learning_rate=0.02)" ] @@ -648,7 +1151,95 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 13ms/step - loss: 0.0489 - mae: 0.2061 - val_loss: 0.0060 - val_mae: 0.0854\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0060 - mae: 0.0813 - val_loss: 0.0052 - val_mae: 0.0825\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0042 - mae: 0.0647 - val_loss: 0.0041 - val_mae: 0.0656\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0041 - mae: 0.0636 - val_loss: 0.0042 - val_mae: 0.0714\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0039 - mae: 0.0595 - val_loss: 0.0023 - val_mae: 0.0387\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0033 - mae: 0.0542 - val_loss: 0.0026 - val_mae: 0.0423\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0502 - val_loss: 0.0021 - val_mae: 0.0354\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0030 - mae: 0.0500 - val_loss: 0.0020 - val_mae: 0.0345\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0033 - mae: 0.0539 - val_loss: 0.0050 - val_mae: 0.0825\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0034 - mae: 0.0573 - val_loss: 0.0023 - val_mae: 0.0399\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0030 - mae: 0.0493 - val_loss: 0.0022 - val_mae: 0.0377\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0029 - mae: 0.0478 - val_loss: 0.0019 - val_mae: 0.0328\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0028 - mae: 0.0460 - val_loss: 0.0024 - val_mae: 0.0404\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0029 - mae: 0.0487 - val_loss: 0.0022 - val_mae: 0.0371\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0029 - mae: 0.0469 - val_loss: 0.0019 - val_mae: 0.0306\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0027 - mae: 0.0465 - val_loss: 0.0019 - val_mae: 0.0348\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0029 - mae: 0.0485 - val_loss: 0.0024 - val_mae: 0.0426\n", + "Epoch 18/500\n", + "<<201 more lines>>\n", + "Epoch 119/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0024 - mae: 0.0428 - val_loss: 0.0020 - val_mae: 0.0334\n", + "Epoch 120/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0024 - mae: 0.0423 - val_loss: 0.0019 - val_mae: 0.0362\n", + "Epoch 121/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0023 - mae: 0.0408 - val_loss: 0.0019 - val_mae: 0.0356\n", + "Epoch 122/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0023 - mae: 0.0397 - val_loss: 0.0020 - val_mae: 0.0395\n", + "Epoch 123/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0024 - mae: 0.0429 - val_loss: 0.0017 - val_mae: 0.0297\n", + "Epoch 124/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0025 - mae: 0.0437 - val_loss: 0.0019 - val_mae: 0.0359\n", + "Epoch 125/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0024 - mae: 0.0430 - val_loss: 0.0017 - val_mae: 0.0305\n", + "Epoch 126/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0023 - mae: 0.0399 - val_loss: 0.0021 - val_mae: 0.0409\n", + "Epoch 127/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0023 - mae: 0.0411 - val_loss: 0.0018 - val_mae: 0.0314\n", + "Epoch 128/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0023 - mae: 0.0394 - val_loss: 0.0021 - val_mae: 0.0392\n", + "Epoch 129/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0023 - mae: 0.0416 - val_loss: 0.0017 - val_mae: 0.0329\n", + "Epoch 130/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0023 - mae: 0.0418 - val_loss: 0.0020 - val_mae: 0.0389\n", + "Epoch 131/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0023 - mae: 0.0398 - val_loss: 0.0017 - val_mae: 0.0297\n", + "Epoch 132/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0023 - mae: 0.0415 - val_loss: 0.0018 - val_mae: 0.0333\n", + "Epoch 133/500\n", + "33/33 [==============================] - 0s 12ms/step - loss: 0.0023 - mae: 0.0398 - val_loss: 0.0019 - val_mae: 0.0319\n", + "Epoch 134/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0023 - mae: 0.0401 - val_loss: 0.0019 - val_mae: 0.0333\n", + "Epoch 135/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0022 - mae: 0.0384 - val_loss: 0.0020 - val_mae: 0.0398\n", + "3/3 [==============================] - 0s 6ms/step - loss: 0.0018 - mae: 0.0290\n" + ] + }, + { + "data": { + "text/plain": [ + "29014.97296988964" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – compiles, fits, and evaluates the model, like earlier\n", "fit_and_evaluate(univar_model, train_ds, valid_ds, learning_rate=0.05)" @@ -680,7 +1271,95 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 2s 32ms/step - loss: 0.0393 - mae: 0.2109 - val_loss: 0.0085 - val_mae: 0.1110\n", + "Epoch 2/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0068 - mae: 0.0858 - val_loss: 0.0032 - val_mae: 0.0629\n", + "Epoch 3/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0055 - mae: 0.0750 - val_loss: 0.0035 - val_mae: 0.0638\n", + "Epoch 4/500\n", + "33/33 [==============================] - 1s 27ms/step - loss: 0.0048 - mae: 0.0678 - val_loss: 0.0021 - val_mae: 0.0429\n", + "Epoch 5/500\n", + "33/33 [==============================] - 1s 27ms/step - loss: 0.0043 - mae: 0.0606 - val_loss: 0.0020 - val_mae: 0.0408\n", + "Epoch 6/500\n", + "33/33 [==============================] - 1s 27ms/step - loss: 0.0042 - mae: 0.0591 - val_loss: 0.0027 - val_mae: 0.0502\n", + "Epoch 7/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0045 - mae: 0.0635 - val_loss: 0.0025 - val_mae: 0.0469\n", + "Epoch 8/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0042 - mae: 0.0592 - val_loss: 0.0027 - val_mae: 0.0498\n", + "Epoch 9/500\n", + "33/33 [==============================] - 1s 26ms/step - loss: 0.0039 - mae: 0.0555 - val_loss: 0.0034 - val_mae: 0.0619\n", + "Epoch 10/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0041 - mae: 0.0590 - val_loss: 0.0022 - val_mae: 0.0400\n", + "Epoch 11/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0037 - mae: 0.0526 - val_loss: 0.0022 - val_mae: 0.0408\n", + "Epoch 12/500\n", + "33/33 [==============================] - 1s 26ms/step - loss: 0.0037 - mae: 0.0543 - val_loss: 0.0019 - val_mae: 0.0349\n", + "Epoch 13/500\n", + "33/33 [==============================] - 1s 23ms/step - loss: 0.0034 - mae: 0.0493 - val_loss: 0.0019 - val_mae: 0.0334\n", + "Epoch 14/500\n", + "33/33 [==============================] - 1s 23ms/step - loss: 0.0035 - mae: 0.0505 - val_loss: 0.0020 - val_mae: 0.0341\n", + "Epoch 15/500\n", + "33/33 [==============================] - 1s 23ms/step - loss: 0.0034 - mae: 0.0494 - val_loss: 0.0020 - val_mae: 0.0360\n", + "Epoch 16/500\n", + "33/33 [==============================] - 1s 23ms/step - loss: 0.0033 - mae: 0.0496 - val_loss: 0.0027 - val_mae: 0.0474\n", + "Epoch 17/500\n", + "33/33 [==============================] - 1s 23ms/step - loss: 0.0037 - mae: 0.0559 - val_loss: 0.0020 - val_mae: 0.0332\n", + "Epoch 18/500\n", + "<<103 more lines>>\n", + "Epoch 70/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0026 - mae: 0.0422 - val_loss: 0.0022 - val_mae: 0.0363\n", + "Epoch 71/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0027 - mae: 0.0458 - val_loss: 0.0019 - val_mae: 0.0321\n", + "Epoch 72/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0025 - mae: 0.0413 - val_loss: 0.0020 - val_mae: 0.0335\n", + "Epoch 73/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0026 - mae: 0.0435 - val_loss: 0.0021 - val_mae: 0.0354\n", + "Epoch 74/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0026 - mae: 0.0436 - val_loss: 0.0021 - val_mae: 0.0357\n", + "Epoch 75/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0026 - mae: 0.0432 - val_loss: 0.0021 - val_mae: 0.0347\n", + "Epoch 76/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0025 - mae: 0.0421 - val_loss: 0.0027 - val_mae: 0.0477\n", + "Epoch 77/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0027 - mae: 0.0444 - val_loss: 0.0019 - val_mae: 0.0320\n", + "Epoch 78/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0028 - mae: 0.0468 - val_loss: 0.0019 - val_mae: 0.0318\n", + "Epoch 79/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0027 - mae: 0.0466 - val_loss: 0.0021 - val_mae: 0.0366\n", + "Epoch 80/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0026 - mae: 0.0442 - val_loss: 0.0025 - val_mae: 0.0454\n", + "Epoch 81/500\n", + "33/33 [==============================] - 1s 25ms/step - loss: 0.0026 - mae: 0.0438 - val_loss: 0.0019 - val_mae: 0.0313\n", + "Epoch 82/500\n", + "33/33 [==============================] - 1s 26ms/step - loss: 0.0025 - mae: 0.0419 - val_loss: 0.0020 - val_mae: 0.0350\n", + "Epoch 83/500\n", + "33/33 [==============================] - 1s 27ms/step - loss: 0.0026 - mae: 0.0438 - val_loss: 0.0021 - val_mae: 0.0391\n", + "Epoch 84/500\n", + "33/33 [==============================] - 1s 27ms/step - loss: 0.0027 - mae: 0.0446 - val_loss: 0.0019 - val_mae: 0.0325\n", + "Epoch 85/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0027 - mae: 0.0456 - val_loss: 0.0019 - val_mae: 0.0318\n", + "Epoch 86/500\n", + "33/33 [==============================] - 1s 24ms/step - loss: 0.0025 - mae: 0.0419 - val_loss: 0.0021 - val_mae: 0.0372\n", + "3/3 [==============================] - 0s 9ms/step - loss: 0.0019 - mae: 0.0312\n" + ] + }, + { + "data": { + "text/plain": [ + "31211.024150252342" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – compiles, fits, and evaluates the model, like earlier\n", "fit_and_evaluate(deep_model, train_ds, valid_ds, learning_rate=0.01)" @@ -756,7 +1435,95 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 17ms/step - loss: 0.0386 - mae: 0.1872 - val_loss: 0.0011 - val_mae: 0.0346\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0029 - mae: 0.0585 - val_loss: 0.0040 - val_mae: 0.0790\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0018 - mae: 0.0435 - val_loss: 7.7056e-04 - val_mae: 0.0273\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0017 - mae: 0.0407 - val_loss: 0.0010 - val_mae: 0.0362\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0015 - mae: 0.0386 - val_loss: 8.1681e-04 - val_mae: 0.0306\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0372 - val_loss: 0.0011 - val_mae: 0.0380\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0014 - mae: 0.0366 - val_loss: 7.9942e-04 - val_mae: 0.0289\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0013 - mae: 0.0344 - val_loss: 6.9211e-04 - val_mae: 0.0271\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0015 - mae: 0.0374 - val_loss: 8.2185e-04 - val_mae: 0.0299\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0014 - mae: 0.0363 - val_loss: 0.0017 - val_mae: 0.0494\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0013 - mae: 0.0357 - val_loss: 0.0016 - val_mae: 0.0473\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0013 - mae: 0.0337 - val_loss: 8.0260e-04 - val_mae: 0.0287\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0013 - mae: 0.0349 - val_loss: 0.0011 - val_mae: 0.0389\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0363 - val_loss: 6.3723e-04 - val_mae: 0.0245\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0012 - mae: 0.0340 - val_loss: 6.2749e-04 - val_mae: 0.0255\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0013 - mae: 0.0342 - val_loss: 0.0020 - val_mae: 0.0549\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0332 - val_loss: 7.3463e-04 - val_mae: 0.0275\n", + "Epoch 18/500\n", + "<<181 more lines>>\n", + "Epoch 109/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0319 - val_loss: 6.3961e-04 - val_mae: 0.0244\n", + "Epoch 110/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0354 - val_loss: 0.0013 - val_mae: 0.0433\n", + "Epoch 111/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0010 - mae: 0.0307 - val_loss: 7.3263e-04 - val_mae: 0.0281\n", + "Epoch 112/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0014 - mae: 0.0377 - val_loss: 7.8642e-04 - val_mae: 0.0293\n", + "Epoch 113/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0340 - val_loss: 0.0013 - val_mae: 0.0415\n", + "Epoch 114/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0344 - val_loss: 0.0011 - val_mae: 0.0376\n", + "Epoch 115/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0314 - val_loss: 0.0010 - val_mae: 0.0344\n", + "Epoch 116/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0013 - mae: 0.0374 - val_loss: 7.2942e-04 - val_mae: 0.0264\n", + "Epoch 117/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0336 - val_loss: 0.0011 - val_mae: 0.0393\n", + "Epoch 118/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0392 - val_loss: 0.0015 - val_mae: 0.0455\n", + "Epoch 119/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0369 - val_loss: 0.0011 - val_mae: 0.0363\n", + "Epoch 120/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0012 - mae: 0.0348 - val_loss: 0.0011 - val_mae: 0.0372\n", + "Epoch 121/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0316 - val_loss: 0.0012 - val_mae: 0.0408\n", + "Epoch 122/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0330 - val_loss: 0.0022 - val_mae: 0.0583\n", + "Epoch 123/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0402 - val_loss: 0.0014 - val_mae: 0.0438\n", + "Epoch 124/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0392 - val_loss: 8.6813e-04 - val_mae: 0.0323\n", + "Epoch 125/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0319 - val_loss: 6.3585e-04 - val_mae: 0.0243\n", + "3/3 [==============================] - 0s 4ms/step - loss: 5.6491e-04 - mae: 0.0221\n" + ] + }, + { + "data": { + "text/plain": [ + "22062.301635742188" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – compiles, fits, and evaluates the model, like earlier\n", "fit_and_evaluate(mulvar_model, train_mulvar_ds, valid_mulvar_ds,\n", @@ -767,7 +1534,95 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 13ms/step - loss: 0.0398 - mae: 0.1953 - val_loss: 0.0073 - val_mae: 0.0998\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0039 - mae: 0.0632 - val_loss: 0.0012 - val_mae: 0.0384\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0027 - mae: 0.0509 - val_loss: 0.0010 - val_mae: 0.0362\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0024 - mae: 0.0488 - val_loss: 0.0018 - val_mae: 0.0491\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0023 - mae: 0.0473 - val_loss: 0.0012 - val_mae: 0.0372\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0022 - mae: 0.0463 - val_loss: 0.0011 - val_mae: 0.0361\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0019 - mae: 0.0442 - val_loss: 8.8553e-04 - val_mae: 0.0322\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0018 - mae: 0.0427 - val_loss: 9.3772e-04 - val_mae: 0.0339\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0017 - mae: 0.0411 - val_loss: 9.0027e-04 - val_mae: 0.0324\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0019 - mae: 0.0440 - val_loss: 0.0014 - val_mae: 0.0427\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0017 - mae: 0.0415 - val_loss: 0.0021 - val_mae: 0.0546\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0017 - mae: 0.0412 - val_loss: 8.3458e-04 - val_mae: 0.0311\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0016 - mae: 0.0399 - val_loss: 8.2083e-04 - val_mae: 0.0311\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0015 - mae: 0.0391 - val_loss: 0.0010 - val_mae: 0.0358\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0016 - mae: 0.0407 - val_loss: 0.0011 - val_mae: 0.0361\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0014 - mae: 0.0378 - val_loss: 0.0012 - val_mae: 0.0380\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0015 - mae: 0.0394 - val_loss: 9.6802e-04 - val_mae: 0.0346\n", + "Epoch 18/500\n", + "<<215 more lines>>\n", + "Epoch 126/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0317 - val_loss: 6.8940e-04 - val_mae: 0.0271\n", + "Epoch 127/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0328 - val_loss: 0.0013 - val_mae: 0.0412\n", + "Epoch 128/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0012 - mae: 0.0344 - val_loss: 7.6342e-04 - val_mae: 0.0292\n", + "Epoch 129/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0328 - val_loss: 8.3261e-04 - val_mae: 0.0311\n", + "Epoch 130/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0011 - mae: 0.0316 - val_loss: 6.7921e-04 - val_mae: 0.0263\n", + "Epoch 131/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0320 - val_loss: 7.7970e-04 - val_mae: 0.0297\n", + "Epoch 132/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0334 - val_loss: 7.4201e-04 - val_mae: 0.0286\n", + "Epoch 133/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0330 - val_loss: 9.3328e-04 - val_mae: 0.0339\n", + "Epoch 134/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0011 - mae: 0.0322 - val_loss: 6.9349e-04 - val_mae: 0.0267\n", + "Epoch 135/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0011 - mae: 0.0317 - val_loss: 6.6078e-04 - val_mae: 0.0261\n", + "Epoch 136/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0011 - mae: 0.0322 - val_loss: 9.1503e-04 - val_mae: 0.0322\n", + "Epoch 137/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0011 - mae: 0.0327 - val_loss: 6.7553e-04 - val_mae: 0.0261\n", + "Epoch 138/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0010 - mae: 0.0311 - val_loss: 7.1123e-04 - val_mae: 0.0276\n", + "Epoch 139/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0011 - mae: 0.0317 - val_loss: 6.7194e-04 - val_mae: 0.0260\n", + "Epoch 140/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0012 - mae: 0.0342 - val_loss: 0.0010 - val_mae: 0.0361\n", + "Epoch 141/500\n", + "33/33 [==============================] - 0s 13ms/step - loss: 0.0011 - mae: 0.0325 - val_loss: 7.6832e-04 - val_mae: 0.0293\n", + "Epoch 142/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0011 - mae: 0.0324 - val_loss: 6.7870e-04 - val_mae: 0.0264\n", + "3/3 [==============================] - 0s 5ms/step - loss: 6.5248e-04 - mae: 0.0259\n" + ] + }, + { + "data": { + "text/plain": [ + "25850.363075733185" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – build and train a multitask RNN that forecasts both bus and rail\n", "\n", @@ -803,7 +1658,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "43441.63157894738" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – evaluates the naive forecasts for bus\n", "bus_naive = mulvar_valid[\"bus\"].shift(7)[seq_length:]\n", @@ -815,7 +1681,16 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bus 26369\n", + "rail 25330\n" + ] + } + ], "source": [ "# extra code – evaluates the multitask RNN's forecasts both bus and rail\n", "Y_preds_valid = multask_model.predict(valid_multask_ds)\n", @@ -852,7 +1727,20 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# extra code – generates and saves Figure 15–11\n", "\n", @@ -925,7 +1813,95 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 12ms/step - loss: 0.1250 - mae: 0.3791 - val_loss: 0.0287 - val_mae: 0.1935\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0191 - mae: 0.1613 - val_loss: 0.0136 - val_mae: 0.1289\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0131 - mae: 0.1303 - val_loss: 0.0102 - val_mae: 0.1113\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0108 - mae: 0.1164 - val_loss: 0.0083 - val_mae: 0.1009\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0093 - mae: 0.1068 - val_loss: 0.0071 - val_mae: 0.0931\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0083 - mae: 0.0996 - val_loss: 0.0061 - val_mae: 0.0862\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0076 - mae: 0.0941 - val_loss: 0.0055 - val_mae: 0.0811\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0072 - mae: 0.0900 - val_loss: 0.0050 - val_mae: 0.0779\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0068 - mae: 0.0869 - val_loss: 0.0046 - val_mae: 0.0751\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0066 - mae: 0.0844 - val_loss: 0.0045 - val_mae: 0.0737\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0063 - mae: 0.0822 - val_loss: 0.0041 - val_mae: 0.0709\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0061 - mae: 0.0804 - val_loss: 0.0039 - val_mae: 0.0688\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0060 - mae: 0.0796 - val_loss: 0.0039 - val_mae: 0.0690\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0059 - mae: 0.0777 - val_loss: 0.0036 - val_mae: 0.0656\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0058 - mae: 0.0766 - val_loss: 0.0035 - val_mae: 0.0649\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0056 - mae: 0.0755 - val_loss: 0.0034 - val_mae: 0.0638\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0055 - mae: 0.0744 - val_loss: 0.0033 - val_mae: 0.0633\n", + "Epoch 18/500\n", + "<<303 more lines>>\n", + "Epoch 170/500\n", + "33/33 [==============================] - 0s 7ms/step - loss: 0.0032 - mae: 0.0474 - val_loss: 0.0014 - val_mae: 0.0359\n", + "Epoch 171/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0477 - val_loss: 0.0014 - val_mae: 0.0359\n", + "Epoch 172/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0479 - val_loss: 0.0014 - val_mae: 0.0353\n", + "Epoch 173/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0480 - val_loss: 0.0014 - val_mae: 0.0359\n", + "Epoch 174/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0481 - val_loss: 0.0015 - val_mae: 0.0365\n", + "Epoch 175/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0476 - val_loss: 0.0014 - val_mae: 0.0358\n", + "Epoch 176/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0474 - val_loss: 0.0014 - val_mae: 0.0355\n", + "Epoch 177/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0480 - val_loss: 0.0014 - val_mae: 0.0362\n", + "Epoch 178/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0476 - val_loss: 0.0014 - val_mae: 0.0353\n", + "Epoch 179/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0481 - val_loss: 0.0014 - val_mae: 0.0357\n", + "Epoch 180/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0476 - val_loss: 0.0014 - val_mae: 0.0352\n", + "Epoch 181/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0475 - val_loss: 0.0014 - val_mae: 0.0358\n", + "Epoch 182/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0474 - val_loss: 0.0014 - val_mae: 0.0357\n", + "Epoch 183/500\n", + "33/33 [==============================] - 0s 8ms/step - loss: 0.0032 - mae: 0.0477 - val_loss: 0.0014 - val_mae: 0.0358\n", + "Epoch 184/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0479 - val_loss: 0.0014 - val_mae: 0.0353\n", + "Epoch 185/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0473 - val_loss: 0.0015 - val_mae: 0.0368\n", + "Epoch 186/500\n", + "33/33 [==============================] - 0s 9ms/step - loss: 0.0032 - mae: 0.0475 - val_loss: 0.0014 - val_mae: 0.0356\n", + "3/3 [==============================] - 0s 3ms/step - loss: 0.0014 - mae: 0.0350\n" + ] + }, + { + "data": { + "text/plain": [ + "35017.29667186737" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# extra code – compiles, fits, and evaluates the model, like earlier\n", "fit_and_evaluate(ahead_model, ahead_train_ds, ahead_valid_ds,\n", @@ -960,7 +1936,27 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_series = tf.data.Dataset.range(7)\n", "dataset = to_windows(to_windows(my_series, 3), 4)\n", @@ -978,7 +1974,29 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(,\n", + " ),\n", + " (,\n", + " )]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dataset = dataset.map(lambda S: (S[:, 0], S[:, 1:]))\n", "list(dataset)" @@ -1035,7 +2053,95 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/500\n", + "33/33 [==============================] - 1s 17ms/step - loss: 0.0754 - mae: 0.2785 - val_loss: 0.0163 - val_mae: 0.1379\n", + "Epoch 2/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0097 - mae: 0.1050 - val_loss: 0.0071 - val_mae: 0.0853\n", + "Epoch 3/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0069 - mae: 0.0846 - val_loss: 0.0063 - val_mae: 0.0790\n", + "Epoch 4/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0060 - mae: 0.0773 - val_loss: 0.0056 - val_mae: 0.0729\n", + "Epoch 5/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0055 - mae: 0.0722 - val_loss: 0.0049 - val_mae: 0.0662\n", + "Epoch 6/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0052 - mae: 0.0690 - val_loss: 0.0051 - val_mae: 0.0683\n", + "Epoch 7/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0049 - mae: 0.0663 - val_loss: 0.0046 - val_mae: 0.0626\n", + "Epoch 8/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0047 - mae: 0.0640 - val_loss: 0.0043 - val_mae: 0.0589\n", + "Epoch 9/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0046 - mae: 0.0627 - val_loss: 0.0041 - val_mae: 0.0560\n", + "Epoch 10/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0045 - mae: 0.0616 - val_loss: 0.0043 - val_mae: 0.0589\n", + "Epoch 11/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0044 - mae: 0.0608 - val_loss: 0.0042 - val_mae: 0.0580\n", + "Epoch 12/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0043 - mae: 0.0594 - val_loss: 0.0040 - val_mae: 0.0554\n", + "Epoch 13/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0042 - mae: 0.0584 - val_loss: 0.0041 - val_mae: 0.0572\n", + "Epoch 14/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0042 - mae: 0.0577 - val_loss: 0.0042 - val_mae: 0.0580\n", + "Epoch 15/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0042 - mae: 0.0579 - val_loss: 0.0038 - val_mae: 0.0530\n", + "Epoch 16/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0041 - mae: 0.0573 - val_loss: 0.0039 - val_mae: 0.0534\n", + "Epoch 17/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0041 - mae: 0.0566 - val_loss: 0.0038 - val_mae: 0.0530\n", + "Epoch 18/500\n", + "<<219 more lines>>\n", + "Epoch 128/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0484 - val_loss: 0.0036 - val_mae: 0.0470\n", + "Epoch 129/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0489 - val_loss: 0.0036 - val_mae: 0.0472\n", + "Epoch 130/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0032 - mae: 0.0476 - val_loss: 0.0036 - val_mae: 0.0473\n", + "Epoch 131/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0032 - mae: 0.0483 - val_loss: 0.0036 - val_mae: 0.0479\n", + "Epoch 132/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0492 - val_loss: 0.0037 - val_mae: 0.0489\n", + "Epoch 133/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0499 - val_loss: 0.0036 - val_mae: 0.0480\n", + "Epoch 134/500\n", + "33/33 [==============================] - 0s 11ms/step - loss: 0.0033 - mae: 0.0486 - val_loss: 0.0035 - val_mae: 0.0469\n", + "Epoch 135/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0486 - val_loss: 0.0035 - val_mae: 0.0468\n", + "Epoch 136/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0491 - val_loss: 0.0035 - val_mae: 0.0467\n", + "Epoch 137/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0493 - val_loss: 0.0035 - val_mae: 0.0471\n", + "Epoch 138/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0486 - val_loss: 0.0036 - val_mae: 0.0476\n", + "Epoch 139/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0487 - val_loss: 0.0035 - val_mae: 0.0470\n", + "Epoch 140/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0492 - val_loss: 0.0035 - val_mae: 0.0467\n", + "Epoch 141/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0488 - val_loss: 0.0035 - val_mae: 0.0471\n", + "Epoch 142/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0493 - val_loss: 0.0035 - val_mae: 0.0468\n", + "Epoch 143/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0494 - val_loss: 0.0035 - val_mae: 0.0473\n", + "Epoch 144/500\n", + "33/33 [==============================] - 0s 10ms/step - loss: 0.0033 - mae: 0.0486 - val_loss: 0.0035 - val_mae: 0.0469\n", + "3/3 [==============================] - 0s 13ms/step - loss: 0.0034 - mae: 0.0459\n" + ] + }, + { + "data": { + "text/plain": [ + "45928.88057231903" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(seq2seq_model, seq2seq_train, seq2seq_valid,\n", " learning_rate=0.1)" @@ -1055,7 +2161,28 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE for +1: 25,519\n", + "MAE for +2: 26,274\n", + "MAE for +3: 27,054\n", + "MAE for +4: 29,324\n", + "MAE for +5: 28,992\n", + "MAE for +6: 31,739\n", + "MAE for +7: 32,847\n", + "MAE for +8: 33,282\n", + "MAE for +9: 33,072\n", + "MAE for +10: 29,752\n", + "MAE for +11: 37,468\n", + "MAE for +12: 35,125\n", + "MAE for +13: 34,614\n", + "MAE for +14: 34,322\n" + ] + } + ], "source": [ "Y_pred_valid = seq2seq_model.predict(seq2seq_valid)\n", "for ahead in range(14):\n", @@ -1119,7 +2246,35 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "33/33 [==============================] - 2s 25ms/step - loss: 0.0809 - mae: 0.2898 - val_loss: 0.0178 - val_mae: 0.1511\n", + "Epoch 2/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0149 - mae: 0.1438 - val_loss: 0.0156 - val_mae: 0.1245\n", + "Epoch 3/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0120 - mae: 0.1281 - val_loss: 0.0131 - val_mae: 0.1160\n", + "Epoch 4/5\n", + "33/33 [==============================] - 1s 17ms/step - loss: 0.0105 - mae: 0.1167 - val_loss: 0.0118 - val_mae: 0.1095\n", + "Epoch 5/5\n", + "33/33 [==============================] - 1s 17ms/step - loss: 0.0093 - mae: 0.1067 - val_loss: 0.0105 - val_mae: 0.1038\n", + "3/3 [==============================] - 0s 14ms/step - loss: 0.0105 - mae: 0.1038\n" + ] + }, + { + "data": { + "text/plain": [ + "103751.08569860458" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(custom_ln_model, seq2seq_train, seq2seq_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1216,7 +2371,35 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "33/33 [==============================] - 2s 26ms/step - loss: 0.0814 - mae: 0.2916 - val_loss: 0.0176 - val_mae: 0.1544\n", + "Epoch 2/5\n", + "33/33 [==============================] - 1s 20ms/step - loss: 0.0151 - mae: 0.1440 - val_loss: 0.0157 - val_mae: 0.1247\n", + "Epoch 3/5\n", + "33/33 [==============================] - 1s 19ms/step - loss: 0.0119 - mae: 0.1281 - val_loss: 0.0134 - val_mae: 0.1160\n", + "Epoch 4/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0105 - mae: 0.1162 - val_loss: 0.0111 - val_mae: 0.1084\n", + "Epoch 5/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0093 - mae: 0.1068 - val_loss: 0.0103 - val_mae: 0.1029\n", + "3/3 [==============================] - 0s 14ms/step - loss: 0.0103 - mae: 0.1029\n" + ] + }, + { + "data": { + "text/plain": [ + "102874.92722272873" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(custom_model, seq2seq_train, seq2seq_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1255,7 +2438,35 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "33/33 [==============================] - 2s 29ms/step - loss: 0.0535 - mae: 0.2517 - val_loss: 0.0187 - val_mae: 0.1716\n", + "Epoch 2/5\n", + "33/33 [==============================] - 1s 16ms/step - loss: 0.0176 - mae: 0.1598 - val_loss: 0.0176 - val_mae: 0.1473\n", + "Epoch 3/5\n", + "33/33 [==============================] - 1s 16ms/step - loss: 0.0160 - mae: 0.1528 - val_loss: 0.0168 - val_mae: 0.1433\n", + "Epoch 4/5\n", + "33/33 [==============================] - 1s 16ms/step - loss: 0.0152 - mae: 0.1485 - val_loss: 0.0161 - val_mae: 0.1388\n", + "Epoch 5/5\n", + "33/33 [==============================] - 1s 16ms/step - loss: 0.0145 - mae: 0.1443 - val_loss: 0.0154 - val_mae: 0.1352\n", + "3/3 [==============================] - 0s 14ms/step - loss: 0.0154 - mae: 0.1352\n" + ] + }, + { + "data": { + "text/plain": [ + "135186.25497817993" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(lstm_model, seq2seq_train, seq2seq_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1294,7 +2505,35 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "33/33 [==============================] - 2s 29ms/step - loss: 0.0516 - mae: 0.2489 - val_loss: 0.0165 - val_mae: 0.1529\n", + "Epoch 2/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0145 - mae: 0.1386 - val_loss: 0.0139 - val_mae: 0.1260\n", + "Epoch 3/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0118 - mae: 0.1249 - val_loss: 0.0121 - val_mae: 0.1170\n", + "Epoch 4/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0106 - mae: 0.1166 - val_loss: 0.0111 - val_mae: 0.1109\n", + "Epoch 5/5\n", + "33/33 [==============================] - 1s 18ms/step - loss: 0.0098 - mae: 0.1107 - val_loss: 0.0104 - val_mae: 0.1071\n", + "3/3 [==============================] - 0s 14ms/step - loss: 0.0104 - mae: 0.1071\n" + ] + }, + { + "data": { + "text/plain": [ + "107093.29694509506" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(gru_model, seq2seq_train, seq2seq_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1353,7 +2592,35 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "31/31 [==============================] - 2s 30ms/step - loss: 0.0482 - mae: 0.2420 - val_loss: 0.0214 - val_mae: 0.1616\n", + "Epoch 2/5\n", + "31/31 [==============================] - 1s 18ms/step - loss: 0.0165 - mae: 0.1532 - val_loss: 0.0171 - val_mae: 0.1423\n", + "Epoch 3/5\n", + "31/31 [==============================] - 1s 18ms/step - loss: 0.0144 - mae: 0.1447 - val_loss: 0.0157 - val_mae: 0.1342\n", + "Epoch 4/5\n", + "31/31 [==============================] - 1s 17ms/step - loss: 0.0130 - mae: 0.1361 - val_loss: 0.0141 - val_mae: 0.1254\n", + "Epoch 5/5\n", + "31/31 [==============================] - 1s 17ms/step - loss: 0.0115 - mae: 0.1256 - val_loss: 0.0124 - val_mae: 0.1159\n", + "1/1 [==============================] - 0s 88ms/step - loss: 0.0124 - mae: 0.1159\n" + ] + }, + { + "data": { + "text/plain": [ + "115850.42625665665" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(conv_rnn_model, downsampled_train, downsampled_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1409,7 +2676,35 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "31/31 [==============================] - 2s 26ms/step - loss: 0.0796 - mae: 0.3159 - val_loss: 0.0239 - val_mae: 0.1723\n", + "Epoch 2/5\n", + "31/31 [==============================] - 1s 16ms/step - loss: 0.0172 - mae: 0.1585 - val_loss: 0.0182 - val_mae: 0.1545\n", + "Epoch 3/5\n", + "31/31 [==============================] - 1s 16ms/step - loss: 0.0159 - mae: 0.1561 - val_loss: 0.0181 - val_mae: 0.1505\n", + "Epoch 4/5\n", + "31/31 [==============================] - 1s 16ms/step - loss: 0.0155 - mae: 0.1535 - val_loss: 0.0175 - val_mae: 0.1479\n", + "Epoch 5/5\n", + "31/31 [==============================] - 1s 17ms/step - loss: 0.0147 - mae: 0.1488 - val_loss: 0.0166 - val_mae: 0.1407\n", + "1/1 [==============================] - 0s 74ms/step - loss: 0.0166 - mae: 0.1407\n" + ] + }, + { + "data": { + "text/plain": [ + "140713.95993232727" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(wavenet_model, longer_train, longer_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1499,7 +2794,35 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "31/31 [==============================] - 2s 26ms/step - loss: 0.0706 - mae: 0.2861 - val_loss: 0.0209 - val_mae: 0.1630\n", + "Epoch 2/5\n", + "31/31 [==============================] - 1s 18ms/step - loss: 0.0137 - mae: 0.1398 - val_loss: 0.0140 - val_mae: 0.1273\n", + "Epoch 3/5\n", + "31/31 [==============================] - 1s 20ms/step - loss: 0.0104 - mae: 0.1190 - val_loss: 0.0116 - val_mae: 0.1125\n", + "Epoch 4/5\n", + "31/31 [==============================] - 1s 18ms/step - loss: 0.0086 - mae: 0.1048 - val_loss: 0.0096 - val_mae: 0.1020\n", + "Epoch 5/5\n", + "31/31 [==============================] - 1s 19ms/step - loss: 0.0073 - mae: 0.0942 - val_loss: 0.0087 - val_mae: 0.0953\n", + "1/1 [==============================] - 0s 71ms/step - loss: 0.0087 - mae: 0.0953\n" + ] + }, + { + "data": { + "text/plain": [ + "95349.08086061478" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fit_and_evaluate(full_wavenet_model, longer_train, longer_valid,\n", " learning_rate=0.1, epochs=5)" @@ -1597,7 +2920,27 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00000-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00001-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00002-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00003-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00004-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00005-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00006-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00007-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00008-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/training.tfrecord-00009-of-00010']" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_files" ] @@ -1606,7 +2949,27 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00000-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00001-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00002-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00003-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00004-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00005-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00006-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00007-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00008-of-00010',\n", + " '/Users/ageron/.keras/datasets/quickdraw/eval.tfrecord-00009-of-00010']" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eval_files" ] @@ -1638,7 +3001,362 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['aircraft carrier',\n", + " 'airplane',\n", + " 'alarm clock',\n", + " 'ambulance',\n", + " 'angel',\n", + " 'animal migration',\n", + " 'ant',\n", + " 'anvil',\n", + " 'apple',\n", + " 'arm',\n", + " 'asparagus',\n", + " 'axe',\n", + " 'backpack',\n", + " 'banana',\n", + " 'bandage',\n", + " 'barn',\n", + " 'baseball',\n", + " 'baseball bat',\n", + " 'basket',\n", + " 'basketball',\n", + " 'bat',\n", + " 'bathtub',\n", + " 'beach',\n", + " 'bear',\n", + " 'beard',\n", + " 'bed',\n", + " 'bee',\n", + " 'belt',\n", + " 'bench',\n", + " 'bicycle',\n", + " 'binoculars',\n", + " 'bird',\n", + " 'birthday cake',\n", + " 'blackberry',\n", + " 'blueberry',\n", + " 'book',\n", + " 'boomerang',\n", + " 'bottlecap',\n", + " 'bowtie',\n", + " 'bracelet',\n", + " 'brain',\n", + " 'bread',\n", + " 'bridge',\n", + " 'broccoli',\n", + " 'broom',\n", + " 'bucket',\n", + " 'bulldozer',\n", + " 'bus',\n", + " 'bush',\n", + " 'butterfly',\n", + " 'cactus',\n", + " 'cake',\n", + " 'calculator',\n", + " 'calendar',\n", + " 'camel',\n", + " 'camera',\n", + " 'camouflage',\n", + " 'campfire',\n", + " 'candle',\n", + " 'cannon',\n", + " 'canoe',\n", + " 'car',\n", + " 'carrot',\n", + " 'castle',\n", + " 'cat',\n", + " 'ceiling fan',\n", + " 'cell phone',\n", + " 'cello',\n", + " 'chair',\n", + " 'chandelier',\n", + " 'church',\n", + " 'circle',\n", + " 'clarinet',\n", + " 'clock',\n", + " 'cloud',\n", + " 'coffee cup',\n", + " 'compass',\n", + " 'computer',\n", + " 'cookie',\n", + " 'cooler',\n", + " 'couch',\n", + " 'cow',\n", + " 'crab',\n", + " 'crayon',\n", + " 'crocodile',\n", + " 'crown',\n", + " 'cruise ship',\n", + " 'cup',\n", + " 'diamond',\n", + " 'dishwasher',\n", + " 'diving board',\n", + " 'dog',\n", + " 'dolphin',\n", + " 'donut',\n", + " 'door',\n", + " 'dragon',\n", + " 'dresser',\n", + " 'drill',\n", + " 'drums',\n", + " 'duck',\n", + " 'dumbbell',\n", + " 'ear',\n", + " 'elbow',\n", + " 'elephant',\n", + " 'envelope',\n", + " 'eraser',\n", + " 'eye',\n", + " 'eyeglasses',\n", + " 'face',\n", + " 'fan',\n", + " 'feather',\n", + " 'fence',\n", + " 'finger',\n", + " 'fire hydrant',\n", + " 'fireplace',\n", + " 'firetruck',\n", + " 'fish',\n", + " 'flamingo',\n", + " 'flashlight',\n", + " 'flip flops',\n", + " 'floor lamp',\n", + " 'flower',\n", + " 'flying saucer',\n", + " 'foot',\n", + " 'fork',\n", + " 'frog',\n", + " 'frying pan',\n", + " 'garden',\n", + " 'garden hose',\n", + " 'giraffe',\n", + " 'goatee',\n", + " 'golf club',\n", + " 'grapes',\n", + " 'grass',\n", + " 'guitar',\n", + " 'hamburger',\n", + " 'hammer',\n", + " 'hand',\n", + " 'harp',\n", + " 'hat',\n", + " 'headphones',\n", + " 'hedgehog',\n", + " 'helicopter',\n", + " 'helmet',\n", + " 'hexagon',\n", + " 'hockey puck',\n", + " 'hockey stick',\n", + " 'horse',\n", + " 'hospital',\n", + " 'hot air balloon',\n", + " 'hot dog',\n", + " 'hot tub',\n", + " 'hourglass',\n", + " 'house',\n", + " 'house plant',\n", + " 'hurricane',\n", + " 'ice cream',\n", + " 'jacket',\n", + " 'jail',\n", + " 'kangaroo',\n", + " 'key',\n", + " 'keyboard',\n", + " 'knee',\n", + " 'knife',\n", + " 'ladder',\n", + " 'lantern',\n", + " 'laptop',\n", + " 'leaf',\n", + " 'leg',\n", + " 'light bulb',\n", + " 'lighter',\n", + " 'lighthouse',\n", + " 'lightning',\n", + " 'line',\n", + " 'lion',\n", + " 'lipstick',\n", + " 'lobster',\n", + " 'lollipop',\n", + " 'mailbox',\n", + " 'map',\n", + " 'marker',\n", + " 'matches',\n", + " 'megaphone',\n", + " 'mermaid',\n", + " 'microphone',\n", + " 'microwave',\n", + " 'monkey',\n", + " 'moon',\n", + " 'mosquito',\n", + " 'motorbike',\n", + " 'mountain',\n", + " 'mouse',\n", + " 'moustache',\n", + " 'mouth',\n", + " 'mug',\n", + " 'mushroom',\n", + " 'nail',\n", + " 'necklace',\n", + " 'nose',\n", + " 'ocean',\n", + " 'octagon',\n", + " 'octopus',\n", + " 'onion',\n", + " 'oven',\n", + " 'owl',\n", + " 'paint can',\n", + " 'paintbrush',\n", + " 'palm tree',\n", + " 'panda',\n", + " 'pants',\n", + " 'paper clip',\n", + " 'parachute',\n", + " 'parrot',\n", + " 'passport',\n", + " 'peanut',\n", + " 'pear',\n", + " 'peas',\n", + " 'pencil',\n", + " 'penguin',\n", + " 'piano',\n", + " 'pickup truck',\n", + " 'picture frame',\n", + " 'pig',\n", + " 'pillow',\n", + " 'pineapple',\n", + " 'pizza',\n", + " 'pliers',\n", + " 'police car',\n", + " 'pond',\n", + " 'pool',\n", + " 'popsicle',\n", + " 'postcard',\n", + " 'potato',\n", + " 'power outlet',\n", + " 'purse',\n", + " 'rabbit',\n", + " 'raccoon',\n", + " 'radio',\n", + " 'rain',\n", + " 'rainbow',\n", + " 'rake',\n", + " 'remote control',\n", + " 'rhinoceros',\n", + " 'rifle',\n", + " 'river',\n", + " 'roller coaster',\n", + " 'rollerskates',\n", + " 'sailboat',\n", + " 'sandwich',\n", + " 'saw',\n", + " 'saxophone',\n", + " 'school bus',\n", + " 'scissors',\n", + " 'scorpion',\n", + " 'screwdriver',\n", + " 'sea turtle',\n", + " 'see saw',\n", + " 'shark',\n", + " 'sheep',\n", + " 'shoe',\n", + " 'shorts',\n", + " 'shovel',\n", + " 'sink',\n", + " 'skateboard',\n", + " 'skull',\n", + " 'skyscraper',\n", + " 'sleeping bag',\n", + " 'smiley face',\n", + " 'snail',\n", + " 'snake',\n", + " 'snorkel',\n", + " 'snowflake',\n", + " 'snowman',\n", + " 'soccer ball',\n", + " 'sock',\n", + " 'speedboat',\n", + " 'spider',\n", + " 'spoon',\n", + " 'spreadsheet',\n", + " 'square',\n", + " 'squiggle',\n", + " 'squirrel',\n", + " 'stairs',\n", + " 'star',\n", + " 'steak',\n", + " 'stereo',\n", + " 'stethoscope',\n", + " 'stitches',\n", + " 'stop sign',\n", + " 'stove',\n", + " 'strawberry',\n", + " 'streetlight',\n", + " 'string bean',\n", + " 'submarine',\n", + " 'suitcase',\n", + " 'sun',\n", + " 'swan',\n", + " 'sweater',\n", + " 'swing set',\n", + " 'sword',\n", + " 'syringe',\n", + " 't-shirt',\n", + " 'table',\n", + " 'teapot',\n", + " 'teddy-bear',\n", + " 'telephone',\n", + " 'television',\n", + " 'tennis racquet',\n", + " 'tent',\n", + " 'the eiffel tower',\n", + " 'the great wall of china',\n", + " 'the mona lisa',\n", + " 'tiger',\n", + " 'toaster',\n", + " 'toe',\n", + " 'toilet',\n", + " 'tooth',\n", + " 'toothbrush',\n", + " 'toothpaste',\n", + " 'tornado',\n", + " 'tractor',\n", + " 'traffic light',\n", + " 'train',\n", + " 'tree',\n", + " 'triangle',\n", + " 'trombone',\n", + " 'truck',\n", + " 'trumpet',\n", + " 'umbrella',\n", + " 'underwear',\n", + " 'van',\n", + " 'vase',\n", + " 'violin',\n", + " 'washing machine',\n", + " 'watermelon',\n", + " 'waterslide',\n", + " 'whale',\n", + " 'wheel',\n", + " 'windmill',\n", + " 'wine bottle',\n", + " 'wine glass',\n", + " 'wristwatch',\n", + " 'yoga',\n", + " 'zebra',\n", + " 'zigzag']" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sorted(class_names)" ] @@ -1697,7 +3415,70 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sketches = tf.Tensor(\n", + "[[[-0.08627451 0.11764706 0. ]\n", + " [-0.01176471 0.16806725 0. ]\n", + " [ 0.02352941 0.07563025 0. ]\n", + " ...\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]]\n", + "\n", + " [[-0.04705882 -0.06696428 0. ]\n", + " [-0.09019607 -0.07142857 0. ]\n", + " [-0.0862745 -0.04464286 0. ]\n", + " ...\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]]\n", + "\n", + " [[ 0. 0. 1. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0.00784314 0.11320752 0. ]\n", + " ...\n", + " [ 0.11764708 0.01886791 0. ]\n", + " [-0.03529412 0.12264156 0. ]\n", + " [-0.19215688 0.33962262 1. ]]\n", + "\n", + " ...\n", + "\n", + " [[-0.21276593 -0.01960784 0. ]\n", + " [-0.31382978 0.00784314 0. ]\n", + " [-0.37234044 0.13725491 0. ]\n", + " ...\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]]\n", + "\n", + " [[ 0. 0.4677419 0. ]\n", + " [-0.01176471 0.15053767 0. ]\n", + " [ 0.16470589 0.05376345 0. ]\n", + " ...\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]]\n", + "\n", + " [[-0.04819274 0.01568627 0. ]\n", + " [-0.07228917 -0.01176471 0. ]\n", + " [-0.05622491 -0.03921568 0. ]\n", + " ...\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]\n", + " [ 0. 0. 0. ]]], shape=(32, 104, 3), dtype=float32)\n", + "lengths = tf.Tensor(\n", + "[ 29 48 104 34 29 35 28 40 95 26 23 41 47 17 37 47 12 13\n", + " 17 41 36 23 8 15 60 32 54 38 68 30 89 36], shape=(32,), dtype=int64)\n", + "labels = tf.Tensor(\n", + "[ 95 190 163 12 77 213 216 278 25 202 310 33 327 204 260 181 337 233\n", + " 299 186 61 157 274 150 7 34 47 319 213 292 312 282], shape=(32,), dtype=int64)\n" + ] + } + ], "source": [ "for sketches, lengths, labels in train_set.take(1):\n", " print(\"sketches =\", sketches)\n", @@ -1709,7 +3490,20 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def draw_sketch(sketch, label=None):\n", " origin = np.array([[0., 0., 0.]])\n", @@ -1749,7 +3543,20 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "lengths = np.concatenate([lengths for _, lengths, _ in train_set.take(1000)])\n", "plt.hist(lengths, bins=150, density=True)\n", @@ -1777,7 +3584,18 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2\n", + "107813/107813 [==============================] - 2048s 19ms/step - loss: 4.0817 - accuracy: 0.1705 - sparse_top_k_categorical_accuracy: 0.3747 - val_loss: 3.0628 - val_accuracy: 0.3127 - val_sparse_top_k_categorical_accuracy: 0.5969\n", + "Epoch 2/2\n", + "107813/107813 [==============================] - 3975s 37ms/step - loss: 2.7176 - accuracy: 0.3771 - sparse_top_k_categorical_accuracy: 0.6660 - val_loss: 2.4580 - val_accuracy: 0.4253 - val_sparse_top_k_categorical_accuracy: 0.7143\n" + ] + } + ], "source": [ "model = tf.keras.Sequential([\n", " tf.keras.layers.Conv1D(32, kernel_size=5, strides=2, activation=\"relu\"),\n", @@ -1802,7 +3620,15 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:5 out of the last 18 calls to .predict_function at 0x7fd0e07f7a60> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" + ] + } + ], "source": [ "y_test = np.concatenate([labels for _, _, labels in test_set])\n", "y_probas = model.predict(test_set)" @@ -1812,7 +3638,18 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.60668993" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.mean(tf.keras.metrics.sparse_top_k_categorical_accuracy(y_test, y_probas))" ] @@ -1821,7 +3658,258 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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RUDwAArFl2Jt8MuTVn6/rcNxNczDiB9JxboNAtPpuCR30wwFMTdU2P+y2K7V9MI2DJ7W9+8B2UerWBrxFs3+/QDRI5CvANODbnoj6s9oOsVI2F/9QIH4NnMSBxJdj/D72h6b2AnwweEpeUpQVlKj3DE+PA/RFqraZ0X66dx6SzcXL7Iin0k9Hsokzu+/2KFU99tOAyyIufUV5zDYt/dKwprKpsyy+rarb/gPlH4d2FwP/Y+ZVqt3cLoFKt5HO67uGZv9/7quPf6ei1/Y5e1L8UCL/gZRWpECMOe4udfV4B6KVJ2ZMvbnv9CjAu30LTR1eS/daiNRCg+NagTP/3jlJhFCQUt+0Z38NcEnYrX2lJKk2kB5lsifE9r7y5NqiEeVHnoj6nLtpOOHO6SfJkOagnAQ/A35Gs3+OrvD/FJ35Y/k+RjOvfMPpJ2xM7VQjvpjmRhFaXi6nHoV30z+gTirRY+vRdp5/75wkipKagSaEOn9yXfemve3CHVEGB0u0vbGk/IUvpD5g+8FQV2WuPTea5uBmtdl/Qzo0geP4Pg7lnZ5FIwAv7rt0CvCqsQ7+TwpqnHpZbet5AJcGHqkz0w+JDKUfrgaOfagVQknfp7YVBWCJQFSUfnMk4Lsl9DOag1258jfnNAfXCcQ+4B2O5/sYRaCpZVkwXnY9QChRfH96DWlOKaiees/w9F6AnnDN7mPtm0u6qhNfqely0F4bv7vuhsix84BIqSOEyoGlcVLqNAffyLGbeSVu10tiTtk++mT1OGkAaUunILODaCDH5wgF1VPvDM4KArzZdXa7mX74hlWHLqQWd8h3jmf/TV/ebEPXNaSU6Lq26cubC6qzMAiHpspMJoC1ClLDoyL1r2811KvDUFBfvlONlMQ0Nx7bcN7HqUdTFFZdwObAddHjXn0+QYV8EEdCCTqCypjj4baVjetOu+2Ba4LxsoedavS3W358dc6T2RRUT31q5ZsXAVw89XFTL1lL5CxSs/gsPsRG6iRxzATjZY8AoajmycusyIIS9b7hqfsFmmZmcZ+21S6nFJzcW56oMMuHQkRTZHGwODkrk/e2rWyUDiXaUeLsO8Novw5HQR0yO0amBAFTF8mW99lmKlKg6GKtmX4UGkKiaGrmegn4d/iCsZIpRvp0JAqqp3Yo0RKBbmr6XF9InQJQNmBrMdOPQkORQi8bsGUcD/eEq5/qDtfq6aT2OaWgRD2jZOvyCne3qdcn4nb91PRDK6Y+QLNfkEVMDTAQq3hLoriBnP++BSXqjpH69kjSY+pw3rBPuzapSglYSSTT7J0UcwL0lyZPydRGlbujG+DUijeXGuXXkSgoUQ/GKkZCiWJT80T7htWYpso2I+cTj3dULbVAWVcy/0oW1bwSBih19V5skFtHpKBOFG1KvBQpTD1RdCSUSmCNmT4UGnUdDh2gos/+WqY2grGyNQBr2y/I+RGwoHrqCnf3nOkl22ab1X7XLz0+YIouZM5nko0zDkwZzXjhxO++8a9BoDOhO3I+AlJQou6PVIT2DgdG8jHp5XDEHfpFAJ01iVIz2i9U9tfFqwB6yxNZdThF9qG+UmfviRNTB5palsV1V0UkWTQdeM4MYVf02n0Ajrj4a77bLmSExAEgReY9NcDU4p0eBBldwBkLBSNqty10bfrh6NIY+fUhqtQBVPTZ85JHebxQ1+EYAqjstb+VjZ3dQ9MfHoiWi0BTS05XwBSMqAPFO2akHkmNDCaiG0HMoS+RyG6ag8P5brvAyTqmBhhJFL+XqvJATuPqghH1juCsmE3Eh4EfkOda1geIO+SFIa/uzHe7hU57bXwaQHdl4uRs7Ezx7egDWFC17jwj/DoSBTGkF2hqUcB1NvBIPmtYH0rRiKLFnPJls9ovVBT9oE6ymmg2v2J9957hGbhtkeXAvdl7dngKoqc+q+75S4EKrz1oXizb7L9YkaLUHVVMXXVTiNR0OboAqnrsWSUZCiV8b4JMrG2/oOPYe2dOQYhal8oNAOdNejqrE5GMafYvk8jHASTy+pzmrRufHIips8rnff/X7kqCaAOmZ+3RUSgIUb/acZ7drsR3333DfW+a5EIDqXwwkMop12CSHwVJR018DkBndTxrMZa6esKlzt6zsvfqyJgu6tTwjlie0B3/baIbrYAukQBxTBh5KWRU7eBs0axTV0z2tdljmjOn2QJMF/XZdc9+FvBWe/abufr6dYEIC8RbAmF41s/xTlWPfR9ATZcj6+m47/YueCCc9CmBppaclQE0XdTDcf/fCHSW1r5o2iSizur41YAv5tDvtgR9WAyJqQF0aTtQeW3aUXfMAtNF/U7vGSUgN9yx4iHTJhHZkuKLEklnTeIls3woZDqr4wsB2mvjWYcNp5RtHARYXP3y5dnaOhKmijrQ1OIBlknUZ830o6LPXiIFb0/9ctSQ+o0TDVtSJAEUPfuY+uTS93YA6FI99Vj7Zoqpol4+6akbAfs0/9YNpjnR7C8DlihSPG6aDwVORZ+9DaCmy7HnGLsek0/O/F0byOD67mU5y1VtqqjbQ5OXqyLJ/Ir1T5vlQ1dV4juAMuLRrNDjyBgWUzc0SAliJxM1pv5gcE69Jm0v3bniwR6zfHBHxAVJVcqeyqQl6iPQVZVYBrCvPmbIPPOaor1aibMvZ2PVpok60NRSBiwEnjPLB5r9onjYNkXV+FPguqhVU/EI2BMiAqBqwpB0cNWejvhwvNh/9b/fmhP9mSbq8yY9+V1AzK94812zfADmAnXiw6oBFoehbMC2E6C202HI+sKNPUse1KRdvNF1To0R9g7FNFFvHzxlrl2JadP92580y4fuysSPAIa9WqtZPowTDIup0+xK3+dkDohpom4PTZ2Z0J1P37HiQdMynPqG1dlRpz7suyVkLbQ9Cj0ViXMA9k6KGTJVeUHVqwMAS2rWfNIIe4diiqiX//iuacAszI2ni9xRZborpvzGNB/GCe6w4gKoa3fMM8LeZN+uzQKd4bg/JytgTBF1oPiDJoCz6p7fYkb7AHG7fgmpmXlWPH00mv3LvGH1YgBVF381YlrunSseHJYo+97vPy0nR2lTRL2pb0G9U41EK92dpsXTQ8XaP2qKlMNezVrpcnQaJFJNPzZyQfQuchRT5305VyrrZeVpwBN3rHjouDP1G03JoK0q6tK3+24JmZpldRzQCpAuwWfYguhA8XZHX7TyNCNsHUree+p55esXAZMwN56ebtNEbVFYvds0H8YLzcF1mioHEnbZxRgrcx2NYudgz3Dc77rg9n/NpI7MUcm7qP3OgW8DXDz1MdMKgIbd2mfTD00Lf8YNzX6bTVOKHQlltZHTct/pOeMPINgZnG34yWLeRb2+e2mpSw0PeGyh1ny3fYC4Q34t6tSTwHazfBgvxBz6TFJhqtGd0M70veFxdV5FHWhqUSLJoiVRzfPoHSseMidVbrPf4Q+qxUmbfM5K13tseiuS1wC01xpbW2pp7Qt9AGfWvPg5Qw2TZ1EvrFp7KVDmVCMv5rPdQzhLIDzeEfXXJvowbvAHVQ+ApkpDf7NqT8d2VST07kit4cu68ipqu5q4CeCiqY9vzGe7owkVaV+VqWKVz5vlw3jCO6L6gb7JX43uOubOY+COFQ9pmrRv2xU82fARsLwO6b3RebbLqUZ23339/ccujZwjhORTIa8+4rslZGpy9/GCLuRcIdmao+pDOZlXnbeeOtDU4tCl7ayY5jZvhUmzv6YorLoVnftM82GckbTJpQOlWk5qSs4ue6fEpYYNH6vOm6iX1rZeA3hKXT1jLgVsIJcAFIXV/zTRh3FD4p+Kix0JRVE1cnIOZFfi26KaR7ng9n8ztGJX3kQd05yfF2icU/e8afnyQkXaTbqQg8AGs3wYT9iTYhaAf8iWkyT0m3oXPwawMzjL0LHqvIn67e5lblXoG++6/j/b8tXmaLrv9ijOmLI46Nf6aQ7qZvgw3oi49DMAdCFzdaFsJ4BANzSuzouoA00tXmBpUtpNu4JX1WNfaE8K1R1RfmKWD+ONkFe7RiLZNyme9Sryw3FO/TMdAGfWrrnOSLt5EfXZdc/dANgm+3aZlQAS4DIAV0x5xEQfxhX+oBrWVLqnfCUayoX9B7/+826nGonuHpph6EWwvIi6N1J1qU0kWFD16gv5aO9whN3aTXG73kZzsNssH8YbjoRSY9NETjuimObe1DEy2dAaMHkR9daB+ZVJaWu9c8WDfflo71DCP/GWuSNKbdCv7TOj/fFI22qXKpGzNUW25bipXaDPMNJgzkUdaGqpAE4HYdpUU09EPV8gqOi1/b1ZPow3FJ3FAuHsqUyU5LKd0ytfq1WFNuPmVdca1lvnXNTn1D/zfwBmlW4y7SoicCkwJBBmjpGPK6q77FUAzpjyWC7bieuO1zRp553exQGjbOZc1LuHZixwKFF9avEOU3rqttUuEXPoXxzxaG00B41a4j/hccaVKQClg7acZq7a3LfgKYBdwZMNS8Sec1HvHZ4eiOuuv/7mxlXRXLd1OCp6bQucccUR8upmJnUfd0Rc+rkSGQZyWnSIdA4Qnz04xyiDORX1/NsemgrMxMSlW94R9TyA6m77j8zyYTySsOsXhT06uZ5zfsnUR/YLNGaVbbrGKJs5FfXpla//AGBh1dp3ctnO0dCFvALYQnPQKiU3BrwhNWpLipwnzfzNjauiLlu0f2dwlmFH8pyKekv/qVNdtpHoZF9bay7bORJtq12lUnDRQEnSkBxwJwzNfrciRZ0zruSlVEgkWbSxP1rpM8pezkQdaGoRPZGaudFk0aNmpUKo7rI3qLog7tD/bEb745Xe8sRSQESdel7G9RWR3K0I7STD7Bll6FCm+bctBGoxMZ52R5XlQKy622GlFhsDcYe8EqCnMpGXPIeLq9fW61Kt/Maqz5cbYS9noq4t2vc9gPMmPZlV6d9s0BR5lUSuoTmYda2SE4nqLvsQgCMu8lLhIRgrfRbg9Y5zDZmCmjNRv9OzqNxjCw3c/7W7TLngsec/XMtUXUzrrkqallV1vKLqYgawv/qmSM7qsoxm68D8NQCd4Un1RtjLiagDTS1qKOFfGE56H86F/eOhrt2xCEAK+QuzfBivxO362Qmb3pmv9hxKdCdApbtzgRH2ciLqeRVvXQKUKEIzbVaeTRPnA3truhzWqvEx0LbaJRRdTBsq1gxPB3YkLp/2cI9DiVLv3f0JI+zlRNRF9tDXAa6Y9mdTxqf3/tbl0oW8PKnKF62ENWMjsNtZadOE8IbU3+WrzTtWPCRtSnLP9sFTBo2wlxNRr+9a6nHbQnt/cf39ppwkCim+pEjh7q5K5O0QOoGYBeCMK+vz2Wg46d04kig2ZAGu4aIONLU4E7pzSSTp/YvRto+X+v32SRKpScHPzfJhvNJfmmwECBVphiavORYeW6hDQZt586prs04xYrioF1Wt/QzgLrIPmVaXUCAuFYhX66+P7DfLh/GKrsjlupD0ViR3Hntv4zit6vUKHdWlSXVWtraMDz8EXxFoXDD5v18z3PZxMPJT72ckcnHcpu81o/3xTkWfvVdI3g9cF83rNN2ukfonAF7ef1HWIYjhon6ra5ndocbfuev6B/Ivqmb/Mk9YeVAgsCfFp4yoT3ICcrJAvJ/vRncGZ70BMBgrz3qs2lBRB5paikEsiWnuJ4y0OwYaBOLAZ1Iwrj7JCUHbapdbImeOeLScrB4/BrsA6ry7sy7vbKioz6x58XpArfa0m7VsqhXQAEPrk5woOOJiiUAoQ8Va3ktat61sHPE5BvVyV+8l2doyVNQdI5OuVUSScMJjTnGg5uC6sFt7SSIlBtYnOVGo63AUA1R12+8zo/2Ebn9vS/+8rKcJGybqQFPLsj3DM07TpcpwouSxQFOLKfFsxC39SRtYgs6IWQCqLkypbxlNFm1K6M6s1yoa2VNfAggQYGy9vTFR3m97z54UOUmTNdEZ8iU/pSkyTHMwLxOZDqXU2TsA+tTrf7Uiq0v0hol6iu+D4dQjqZMqzN5qlO0x4gOshOoZoGpiWsStG1vcZQzMq1hfBIqiCm1JNnYME3Vt0X47QIW7+2HgwraVjaYc/iMufV7UqXvNaHu8UxRWhXdENW1m5c7grL8APLvnY85s7BhWHuO1zvMiAL2R6r9rW9loWr46XZFVmko0b1PMJgrNfj9QjfGl5Y6b/aGpGwESuiOQjR0jY+ppQBjoMdDmmCkKqx3Fw+oaM30Yj7TXxq8AGChJmrlKaJ9A16b4djRkY8TAmHrH5X5Hf7htZaPZUz2LsWLqMeOIi3kAIa/2gVk+tK1s1MpcPbrHHjonGzuGhR8jCW9lmavX9KVTmiIrR4r0KsOL801wKvrsOqBN3uc0dVHFULxkXX+00p2NDcN66r5otbpr6OScJhM8Ft13exRVF/aYU/eY6cc4ZRawi+agaaMfAAnduUWiZFUuwxBRB5paSgA/0GaEvUyp6rEXAVT22nNSeGciE3Hpl4x4tKTZftQW7RkBKm6650s1mdowRNTnT/7vCwBOq3w9rxV0D8OBqGPYVC/GG81+xRkVXkUTLrNnNp5culkAJHRHxn4YIsKBaPk0gHJXj6n56jpq4jMB+kuTOSlmOYG5SkGo7pgyBXjOTGFv6F7yB4Bndl+VcQU1Q0S9oedMCfD83sZnjLCXKVJQCxB16TmqOjzxaFvtqk4q8lfpTQUTpzgABONl29IPp2dqw6hwIUDqkD9gkL2MqOtw9KTvrXHq46HZ76/usr+u6lRLZAJIYu4UB4B+m0hEpxVvuyxTA4aIelrxto+Xu7oTBTBGfSBzpjVOfSya/WXAM66oqOutSP5AIM4DbsPkKbttKxtlpadTCiHnZmrDkHHqgVi5p9gxaErlrdH0lieWVvTZ6a5M2KrMdqaA2X2va3aVy/6KKyq8AvGpyq+FH0+/VBDTdTtH6p+SKBkvwM26pw40tYjBWLl7z/AM04fRpKACIOrSrZ76SDT7a+r3O550xEVZZ02iiebg48d+U36RKDuBaYGmlozOjYwIP8oBL+k1ZmZS2WvfATBlr3Pizadu9i+j2X9rNiMT8R/7pgAv2jRREXXpV9X+beTfDfTQMKb7tyYA10VTH8uoDkzW4cfFUx+99JndV3FGzUsuaMzWXLb4gDjNwbyvscsFe/7DNcMVVZZW9djnAbdIpA2Qotn/KLBroCQ5TVdkorzfvgYY6alITNEVQtXd9jeBkY6aeLEUDNZ1ONqGvNo1bl3cKZEJgbio6LuhV0z9cEch4N8+sjM4i2jSvRB4b6zvz1rU+4YDVQAe28jmbG1lS7A4eXbRiCoNm9CSB9pWu0Rgt7MOmNNXlvy0orOwdNA2AsyZgvMjOTAEAokUwEWAKBlUi0RqpdHVAJW9H62vWdvpOPi4OKQikZBamJzxGHA+eHHvZX8Efvjy/oszGnjI+vd/v/80G8CL+y57MVtbBlCsqVIvSFE3+9XO6vgZusLltR32EYGYE3Po50/SHJNJr4Er77eRVKWUyHUC8diQLxkOefXuug7He8BDgD29Sv4SmoPrdq92CUdc+Os6HHbA214bn61qoqi6294PeLuqEmfbkqjl/fZZwBXp9BEHUkcUxEnh4dCkrS398AuBppYdY11wYsTvHwAG2lY2Bg2wlRX+IVsQGEzFn+YMS7Wtdvkm7XNMs2lidqhIuzhhl5eUDKrDAnFSTZdj9IqODiHpDvqTQX/Qdq9NExtDRdoHvRXJfYHrohJS1/wPzjZs9l9ISoytBz5ber/B9B49dYec11TDY+n3LgMuJHVhxexx6ONhAamjysUgzgk0tYxpJVXWop7u3/I3I4lis+d8HPjhzpFIBXhJNPvvAd7prI5PVzWxq7LX/jYwuHdSTJGCvVO+Ej3+hC0p2w2MEhTNfl+wOHlm2KNfXd5nizsSyhRNkYum6o76dEhA0YgiY06pJW28Yk/y17Bb6+gvSw4XjaiPlH5zpMdB6iz7AN707fA+BNeRae/aHFx3uD9FAdOQuvvIIu78ibo7XIvfOVAIow0NgEjHnSpwE0BNl+MjO03el+4sm/1RYDDi0ksUnU5nXNkikYP9Zcn5jrjyni+krpfI4ECJ1lCK+kmBsEmkDP+kKOSKqXEVUekfsuEfAonUgK1SsLG3IrnTFVX+5AupawRim+vWoYMrSTzpmylk86fIP10pQUudDJISZSXq1DiivziU8D+UjR2DaAWifBh3NgLb9k6KLfCEFXt5vz0GlHRWxz/mCavDxcPqoESWRF365e6IMkyq0zzJN6zOsCfEKcD/EgjKBj/6FdmTiifm1Dd4IurTmiK37a+Pj+gKrYHrohEbYEiC5RMcRWhn6FKNg7gdeCqvMXWRfah6JFHsxuR51MARD7GT4SPpfGvgYIZ8AZSOek0ADoBmvwDcUadeHnXqn/EPqf8kEDaBiDsS4kLH91O2VcCQclIWB/nGqs/7XerHbqhwd61f8/1vNGdiIytRn133/BVP7/4E59Y/U1wAY9TGHWJTJTXCrtTtZzT7X2H8xKPjmlf2X/CpcNIrpvtf+n2mNrIS9fbBU3wAmlRez8ZOwTO+4tFxTV+0+mpgb+u+y3+eqY2sRi12BWe5Ada2X2j94BZZs/SH93wO5GXAc20rGzMu/Z2VqO1KbCbI3raVjWbkM7aYQASaWj7WGa5/AIQA+dlsEoxmFX5M9rVdFdVcWaWIsjix+dpvvjh/bXvDd6HqGg52skIli6ueWYm6Y2RS3O8c2JGNDYsTk0BTSyXI79qVT3wnqasCeALERaQ0mdVVz4xFHWhqUaCoPJIsejBTGxYnHl/7zRdO2js8/R5YfCYId7Fj4JkltS//y69uuPfZdMjRALRmk2BUSJnZCqzz/vmOwO6hk3aBfBTET8zKcmoxPkjnhvm2KpK36FJxlzj7nx2IVXy9bWWj4QneM+6p3Wp4Rfrhx4BLxjrpxOLE4LKf3l5W7Aj+QRVLl2nS7tGk+qeLpjz+n7+96Z6crbjJWNS7h6enU0OJ0cvqLVFbADCt6fELJMp3Yf4yEMXT/Nt27Qqe/Mm2lVduhCtz2nbGoo4kveuBz5KadD4epjNa5JCb7rmu7K+7PnmaRD2v2NF/naQ0PYNAaC515IYXbv3Wb/LlS8ai9tmD7cMJPwLtlxL191bocWLx9VX/u/a53VcuDie9y4odg58YSVx1ikQF0MMJ7+iaMTKqFZUfwUxOyFjUC6pfPXvNvku5fNrDj//yhvssQU9wbl517bS17Rcs7YnULHKp4cvj+tVzdKkCJCNJ96bTq954bTBW+qsdg6c8kpSOOcBzmLQoIWNR7wrO3AewLxSwitpPQL6x6n/P3dB9xrl7hmfMUUTyAimvmStT10ZiMc35xqLqdWsSumP1xp4lf9z+z58agU+Nfvu6QFPLwRmT+T6KZzykF2hquQm4G6g2s8aLhTH83T1fWvzB4OwLtw7Mnw5yOYjZ6ZfCwCsLq9bFnWr0j+s6zv+vtpWNUTN9PRYZ99Ree7A0lPBT6uoxNUm3xdgJNLWISwN/OadzpL5xY8+SamA5XH0gIeMQiJfmla9/s9LT+dQLe6/4r7aVjYmCmFp8nGQs6rnlG5a/1nke59Y/q8GXDHTJwmgCTS3i/Mn/fcFIwvuZ1zuXFwHLn2r75KTUq7IPxJqZpe+1TCve/srTuz/xp9QMufEj4kPJWNRtQyftBBBIa4ZegRFoalGW1r5wsSLkV9a1NyignPvC3iuqAAR6l0RpneLbsXVO+ca3+iJVT/zxW7fr41nEh5KxqLvC9UEgdseKh8zOdHrCE2hqsc0rX3+h1zH0d+u7lzrBdcarHeeXAthEoiMplaeq3B0bFtWsfcehxJ6b6L9ZxqIusg+VhxNeK542gUBTi2OSt62h3rv72+/2LfBB8fx3+xb6AFxquAN42GcPvnbupKff++UN96398J1fNcnj/JKxqGf4t521KzizyEhnLA5PoKnF7VSjZ51a+cb3tw3MLYeymftCAfe+UACfY7ATeEAR2kuN0/645a7rH9jw4Ts/Z5bLppKxqPcOB3bENKeVESAHBJpafMBZC6pevXX30PQpUDUpprnsb3aeTamrtxu4B1hz4ZTHN/7HTb/e+eE7P26Sx4VFxqIeiFWM8GHKK4ssCDS1lALnzCl/+5s94dq5UFMBqBu6l8hqT3sf8O/AmvkVb73x2C3No64JTJyTOyPJfOqpLVSW0B0FnT2zUAk0tVQB584oef+G4bh/KdR6QYgt/fO1Sd49QZC3g3ixwt312qu33TCqfJ4l4uMhY1HXefcuiCY9Vkx9HASaWuqB5fXeti8kdMf5UOcE2BWcGQ8U7wgF1dIfxzT3M7q0vb7m+18v6Kt144GMRd05MmkPSMex9zyxuHnVteKptk9Mi2qec8td3Z8GeSlU2wE6RiaPTPdvG9Klem9vpPoRXdrWP3/rt60RJIPJWNQjCV8Mk0vMFQI3r7pWrG2/YG5PpOYsj234cod66ceimkcF6I9WDM4s3dzrdQw/tHvopN/rUt34bNMtGeezsDg+Mha1Q42WKkKbEGUoxsLNq65V3+tbcOYHg6csVITWUGS/4pPD8RIFIJz0dk32vbuvpmj/w1v6T71Xomx++nvfs8478kzGoi519k0vcfYXH3vP8c3J3//zcptIfCmc9A0DU922j18ZSXpTs+Glurfa0775pJItz73dvfSXILY/9b2mCX21bjyQsaj7oxW9Uc39jpHOmEmgqcUBzFxc/fKnY5p7wabeRVFgMThnxHEd2G1ftafj1Zqi/W+92tHwb20rG3dbIxKFRzbzqbuAPcA3xtNSrm+s+nxpOOG94Nk9H3MAc+q8u6+Ma65ZvZFqB6nsvAh0JGIHiDjI2alUWCSB29pWNt5upv8WxyYjUaeSjsi1gAQRBQouPUKgqcULzJ5V+u5lXvtQ49vdZ/bpqLNBTk+LFEDz2ELdk3xtcsfg7Ps1aXv35NJ3988u2/TOnSseHEgnVxm9LKngPqfF/yRTUd8K8p/TNTkk8JdF1Wtv+PO3ftxrtIPH4to7v13rsYeufLXjPOdwvGSa39l/jiK0RQPRSvXAPqpIoAi5LaE7NlR52rvnlG2Mv99/6kNd4fr32lY2HvVk16isQRb5I5ue+nnAke71hF2JUenpfKU9NPU2UgIw9Kx//m0PVQ7HS06pdHcsq/fuuWbbwNxYOOmdDNSN2i3qUKK7Tird4u4NV/+lO1L7UpmrZ/slUx/9YOV1f7EuapwgZBNTH+zB5pa/XaYK7aebehdMlqg+VSQ7FlS9ul1K5dt//vaP3xqDTVHh7qw7vfKNz2zpn1+6LxQotynx011qZGko4T9Yp9qpRnAo8R3DCf/LLjX8wVl1L9iH4iWPvtl19sZs8hpbTAwyFvXhCDS1uIFPVLo7/qE3Uj0nvfp4TW3RnsfimnNrX7R6PtB61Yzfvbp1YN7MLf2nTgM5Z1752yv2habaB2Pl5Xy0DEsQ5HvzKtaXxjXn89sG5j1uU+LvXz//3/Z997MvWeO/FofFUFGP5po7/s/cVzsaPg5cB8xMF3uUIKRNiZHUnQcTvntsw0mvY3h/d7jur8Dmc+ufxmmLPv/s7o9vblvZaI37WoyJnIn6AIGmFlHp7vhzT6TmE+n4W5Y6e3dN92975q3us34HvN+2srEnp05YnFDkXNRwMP62hsYs8kJeRA3W0JhF/sibqC0s8kVW1bksLAoRS9QWEw5L1BYTDkvUFhMOS9QWEw5L1BYTDkvUFhMOS9QWEw5L1BYTDkvUFhMOS9QWEw5L1BYTjv8PqQuTpFiCPn8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. popsicle 13.105%\n", + " 2. computer 7.943%\n", + " 3. television 7.032%\n", + " 4. laptop 6.640%\n", + " 5. cell phone 5.520%\n", + "Answer: picture frame\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. garden hose 15.217%\n", + " 2. trumpet 10.083%\n", + " 3. rifle 8.203%\n", + " 4. spoon 5.367%\n", + " 5. moustache 4.533%\n", + "Answer: boomerang\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. wine bottle 24.326%\n", + " 2. hexagon 22.632%\n", + " 3. octagon 13.903%\n", + " 4. lipstick 2.759%\n", + " 5. blackberry 2.112%\n", + "Answer: square\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. ear 62.866%\n", + " 2. moon 17.284%\n", + " 3. boomerang 3.729%\n", + " 4. knee 2.912%\n", + " 5. squiggle 2.257%\n", + "Answer: ear\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. monkey 34.293%\n", + " 2. mermaid 8.274%\n", + " 3. blueberry 7.341%\n", + " 4. camouflage 4.992%\n", + " 5. bear 4.961%\n", + "Answer: monkey\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. fork 8.643%\n", + " 2. shovel 7.149%\n", + " 3. syringe 6.684%\n", + " 4. screwdriver 5.352%\n", + " 5. stitches 4.247%\n", + "Answer: line\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. snowflake 22.972%\n", + " 2. yoga 10.533%\n", + " 3. matches 6.915%\n", + " 4. candle 4.574%\n", + " 5. syringe 3.947%\n", + "Answer: trumpet\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. shovel 15.070%\n", + " 2. floor lamp 10.788%\n", + " 3. screwdriver 10.516%\n", + " 4. lipstick 9.559%\n", + " 5. lantern 7.887%\n", + "Answer: anvil\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. blueberry 13.230%\n", + " 2. submarine 11.078%\n", + " 3. bicycle 9.777%\n", + " 4. motorbike 9.246%\n", + " 5. eyeglasses 8.239%\n", + "Answer: pickup truck\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top-5 predictions:\n", + " 1. stereo 21.389%\n", + " 2. radio 16.453%\n", + " 3. yoga 9.803%\n", + " 4. ant 6.983%\n", + " 5. power outlet 4.575%\n", + "Answer: calendar\n" + ] + } + ], "source": [ "n_new = 10\n", "Y_probas = model.predict(sketches)\n", @@ -1842,7 +3930,32 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-02-18 16:47:16.114014: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n", + "WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses, lstm_cell_2_layer_call_fn, lstm_cell_2_layer_call_and_return_conditional_losses, lstm_cell_1_layer_call_fn while saving (showing 5 of 10). These functions will not be directly callable after loading.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_sketchrnn/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: my_sketchrnn/assets\n", + "WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n", + "WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n" + ] + } + ], "source": [ "model.save(\"my_sketchrnn\")" ] @@ -1903,7 +4016,209 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[[74, 70, 65, 58],\n", + " [74, 70, 65, 58],\n", + " [74, 70, 65, 58],\n", + " [74, 70, 65, 58],\n", + " [75, 70, 58, 55],\n", + " [75, 70, 58, 55],\n", + " [75, 70, 60, 55],\n", + " [75, 70, 60, 55],\n", + " [77, 69, 62, 50],\n", + " [77, 69, 62, 50],\n", + " [77, 69, 62, 50],\n", + " [77, 69, 62, 50],\n", + " [77, 70, 62, 55],\n", + " [77, 70, 62, 55],\n", + " [77, 69, 62, 55],\n", + " [77, 69, 62, 55],\n", + " [75, 67, 63, 48],\n", + " [75, 67, 63, 48],\n", + " [75, 69, 63, 48],\n", + " [75, 69, 63, 48],\n", + " [74, 70, 65, 46],\n", + " [74, 70, 65, 46],\n", + " [74, 70, 65, 46],\n", + " [74, 70, 65, 46],\n", + " [72, 69, 65, 53],\n", + " [72, 69, 65, 53],\n", + " [72, 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[72, 65, 57, 53],\n", + " [72, 65, 57, 53],\n", + " [72, 65, 57, 53],\n", + " [72, 65, 57, 53],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46],\n", + " [70, 65, 62, 46]]" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "train_chorales[0]" ] @@ -2096,7 +4411,49 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_19\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " embedding (Embedding) (None, None, 5) 235 \n", + " \n", + " conv1d_22 (Conv1D) (None, None, 32) 352 \n", + " \n", + " batch_normalization_3 (Batc (None, None, 32) 128 \n", + " hNormalization) \n", + " \n", + " conv1d_23 (Conv1D) (None, None, 48) 3120 \n", + " \n", + " batch_normalization_4 (Batc (None, None, 48) 192 \n", + " hNormalization) \n", + " \n", + " conv1d_24 (Conv1D) (None, None, 64) 6208 \n", + " \n", + " batch_normalization_5 (Batc (None, None, 64) 256 \n", + " hNormalization) \n", + " \n", + " conv1d_25 (Conv1D) (None, None, 96) 12384 \n", + " \n", + " batch_normalization_6 (Batc (None, None, 96) 384 \n", + " hNormalization) \n", + " \n", + " lstm_3 (LSTM) (None, None, 256) 361472 \n", + " \n", + " dense_17 (Dense) (None, None, 47) 12079 \n", + " \n", + "=================================================================\n", + "Total params: 396,810\n", + "Trainable params: 396,330\n", + "Non-trainable params: 480\n", + "_________________________________________________________________\n" + ] + } + ], "source": [ "n_embedding_dims = 5\n", "\n", @@ -2129,7 +4486,64 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "98/98 [==============================] - 25s 208ms/step - loss: 1.8695 - accuracy: 0.5301 - val_loss: 3.7034 - val_accuracy: 0.1226\n", + "Epoch 2/20\n", + "98/98 [==============================] - 22s 225ms/step - loss: 0.9034 - accuracy: 0.7638 - val_loss: 3.4941 - val_accuracy: 0.1050\n", + "Epoch 3/20\n", + "98/98 [==============================] - 23s 233ms/step - loss: 0.7523 - accuracy: 0.7916 - val_loss: 3.3243 - val_accuracy: 0.1938\n", + "Epoch 4/20\n", + "98/98 [==============================] - 23s 232ms/step - loss: 0.6756 - accuracy: 0.8074 - val_loss: 2.5097 - val_accuracy: 0.3022\n", + "Epoch 5/20\n", + "98/98 [==============================] - 22s 223ms/step - loss: 0.6188 - accuracy: 0.8193 - val_loss: 1.7532 - val_accuracy: 0.4628\n", + "Epoch 6/20\n", + "98/98 [==============================] - 23s 237ms/step - loss: 0.5788 - accuracy: 0.8280 - val_loss: 1.0323 - val_accuracy: 0.6826\n", + "Epoch 7/20\n", + "98/98 [==============================] - 25s 256ms/step - loss: 0.5396 - accuracy: 0.8374 - val_loss: 0.7257 - val_accuracy: 0.7910\n", + "Epoch 8/20\n", + "98/98 [==============================] - 27s 278ms/step - loss: 0.5079 - accuracy: 0.8451 - val_loss: 0.8296 - val_accuracy: 0.7497\n", + "Epoch 9/20\n", + "98/98 [==============================] - 26s 267ms/step - loss: 0.4796 - accuracy: 0.8523 - val_loss: 0.6217 - val_accuracy: 0.8162\n", + "Epoch 10/20\n", + "98/98 [==============================] - 26s 270ms/step - loss: 0.4543 - accuracy: 0.8594 - val_loss: 0.6307 - val_accuracy: 0.8136\n", + "Epoch 11/20\n", + "98/98 [==============================] - 28s 285ms/step - loss: 0.4291 - accuracy: 0.8665 - val_loss: 0.6203 - val_accuracy: 0.8183\n", + "Epoch 12/20\n", + "98/98 [==============================] - 28s 284ms/step - loss: 0.4062 - accuracy: 0.8732 - val_loss: 0.6111 - val_accuracy: 0.8210\n", + "Epoch 13/20\n", + "98/98 [==============================] - 24s 247ms/step - loss: 0.3846 - accuracy: 0.8798 - val_loss: 0.6185 - val_accuracy: 0.8167\n", + "Epoch 14/20\n", + "98/98 [==============================] - 24s 247ms/step - loss: 0.3647 - accuracy: 0.8856 - val_loss: 0.6036 - val_accuracy: 0.8244\n", + "Epoch 15/20\n", + "98/98 [==============================] - 24s 248ms/step - loss: 0.3454 - accuracy: 0.8918 - val_loss: 0.6400 - val_accuracy: 0.8149\n", + "Epoch 16/20\n", + "98/98 [==============================] - 24s 243ms/step - loss: 0.3299 - accuracy: 0.8969 - val_loss: 0.6517 - val_accuracy: 0.8099\n", + "Epoch 17/20\n", + "98/98 [==============================] - 23s 240ms/step - loss: 0.3100 - accuracy: 0.9027 - val_loss: 0.6472 - val_accuracy: 0.8148\n", + "Epoch 18/20\n", + "98/98 [==============================] - 23s 238ms/step - loss: 0.2952 - accuracy: 0.9080 - val_loss: 0.6446 - val_accuracy: 0.8167\n", + "Epoch 19/20\n", + "98/98 [==============================] - 22s 221ms/step - loss: 0.2781 - accuracy: 0.9136 - val_loss: 0.6774 - val_accuracy: 0.8104\n", + "Epoch 20/20\n", + "98/98 [==============================] - 23s 234ms/step - loss: 0.2642 - accuracy: 0.9179 - val_loss: 0.6484 - val_accuracy: 0.8199\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "optimizer = tf.keras.optimizers.Nadam(learning_rate=1e-3)\n", "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=optimizer,\n", @@ -2155,7 +4569,25 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "34/34 [==============================] - 3s 74ms/step - loss: 0.6631 - accuracy: 0.8164\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.6630987524986267, 0.8163789510726929]" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.save(\"my_bach_model.h5\")\n", "model.evaluate(test_set)" diff --git a/extra_autodiff.ipynb b/extra_autodiff.ipynb index b099960..f5511b8 100644 --- a/extra_autodiff.ipynb +++ b/extra_autodiff.ipynb @@ -91,7 +91,18 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(24, 10)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df(3, 4)" ] @@ -132,7 +143,18 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "([8, 6], [6, 0])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d2f(3, 4)" ] @@ -190,7 +212,18 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[24.000400000048216, 10.000000000047748]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df(3, 4)" ] @@ -213,7 +246,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(24.000400000048216, 10.000000000047748)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def dfdx(x, y):\n", " return gradients(f, [x,y])[0]\n", @@ -245,7 +289,19 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[[7.999999951380232, 6.000099261882497],\n", + " [6.000099261882497, -1.4210854715202004e-06]]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d2f(3, 4)" ] @@ -341,7 +397,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "42" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x.value = 3\n", "y.value = 4\n", @@ -407,7 +474,18 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[-5.46761419430053]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from math import sin\n", "\n", @@ -468,7 +546,18 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(24.0, 10.0)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dfdx.evaluate(), dfdy.evaluate()" ] @@ -496,7 +585,18 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[[8.0, 6.0], [6.0, 0.0]]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[[d2fdxdx.evaluate(), d2fdxdy.evaluate()],\n", " [d2fdydx.evaluate(), d2fdydy.evaluate()]]" @@ -606,7 +706,18 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "6.0 + 4.0ε" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "3 + DualNumber(3, 4)" ] @@ -622,7 +733,18 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "15.0 + 41.0ε" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "DualNumber(3, 4) * DualNumber(5, 7)" ] @@ -638,7 +760,18 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "42.0" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x.value = DualNumber(3.0)\n", "y.value = DualNumber(4.0)\n", @@ -674,7 +807,18 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "24.0" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dfdx" ] @@ -683,7 +827,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "10.0" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dfdy" ] @@ -782,7 +937,15 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "((x) * (x)) * (y) + y + 2\n" + ] + } + ], "source": [ "print(f)" ] @@ -791,7 +954,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "42" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "result" ] @@ -800,7 +974,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "24.0" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x.gradient" ] @@ -809,7 +994,18 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "10.0" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y.gradient" ] @@ -841,7 +1037,19 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = tf.Variable(3.)\n", "y = tf.Variable(4.)\n", @@ -864,7 +1072,27 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Calling GradientTape.gradient on a persistent tape inside its context is significantly less efficient than calling it outside the context (it causes the gradient ops to be recorded on the tape, leading to increased CPU and memory usage). Only call GradientTape.gradient inside the context if you actually want to trace the gradient in order to compute higher order derivatives.\n" + ] + }, + { + "data": { + "text/plain": [ + "[[,\n", + " ],\n", + " [, None]]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x = tf.Variable(3.)\n", "y = tf.Variable(4.)\n", diff --git a/extra_gradient_descent_comparison.ipynb b/extra_gradient_descent_comparison.ipynb index da344aa..27966c8 100644 --- a/extra_gradient_descent_comparison.ipynb +++ b/extra_gradient_descent_comparison.ipynb @@ -190,7 +190,20 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(10, 5))\n", "data_ax = fig.add_subplot(121)\n", diff --git a/math_differential_calculus.ipynb b/math_differential_calculus.ipynb index 3f1bd00..d332649 100644 --- a/math_differential_calculus.ipynb +++ b/math_differential_calculus.ipynb @@ -82,7 +82,20 @@ "id": "m9h_md3TvVUh", "outputId": "1c00aae1-f836-4335-af04-079ece1074c5" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#@title\n", "def get_AB_line(A_pos, B_pos, x_min=-1000, x_max=+1000):\n", @@ -170,7 +183,20 @@ "id": "U6T3WLcsRZuh", "outputId": "aae68e5b-77d2-4cf0-a0da-015b14daea25" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#@title\n", "def f(x):\n", @@ -871,7 +4250,20 @@ "id": "iHRMtekMDXzz", "outputId": "6ced4763-8dc6-4714-df7a-334c61954f41" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#@title\n", "from mpl_toolkits.mplot3d import Axes3D\n", @@ -1533,7 +5734,20 @@ "id": "dDEQiqFFowrb", "outputId": "0c3c302d-5593-457a-b82e-6ac7c0f48b5a" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#@title\n", "angle = np.pi/5\n", diff --git a/math_linear_algebra.ipynb b/math_linear_algebra.ipynb index 26ed9c5..c9f1312 100644 --- a/math_linear_algebra.ipynb +++ b/math_linear_algebra.ipynb @@ -79,7 +79,18 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[10.5, 5.2, 3.25, 7.0]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[10.5, 5.2, 3.25, 7.0]" ] @@ -95,7 +106,18 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([10.5 , 5.2 , 3.25, 7. ])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "\n", @@ -114,7 +136,18 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "video.size" ] @@ -132,7 +165,18 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3.25" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "video[2] # 3rd element" ] @@ -183,7 +227,20 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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Rccy+58AX6H57W5vMfAV4MSL2/Za4S4Bna5w03VU04NRIzwvApyPiqN7fw0vo/kypVhFxYu+fpwFXMMfHq8pv+askD+9294GLiLuBzwEnRMQU8FeZeVu9q7gQ+DrwdO8cMsBfZuY/1zeJk4E7ev/TiyXAeGY24hK7hvkIcF/37zvLgLsy8/56JwFwNXBn7wXTduAbNe8BoHeO9neBP657C0BmPh4R64HNdE9BbKEZt7TfExHHA7uBb2bm/x7sQG9jl6SCeEekJBXEaEtSQYy2JBXEaEtSQYy2JBXEaEtSQYy2JBXk/wEjMkAxy5qSRgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "x_coords, y_coords = zip(u, v)\n", "plt.scatter(x_coords, y_coords, color=[\"r\",\"b\"])\n", @@ -222,7 +279,20 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", @@ -282,7 +365,20 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_vectors3d(ax, vectors3d, z0, **options):\n", " for v in vectors3d:\n", @@ -313,7 +409,25 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "|| [2 5] || =\n" + ] + }, + { + "data": { + "text/plain": [ + "5.385164807134504" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def vector_norm(vector):\n", " squares = [element**2 for element in vector]\n", @@ -334,7 +448,18 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "5.385164807134504" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy.linalg as LA\n", "\n", @@ -352,7 +477,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "radius = LA.norm(u)\n", "plt.gca().add_artist(plt.Circle((0,0), radius, color=\"#DDDDDD\"))\n", @@ -382,7 +520,27 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [2 5]\n", + "+ [3 1]\n", + "----------\n" + ] + }, + { + "data": { + "text/plain": [ + "array([5, 6])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(\" \", u)\n", "print(\"+\", v)\n", @@ -403,7 +561,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "t1 = np.array([2, 0.25])\n", "t2 = np.array([2.5, 3.5])\n", @@ -490,7 +674,25 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.5 * [2 5] =\n" + ] + }, + { + "data": { + "text/plain": [ + "array([3. , 7.5])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(\"1.5 *\", u, \"=\")\n", "\n", @@ -508,7 +710,20 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "k = 2.5\n", "t1c = k * t1\n", @@ -569,7 +784,20 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.gca().add_artist(plt.Circle((0, 0), 1, color='c'))\n", "plt.plot(0, 0, \"ko\")\n", @@ -607,7 +835,18 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def dot_product(v1, v2):\n", " return sum(v1i * v2i for v1i, v2i in zip(v1, v2))\n", @@ -626,7 +865,18 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.dot(u, v)" ] @@ -642,7 +892,18 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u.dot(v)" ] @@ -658,7 +919,27 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [2 5]\n", + "* [3 1] (NOT a dot product)\n", + "----------\n" + ] + }, + { + "data": { + "text/plain": [ + "array([6, 5])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(\" \",u)\n", "print(\"* \",v, \"(NOT a dot product)\")\n", @@ -697,7 +978,16 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Angle = 0.8685393952858895 radians\n", + " = 49.76364169072618 degrees\n" + ] + } + ], "source": [ "def vector_angle(u, v):\n", " cos_theta = u.dot(v) / LA.norm(u) / LA.norm(v)\n", @@ -733,7 +1023,20 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "u_normalized = u / LA.norm(u)\n", "proj = v.dot(u_normalized) * u_normalized\n", @@ -782,7 +1085,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[[10, 20, 30], [40, 50, 60]]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "[\n", " [10, 20, 30],\n", @@ -801,7 +1115,19 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 20, 30],\n", + " [40, 50, 60]])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A = np.array([\n", " [10,20,30],\n", @@ -833,7 +1159,18 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 3)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A.shape" ] @@ -849,7 +1186,18 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "6" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A.size" ] @@ -876,7 +1224,18 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "60" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A[1,2] # 2nd row, 3rd column" ] @@ -892,7 +1251,18 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([40, 50, 60])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A[1, :] # 2nd row vector (as a 1D array)" ] @@ -908,7 +1278,18 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 60])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A[:, 2] # 3rd column vector (as a 1D array)" ] @@ -924,7 +1305,18 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[40, 50, 60]])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A[1:2, :] # rows 2 to 3 (excluded): this returns row 2 as a one-row matrix" ] @@ -933,7 +1325,19 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[30],\n", + " [60]])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A[:, 2:3] # columns 3 to 4 (excluded): this returns column 3 as a one-column matrix" ] @@ -1004,7 +1408,20 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4, 0, 0],\n", + " [0, 5, 0],\n", + " [0, 0, 6]])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.diag([4, 5, 6])" ] @@ -1020,7 +1437,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 5, 9])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "D = np.array([\n", " [1, 2, 3],\n", @@ -1049,7 +1477,20 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.]])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.eye(3)" ] @@ -1084,7 +1525,19 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 2, 3],\n", + " [4, 5, 6]])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "B = np.array([[1,2,3], [4, 5, 6]])\n", "B" @@ -1094,7 +1547,19 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 20, 30],\n", + " [40, 50, 60]])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A" ] @@ -1103,7 +1568,19 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[11, 22, 33],\n", + " [44, 55, 66]])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A + B" ] @@ -1119,7 +1596,19 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[11, 22, 33],\n", + " [44, 55, 66]])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "B + A" ] @@ -1135,7 +1624,19 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[111, 222, 333],\n", + " [444, 555, 666]])" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "C = np.array([[100,200,300], [400, 500, 600]])\n", "\n", @@ -1146,7 +1647,19 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[111, 222, 333],\n", + " [444, 555, 666]])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(A + B) + C" ] @@ -1178,7 +1691,19 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 20, 40, 60],\n", + " [ 80, 100, 120]])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "2 * A" ] @@ -1194,7 +1719,19 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 20, 40, 60],\n", + " [ 80, 100, 120]])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A * 2" ] @@ -1212,7 +1749,19 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 60, 120, 180],\n", + " [240, 300, 360]])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "2 * (3 * A)" ] @@ -1221,7 +1770,19 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 60, 120, 180],\n", + " [240, 300, 360]])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(2 * 3) * A" ] @@ -1237,7 +1798,19 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 22, 44, 66],\n", + " [ 88, 110, 132]])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "2 * (A + B)" ] @@ -1246,7 +1819,19 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 22, 44, 66],\n", + " [ 88, 110, 132]])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "2 * A + 2 * B" ] @@ -1321,7 +1906,19 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 930, 1160, 1320, 1560],\n", + " [2010, 2510, 2910, 3450]])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "D = np.array([\n", " [ 2, 3, 5, 7],\n", @@ -1343,7 +1940,19 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 930, 1160, 1320, 1560],\n", + " [2010, 2510, 2910, 3450]])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A @ D" ] @@ -1359,7 +1968,18 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u @ v" ] @@ -1375,7 +1995,18 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2910" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "40*5 + 50*17 + 60*31" ] @@ -1384,7 +2015,18 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2910" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "E[1,2] # row 2, column 3" ] @@ -1402,7 +2044,15 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ValueError: matmul: Input operand 1 has a mismatch in its core dimension 0, with gufunc signature (n?,k),(k,m?)->(n?,m?) (size 2 is different from 4)\n" + ] + } + ], "source": [ "try:\n", " D @ A\n", @@ -1423,7 +2073,19 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[400, 130],\n", + " [940, 310]])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F = np.array([\n", " [5,2],\n", @@ -1437,7 +2099,20 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[130, 200, 270],\n", + " [ 80, 130, 180],\n", + " [210, 330, 450]])" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F @ A" ] @@ -1453,7 +2128,19 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[21640, 28390, 27320, 31140, 13570],\n", + " [47290, 62080, 60020, 68580, 29500]])" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "G = np.array([\n", " [8, 7, 4, 2, 5],\n", @@ -1467,7 +2154,19 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[21640, 28390, 27320, 31140, 13570],\n", + " [47290, 62080, 60020, 68580, 29500]])" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A @ (D @ G) # A(DG)" ] @@ -1483,7 +2182,19 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1023, 1276, 1452, 1716],\n", + " [2211, 2761, 3201, 3795]])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(A + B) @ D" ] @@ -1492,7 +2203,19 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1023, 1276, 1452, 1716],\n", + " [2211, 2761, 3201, 3795]])" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A @ D + B @ D" ] @@ -1516,7 +2239,19 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10., 20., 30.],\n", + " [40., 50., 60.]])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A @ np.eye(3)" ] @@ -1525,7 +2260,19 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10., 20., 30.],\n", + " [40., 50., 60.]])" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.eye(2) @ A" ] @@ -1543,7 +2290,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 10, 40, 90],\n", + " [160, 250, 360]])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A * B # NOT a matrix multiplication" ] @@ -1579,7 +2338,19 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 20, 30],\n", + " [40, 50, 60]])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A" ] @@ -1588,7 +2359,20 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 40],\n", + " [20, 50],\n", + " [30, 60]])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A.T" ] @@ -1604,7 +2388,19 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[10, 20, 30],\n", + " [40, 50, 60]])" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A.T.T" ] @@ -1620,7 +2416,20 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[11, 44],\n", + " [22, 55],\n", + " [33, 66]])" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(A + B).T" ] @@ -1629,7 +2438,20 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[11, 44],\n", + " [22, 55],\n", + " [33, 66]])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "A.T + B.T" ] @@ -1645,7 +2467,21 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 930, 2010],\n", + " [1160, 2510],\n", + " [1320, 2910],\n", + " [1560, 3450]])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(A @ D).T" ] @@ -1654,7 +2490,21 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 930, 2010],\n", + " [1160, 2510],\n", + " [1320, 2910],\n", + " [1560, 3450]])" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "D.T @ A.T" ] @@ -1679,7 +2529,20 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 87, 279, 547],\n", + " [ 279, 940, 1860],\n", + " [ 547, 1860, 3700]])" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "D @ D.T" ] @@ -1696,7 +2559,18 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 5])" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u" ] @@ -1705,7 +2579,18 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 5])" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u.T" ] @@ -1721,7 +2606,18 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2, 5]])" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u_row = np.array([u])\n", "u_row" @@ -1738,7 +2634,18 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2, 5]])" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u[np.newaxis, :]" ] @@ -1754,7 +2661,18 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2, 5]])" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u[np.newaxis]" ] @@ -1770,7 +2688,18 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2, 5]])" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u[None]" ] @@ -1788,7 +2717,19 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2],\n", + " [5]])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u_row.T" ] @@ -1806,7 +2747,19 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2],\n", + " [5]])" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "u[:, np.newaxis]" ] @@ -1823,7 +2776,20 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(x_coords_P, y_coords_P, \"bo\")\n", "plt.plot(x_coords_P, y_coords_P, \"b--\")\n", @@ -1871,7 +2850,20 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.patches import Polygon\n", "plt.gca().add_artist(Polygon(P.T))\n", @@ -1903,7 +2895,20 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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xZWUkamrdLoouzxqhbDadmQisBJqAJLDCGLO83zGtwP8C76SeetAYc7WjJXWDBltGpRhsaVZHB70zZ7m+esHnFcp174URyaYGFwcuM8Y8LyLVwHMi8ntjzGv9jnvCGLPY+SK6QIMto1IOtjQrHiM2fpLbxdDmqQOy2XRmM6k9vI0xXSLyOvau9f0DrvhpsGVkjCGZNGzsipRssAGQTGIsD/GxDW6XRKeHOGBIV1BEpmDvsPXMAC8fIyIvYW/4/GVjzKsD/PwyYBlAQ0MDbW1tQy1vbsTj0NMDvb12s2R86tY4xtiPIQph7wJfKpJJQyJpCHuE1yrdndWfCxGPsDZYBoAk4pi6ySTWveRqmQTY6Rt58zQUChXO75kLxGT5CywiVcCfgP82xjzY77UgkDTGhERkEbDcGDNzf+/X0tJi1qxZM8xiO6R/ja2+3pEaW1sySavL/TcjNVBTdG2wjFmdvS6XzHl9z8u3eRNdH/oIsclTXC1TsNzL5DGVI36ftrY2WltbR16gAiMizxljBl1mklUNTkR8wAPAvf3DDcAY09nn69UicpOIjDXG7BhKofNGm6IZjYY+toyMAYH4uAJYXK/9b47IZhRVgJ8ArxtjfpDhmCZgqzHGiMh8wAJ2OlpSJ2iwZTSqgy3F6ukmPqYBU17hdlG0/80h2VzFY4GlwMsi8mLqua8Bk2DPDvefAC4SkTgQBs4y2bZ98yCyfj2Bl1/WYBuABtv7PKEQ3Uce4nYxqCjz4NXVC47IZhT1Sew+z/0dcwNwg1OFcpIxhn85+mgOMTD3wydy1Ec/SlDDTYNtIMkkscZmt0uhtTcHlfyVFBFmXvQFbrzme8x/6mV+vernTJ3VwgdPXci8o47C5xtdfR0abAOT3l4SlZUka9zfGlD735wzKurBV1zxFQLTpvDHgz/C/33uVh4KHsS9d9zH5ecu5bYfXsfaN9+kgFrUOWGMoSsSY2N7mJ2hqIZbP57ODqJTZ7jedeH3WgQcmB6ibCVfgwPwer3cd/edHHfiSXSdt5yeE5ay/tizGbvhNXa9+AivX3k1noCfI085mRM/8hEaGtyf5OkUrbFlKR4nNmGi26XQ5qnDRs3VPOyww7ho2YXc8chtVJ96OXGPly2TD2XL5EOp7W5n8pqnSDz5OE/84kGCU6bw4YUf5YMf/CDl5eVuF31YNNiGwBjweomPGet2SfTebw4bNQEH8O2rr+JnPz+EnrV/pmLWB/c8315ZS/u8U3nj0JOZsOM9Zr38fzz6s4e47+ZbmTl/PktOW8zs2bPdK/gQaLANnSQSRCdNAY+7TUPLgkpdXO+oUdEHlxYIBPjpyjvoabuNRCS0z+u9Xj9vNc3g0ZOW8fgZV9J7ysVsWrue+390PUSjLpQ4e9rHNgImSXTKVLdLQTDgQ3SE31GjKuAAjj/+eP75E2cQfuLOjMcYsdhaPZY/NE7jZ+HdnPnf34aODli/Hjo7M/6cGzTYRii1ZrgQtgbU/jfnjcor+sPvf4+HWg4k/O6LlE+ZO+AxyUiI0MPf4brrfsDBn/oUxGJ2wL3wgv2n3w9jx7rWrNGmqDOsnm5M7RiMy5sEiejtkXJh1NXgAILBIHfcdivhx24mGY3s87oxSUK//SFnfXwxn/nMBfaTPh9Mmwb/9E/wyU9CSwts3QobNth3IskTrbE5ywqFMGXu74BW4ffg0a0BHTcqAw5g8eLFnHzi8fT85af7vLb7oWvZ/cYzfPq8cwf+4bFj4fjj4dOfhhNOeL92t2tXznbU0mDLDTEG43W/IaOjp7kxagMO4NYbrye+9gl6N71/26aeNX+mrP0dfD4fxx13HNdee23mNwgE4OCD4ZxzYMkSGDcONm2yA8+hQQkNttyRSIREMIhxefQUtP8tV0Z1wI0dO5Ybf3Qd4T/ciEnEiO54j57Hbmb1Q78iGo1y8cUXc8UVVzDn0EP3v9IhfZPMhQvh3HPtBf0jHJTQYMs9T2cHvdP3e9vCvCjzWZR53Q/ZUjSqAw7gnHPOZt7Bs+h64m5CD3+HH/3wfzjySHs/zOuvv55HHnmEV15+Gcuy6OjoGPwNg0E74JYuhQUL7Fre+vV2f10iMeiPa7DljyQSxJrHu10MXXuaQ6M+4ESEu36ygsgrv9t7UCFlwYIFbNq0CYDa2lqeffbZ7N54iIMSGmx5Fo9j/H4S9WPcLok2T3NIrywwceJEtm/dQiDDVIHm5mbi8Ti1tbUcddRRfPe73+UrX/lK9h+QHpQ48kh46633p5pUVmJqagjFkjrdI888nR30Tpnm+taAHkuoLNNfw1wZ9TW4tMrKSjz76Wz2eDx0dXVl3y83kD6DEua00+gM1rPljbfpePs9EpHS2+ugkElvhNikyW4XQ2tvOaYBN0TXX389q1evHlq/XB/GGHaF46zxBvnHkSewa8mZhOfMxersxLtpI1aoK0clV3skkyBWQaxe0OkhuaUBNwwLFy4ccr+cMYZd3VHWbO1i4+4wsbhd+0tWB4kcehjt/3QWodaTMGUBfJs24t2xPatBCTV0VihEbPwEjN/dLRBFoFqbpzk1aMCJyEQR+aOIvC4ir4rIlwY4RkTkRyKyTkT+LiLzclPcwpHul6uurt7TLzeQTMG2D5+P2OQpdC46jY6PfZzItBl4t2/Du3kTEg7n8ExGH6s7RHTqdLeLQVWZF0tXL+RUNjW4OHCZMeZA4GjgiyJyUL9jFgIzU49lwM2OlrJAeTweOjs7ufjii/nqV7+6V79c1sE2gET9GMJHfZD2M8+h56gPIvEY3k0b8bTvztlKidHFEB/X6HYhtP8tDwYNOGPMZmPM86mvu4DXgf6Th5YAK43taaBWRNzfvSNP+vfLJZJmWMHWnwkE6G05kI7Tz6TrlEXExo7Dt3Uz3m1bkFhh376pUEm4h0TdGJKVVW4XRfvf8iDrne0BRGQK8DhwSN/NnkXkYeC7qR24EJE/AF8xxvyt388vw67h0dDQcPiqVatGfAKFJB6Ps23bdqqrq/CVV+ZknwdJJJFoL1Y4DCaJsTx5u6NJxCMEinwqi8RiJCsqSZa/PyUoFunBF8jvXqiWCGXe3HeBh0IhqqrcD3OnnXjiic7tbA8gIlXYu9v/a99wS788wI/s85tgjFkBrABoaWkxra2t2X58UWlra6O1tZXOSIydoSihSNz5D4nF8G3aSPmrf8e7fRvG7ydeV5/TsFsbLGNWZ3FPZ/Fu2Uzn4tNJ1NXveW7D639jwoGD/q44alywjMZg7u9ikv63OFplFXAi4sMOt3uNMQ8OcMgGoO+OHROATSMvXnELBnwEAz564wl2dUfZ1R11rgstNSgRmzwFz66d+N9cQ2DtG2AMido6TJHuJZFLEotiyspI1NS6XRRdnpUn2YyiCvAT4HVjzA8yHPYQ8KnUaOrRQIcxZrOD5SxqZV4PzTXlHNgUZHxdOeV+Z5smOiiRHaujg95p011fveD1COW690JeZFODOxZYCrwsIi+mnvsaMAnAGHMLsBpYBKwDeoAL9n0bZVlCfaWf+ko/PdE4O0NROsIxnOqqSw9K9M5swbt1C2VvvEbZ+ncxHg+JunqMz915X26z4jFi4ye5XQwdXMijQQMuNXCw38k6xu5N/6JThRoNKvxeKuq9NCeS7Oqxm68jGXHdi2URbz6AePMBhLs68b/zFoHXXkF6e0kGgySrqp35nGKStAdk4mPd3/NWp4fkj15pl3k9FuOqA4yrDuRkUCK9UiJy4CF7BiV8mzbmZVCikHi6OomOn2jf5cVFunohv/RKFxAdlMgdq6enIFYvVAe8ujVgHmnAFaD0oERjdYD2cIxd3b2Eo84NFqQHJSIfmIf/H+8QePXveDbtwlRUkAjWuN4J7zhjQCA+rgAW1+voaV5pwBUwHZRwhtXTTXxMA6Y8v5N5B6L9b/mlV7tI6KDE8HlCIbqPPMTtYlDu9+D1lFjtuMBpwBUZNwclqHZ//4JhSSaJNbq/NDpYrr9u+aZXvIjle1BCYl14N28qqkEJ6e0lUVlJsqbG7aJo/5sLtL5cAvK1UiJRV190KyU8nR1Ep82052e4yO+1CPhGx5ScQqI1uBKS80EJS4pvUCIeJzZ+gtul0MEFl+hVL1E6KAHE4+D1Eh8z1u2S6PIsl2jAlbjRvFLC09VJdNIU11drWBZU6uJ6V2jAjSKjbaWERCJEp0zN++f2Fwz4dPWCSzTgRqFRsVIildyFsDWg9r+5R6/8KFbKKyWsnm7iTc2YQO7vmrs/IlCt00NcowGnAJcGJaJRktXVORmUsEIhwnPmOv6+Q1Xh9+DRrQFdowGn9uLKoMTmjRifs4MSYgpja0AdPXWXBpzKqP+gxEYn3zyHgxISiZAIBkkG3V+9oP1v7tKVDGpQ6UGJgM+T8z0luo8+dsQrJTydHfROn+loGYejzGdR5tXpIW4a9L8XEbkdWAxsM8bsc0sGEWkF/hd4J/XUg8aYqx0soyoguR6UiM6aTXTGrBENSkgiQazZ/RsD6NpT92VTf74TuAFYuZ9jnjDGLHakRKooFOygRDyO8ftJ1I9xpiwjoM1T92Wz6czjqR3tldpHoQ1KeDo76J0yzfW7EnssoVL3XnCdmCzaF6mAe3g/TdQHsDd/3gR82Rjzaob3WQYsA2hoaDh81apVwy13QQuFQlRVVbldDMdle14GiCcMiWQSh+p0e5F4AumNYEUigMF4vHsCTWJREsEazBA2l4lFevAFnL3br9cSfAVwc8tS/bd44oknPmeMOWKw45wIuCCQNMaERGQRsNwYM2gPb0tLi1mzZs2gn12M2traaG1tdbsYjhvqeSWTJicrJdIkEsH33ruUv/ISVlcXprwcq7eX3f98nn2DzixteP1vTDhw0N+VIZk0poKaApgiUqr/FkUkq4Ab8X8xxphOY0wo9fVqwCci7t++QbkuvVJixrhqpo+rpLbC5+ht2dKDEh2nn0nXKYtI+suI14/B9967SCTi3AcNkW4NWDhG/LcgIk3AVmOMEZH52KG5c8QlUyUlH4MS0ekzqHzmL3h27gCPh0hqRDZRV+/M52SpqsyLpasXCkI200TuA1qBsSKyAbgS8AEYY24BPgFcJCJxIAycZbJp96pRKZeDEv631xFrbLLXn8bjBN5cQ/lrrxBrbCJy0BxiB4wHb+5rVjp6WjiyGUU9e5DXb8CeRqLUkDh5+yarqxNPZyfxptTmMl4v8YZxe16ravs9pixA+KA5xKZOy+lNOXV5VuHQ/2qU65y4fZN365aMryWrgySrg0gsSsVLzyMv/JXeKdPobTloTwg6pdxvFcToqbJpwKmCMZLbN5W98xbJQaZDGJ+feGMTJJP4tmym7J23SNTUsmnKAUgk4sitlfTWSIVF/6tRBanC72VifQWzm6pprCnD583caS+RCN4tm0lWVGb35pZFoq6e2AETMJaFFeqi9oH7Kf/r03h27xpRuXV5VmHRGpwqaNkMSnh3bANjhrV6wZRX2DW7+jEjHpTweoRy3XuhoGjAqaKRaVDC/493R968dGBQQgcXCo8GnCo6ew1KhCLENv2DcHWtY+8/6KBEhpqiTg8pPPo3ooqWZQn1PR0Q8NA7porOSJyeaNy52zdlGJQIH/IBYhMm7VVr1NULhUn/RlRxe+898Hop83lo8HlIJHx0ReOEInHiCedWSiTq6knU1SPhHir//MQ+KyWqA17dGrAAacCp4mUMrF0LdXV7nvJ4LGrL/dSW21NNOiNxItGEcx9ZXkG8vGKflRK1xxwBNdPzslJCZU//NlTxam+Hri6oGXjvhQq/lwq/l1giQVckTlfEuebrvoMS/wfPPAWHHQYzZkB17lZKqOxpwKnitWlTVlNDfB4P9ZUeasv9dEftoIvGnbt9k7euFk9tOUSj8Oyz8PTTdsgdcgg0Nrp+883RTANOFa81ayAYzPpwyxKqAz6qAz56Y4k9gxIjVVGWmvvm98MBB9gb5WzcCG++CbW1MG8eTJkCLm9CPRppwKni1NMDW7fC+OFtLtN3UGKdMXg9MuxBiQpfv8m9lgVjxtiPnh744x/tW6sffDDMnm0/r/JCA04Vpy2pxfUjHLn0eCw8ySQT6iqGNSjh9Vj497c1YEWF/YjH4bXX4KWXoLkZ5s6FiRN1UCLH9Oqq4rRuHVRmufY0S8MZlCj3Zdm/5vVCU5P9dWcnPPoolJXpoESOacCp4hOLwbvvwjhnb3WUNpRBiYrhTO4NBu2HDkrknAacKj7bt0Misc+WgU7LNCiRrtWJQMA7gjDSQYmc04BTxefdd+1wyKOBVkqUeT3OrF7QQYmcyWZPhtuBxcC2DNsGCrAcWAT0AOcbY553uqBKAXZtZ+1au6bjgr4rJUK9MXqicSr8DtYTdFDCUdlcrTux91xYmeH1hcDM1OMo4ObUn0o5b/duCIddr9UYY9gZimIMeD0xqgNeqvwePE7drlwHJRyRzaYzj6c2fs5kCbAytZPW0yJSKyLNxpjNThVSqT02bMh531s2IvHknr64eCLJ7u4o7T1QWealusxe/O8YHZQYNifqu+OB9X2+35B6bp+AE5FlwDKAhoYG2traHPj4whMKhUry3ArivHbvhoYGhr391gBCQNsQ3y+BIREsG/hFY5BYHI+Is/uj9q/VPfmkHfYVFXbtboD+wIL4O3OREwE30N/ggLOHjDErgBUALS0tprW11YGPLzxtbW2U4rm5fl6hENx9N0yY4OjbtiWTtA6xFrSho5d4YvBQtETs5mvA6+xuW+lBlp4eeOedjIMSrv+ducyJgNsATOzz/QRgkwPvq9TeNhdGr0c0nsgq3ACSxtARjtERjlHu91Ad8OZ3UGKUc+JKPwRcLCL3Yw8udGj/m8qJdetgkK0B86EnNrz7y4WjCcLRRH4HJZqb7VtKjdJBiWymidwHtAJjRWQDcCXgAzDG3AKsxp4isg57msgFuSqsGsWiUfvuvelfYhf19I7sBpp5HZTo7oZ77hm1gxLZjKKePcjrBviiYyVSaiBbtw57a0AnJRJJx+4lZwyEIvakYb/XIphqvjo2MOH324MxBxwAb70FL7xAb2MjN763ntPOPosZM2Y48zkFbPREuSpu77yT99ULAwkPs3k6mGg8yY5QlA27w+zujhLLso9vH4mEPRizbZs9pSYWs/su6+pg/ny2HnAA37j6alpmH8jcI4/m1ltvpb293dFzKSQ6LVoVvmTS7n9zafVCXz0O7u8wkCENSsRi9ihqdzd7JuV5PPY0munT7T/ffhuWLAGfvWfrJOCrV17JD+58gE2TT+EbN/6Uf73sPzjppFP4/IUXcMopp+Dzlc7+rhpwqvDt3Gn3J7n8i5dMmpzV4AayZ1DCilItcariUTzRXnu+WzJpj542NcGcOfbUkGDQHoTp24z/xz/2uW5XfOVy7rnvZ+wMh6hadDmBcBd/fuMJ/nLpFcTbL+C8c8/hc585nw984ANFv1OYBpwqfOvXu973BhCJJ5zbtCaTZBIr3IOEw0gsBpaFGEN7sIadjeOomDSBmqYGyhvqobx8WB/h8/m47+47OeHDJ1M+bR6eyjqqD1sEhy0itmsj9z3/R1bet4iG+lr+5bMXsHTpeTQ3Nzt8ovmhAacK35o1BdE8DTvdPI3FsMJhrHAPYBADxuMhXj+W+ORpxMeMIVkdJFFVvacW1g1sB8q7EoxJRqkp9w1rUGLevHks+9xnuOu3t1F96uV7nvfVj8d33HmYY8+he/2rfO9nf+DKq7/NEfPn84ULP8Ppp59O+TCD1Q0acKqwdXZCR8ew915w0rD734xBenuxwj1YvREMgmBIBsqJNzQSGddIoq6OZFU1ycqqrGqr4WiCDdEwmzsi1Ff6qa/04x/iven++7+uZtUvDqFn7V+omHXMXq+JWAQmzYFJc6hovZA33nyaS771Qz73Lxdx6y23cN45Zw3ps9yiAacK26bCWBTTG0uQSGbRPs3QxIwHa4hOnER8XJNdK6sOYhyoCSWShu1dvWzv6qU64GVMlZ/qQHZ9leXl5fx05R2c+vEzCUyagxUYeBK15QtQeVAriUkfIPLTywhWVYy43PmiAacK25tvFsQs/AFXLwyjiZlL6X0k/F6L+ko/dRWDf+YJJ5zAmWeczkNP3kXVSZmns5pEjNDq73HpF5Zx2mmnOVnsnNKAU4UrErFv5e12B7cxRDq78XSFHGti5lI0nmRLR4StnRFiiSThaIJyf+aVEtf9z//j1y0HEv7HS5RP/sCAx3T/6XaOmDWRb1/9rVwVOyc04FThcmP1QiJh31Czp8eemmJZxOIJogSI56CJmUvGQDxpWLctRLnfw5hK/4CDEsFgkDtuu5VzPvN5ypYux/LtvRdE++N3kXjjT/xi/XtYBTCaPRQacKpwvf32sKdCZCU9UTYQgB077OfSE2WnTbN37QoG6bTK6OzO3/y3XBhsUGLx4sWc1Hocj//5Pqo+9P5y8t5Na+j4y88BuO6667jyyivzXvaR0IBThSmRsNdPOnFrcmPs5m5Pj/1n/4myySQcffTAE2WBrh3dIy9DgdjfoMStN17PzNkH0TvrWMqaZ5EI7Sb0m+/xq1/9iieeeIKrrrqKe+69l7Vr1hTNBGANOFWYtm+3a1hD3WRlgCYmxthrMadMsfvzamrsR7p22NaW8SaayaQh1Bsf0akUqn0GJerHcMPy67j4iivxffLaPYMKS5YsYcmSJSxYsICTTz4Zy7LYtWsXdXV1bp/CoDTgVGF6773Bw21/azH7NDEJBoc9itnVO/ju9sWu76DEhxZ9nLl338fTK7/E8Ud8gP/61lV7jjvppJPYunUrjY2N1NfX8+STT3Lssce6V/AsaMCpwmOMvTVguoYwWBNzf2sxR6gzHHPsvQqdMdDeE+Mb1/wPP/nxbXz3m1fQf0eCcePGkUgkaGpq4rjjjuOqq64q6H45DThVeNrb2fb66zRMmIBk08TMEWMMXZHSbJ7uT2NjE1/7+n/SmYA3tnTtMyhhWRbbtm3jy1/+csH3y2nAqYLz5oYNnHXNNZRPnMIZnzqPT372M0yYOjXv5eiJZrl6oYTtb1Di+9//fsH3yxXXpBY1KsycM4dJn/gkL0g11zz6HDMPncsxJ5zIypUr6e7O34jmaKy97U9XJM67O3pYs6WL7V32rmLpfjmA+vp6nnrqKZdLubesAk5EFojIGhFZJyJXDPB6q4h0iMiLqcc3nS+qGk1W3HQDvtBmfAefTMOyO1hXdxSXffdmGhqb+edzlvLYY4+RdHBv1IF0RkZP/9tQpAcl3tjSxYbdPVTXjiGRSNDQ0MBxxx3Ht75VOKsdBg04EfEANwILgYOAs0XkoAEOfcIYMzf1uNrhcqpRpqGhgRuWX0f4DzcilkXlgcdTedo3GHP+Tfx+a4BPnH8RjeMncvkVX2XNmjWOf35vPEFvLLcBWuyMgd3dMdZtC/H2jh7WvLOBf7/sMq666ipmzpqFKYDh52xqcPOBdcaYt40xUeB+YElui6UUnHvuORx24HS6n31gz3OeqjqCR55O8Jwf4Fv4VX7yp7UcfvRxHDL3CG688UZ27tzpyGd3hrV5OhThaIINu8N89t+/yapf/451b72DZVns3r3b1XJlE3DjgfV9vt+Qeq6/Y0TkJRF5REQOdqR0alQTEVbe/mN6X/oN0R3v7fO6f9xUqj/0GcZc+BO2z/wYV614gAmTp7Jg8RJefPHFEX12lzZPhyWRNMyeO58nXnoTq7KWc5cudbU8Mlg1UkTOBD5qjPlc6vulwHxjzCV9jgkCSWNMSEQWAcuNMTMHeK9lwDKAhoaGw1etWuXcmRSQUChEVQFsUOw0t85r+/btbNyyHU99Fje9TCaJ7VpPc+M4mrPcQ3Wg84rEErjfwBq5WKQHXyC3928TESzAsgTp82cunXjiic8ZY44Y7LhspolsACb2+X4CsNddCI0xnX2+Xi0iN4nIWGPMjn7HrQBWALS0tJjW1tYsPr74tLW1UYrn5tZ5JZNJ5n/wON6tPpSqwz+232NDT93L1Ph7/PnxP2a9O1T/82rvibJ+V3gkRS4YG17/GxMOHDQHsiICZV6LgM9DwOeh3O8h4LXwegp3MkY2AfdXYKaITAU2AmcB5/Q9QESagK3GGCMi87Gbvs50hqhRz7Is7r3rDubNP5rAjPl4axoHPK5nzZ+RdX/iNy+9MKKt73R6iL0YJODzUJ4OM5+HMq/l3KbUeZLNzvZxEbkY+C3gAW43xrwqIp9PvX4L8AngIhGJA2HgLFMIQyiqZLS0tHDF5f/BD1feTPXpV+4zaz664z16HruZtj/8jnHjxg37c4wxo256iM8rBLzpGpmHgN+izJv5BpnFJKuVDMaY1cDqfs/d0ufrG4AbnC2aUnu74vL/4J6f3s/OVx6jas5H9jyfjITY/JMvAFBTUzOiz+iOJsjx9DrXFGMTc6RK98xUyUnv5xl56i4S3fb0A5NMEPrtD7ngcxcCMGvWLO65555hf0apLK63LKgo8+C1LMbXlTNjXBUHNQeZ2VjNxPoKGqrLqCrzlnS4gQacKjLz5s3jXy78LOG22wDo/sv9zKjzcetNN2KM4dRTF7N06VLOOOOfhvX+xdj/5vMK1QEv44JlTKqvYFZTFQcfUMP0hip8HqG+0k+531N0/WdO0MX2quh8++pvseoXc9j5u5so3/ISD7/4/J5BhYcf/jV33nknF1xwASJCJBKhrKwsq/eNxBJE44XbPh2NTcyR0iujik56P8/AxudZ/dCv9hlUOP/883njjTcACAQCrFu3Lqv3LaTBhXQTc0yVf1Q3MUdKa3CqKB1//PFs37o54+stLS2Ew2HKy8uZOXMmd999N+edd95+39Ot5VmlPIrpNg04VbICgQDGGBYv/hhLly7lgQce5Je/fHDAY+Op/UNzSZuY+acBp0peNv1yTg8ulMpE2WKnAadGhfPPP59jjjmG2bNnEwgEWLt2LTNnvr9ceiT9b9rELFwacGrU6NsvN2vWrL365bKpwWkTs/howKlRZaB+uUsuvWSfrQG1iVkaNODUqNS3X+60009n2pz52sQsQVq3VqPW+eefz5tvvkljw1imjK2kMRigpsKn4VZCNODUqDZjxgwqKnJ7Q0jlHg04pVTJ0oBTSpUsDTilVMnSgFNKlSwNOKVUydKAU0qVrKwCTkQWiMgaEVknIlcM8LqIyI9Sr/9dROY5X1SllBqaQQNORDzAjcBC4CDgbBE5qN9hC4GZqccy4GaHy6mUUkOWTQ1uPrDOGPO2MSYK3A8s6XfMEmClsT0N1IpIs8NlVUqpIclmLep4YH2f7zcAR2VxzHhgr1uuisgy7BoeQK+IvDKk0haPscAOtwuRA3pexadUz60lm4OyCbiBbp/Qf1PnbI7BGLMCWAEgIn8zxhyRxecXnVI9Nz2v4lOq5yYif8vmuGyaqBuAiX2+nwBsGsYxSimVV9kE3F+BmSIyVUT8wFnAQ/2OeQj4VGo09WigwxiTeUcQpZTKg0GbqMaYuIhcDPwW8AC3G2NeFZHPp16/BVgNLALWAT3ABVl89ophl7rwleq56XkVn1I9t6zOS0z/W5kqpVSJ0JUMSqmSpQGnlCpZrgTcYEu/ipGI3C4i20ptbp+ITBSRP4rI6yLyqoh8ye0yOUVEAiLyrIi8lDq3b7ldJieJiEdEXhCRh90ui5NE5F0ReVlEXhxsukje++BSS7/WAidjTy/5K3C2Mea1vBbEYSJyAhDCXtFxiNvlcUpqRUqzMeZ5EakGngNOL/a/L7DXUAOVxpiQiPiAJ4EvpVbjFD0R+XfgCCBojFnsdnmcIiLvAkcYYwadwOxGDS6bpV9FxxjzOLDL7XI4zRiz2RjzfOrrLuB17FUqRS+1tDCU+taXepTEqJuITABOBX7sdlnc5EbAZVrWpQqciEwBDgOecbkojkk1414EtgG/N8aUyrldB1wOJF0uRy4Y4Hci8lxq+WdGbgRcVsu6VGERkSrgAeBfjTGdbpfHKcaYhDFmLvbqm/kiUvTdCyKyGNhmjHnO7bLkyLHGmHnYdzH6Yqp7aEBuBJwu6yoyqf6pB4B7jTEPul2eXDDGtANtwAJ3S+KIY4HTUn1V9wMfFpF73C2Sc4wxm1J/bgN+id3tNSA3Ai6bpV+qQKQ64n8CvG6M+YHb5XGSiDSISG3q63LgJOANVwvlAGPMV40xE4wxU7B/vx4zxpzncrEcISKVqcEuRKQSOAXIOHMh7wFnjIkD6aVfrwOrjDGv5rscThOR+4C/AC0iskFEPut2mRxyLLAUuxbwYuqxyO1COaQZ+KOI/B37P97fG2NKakpFCWoEnhSRl4Bngd8YYx7NdLAu1VJKlSxdyaCUKlkacEqpkqUBp5QqWRpwSqmSpQGnlCpZGnBKqZKlAaeUKln/H/h9Bw+HnFyGAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "H2 = np.array([\n", " [-0.5, -0.5, -0.5, -0.5],\n", @@ -1970,7 +2988,19 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2.5, 3.5, 0.5, 4.1],\n", + " [0.6, 3.9, 2.4, 0.9]])" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "P + [[-0.5], [0.4]] # same as P + H2, thanks to NumPy broadcasting" ] @@ -1987,7 +3017,20 @@ "cell_type": "code", "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_transformation(P_before, P_after, text_before, text_after, axis = [0, 5, 0, 4], arrows=False):\n", " if arrows:\n", @@ -2039,7 +3082,18 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3. , 4. , 1. , 4.6]])" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "U @ P" ] @@ -2055,7 +3109,20 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_projection(U, P):\n", " U_P = U @ P\n", @@ -2089,7 +3156,20 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "angle30 = 30 * np.pi / 180 # angle in radians\n", "U_30 = np.array([[np.cos(angle30), np.sin(angle30)]])\n", @@ -2118,7 +3198,19 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.8660254, 0.5 ],\n", + " [-0.5 , 0.8660254]])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "angle120 = 120 * np.pi / 180\n", "V = np.array([\n", @@ -2139,7 +3231,19 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2.69807621, 5.21410162, 1.8660254 , 4.23371686],\n", + " [-1.32679492, 1.03108891, 1.23205081, -1.8669873 ]])" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "V @ P" ] @@ -2155,7 +3259,20 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_transformation(Square, F_squeeze @ Square, \"$Square$\", \"$F_{squeeze} Square$\",\n", " axis=[0, 1.8, 0, 1.2])\n", @@ -2293,7 +3462,20 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "F_inv_shear = np.array([\n", " [1, -1.5],\n", @@ -2345,7 +3540,19 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1. , -1.5],\n", + " [ 0. , 1. ]])" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F_inv_shear = LA.inv(F_shear)\n", "F_inv_shear" @@ -2362,7 +3569,20 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "F_project = np.array([\n", " [1, 0],\n", @@ -2408,7 +3641,15 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LinAlgError: Singular matrix\n" + ] + } + ], "source": [ "try:\n", " LA.inv(F_project)\n", @@ -2427,7 +3668,20 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "angle30 = 30 * np.pi / 180\n", "F_project_30 = np.array([\n", @@ -2450,7 +3704,19 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.20095990e+16, -2.08012357e+16],\n", + " [-2.08012357e+16, 3.60287970e+16]])" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.inv(F_project_30)" ] @@ -2470,7 +3736,19 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0.],\n", + " [0., 1.]])" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F_shear @ LA.inv(F_shear)" ] @@ -2488,7 +3766,19 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1. , 1.5],\n", + " [0. , 1. ]])" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.inv(LA.inv(F_shear))" ] @@ -2510,7 +3800,20 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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LPTmv3+rr6yksLPS7GZ7Jpv5kU18gu/rjZ182bChm3foiLrl8NwbL9u2FvF9bzOHDeZxz9iEmTjyCtd0boaeqP9XV1austbPbPp6yEbm19kHgQYDKykpbVVWVqlP3qpqaGrKlL5Bd/cmmvkB29cfPvmzfbikd1cippw0FYMxpUG1h74eGIaWDGFgcZGdtPru2B5kzxzB+fOcrR/3+3ai0IiJ9RkMDbNkep2Jy7LjHjYFhI1x14mhTjH1HGli3JYe1G0OUlwaYOyfAzJmk7Q6JnsxaMcY8CrwJVBpjdhtj/tqL44qIeGnLFmgMx6kY2/Et5iZPi/OFW5o458IGGgONPPFMhN/+b6zDn/GTV7NWbvTiOCIivam2FoJ5McrKO782GAzC2Alxxk6Ic+jjKJEwvL/PkG9yWfp0LrNmpc/FUZVWRKTPmDQlhi2KdHuq4aDBLvgbI5Zd+5rYeSDO5sUhBi4NcsasAE1N/kapglxE+ozSEREmFnVcVun0GGWWz98cZu+HEda/G2TpqyEO7RtOVZWluNifyegKchHpE7ZsgYONMfqXJH+sxMXRYSOiHK2PsqpmPx8eHUwjuSx/LZdBA1N7cVRBLiJZz1p45tk44ZDhsmu8PXb/Qjh1bD3RmGXvp02s3xbnwIc5vPBSgJmnBVOyclRBLiJZ78AB2HfAcvq83p15EgjAFddFOPRxlA3vBj9bOXrtVUHOnNt7Sa4gF5GsV1sLTdEYo09Nrj7eVYMGW849P8rcc6K8tylIYGCMPZ/mcmhPLh/uCnLGGTBokHfnU5CLSNbbvNkyYHCU/ineFSA3D6bOcO8CPq4Ps2pTjHdX5LDs9RBTJga6vHK0MwpyEclqTU2wc0+cUyenZjTekVlzY0ycEmPTuiDr1odYuzFE9fwgl16SXNlFQS4iWS0vD77y9SYOHfF/ZWZeToCSoUHGLgxyzaUBdm4LUF6WfO1cQS4iWa8pHiUvP3XnMwYKcoPk5wQpyAmSnxMgPxQkEDg+tEumeXM+BbmIZK1IBH79cIyREw2jxnizZXdboaAhaAylRXkutHMD5IVOcsfnXqIgF5GstX07bNlmGTnRm+Pl5QSaR9hulF2QEyQUDLCvNkD5gBQO+dtQkItI1nrvPYibGMNGdu9CZ1dLI+lCQS4iWcla2LApzrCRMUIdJF0oaD4bZftVGkmWglxEstLevfDxJ3HOmN4yW+VkpZFMpyAXkaxkLYwbB2fOzGNwSXqXRpKlIBeRrDR8OCy6pW9EnFe3eltojKk1xmwxxnzfi2OKiEjXJB3kxpgg8B/AJcBk4EZjzORkjysiIl3jxYh8DrDFWrvNWhsGfg9c5cFxRUSkC7wI8uHArlZf725+TEREUsCLKwHtXQY+YS2sMWYRsAigtLSUmpoaD07tv/r6+qzpC2RXf7KpL5Bd/cmmvoD//fEiyHcDI1t9PQLY0/ZJ1toHgQcBKisrbVVVlQen9l9NTQ3Z0hfIrv5kU18gu/qTTX0B//vjRWllJTDeGDPGGJML3AA848FxRUSkC5IekVtro8aYvwNeAILAQ9baDUm3TEREusST2fLW2ueA57w4loiIdE/mbzIgItLHKchFRDKcglxEJMMpyEVEMpyCXEQkwynIRUQynIJcWtjeucu4iPSuvrHrunQsEoHXXoMnn2R4LAZDhsDUqX63SkS6SCPyvq6uDh59FH76U2howEaj8I//CP/5nxDv3p3HRcQfGpH3RYkR+PbtEI1CIADXXANlZeyJRJiwfj1s2QLPPw9nnw1FRXR4G3IR8ZX+d/YliQD/wx/ggw9g5EhYuBCCwZbnBIMwc6b7fP9+eOABqK+Hr3xF5RaRNKUg7ytWroT/+R8X4GVlcPXVUF7e8c8MGQLhMNTUuHJLdTXcdBMMGpSKFotIFynIs1kkAocOwfvvuzBubOxagLc2bBhcfz2sXQsvveReEL70Jbjggt5qtYh0k4I8G7UuoYArlUydCqed1rPjJcotlZXw+uvuRWHAAJg+HfLyPGu2iPSMgjybtK2Bl5XBWWd1bwTekX79XE09GoXVq+GZZ6C0VOUWEZ8pyLNFXR388pdutNzVGnhPhUKu5HLwYEu55frr4eKLISend84pIielIM9kiRF4fT3s3etCtDcDvK3p02HcOFdu+cUvYNky+Ju/gQkTUnN+EQGSDHJjzOeBHwKTgDnW2re9aJR0om0JZeJEOPfc46cRpkqi3PLhh65Nf/wj5ObC6NFgTOrbI9IHJTsiXw9cC/zSg7ZIV9TUwOLF3ZtGmArDh8ONN0JDAyxZAp984i6Qqtwi0uuSCnJr7SYAo5FX74pE4NgxWLcOnnqqZ9MIU8EYN0IfNQo2bWopt2gxkUivUo08nbUuoQwd6ka98+en/wjXGFdu2b3b1c8Ti4m++EUoKfG7dSJZx9hOti41xrwMtDf0u9Na+3Tzc2qA73RUIzfGLAIWAZSWls5avHhxT9ucVurr6yksLPT0mCYapWjTJga88w7BI0doKC/nk5kzCQ8e7Ol52lMPeNqbWIzizZsZsHEjey+5hGh5ecpq+b3xu/FTNvUnm/oCqetPdXX1Kmvt7LaPdxrkXdGVIG+tsrLS1tbWJn3edFBTU0NVVZV3B6yrg3/6J9iwwft54F1QE49TFeiFTTGjUfj0U1cWamyECy/s9XKL578bn2VTf7KpL5C6/hhj2g1ybWObDiIRV0uuqYHf/Q6Ki10N/Jpr0q8O3lOhkNu7ZeBAeOst+P733a6LxrT/ce+9frc489TVnfh3WlQEM2bAgw/63TrpRclOP7wG+DegFPijMWaNtfZiT1rWF7SdRjh3rpubPWKE3y3rPf37ww03wNNPuzsSVVTAtde6frcuuZx3nm9NzFirV7u/0+uvh8svd4/t2QP/9m9ufr8x8LWv+dtG6RXJzlp5EnjSo7b0HfE4vPrq8Uvp03EWSm8JBt3IEVx5Zft29+5jzhw3B116ZvVq9+fNN8Nll7U8Pn++K9E99piCPEtp1koqWQtHjsC777otZfPy+laAt7Z1qxshfuEL7usNG9zNLACuvFJ7t/TEqlXuz9ltSqiJd3h1daltj6SMgjwVEiWUJUtgzBg31/rqqyE/3++W+WfrVrfhVuJ2coWFrgzw8svwyivau6UnVq92NwspKzv+8RdecH/OmZP6NklKKMh7U3u7EQ4apLnUDQ0utONxt3Nia8OGuRc5LSZqEY3Cli3k7dt38ufU18N777kXv4MH3WP797sQv+su96J5222paa+knIK8t+zfD3ffDTt29L0aeGe2b3chfuWVJ5YBBgxw71p273YvglVVcN997mYWvb2CeO5c+Id/cO8GemLOHLjnHhemXvroI5g0iUmnnXbytq1Z4/5On3/ehXZCMAiXXgr335/dF9H7OAW5lyIRWL8ejh51y+kLChTg7UnUws888+Sj7REj3OyWiy5yo82nnnKlqAsu6J1ySzzufnddvfnGnDnw7W8fH6wrVnjfrq5K1McfeACmTHEXk4uL3c1Aior8a5ekhILcC61LKDt3usUuo0drBHQyW7e6PysqOn5eMNgyuly92u17/vLLvVNuqa11F6O7sgVvLOZeqGfM8LYNJzNiBFjLmpoaqk72nMSMlZtughSsAJb0ogVByYhEKF63Dm69FX76U7di8aqr4NRT/dlSNlMkLnR2tqR5xQr45jfd501Nrnzw0ktuNJyfD3//9+574bCbtvjOOy0/G4kw5+ab4YknWh771a9g0iQ3Up079/jnr1kD06a5kez997vpkK2ddpp7od67141wm5pg1izXh7/8BZ591s2F7+xcsRj87/+6UfN3vuMuThYXwx13dOdv8ESrVrnrCwrxPkkj8p6qq4M332TgG2+0zEJRCaVzTU2u/j1rVufP3brVvSgCbNsGBw64xUPXXONG5g88AN/6lnv3U1nppjDOnOme/4tfECkpgeuuc1/ffz889JAL48pKV3e/7jp3XHBBnhhhr17dcpxEmzdtco+dcoo7zgMPwJ/+5F5E+veHH/7Q1faXLYPf/hZefBFuucW1f80at0DnuutcH959170DCIVcX66/HubNcxcje3IhvKEBNm927wSlT1KQd0eihPLmm265eSjEh1dcwZjiYr9bljkSFzo7K6uAC/Jp09zn27a5+ngirCoq3Ej4iSfcaHnUKBfkAIcPwz33sOXuu5kFbm/0u+92OzFOmuSe8+Uvw/e+52Z4DBniwjZxg4w333Sh/cor7ndurbvesWyZG2kvXequg3zxi+5FfN48ePJJV7v/yU/cYq9zz3Xhv2+fu4vSnj3u++PGuXOdfTYsWOAujE6enNzf6Zo1bqTf+h2B9CkK8q5obxrhxImQn080MQ9auqar9XFw4X311S2fX3FFy/c++siVEcaMcSH6wQfu+sR3vws/+hHMn094yBAXphs3ulLOkSPw8MPuz61b3Yj4nnvcKsgVK9yMmZdecud67jkX3Hl5LsTLy2HtWhfg+/e7F4QJE1xZpKTEBfXf/q0bva9b11L2Adeu3Fy3wjIQgP/6Lxfg8+e7C76vv+62KO7ptNREfVxB3mcpyDtTWws/+1nfXErfGy677Pjl4ydTVwcff+zqvocOuc8HDXKh3NDgyhpFRS5wp0xxYfnyy26kvXQpnH8+pzz2GPzmNy4gYzF4/HHYtcuNjDdvdnu8g/sdHz4M55zTMu3xlltciCdG2ZMmuRE0wP/9nwvixIXRRFsnT4bly0+cJfKXv7ifDwTceRLPPeccN6XynXeOL+V01ze+4T6kz1KQtycScf/h9+xx/8liMQW4FyIRN5Wwqcnd8ejYMRfKw4a5EeuePS5gw2FX4igocPuDlJe70ffeve77oZCbn19a6j7mzXN7iSxZ4kbDFRVQUMC+qioq+vVz53z8cff4/PmudPLcc66uPX68u1BYXu7q2eGwC9fcXBfky5a50fqtt7o+RKNuVN7a1q3uRb5/f3e8X/zCPTZqlDvXs8+6c4F70Rg82NX68/LcY6tXw+mnp+RXINlJQd5a6xLKwYNuBDZyZNfKAH1JNOrCuKnJzdTp188F3+HDLqgaGtzjTU0uGKdNc0G3b1/LXOtQyI12QyEXfuPGuTDNy3Mj2poaV5v+9rfd5/Pnw513umP26+cult5xR0vpBVxAHjvmQjoSoWH3bveCXFYGX/0q/PM/u1AfM8bdtWj8ePdz27e7x8CNsk8/3Y1wy8pcrTs/v+WiayjkznnXXe4F/uc/d6WYxPdHjTr5uax15ZnTT3d1+YR33nHBLtJDntxYorvS7sYS7dXAu3hDh167EUMqWOtCGVyohsOs3LWLM+rrXRgnRszl5e7j6FFXz43Fjj/OrFluXndTk/t7LCpytePiYjc9b/Zs92IYDrvadnGxG70WFLhQDvXOeKLm1VepWrIE3n/flS5OP93faaF79rhAr67u0SrVbLoZQzb1Bfy/sYRG5HV1bm/s3/8+O2rgR46cWLooKHAliKYmeOMN98IVDrs/43E3mpw0CeJxSt980x0nJ8eFcFGRq+fOnu2eO2KEC+LWYV1a6oIZTtw7pa1U/t0GAq6k8eijbs+RTZvcPuejR6euDQmHD7u/s0RdXMRDfTPIEyPw7dvdiDQQcPN52+4a55d43AVtojQRi7kLdtGom2JXV9dSvgiH3UXAxBzoF15wjwUCLaWLCRPc7Ij+/d3t1vr1awnp4mIXbGPHQjDI7hEjqLjwQldOaO+dxrhxKfyL8EBxsbupQlWVm7GydKn7u5g+PXWBGg67F9jPf76lLi7iob4V5G1LKCNHurnDvfl2OxZz583Pd6WMPXvcvOaGhpaPQKBlLvHy5S2714H7mdJS185+/Vx5I/FYYmQ8apQrBeXmupBK1Jn79XOj8by8ltDq5KJadMAA93PZprLS3Qv1T39y71S2b3e/996+GbS17iLtggXH18VFPJTsrd7uBa4AwsBW4CvW2k89aJf3Vq50N3NIdhphomzRHMJF4bC7qDVunBsxb9zo/uOGwy2j6bw8t5jFGLd44+OP3Ug5MTIuL3f/0XNz3eg4HG4pWxQXu/nNialyV13Vcfu6uulTXxQMupE5uFkvd97p/q57s9yyd697kZ44sXeOL0LyI/KXgNuttVFjzL8AtwPfS75ZHolE3Bzk9993I/HGRhfgZWUudBNT4RobXXnCWjftbdcuF9SJmRnhMJx/vguC9evdaA4gFGJwXp4L5fPOc6PgnBw3na5//5bSRUmJ2x8kJ8e9xYaTX+Tzo37bF1VUwA9+4F7cly51C3ISv0OvqC4uKZLsPTtfbPXlcuBzyTXHQ0uWtGxyNGCAm1kxZ44L4WefbbkzjbWutHHZZW7Ua60L8aIi95+7qMiNmi+6yH1+4YXuBaB55sWut9+m4qKLWt6ed3YXFi3nTx+VlW4V6CuvuAuijz7q9kQZNiz5Y6suLink2fRDY8yzwP9Za397ku8vAhYBlJaWzlq8eLEn522XtYx+5BFMYyMYQ7ikhIPz5hEeMoS8gwfpt3s3sfx84nl5xAoKiOfnEx40CNuDaXD19fUUdraLXwbJpv50py/Bo0cprK3l8OjREI8TamoimszoPBx2L/we3s6vr/5uMkGq+lNdXd3u9MNOg9wY8zLQXjH5Tmvt083PuROYDVxru/DKkJJ55PG4ezvby29pNR82ffWoL5GIu+B8333u2kVPyi1Jzhc/mT7/u0ljaT+P3Fp7QScH/hJwObCgKyGeMpm6SEf8lZPjdib8xjdayi0zZrjZPl15x6a6uPggqbQzxizEXdy80lp7zJsmifgsGHTXRH72M1cz37DBBfqxTv6JJ+riF12kurikVLKzVv4dyANeMm70sdxa+/WkWyWSDlovJnrjDbeY6ujR9mvfmi8uPkp21kqGLfMT6YHKSvdRVwfPPAOPPHLi3i2aLy4+6lsrO0WSUVwMV17pRuWt924pKVFdXHylK4Ii3ZEot/z4x24179KlbjWv6uLiI43IRXoisXfLa6+5z1UXFx8pyEV6Khh0WzeI+EylFRGRDKcgFxHJcApyEZEMpyAXEclwCnIRkQynIBcRyXAKchGRDKcgFxHJcApyEZEMpyAXEclwCnIRkQynIBcRyXDJ3urtHmPMWmPMGmPMi8aYYV41TEREuibZEfm91trp1toZwBLgB8k3SUREuiOpILfW1rX6sj9gk2uOiIh0V9L7kRtjfgR8ETgMVCfdIhER6RZjbceDaGPMy0B5O9+601r7dKvn3Q7kW2vvOslxFgGLAEpLS2ctXry4x41OJ/X19RQWFvrdDM9kU3+yqS+QXf3Jpr5A6vpTXV29ylo7u+3jnQZ5VxljRgN/tNZO7ey5lZWVtra21pPz+q2mpoaqqiq/m+GZbOpPNvUFsqs/2dQXSF1/jDHtBnmys1bGt/rySmBzMscTEZHuS7ZG/hNjTCUQBz4Avp58k0REpDuSCnJr7XVeNURERHpGKztFRDKcglxEJMMpyEVEMpyCXEQkwynIRUQynIJcRCTDKchFRDKcglxEJMMpyEVEMpyCXEQkwynIRUQynIJcRCTDKchFRDKcglxEJMMpyEVEMpyCXEQkwynIRUQynCdBboz5jjHGGmOGeHE8ERHpuqSD3BgzErgQ2Jl8c0REpLu8GJH/FLgNsB4cS0REuimpIDfGXAl8aK1916P2iIhIN4U6e4Ix5mWgvJ1v3QncAVzUlRMZYxYBi5q/bDLGrO9qI9PcEOCg343wUDb1J5v6AtnVn2zqC6SuP6Pbe9BY27OKiDFmGvAKcKz5oRHAHmCOtfajTn72bWvt7B6dOM1kU18gu/qTTX2B7OpPNvUF/O9PpyPyk7HWrgOGJr42xuwAZltrs+lVVkQk7WkeuYhIhuvxiLwta21FN57+oFfnTQPZ1BfIrv5kU18gu/qTTX0Bn/vT4xq5iIikB5VWREQynG9BboyZYYxZboxZY4x52xgzx6+2eMEY801jTK0xZoMx5l/9bo8XsmHrBWPMvcaYzcaYtcaYJ40xJX63qbuMMQub/21tMcZ83+/2JMMYM9IYs8wYs6n5/8qtfrcpWcaYoDHmHWPMEr/a4OeI/F+Bu621M4AfNH+dkYwx1cBVwHRr7RTgPp+blLQs2nrhJWCqtXY68B5wu8/t6RZjTBD4D+ASYDJwozFmsr+tSkoU+La1dhJwJvCNDO8PwK3AJj8b4GeQW6C4+fMBuDnomepvgZ9Ya5sArLX7fW6PF7Ji6wVr7YvW2mjzl8tx6x0yyRxgi7V2m7U2DPweN2jISNbavdba1c2fH8EF4HB/W9VzxpgRwGXAr/xsh59B/i3gXmPMLtwINqNGSm1MAM41xrxljHnNGHOG3w1KRhZvvXAL8Lzfjeim4cCuVl/vJoODrzVjTAUwE3jL56Yk4wHcgCfuZyM8m37Ynk6W9y8A/t5a+4Qx5q+AXwMX9GZ7ktFJX0LAQNxbxTOAxcaYU20aTwnyauuFdNBRX6y1Tzc/507c2/rfpbJtHjDtPJa2/666yhhTCDwBfMtaW+d3e3rCGHM5sN9au8oYU+VrW/zKGmPMYaDEWmuNMQY4bK0t7uzn0pExZimutFLT/PVW4Exr7QFfG9YDyWy9kK6MMV8Cvg4ssNYe6+z56cQYcxbwQ2vtxc1f3w5grf2xrw1LgjEmB1gCvGCtvd/v9vSUMebHwM24AUI+rlT8B2vtTalui5+llT3Aec2fnw+872NbkvUUrg8YYyYAuWTohkDW2nXW2qHW2ormRV67gdMzOMQXAt8Drsy0EG+2EhhvjBljjMkFbgCe8blNPdY8aPs1sCmTQxzAWnu7tXZE8/+TG4BX/Qhx6OXSSie+BvzMGBMCGmnZGTETPQQ81LyjYxj4UjqXVfqYfwfygJdchrDcWvt1f5vUddbaqDHm74AXgCDwkLV2g8/NSsY5uFHsOmPMmubH7rDWPudfkzKfVnaKiGQ4rewUEclwCnIRkQynIBcRyXAKchGRDKcgFxHJcApyEZEMpyAXEclwCnIRkQz3/wFXofPH7/JzkQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "F_involution = np.array([\n", " [0, -2],\n", @@ -2540,7 +3843,19 @@ "cell_type": "code", "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 0],\n", + " [0, 1]])" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F_reflect @ F_reflect.T" ] @@ -2594,7 +3909,18 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "27.0" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "M = np.array([\n", " [1, 2, 3],\n", @@ -2617,7 +3943,18 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.det(F_project)" ] @@ -2633,7 +3970,18 @@ "cell_type": "code", "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2.0816681711721642e-17" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.det(F_project_30)" ] @@ -2649,7 +3997,18 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.det(F_shear)" ] @@ -2672,7 +4031,20 @@ "cell_type": "code", "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "F_scale = np.array([\n", " [0.5, 0],\n", @@ -2694,7 +4066,18 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.25" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.det(F_scale)" ] @@ -2712,7 +4095,18 @@ "cell_type": "code", "execution_count": 119, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-1.0" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.det(F_reflect)" ] @@ -2791,7 +4185,19 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ True, True],\n", + " [ True, True]])" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "LA.inv(F_shear @ F_squeeze) == LA.inv(F_squeeze) @ LA.inv(F_shear)" ] @@ -2815,7 +4221,19 @@ "cell_type": "code", "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.89442719, -0.4472136 ],\n", + " [ 0.4472136 , 0.89442719]])" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "U, S_diag, V_T = LA.svd(F_shear) # note: in python 3 you can rename S_diag to Σ_diag\n", "U" @@ -2825,7 +4243,18 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2. , 0.5])" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "S_diag" ] @@ -2841,7 +4270,19 @@ "cell_type": "code", "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2. , 0. ],\n", + " [0. , 0.5]])" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "S = np.diag(S_diag)\n", "S" @@ -2858,7 +4299,19 @@ "cell_type": "code", "execution_count": 127, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.00000000e+00, 1.50000000e+00],\n", + " [-1.25949234e-17, 1.00000000e+00]])" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "U @ np.diag(S_diag) @ V_T" ] @@ -2867,7 +4320,19 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1. , 1.5],\n", + " [0. , 1. ]])" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F_shear" ] @@ -2883,7 +4348,20 @@ "cell_type": "code", "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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12m3HmHZbw/zWtAMH6DV/LrmLFoCDQxddSs3QYVR86Qp6LZxP92WLqZ4wMYEViyQ/naEVpg0boHR7TlJezzVa0srL6fXGHHIXLSC9spIjJ59K9dhxuO7+yim1AwdRm5dP3pzZVH9ugnqvIm3QhVvC9N57sH59XqLLiA3nyNizm94vP0venFnU9C/kwHU3UDXxC8eDFQAzqsadQ+bunWTs2tn654mIeq5dWVp5Ob3mzyF972e4nB7U5uVz4LobmgZqM7UDB1H5+QvILNtDbVHDJJEzP1dH+daKeJQtkhIUrl1QMFRz3/K7/9XFp1F96sjwvtmM2oL+ZH+4kpr+/aktGgrA8FPq2ed0iwCRIIVrV+IcPd+cR96svxwfUz142bg2e6ohZWTQfc0qun2ymd0//ldIT+fAfqOiIjM2dYukIIVrF5BWXk56+X6yN6wne/1aavoXdixUG6kec1aTmQOL3sygsqwvU6dGsXCRFKZwDdO110JufhmpNM+18e5/XX4fqsaO48jpZ0Tls1vMHEC9VpHGFK5hysuDHj1S41p3zcdUm0+piorAzIFg7xUuiN5ni3QCCtcwrVkDn37SI7nnuTpHRtke+v7nE2RvXN/xMdUwBXuvue//AwoVriKNKVzDtHQpfPxxL76Q6EJCCPZUnYP06iqODhlK9ZgzYhaqx5lx6KIvkX7oIBw72n57kS5E4ZrCMioryX/5ueO7/4fHfo6jURpTDZfr0QMqD/GF3OXsKkq+OzWIJIrCNRU5R94rf6H7O2+St6885rv/7anPzubsV39F7rVXA+cnpAaRZKNwTSFpBytIq6qi+6rldF+5jL0nDyfzwhEJC9Wg+l55lGf0JevtVfDtOl1zQASFa0pofPT/6MkjODZ0GIe/cCF7e3Wjz8EkGOs0Y372VZy0cb6/CMMXknFkWiS+FK5huuEGyFuwh3jOcw01peroqYnvqYZSnjeUitz+8Je/wMSJ6r1Kl6dwDVNODmRnt3Kl/mgLXKVqwKP/RsbezxI+phoWM7YMmQCb/whr18KZZya6IpGEUriGaeVK2Lw5N6bzXNPKy+n51gLqs7LILNtD9chR1F5wUXKHaiP78orgzAuhWhdwEVG4hmnlStiyuScXxuCzm+/+Hzr/AmpOOjkGa4oxMzjlFFi1CoqLIT8/0RWJJIzCNYHs6FHyZv+1yZhq0u/+t+Lzo/dQmtcNMjJg40b46U/hF7/Q2Kt0WQrXBLCjR0kvP0D3FUvJXbQwKlepSrRBfao41scBaXDyyTB3rmYOSJemcI2j4I3/ery7iOoxZ1GXn0/FVddAWurfbWfn/hzK6rrBgGNQVOSHBDRzQLqw1P9fnQLSDhwg/6XnGPTjH5A3Zxa1ffpSWziQ+rz8ThGsAO+uG8Dy1QX+hZkP1c2bfe9VpAtSzzVMN98Mfd/czQnNc3WOrC2b6P/Yw6RXHkrpMdUTFuy9vvIKnH++D1yRLkThGqbMTMjIcGG1TSsvp/vqFaRVV5G5exdHk3jyf8yYwcUXw6FDUFUFPXokuiKRuFK4hmnJEti4oWeb81wbT6lKO1zFwS9NpmbQYGoGpc7dC6KqXz84dsxfDHfCBPVepUtRuIZp7VrYujU35LK0QwfpNe+12F75P1Xl58Pvfgc1NZo5IF2KwjUS9fVkfFZGzrtv02vuqxw96eSuM6bazIVn7GJ7fojruXbvDnV1mjkgXU5UwtXMJgP/AaQDf3TOPdRsuQWWTwGqgNudc8ujse5ECO7+Z69bw7GTTqauRw8OXH+TH5jtogryjnC4t9FiAkpw5oDmvUoXE3G4mlk68FvgS0ApsMTMZjvn1jVqdgUwIvB1LvC7wGNKyT5ykPyX32qy+19TOLDTTKeKxLayHuw8lg2DjrRcqHmv0gVFIxUmAJucc1ucc8eAF4Dmd6+fCjzjvPeBfDMbGIV1x03PT1Zx4Qf/Rd7fZ1HTv5AD191A1cQvKFgDFm/sz+q1fUMvbDzv9f3341uYSIJEY1hgMLC90etSWvZKQ7UZDOxq/mFmNh2YDlBQUEBJSUkUSoxcv88dpBuFrBo1ibqc5BhTPQZ82qd7zNdT8M47jPrNb/yL+nrSjx2jLrthfHXTN7/J+C93pxIoae2qjIMGkXvBBRz+7DNcHP9NKysrk+Z3CFRPe5KtnkhEI1xDza9pPiE0nDb+TeeeBJ4EKC4udpMmTYqouKg5doySY8eYBEnTWy2pr2dSPGq54AL/BfCPf8Djj5P+7LPHFxcHvtqt59RToawMvvSluM17LSkpIWl+h1A97Um2eiIRjf+ZpcCQRq+LgJ0daJPcsrJ8IHz2WaIrSawtW/xlBTsiIwP27IFHHvEzCEQ6sWiE6xJghJkNN7MsYBowu1mb2cCt5p0HVDjnWgwJJL3sbB+yR5PgvlWRePZZ+PKX4aOPWm9TVwd33eXvb7N3b8P7mzf7q151VN++sHx502sOHDgAP/4xjB0Lubl++tbQoTB5Mjz5ZMfXJZJAEYerc64W+A7wOrAeeMk5t9bM7jSzOwPN5gBbgE3AH4AZka43Icz8mUap3ns96ST/uHVr623+/nfYsQOuv96faRUUSc8Vms4cqKvzZ2ecfjr88pcwfjz8/Of+OrDXXuvD//XXO74ukQSKyjxX59wcfIA2fu+JRs8d8E/RWFfCFRfD4sW+99qtW6Kr6Zhhw/zjtm2hlx86BC++CAMGwDXXNLy/bx+Ul0cWro3nvb77Ltx5Jxw+7LfpmDFN2z72mB9GSAX19VBb6/dsRNAlB09cVlbq914HDvQ/R2s91+ef9wH7jW80DYstW/wu+8AIZ9EFe69PPAHr1sFll7UMVvAHDpuva9UqmDoV8vKgVy8f/rt2+eGEm25q2vbiiznvxhtbfu62bT7kH3yw4b39++GBB+C886CgwN+RctQoePhhH5yN3Xuv//4NG+C734XBg/148rJlDW22boUZM2D4cD+cdOqpcP/9pKX6kJKETae/dkSq917T02HIkNDhWlrqe5VnneV7mI1t3uzDItILsJj5M7WCc143b/ZXzmpvituCBXDVVb7n/f/+nw/6p5+GK67wvd+xY5u2X7GCQ2PG0OKk3GAInn12w3tvvAEvvwxXXgm33eYvOPPii3Dffb7ee+5p8rl07w5XXw0jR8IPfwgHDzb8gfjgA7j8cv8H4I47YNAgf+WfRx6hOLhMOj2Fa0cEe6/vvON7YanopJN8qFVU+BAIeuop//jtb7f8nhMZb62r8z3Kbt18T7C5QYNg3DiYP9+H1eDB/gDWxRf7xyFDmrb/7DO48UYfiAsW+HADuOUWH/jQNFy3bIHycipHjqTF2kOF69VXw7RpTdvNmOF7r7NntwzX6mr41reavg9+6OTqq/3P9tprDX8wpk+HPn0Y8MgjsHOn//mlU9OwQEcVF6f2zIHguGvj3uuKFbB0KUyZ4o/WN3f//aFDN5QDB3w4PfZY620GDfKzFr7+dejdG154wYfQsGG+hh07Gto+/LAPrl//uiFYwf9hGDfOP28croEAPTRyZMv1LlvmZy00DvDgvFvnfC90717/h6d//6b/xqWlftn557cMVoCf/cyPS//qV743vndvw1ewZ/vxx61vE+k0FK4dlepjr80PatXV+V5rr14txy5jJTPTj+326+cDZ8sWePxx31ucO7dpkL/wgj+RYfz40J9VWOgPwAUt99cFajVcG/daAV56CSZN8iGbl+d72wUFfuhixIgWn8utt7b8XOf8eHVNjf/84GcEv4Lfo1uOdwkaFohEKo+9Np+O9frrDQdhckNft/aE9Ovnd6fbEuqKWXfdBV/5ig/KRYt8u927fS821MGp+nr48MOG3mvQ8uVQVERN795N3//4Y/8HsXEv9557/PSvKVP8lLAhQ/xBqM2b/WyGxkG8YoV/vPjilrWUlfmhkFtv9cMVIaxatYqzRo9ue7tIp6BwjUQqj7327u17aFu3+oNBzz/vxy4vuyy+dQRnDvz1rw1XzOrWzc8UCI4FHz7sH0MdSJs1y4da84NZ69b5+bPNPfecfwwGZmkpPPoofO1r/uSKxoLnuDcO7hUrfF2hxp4rKhp+pksvDfnjHsjI6NKXpuxKNCwQqVQeex02DLZv97vcFRV+vDNe101Yt86PSQZ7r5s2NZy19eCDvkd6883+9ZAhPnTfeqvpZ2zdCnff7Z83D9fDh6Gysul7770HDwUuNRwM1+3b/e78qFFN2779tg9daBmu48aFDvqiIv+HYeZMOBLi0ot79+q03y5EPddIpXLvddgwWL0aXn0VvvjF0D29WHn2WR+o557r54BWV/vbwdx9N6xc6acrBeehZmX5Xe3/+i8/x/XKK30o/uEPfvhgx46W4XreeTB3LsWPPOJ/xpUr/VlnI0b43f3gWOyYMdCnjw/S+np/AGvxYj8joU8fH5bBoYX9+/0Y9Q03hP6ZcnL8vNdf/MIH8C23+LHWHTt8De+/37J3LJ2Weq7RkKq91+BBrcxMuP32+K576lR/xH3zZj+ftKTEh3xBgd91nzu36ayAX//a96w/+AD++Z/948yZfsZBTk7Tg07gg/ryy+m/cCH827/53unSpT5Azzij4YLdPXv6KVOnneZnJPzLv/h/y/fe8wfbmvdaoeX4bmMPPQR/+pM/MPjooz5sn37aL/v3f49wo0kqUc81GlK193rZZfEfYw2aMMF/NbZ5sw+9G25oududmwu//73/amzNGjjzzJbDGcOGwbx5vN38EnZr1rSsZeLE0BfxPnSo6etLLvEh3Za0NN/LDjWbABrGcaXTU881WlK195pMsrL8mVKNr5jVlvJyf0Cq+ZCASBJQuEZLqs97TQaNZw6Ec+Dnww/9o8JVkpDCNZrUe41MqJkDbVG4ShJTuEaTeq+RO5He64wZfgz03JS7kbB0AQrXaFPvNTLB3uvRo/76BCIpSuEabeq9Rm7IEH/Jw82bE12JSIcpXGNBvdfI9e/vz8havTrRlYh0iMI1FtR7jVxGhj9g9dRTOmVUUpLCNVbUe43cxIl+aCDcea8iSUThGivqvUau+Z1iRVKIwjWW1HuNTHDmgHqvkoIUrrGk3mvkior8hbc3bEh0JSInROEaa+q9RsbM3/Cvrq7hotkiKUDhGmvqvUYuM9NfKnDOHI29SspQuMaDeq+RM4NnntHYq6QMhWs8qPcamaoqf2PB2lp/wWuRFBDRxbLNrA/wInAS8Clwg3OuxQnhZvYpcAioA2qdc63cH7kTS+U7xSbS2rXwj3/4i2XfeCNcc02iKxIJS6R3IrgPWOCce8jM7gu8vreVthc55/ZGuL7Ulap3K0iEqip/Mz/wdxQoLIQvf9nf00okRUQarlOBSYHnfwJKaD1cRb3XtlVVwZIlftrV8OFw330wcGDoO62KJDlz7d0TqK1vNit3zuU3en3AOdc7RLtPgAOAA37vnHuyjc+cDkwHKCgo+NxLL73U4fqirbKyktzc3Mg+pLra3/I5KyvyeoAIq4mqjtaTXl1N3po19Ny0CcyoPO00Ks4+m9qePSOvKRr/ZlGketqWbPVcdNFFyzo6jNluz9XM3gQKQyz60Qms53zn3E4z6w/MN7OPnHOLQjUMBO+TAMXFxa7JzeUSrKT5ze464tgx+O//hry8iHuvJfX1TGp+Y74E6lA95eX+ttc7d8LkyVHf/Y/Kv1kUqZ62JVs9kWg3XJ1zl7a2zMz2mNlA59wuMxsIlLXyGTsDj2VmNhOYAIQM105PY68Nu//dusE558Ddd/tbUWtMVTqRSLs9s4HbAs9vA2Y1b2BmPcysZ/A5cBkQ4v7GXUhXnfdaVeWv0frnP8OOHXD22TB1Kpx0koJVOp1ID2g9BLxkZt8EtgFfBTCzQcAfnXNTgAHATPMHJTKA55xz8yJcb2rrir3XJUtgxQo/peorX9HRf+n0IgpX59w+4JIQ7+8EpgSebwHOimQ9nVJXmDlQVeWvB1Bd7S++olCVLiTSnqt0VGfuvTaeUjVxItx+u6ZUSZejcE2kTtZ7Ta+u9qenbtig3X/p8hSuidSZeq/l5fRdssRfP0GhKqJwTbhU7r0Gd/8LC+HUUznwxS/CJZcoVEXQVbESLxWvmNV8StXYsTB1KjUFBQpWkQD1XJNBqvRenYO334aPPtKYqkg7FK7JINnHXo8e9dOpDh70tSpURdqlcE0Wydh7bTyl6tpr/VdhISTR9QxEkpXCNVkkU++1cagGd/+vuQby8xNbl0gKUbgmk2Tove7fD6+8AtnZ2v0XiYDCNZkkqvdaVQUffuh3+YuK4PvfhzFjFKoiEVC4Jpt49l6b7/5ffz2cdZZOUxWJAoVrsolH77WmBt59V6episSQwjUZxar3WlcHhw75q/+XlytURWJI4ZqMot17De7+b90K06b5U1TvvBMyMyP/bBEJSeGarKLRe20+pnrllXDFFZCTE91aRaQFhWuyirT3um0bzJunMVWRBFG4JrMT7b1WVfld/x49YNAgf5Hqiy5SqIokgMI1mYXbe228+5+fD//6rzB0qKZUiSSQwjXZtdF71ZX/RZKXwjXZheq9OgcVFaQfOQI7dypURZKQwjUVBHuv5eWwapWfq3rFFRwrLIQnn/S9VhFJKrp2XCrIyoLx4+Evf/FX/p840fdUMzMVrCJJSj3XVDFmDPzoR3Dqqdr9F0kBCtdUkZ7ux15FJCVoWEBEJAYUriIiMRBRuJrZV81srZnVm9n4NtpNNrMNZrbJzO6LZJ0iIqkg0p7rGuA6YFFrDcwsHfgtcAUwGrjJzEZHuF4RkaQW0QEt59x6AGv7NMsJwCbn3JZA2xeAqcC6SNYtIpLM4jHmOhjY3uh1aeA9EZFOq92eq5m9CRSGWPQj59ysMNYRqlvr2ljfdGA6QEFBASUlJWGsIj4qKytVTxuSrR5IvppUT9uSrZ6IOOci/gJKgPGtLJsIvN7o9Q+BH4bzuSNHjnTJZOHChYkuoQnV075kq0n1tC3Z6gGWug7mYjyGBZYAI8xsuJllAdOA2XFYr4hIwkQ6FetaMyvF907/bmavB94fZGZzAJxztcB3gNeB9cBLzrm1kZUtIpLcIp0tMBOYGeL9ncCURq/nAHMiWZeISCrRGVoiIjGgcBURiQGFq4hIDChcRURiQOEqIhIDClcRkRhQuIqIxIDCVUQkBhSuIiIxoHAVEYkBhauISAwoXEVEYkDhKiISAwpXEZEYULiKiMSAwlVEJAYUriIiMaBwFRGJAYWriEgMKFxFRGJA4SoiEgMKVxGRGFC4iojEgMJVRCQGFK4iIjGgcBURiQGFq4hIDChcRURiIKJwNbOvmtlaM6s3s/FttPvUzD40s5VmtjSSdYqIpIKMCL9/DXAd8Psw2l7knNsb4fpERFJCROHqnFsPYGbRqUZEpJOItOcaLge8YWYO+L1z7snWGprZdGB64OVRM1sTjwLD1A9Ipt636mlfstWketqWbPUUd/Qb2w1XM3sTKAyx6EfOuVlhrud859xOM+sPzDezj5xzi0I1DATvk4F1L3XOtTqWG2+qp23JVg8kX02qp23JWE9Hv7fdcHXOXdrRD2/0GTsDj2VmNhOYAIQMVxGRziDmU7HMrIeZ9Qw+By7DHwgTEem0Ip2Kda2ZlQITgb+b2euB9weZ2ZxAswHAO2a2ClgM/N05Ny/MVbQ6NpsgqqdtyVYPJF9NqqdtnaYec85FsxAREUFnaImIxITCVUQkBpImXM2sj5nNN7OPA4+9W2kX01NpzWyymW0ws01mdl+I5WZmvw4sX21m46JdQwdqmmRmFYFtstLMHohhLU+ZWVlr848TtH3aqylu2yewviFmttDM1gdOD/9eiDZx205h1hPP36FsM1tsZqsC9TwYok08t0849Zz49nHOJcUX8AhwX+D5fcDDrbT7FOgXoxrSgc3AyUAWsAoY3azNFGAuYMB5wAcx3i7h1DQJeC1O/04XAOOANa0sj+v2CbOmuG2fwPoGAuMCz3sCGxP5exRmPfH8HTIgN/A8E/gAOC+B2yecek54+yRNzxWYCvwp8PxPwDUJqGECsMk5t8U5dwx4IVBXY1OBZ5z3PpBvZgMTXFPcOH/yx/42msR7+4RTU1w553Y555YHnh8C1gODmzWL23YKs564CfzMlYGXmYGv5kfW47l9wqnnhCVTuA5wzu0C/8sA9G+lXfBU2mXmT5WNpsHA9kavS2n5SxhOm3jXBDAxsFsz18xOj2E97Yn39glXQraPmZ0EnI3vDTWWkO3URj0Qx21kZulmthIoA+Y75xK6fcKoB05w+8Tr2gJA26fSnsDHhH0qbQeEugJN879g4bSJpnDWtxwY5pyrNLMpwCvAiBjW1JZ4b59wJGT7mFku8FfgfzvnDjZfHOJbYrqd2qknrtvIOVcHjDWzfGCmmY1xzjUeM4/r9gmjnhPePnHtuTrnLnXOjQnxNQvYE+z2Bx7LWvmM46fSAsFTaaOlFBjS6HURsLMDbaKp3fU55w4Gd2ucc3OATDPrF8Oa2hLv7dOuRGwfM8vEB9mzzrm/hWgS1+3UXj2J+h1yzpUDJcDkZosS8nvUWj0d2T7JNCwwG7gt8Pw2oMVFYSz2p9IuAUaY2XAzywKmBepqXuetgaOZ5wEVweGMGGm3JjMrNPPXfTSzCfh/130xrKkt8d4+7Yr39gms6z+B9c65X7XSLG7bKZx64rmNzKwg0EPEzLoDlwIfNWsWz+3Tbj0d2T5xHRZox0PAS2b2TWAb8FXwp9ICf3TOTcGfSjsz8DNmAM+58E+lbZdzrtbMvgO8jj9K/5Rzbq2Z3RlY/gQwB38kcxNQBdwRrfVHUNP1wF1mVgtUA9Nc4BBntJnZ8/gjp/3Mn/r8E/wBgIRsnzBritv2CTgfuAX4MDCOB3A/MLRRTfHcTuHUE89tNBD4k5ml40PqJefcawn8fxZOPSe8fXT6q4hIDCTTsICISKehcBURiQGFq4hIDChcRURiQOEqIhIDClcRkRhQuIqIxMD/B46dIW5Jh229AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot_transformation(S @ V_T @ Square, U @ S @ V_T @ Square,\n", " r\"$\\Sigma \\cdot V^T \\cdot Square$\",\n", @@ -2961,7 +4465,18 @@ "cell_type": "code", "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.4 , 0.71428571])" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvalues, eigenvectors = LA.eig(F_squeeze)\n", "eigenvalues # [λ0, λ1, …]" @@ -2971,7 +4486,19 @@ "cell_type": "code", "execution_count": 133, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0.],\n", + " [0., 1.]])" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvectors # [v0, v1, …]" ] @@ -2987,7 +4514,18 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 1.])" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvalues2, eigenvectors2 = LA.eig(F_shear)\n", "eigenvalues2 # [λ0, λ1, …]" @@ -2997,7 +4535,19 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.00000000e+00, -1.00000000e+00],\n", + " [ 0.00000000e+00, 1.48029737e-16]])" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvectors2 # [v0, v1, …]" ] @@ -3021,7 +4571,18 @@ "cell_type": "code", "execution_count": 136, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "123" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "D = np.array([\n", " [100, 200, 300],\n", @@ -3049,7 +4610,18 @@ "cell_type": "code", "execution_count": 137, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "F_project.trace()" ] diff --git a/tools_matplotlib.ipynb b/tools_matplotlib.ipynb index 65f4f56..a8a815f 100644 --- a/tools_matplotlib.ipynb +++ b/tools_matplotlib.ipynb @@ -67,7 +67,20 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -106,7 +119,20 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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FX9NPLbjryi50UsetT25Rvlh5bsbcpIxdmSI5vLUq7vkk8xn59/9+n3kn5gHQoHwDffeseuXraRlRUZRnePDoAQdvHKSze2cAOv3eif3X9tPZvTN+nn50cuuEo42jximfj+otkwfJacnsurKLwOBA/r74N0ffO0q5YuXo5tENr7Je+Hr4Uq1ENa1jKorynEraltQXdoDhTYZTpXgVAkMCWXluJZZmlgxpPITvO3yvYcq8U8X9CS7du8TEXRPZcGkDMUkx2Fna0dGtIzFJMZQrVo6uNbpqHVFRlHzQwa0DHdw6MLfLXA7fPExgcKB+0ve45Dg6Luuo36uvWaZmkelP/8zDMkKIRUBXIFJKWTtjWSlgJVAduAL0klI+yGgbDfQH0oChUsotzwphCIdlImIjWBeyDtdSrrzk8hLXo6/jPc9bf0L0JZeXsLW01TSjoiiF6+K9i/Rb248jN48A4F7KHV8PXwY3Hkz1EtW1DUcej7kLIVoDccCvmYr7t8B9KeVUIcQooKSU8n9CiFrACqAxUBHYBtSQUqY9bR1aFfeQuyH6blOHbqSfCH2v4XvM65Z+LF0ndUX+bLqiKHl3M+Ym60LWERgSyI7wHRwbeIy65epyMuIkt2Jv0c6lHTYWNoWeK88nVIUQ1YH1mYp7CNBGShkhhKgA7JJSemTstSOl/DrjfluAz6WUB5/2/IVZ3CPjI1kRtAILMwuGbBoCgHcFb7p7dCcyPhIvJ68sX7vql69P08pNSUpNYvGpxdmer1HFRnhX9CYuOY5lZ5Zla29epTl1y9Xl/qP7rDq3Klv7C9VeoKZTTe7E3WFt8Nps7e1d2uNaypUbMTdYf3F9tvbO7p2p6liV8AfhbLmc/UuSr4cvFRwqcPHeRXaE78jW/mqtVyljV4azkWfZd21ftvY+tfvgaOPIyYiTHL55OFu7fz1/bC1tOXLzCCciTmRrH9BwABZmFuy/tp+gyKAsbQLB+z7vA7Dryi6C7wZnabcyt+LdBu8CsPXyVsIehGVpt7e0p1+9fgBsuLiB6zHXs7SXtCnJ67VfB9KvCr4ddztLe1n7svSs2ROAP8/9yb1H97K0V3KoRDePbgAsD1pOTFJMlvbqJarT0a0jAEtOLSExNTFLu3spd9q5tANg/vH5pP1rH8fLyYtW1VqhkzrmHZ/Hv6nXnmG+9qITo6noUJF+9fpl6VgB8Fnzz/i2/bfZshSUgjihWk5KGQGQUeDLZiyvBBzKdL8bGctyCjUQGAhQtWrVXMb47+YcncOk3ZP0t7u4d2F93/Wk6lKx/DL7OC4jm4+kaeWmJKQkMGjDoGztX774Jd4VvXnw6EGO7TM6zKBuubrcjrudY/uCbguo6VSTKw+v5Ni+8tWVuJZyJfhucI7tG/tupKpjVU7dPpVje+2ytangUIHDNw7n2N6scjPK2JVhz9U9DN44OFt7e5f2ONo4svXyVkZtH5WtvWfNntha2rIuZB1T9k7J1u5fzx8LMwtWnVvFrCOzsrSZC3P9G+y307+x6NSiLO0lbEro32ALTizgz/N/ZmmvXLyyvrj/dPQnNoduztJes0xNfXGffmA6+6/vz9LeuFJjfXGfvHeyfjiIx9o5t9MX9/E7x2f7cHl8qTvAyH9GEpUQlaX9zbpv6ov70M1DsxX/QT6D9MU9p7+Neu0Z/mtvVqdZWYr7tAPTCrW4P01u99wfSilLZGp/IKUsKYSYDRyUUi7LWL4Q2CilXP205y/MPfcx28fw9b6vKWFTgoeJD3Er5casjrPo6NaRO/F3st3f3tIeB2sHdFJHZHxktvZiVsUoZlWMNF1atjc3gIOVA/ZW9qTqUrmbcDdbe3Hr4thZ2pGclsz9R/eztTtaO2JraUtSahIPEh9kay9pUxJrC2sSUxP1Ex9kVsq2FFbmVjxKeUR0UnS29tK2pbE0tyQhJSHbnilAGbsyWJhZEJccR1xyXLZ2JzsnzM3MiU2KJT4lPlt7OftyCCGISYohISUhW3v5YuWB9L2hR6mPsrQJhH5o44eJD7MVRzNhRln79P2K+4/uk5yWnKXdXJjjZO8EwL2Ee6ToUrK0W5pZ6scKv5twl1RdapZ2K3MrStmWAiAqPirbnre1uTUlbUsC6d8IdVKXpd3GwoYSNiUAsn1rALC1sMXRxhEppXrtFcHXnk7quJtwl4oOFYmIjaD23NoAyImF1738aXvuSCmf+Y/0E6dnM90OASpk/F4BCMn4fTQwOtP9tgDNnvX83t7esrBsurRJjt42WqakpcglJ5fI6jOqSz5Hjts+rtAyKIpSdN1LuCf/98//pO1kW9lkfhP98ok7J8oSU0sUahbgmHxCXc3tnvs04J78/xOqpaSUI4UQXsBy/v+E6nbAXRroCVVI78e+8MRC2lRvQ02nmoTeD+XBowc0qtRIkzyKohim2KRYZhyawfSD04lNiqVvnb583uZzTScQedqe+zO7ggghVgAHAQ8hxA0hRH9gKtBeCHEJaJ9xGynlOWAVcB7YDAx+VmEvbI9SHvHg0f9/xbQyt2JQo/TRGgG+2vsVjRc0psfKHpyNPKtVTEVRDMzyoOVM2DWBds7tODPoDMt6LjPomaFMbviBMdvHMP3AdJLHJ+fY/u9P5z51+jCpzSSD/iMqipL/ktOSWXBiASVtStKnTh+S05IJuhOEd0XvHO+/8uxKNlzawK89fi20jHnaczc1DtYOjH9hPOHDwvlfi/8REBzA3KNztY6lKEohSdWlsuTUEjx+8mDwxsEEhgQC6d/yn1TYAU7fOc0fZ/8orJjPpIYfeIJStqX4+qWvGdZ0GFbmVgDsCN9BYHAgY1qNURNUK4oR2ha2jY82fUTw3WC8K3gzt8tcOrgWzQk/1J77M5QvVl7fHe74rePMPjobl1kujN42OsfuY4qiFC1SSn032sTURMyEGat7reboe0fp6NaxyIwl82+quP8Hn7X4jAuDL+Dr4cs3+7/BeaYzPx7+UetYiqLk0o7wHTRf1JxJu9IvbOzi3oUzH5yhZ82eRbaoP2Zyh2Xau7SnmFWxXD/evbQ7y19ZzuiWo5mwawKS9BPSqbpUUtJS1OBiilIEHLpxiLE7xrIjfAeVi1fWT78nhMBcmOfqOR2sHPQXRhkCk+stk99kxgQeC08sZPzO8YxrPY4BDQfoj9MrimJYvtr7FWN3jMXJzokxrcbwgc8Hmgz6lR/UZB2ZPEx8SExSDFUd82c8m8df3Wo51cK1lCuDNw5m2oFpTHxhIm/WfVNNs6coBiD4bjB2lnZUdayqn4thaJOhefoWb+hM7pj7t/u/xW1W/vdZb1alGXve3sOmNzZR2rY07wS+w+t/vZ7v61EU5fldeXiFdwLfwWuOF5/v+hyAuuXqMqbVmHwv7L+e/pWeK3vm63PmhdqtzEdCCDq6daSDawfWBq/F0Tp9HsboxGj2X99PJ7dORf4kjaIUBRGxEUzZO4V5x+dhJswY3mQ4o1pmH1kyPwXfDc5xaGStqOJeAIQQ+qFkAeafmM9n/3xG8yrNmfziZF50flHDdIpi/Kbum8ovx3+hf4P+jGs9jsrFK2sdqdCZ3GEZLQxrMoxfuv7C1YdXaftrW1769SUO38g++YCiKLkTnRjNxJ0T2X8tfcz+sa3HEjIkhJ+7/myShR1UcS8UluaWDPQeSOjQUH7o8ANn7pzh892fax1LUYq8hJQEvt3/LS6zXPhizxdsD98OpM+y5VLSReN02jK5wzJd3LtQoVgFTdZtY2HD8KbDGdBwgH5yg/AH4YzbOY4JrSfo+9oqivJsS04tYfT20dyOu00nt076mam0Utq2tEENMKj6uWtszYU1vLX2LR6lPsK/nj8TXphgELOqK4ohStWlIhCYm5kzbf801l9az5S2U2hZtaXW0TShRoXMJDI+kvNR57WOodezZk/ChoUxtPFQlgctp8aPNfh488cYwoeuohgKndSxImgFtWbXYsXZFQCMaDaCXf67TLawP4vJFfcZh2ZQ/+f6WsfIoqx9WX7o+AOhQ0N5p/476XsnGV0mY5NiNU6nKNqRUhIYHEj9n+vTd01fbCxs9Jf4m5uZG1TX4gUnFtD+t/Zax9AzuWPuhqxy8cr80u0X/V77wesH6bCsAyOajWBEsxEUty6ucUJFKVz91vbj96DfcS/lzvKey3m99uuYCcPcJw17EMbuK7u1jqFnmP9LJu7x3kgZuzK87Poyk3ZPwnmmM9/u/zbHWdwVxZjsv7afuOQ4APrU7sOCbgs4P/g8fer0MdjCbojU/5QBcy/tzl+9/uLYe8doXKkx/9v2P3zm+aCTOq2jKUq+OxFxgs6/d6bl4pb8fOxnALrU6EL/hv3VGE25oP7HigDvit5semMT+67t40bMDcyEGTqpY/X51fSo2UO98JUi7ULUBSbsmsBf5/+ipE1JprabyiCfQVrHKvLyVBWEEB8DAwAJBAHvAHbASqA6cAXoJaV8kKeU+ahnzZ7UKF1D6xi5krlXwObQzfT6qxc1StdgUptJ9PLqpb6yKkXSsM3DOHjjIBNaT2BEsxE42jhqHSlXKjpUpH75+lrH0Mt1P3chRCVgH1BLSvlICLEK2AjUAu5LKacKIUYBJaWU/3vac5lyP/fcklKyLmQd43aO42zkWeqWq8vkFyfTtUZXg+pBoCj/djPmJl/t/YrRrUZTuXhlLt+/jKONI2XsymgdrcgpyH7uFoCtEMKC9D32W4AvsDSjfSngl8d15Kvr0dc5cvOI1jHyTAiBr6cvpz84zfKey0lISWDE1hGk6lK1jqYoOYqKj+KTLZ/gOsuV+Sfms/fqXgBcS7mqwl4Acl3cpZQ3genANSACiJZSbgXKSSkjMu4TAZTN6fFCiIFCiGNCiGNRUVG5jfGfzT02l5aLjOeiBzNhRp86fTj/4Xk2v7EZS3NLElISeO3P1zhw/YDW8RQFKSWTdk3CZZYLMw7PoE+dPoQMCaFPnT5aR8tXs4/MpumCplrH0Mt1cRdClCR9L90ZqAjYCyHefN7HSynnSSl9pJQ+Tk5OuY2hZLA0t8S1lCuQfoJqz9U9tFjUgi7Lu3Ay4qTG6RRTlJSaBKR/y7wafZVObp049+E5Fvsuxrmks8bp8t/N2JuciDihdQy9vByWeQkIl1JGSSlTgDVAc+COEKICQMbPyLzHVP4L74rehA0N4+t2X3Pw+kEazmvIa3++pvrIK4UiMTWRGYdmUG1GNY7dSj+XNr/bfFa9tgrPMp4apzMdeSnu14CmQgg7kX4Grx1wAVgH+Gfcxx8IzFtEJTfsrewZ1XIUYcPCGN96PImpidha2AIQkxSjcTrFGKWkpTDv+Dzcf3Tn4y0fU8upln6ieHMzc43TmZ5cd4WUUh4WQvwFnABSgZPAPKAYsEoI0Z/0D4DX8iOokjslbErwxYtfIKVECMGt2FvUnF2TvrX7Mq71OCoVr6R1RMUI6KSOpgubciLiBE0rN2Wp31LaOrfVOpZJy1M/dynlRGDivxYnkb4Xb5B61+5NwwoNtY5R6B53j7Qws+CNOm8w/8R8lpxewoc+HzKq5Sic7NV5D+W/kVLyT9g/tHdpj5kwY5DPIMoXK08X9y4m2R23eonqtKrWSusYemo8dxMV/iCcSbsn8duZ33CwciB8WDglbUtqHUspAqSUbLm8hXE7xnE84jjr+6ynS40uWscySWo890xC74eyPWy71jE051zSmSV+Szg76CxftftKX9jXXlhLfHK8xukUQ7X36l5eWPICnX7vxL1H91jsu5gObh20jqXkwOSK+6KTi+j0eyetYxiMmk41+bDRh0D6kKWvrHoF11muzDo8S9+VTVEg/YRpv7X9CL0fyuzOswkZEsLb9d9WYxtl+P7g99SeU1vrGHomV9yVJ3Mp6cL+d/dTy6kWwzYPw/1HdxacWEBKWorW0RSNnIs8x3vr3iMxNRFLc0v+7vM3oUND+bDRh/qeMEq6uwl3uXjvotYx9FRxV7JoVqUZO/x3sK3fNio6VGT45uE8SDSYcd+UQhJ6P5Q317xJnbl1WHluJadunwKgTrk62FnaaRtOeS7q+5SSo3Yu7Wjr3JZL9y9R1r4sUkreXfcu3Wt0x8/TzyR7Q5iCRymPGLZ5GItOLsLK3IrPmn/GyBYjKW1XWutoyn+k9tyVJxJC6IdHvhN/hwPXD9BzVU8aL2jMltAtahJvI/L4/IqNhQ0h90IY5DOIy0Mv8037b1RhL6JMrrj71/NnXZ91WscocsoXK8+5D8+xqPsiouKj6Ph7R15Y8gLXo69rHU3JgwePHjBm+xiqzqhKZHwkQgh2vLWDHzv/SAWHClrHK1I8SnvQ2b2z1jH0VD935T9LSk1iwYkF/HrmV3a/vRsbCxtikmLUBN5FSGxSLDMPz2T6gelEJ0XTu3Zvprefrq5YLmKe1s/d5Ir7uchzXLp/CT9Pv0JZnzF7PKRBUmoSHj950LBCQ7588Uu8ynppHU15ioeJD/H4yYPI+Ei6e3Tnyxe/pG65ulrHUnJBXcSUye9Bv9Prz15axzAKj0+q6qSOd+q/w7awbdSZW4c317xJ6P1QjdMpmSWnJbMtbBuQPt7Qx00/5lD/QwT2DlSFPZ9M3TeV6jOqax1Dz+SKu5L/bC1tmdhmIuHDwvms+WesubAGz5889d3nFO2k6dL49fSveP7kycu/vaz/0B3VchRNKjfROJ1xiUmK4VbsLa1j6KniruSb0nal+ab9N1weepnJbSdTr1w9ALaEbiEyXg3rX5h0Usdf5/+iztw6+Af4U9K2JBv6bsC1pKvW0ZRCovq5K/mugkMFRrUcBaT3m+6zug/JackMazKMT5t/qgYoKwSR8ZH0W9sP5xLO/PXaX/Ss2VNdm2Bi1J67UqBsLW05NOAQ3Ty68dW+r3CZ5cKUPVOIS47TOprR2XVlF8M3D0dKSfli5dn/7n6CBgXxSq1XVGE3QSZX3Ad6D2Sn/06tY5iUGqVrsOKVFZz+4DStq7Vm3M5xhNwN0TqW0Thy8wjtf2vPi0tf5M/zfxIRFwFAwwoN1QxIhahuubr08jKczhom1xVS0d6le5dwL+0OwJjtY6jmWI13G7yLpbmlxsmKlojYCD7Y8AHrQtZRxq4Mo1uOZpDPIGwtbbWOphQS1RUykxMRJ1h2ZpnWMUza48Keqktl//X9fLDhAzxne/Lb6d9I06VpnM7wPR4qoLh1cULuhvDli18SNjSMEc1GqMKu6Jlccf/r/F+8G/iu1jEU0qf82+W/iw19N1DcujhvBbxFnbl1OHZLfYvLydWHV+kf2J96P9cjJS0Feyt7zg8+z7jW43CwdtA6nsmbtGsSpb81nHF4TK64K4ZFCEFn984cH3icVa+uwtrCmvLFygMQnRitBicDbsfd5qONH+H+ozvLgpbR0a0jSWnpe+9mQr2FDUVSWhKxSbFax9DLU1dIIUQJYAFQG5DAu0AIsBKoDlwBekkp1YDgylOZCTNe83qNV2u9qu/Z0XNVT5JSk5jcdjJtqrfRNqBGztw5Q9MFTUlOS+bdBu8yvvV4qjhW0TqWUgTk9WN/JrBZSukJ1AMuAKOA7VJKd2B7xm1FeS6PC7uUktdqvUb4w3BeXPoi7X9rz5GbRzROVzhikmLYe3UvALXL1mZYk2EEDwlmXrd5qrArzy3XxV0IURxoDSwEkFImSykfAr7A0oy7LQX88hZRMUVCCD7w+YDQj0L57uXvOHX7FE0WNGHVuVVaRyswCSkJTNs/DZeZLvj+4UtCSgJmwoyvX/oat1JuWsdTipi87Lm7AFHAYiHESSHEAiGEPVBOShkBkPGzbE4PFkIMFEIcE0Ici4qKykOM/+ajxh9xbKA6YVdU2FraMqLZCMKGhjG13VT9eNkHrh/g0r1LGqfLH8lpycw+Mhu3WW6M3DYSn4o+bO23VU1nV8T4VPTh3QaG01kj1/3chRA+wCGghZTysBBiJhADfCSlLJHpfg+klE+93lz1c1f+CyklPvN9OH37NG/Xf5sJL0ygqmNVrWPl2qEbh2i2sBmtqrZiStsptKrWSutIShFRUP3cbwA3pJSHM27/BTQE7gghKmSsuAJgUCNGHbpxiJ+P/ax1DCUPhBBs7LuRIY2H8NuZ33D/0Z2hm4ZyO+621tGei07qWHVuFV/t/QqAppWbcvS9o+x+e7cq7Eq+yXVxl1LeBq4LITwyFrUDzgPrAP+MZf5AYJ4S5rN1IesYummo1jGUPCpXrBwzOs4g9KNQ/Ov5M+foHP145YZKSsnfIX/T8JeGvP7X6/x5/k9S0lKA9K/0avyXom3M9jFYfWmldQy9vI4K+RHwuxDCCggD3iH9A2OVEKI/cA14LY/rUJQnquJYhXnd5jGq5SiqOVYDYM7ROdxNuMvwpsMNZuq/oDtBDFw/kEM3DuFa0pVlPZbRu3ZvNfaLUmDyVNyllKeAnI73tMvL8yrKf+VS0kX/+4mIEyw8uZBZh2cxquUoBjcarNll+YmpidhY2FDMqhiR8ZHM6zqPt+u/rcbRUQqcurxNMToLui/gyIAjeFf05rN/PsN1liuBwYV7dPDU7VN0Xd6VHit7AOBc0plLH13iPe/3VGFXCoUq7opRalSpEVve3MLut3fjWspVP0FIXHIcqbrUAltv8N1gev3Ziwa/NGD/9f20rtoandQBaqgApXCZ3ExMnzb/lAENB2gdQykkrau1Zs/be/QnK0dtG8W2sG188eIXvFrr1XwtuGsvrOXVP1/FztKOca3G8UnzTyhhUyLfnl8xbC2qtCClSYrWMfTUeO6KSVkXso4x28dwLuoc9crVY3LbyXRx75Lrniq3Ym9xJ+4ODSo0IDoxmqn7pjKi2Qic7J3yObmiZKfGc89k95XdTNs/TesYika6e3Tn9AenWdZjGbHJsXRb0Y1Juyf95+e5m3CXT7d+iussV/qv64+UEkcbR75+6WtV2E1UUmqSQU0faXLFfcvlLYzdMVbrGIqGzM3MeaPuGwQPDmZe13m8WfdNIP14+aEbh5762OjEaCbunIjzTGd+OPQDvbx68Vevv1QfdYVJuydR6ptSWsfQM7niriiPWZpb8p73e/pBuabsnUKzhc3otqIbp2+fzvExay6s4Ys9X9DRrSNnB51lqd/SLN0wFcVQmNwJVUV5krld5lKrTC2+PfAt9X+pTy+vXoxtNZbdV3bjYO3A2/Xfpl+9fjSs0JB65etpHVdRnkrtuStKhmJWxRjdajThw8IZ1WIUq86tot7P9Ri6eSibQjcB6VMDqsKuFAWquCvKvxy9eZTVF1YD4FHag61vbsW/nj+DNwzmVuwtjdMpyvMxueI+ptUYboy4oXUMxcBIKUlMTdTftrGwIbB3IBcGX6C9a3vORp5l3ol5uM5y5bOtn3E34a6GaRVD1Na5LeNaj9M6hp7q566YNCkl/4T9w7gd42hVtRXfdfgOKSUSme0Cp8v3LzNp9ySWnVlGMatiTGk7hY+afKRRckVR/dyz2Hp5KxN3TtQ6hmIA9l3bR5ulbeiwrAN34u9Qv3x9IH28+JyuXHUt5cqvPX7l7Idnedn1ZawtrIH0mZTik+MLMbliiGKSYoiIjdA6hp7JFfddV3bx9b6vtY6haOzrvV/TanErLt67yI+dfuTikIv0q9fvuR5by6kWf/X6i/cavgfA/OPzcZ3lyo+HfyQpNakgYysGbOq+qVSbUU3rGHqqK6RiMs5FnsPGwgbXUq74efphbmbOkMZDcj1X6eMLl7wreuNZxpOhm4cy/eB0JrSegH99fyzM1NtL0Y7J7bkrpufy/cv0W9uPOnPrMHFX+iG5mk41GdliZL5MQt20clN2+u9k65tbKWdfjgF/D6Dv6r55fl5FyQu1a6EYrRsxN5i8ZzILTy7E0syST5t/ysgWIwtkXUII2ru25yWXl1gXso5StumXod9LuMf+6/vpVqObGqJAKVSquCtGa+ahmSw6uYj3vd9nbKuxVHCoUODrFELg6+mrvz3v+DzG7BhD40qNmdJ2Cu2c26kirxQKk+sKmZKWQqouVbNp15SC8zDxIdMPTKetc1vaOrflXsI9YpNjqV6iumaZUnWpLD21lC/2fMG16Gu8UO0FprSdQouqLTTLpBSMvVf3cvTWUUY0G1Fo63xaV0iTK+6K8YlLjmPW4VlMOzCNh4kPmfjCRD5v87nWsbJISk1i/on5TN4zmWZVmrH29bVaR1KMQIH2cxdCmAshTgoh1mfcLiWE+EcIcSnjZ8m8riM/rb+4nhFbCu+TVSlYi08uxmWmC2N3jKVl1ZacfP+kwRV2AGsLa4Y0HkLYsDDmdJ4DQMjdEHr92YvzUec1Tqfkh7sJd7l075LWMfTyo7fMMOBCptujgO1SSndge8Ztg3Hg+gF+OvKT1jGUPHh8aA0gNjmWuuXqcrD/Qf7u87f+QiRDZWdppz/2fzbyLJtCN1Fnbh38A/wJexCmcTolL74/+D1ec7y0jqGXp+IuhKgMdAEWZFrsCyzN+H0p4JeXdSjKY2m6NJadWUbN2TVZcmoJAEMaD2HbW9toWrmptuFy4ZVarxA+LJwRTUew6twqPH7yYPjm4VrHUoxEXvfcZwAjAV2mZeWklBEAGT/L5vRAIcRAIcQxIcSxqKioPMZQjJmUkjUX1lD357r0W9sPB2sHnEs4A+TrBNdaKGNXhmkvT+Py0MsMbDgQK3MrfduDRw80TKYUdbl+ZwghugKRUsrjuXm8lHKelNJHSunj5KTmnFSe7K2At3hl1SvopI5Vr67i+MDjtHNpp3WsfFXRoSKzu8zm2/bfArAjfAdVfqjCuB3jeJj4UNtwSpGUl92eFkB3IcQV4A+grRBiGXBHCFEBIONnZJ5T5iMzYYa5mbnWMZRn2HN1j76ovVX3LRb7LiZoUBCveb1W5PfWn0dVx6p0qdGFKXun4DzTma/2fmVQky8rhi9fukIKIdoAn0opuwohpgH3pJRThRCjgFJSyqdeFqi6QiqPHb15lLE7xvJP2D9MaTuFMa3GaB1JU6dun2L8zvGsv7geLycvggYFqYugDNSRm0c4ffs073m/V2jrfFpXyIK4QnUqsEoI0R+4BrxWAOtQjMzZyLOM3zmegOAAStuWZnr76XzY6EOtY2mufvn6/N3nbw5eP0hEXARCCFJ1qaw8u5JeXr2wNLfUOqKSoXGlxjSu1FjrGHomdxHT6vOr2Ry6mfnd5xfK+pTn02V5F/Zd28enzT5leNPhOFg7aB3JYAUGB+K30g/Xkq5MajOJ3rV7q0ONBuBmzE0i4yNpUKFBoa1TTdaRyfGI4yw9vfTZd1QK1LXoa7z/9/v6vt1zOs8hfFg4418Yrwr7M3T36M7fff6mmFUx3lz7JvV+rsfaC2sxhB01Uzb76GyaLGiidQw9kyvuirbuxN1h2KZhuP/ozpLTSzh4/SAA1UpU04+kqDydEIKuNbpy4v0TrHx1Jam6VMbuGItO6p79YMVkqOKuFJqJOyfiMsuF2Udn069uPy59dIk36r6hdawiy0yY0curF2c/PMumNzZhbmZOTFIMvn/4svfqXq3jKRpTxV0pUI9SHul/j0qIwtfDlwuDL7Cg+wKqOlbVMJnxsDCzoFqJ9OndQu6GcPTmUVovaU3HZR05dkv1QjNVJlfcbSxsKGFTQusYRu9RyiO+O/AdVWdU5cD1AwD81Pknlr+yHPfS7hqnM16NKjUidGgo09pP49itYzSa34ieK3tm+ZBVTIPJFfcJL0wg8jODuq7KqCSnJTP36FzcfnTj038+pWGFhjhYpZ8gNYWLjwyBnaUdnzb/lLBhYUxqMwlzM3P9/AVqSIOC08urF0v9DKezhsl1hVQKjpSSRvMbcTziOC2qtGBK2ym8UP0FrWMpGa4+vEqtObXoW7svE16YQBXHKlpHUvJIdYXMZEXQCvqs7qN1DKOhkzrWX1yPTuoQQjCsyTA29t3I3nf2qsJuYOws7ejfoD+/nvkVtx/dGLZpGHfi7mgdy2iEPwhnz9U9WsfQM7niHhQZxOrzq7WOUeRJKdlwcQPe87zptqIb60LWAdCvXj86uXdSl8gbICd7J2Z1msXFIRfpV7cfs4/OxuMnD6ITo7WOZhTmn5jPS7++pHUMPZMr7kre7QzfSYtFLei6oisxSTH81uM3utXopnUs5TlVK1GNBd0XcH7web57+TscbRwB+OPsH8QmxWqcTskvBTG2jGLEUnWpDFw/kEcpj/il6y+8U/8dNb5JEVWjdA1qlK4BwMV7F+mzug9l7MowuuVoBvkMUpPIF3Fqz115ptO3T+Mf4E98cjwWZhb83edvQoeGMtB7oCrsRqJG6RocHnCYBuUb8MnWT3D70Y2fj/1Mclqy1tGUXDK54u5o7ah6CTynkLsh9P6rN/V/qU9gcCBn7pwBwLOMJzYWNhqnU/Jb40qN2dpvK7v8d+Fcwpn/bfufGkO+CFNdIZVsElMT+XDDhyw9vRRbC1uGNRnGp80/paRtSa2jKYVESsmVh1dwLumMTurou7ovr9Z6lZ41e6rrFZ7gQtQFQu+H0s2j8M4/FfZ47koR9SjlEbaWtlibW3Mz9iZDGw9ldKvRlLXPcRpcxYgJIXAumT5P7e2425y5c4aV51bSoHwDJredTCc31SPq32o61aSmU02tY+iZ3EfwklNL6LZC9ezI7F7CPUb+M5LKP1TmVuwthBBsemMTP3T8QRV2hYoOFQkaFMSvfr8SnRRNl+VdaLm4JTdibmgdzaAE3w1mw8UNWsfQM7nifvHeRbaEbtE6hkGISYrh812f4zzTmekHptPZvbN+THD11VvJzNzMnH71+hE8OJifu/yMuTDXf/Dff3Rf43SG4dfTv9JjZQ+tY+ipwzImKiYpBrdZbkQlRNGzZk++aPMFXmW9tI6lGDhLc0ve93mf933eByAhJYE6c+vgXcGbyW0nU7dcXY0TKo+p3TMTkpSaxMZLGwEobl2c0S1Hc+y9Y6zutVoVdiXXPvT5kD1X91Dv53r0/qs3IXdDtI6koIq7SUjVpbLo5CJq/FSDLsu7EHw3GICPm32Md0VvjdMpRZmdpR1jW48lfFg4Y1qOYf3F9dSaU4ugO0FaRzN5uS7uQogqQoidQogLQohzQohhGctLCSH+EUJcyvhpUP3nnOycDOqMdkHSSR1/nP0Drzle9F/Xn3L25djy5hY8SntoHU0xMiVtSzKl3RTChoUxvf10apetDcDfIX9zO+62xulMU677uQshKgAVpJQnhBAOwHHAD3gbuC+lnCqEGAWUlFL+72nPpfq5F4y7CXepPqM6ziWdmfziZLp7dFfd15RCE58cT6XvK5GclsxHjT9iZIuRlLYrrXWsAnP5/mWux1ynTfU2hbbOp/Vzz7eLmIQQgcBPGf/aSCkjMj4Adkkpn7qrqIp7/tketp0/z//J3C5zEUIQdCcIr7JeqveLoonL9y/z+e7P+f3M7zhYOzCi6Qg+bvYxxa2Lax3NKBT4eO5CiOpAA+AwUE5KGQGQ8TPHjtJCiIFCiGNCiGNRUVH5EeO5/HLsF9osaVNo6yssB64foO3Strz020tsvLSRm7E3AahTro4q7IpmXEu58luP3wgaFMRLLi/xxZ4vuPrwqtaxCsTp26dZeXal1jH08vyuF0IUA1YDw6WUMc/7OCnlPCmlj5TSx8nJKa8xntvV6Kv6OT2NQURsBF2Wd6HFohacizrHzI4zufjRRSoXr6x1NEXR8yrrxepeqwn9KJQ65eoA8PHmj5l9ZLbRDE628txK+q3tp3UMvTwVdyGEJemF/Xcp5ZqMxXcyDsc8Pi6vJiwtAAkpCUD6iawbMTf4ut3XhA0NY2iToWpQL8VgPR7SIDktmZO3TzJk0xBq/FiDxScXk6pL1TidcclLbxkBLAQuSCm/z9S0DvDP+N0fCMx9POXfwh6E4R/gT525dUhKTcLGwoZT759iVMtR2FvZax1PUZ6LlbkVO/13svmNzZSxK8O7696l9pzaHL91XOtoRiMve+4tgH5AWyHEqYx/nYGpQHshxCWgfcZtJY9uxtxk0PpBePzkwapzq+jh2UP/dVb1gFGKIiEEHdw6cPS9o6zptQZHG0cqFa8EpA9pYAgj1hZluR5+QEq5D3hSVWmX2+ctaJWLV6ZRpUZax/hPzkWew2e+D6m6VN5r+B5jW43VvwkUpagTQtCjZg961Ewfl0VKSbcV3UjTpTGl7RTauRhsOTFoajx3A/Uw8SEnIk7Q1rktUkom7Z6Efz1//TFLRTFWOqlj0clFTNo9iRsxN3ix+otMbjuZ5lWaax3tqW7E3OBO3J1Cveq7UPq554Uq7v8vPjmeWYdnMe3ANNJkGjdH3KSYVTGtYylKoUtMTeSXY7/w1b6viIyP5M/X/uTVWq9qHcugFHg/96Jk1uFZeM8zvPFUElMTmXloJi6zXBizYwzNqzRnl/8uVdgVk2VjYcOwpsMIGxrG9y9/Txf3LgDsvrJbPz6SITl68ygLTyzUOoaeyRX323G3DXJQo3OR5xi+ZTheTl4cePcA6/uup0GFBlrHUhTN2VvZ83Gzj7G1tEVKydDNQ/Ga48XbAW8T/iBc63h6a4PXMmjDIK1j6JlccTcUOqljedByJuycAIB3RW9Of3CaHf47aFalmcbpFMUwCSHY1m8bHzf9mJXnVuLxkwcfbviQW7G3tI5mcFRxL2RSSgKCA6j3cz3eWPMG6y+u13dpVBMdKMqzOdk7Mf3l6YR+FMqAhgOYf2I++6/t1zqWwVHFvRAF3QmiyYIm9FiZ3kf9j1f+4NjAY1iZW2kdTVGKnErFKzGnyxxCPwrllVqvAPD9we+ZsHMC0YnRGqfTnskVd9eSrrR1bluo68w8VEBMUgyLui/i3IfneL3262pQL0XJo2olqunfRxeiLvDlni9xnunM1H1TiU+O1ziddlRXyAJ07NYxxu0YR3JaMjv8dwDph2XUFaWKUnBORpxk3M5xbLy0kXL25fil6y/4evoW+Hqj4qO4/+g+HmUKbzIc1RWykJ2LPEfPlT1pNL8RR28dpZNbJ9J0aYAaKkBRClqDCg3Y0HcD+97ZR02nmpQvVh6A6MRoUtJSCmy9TvZOhVrYn8Xkivu0/dPw+Kng/gCBwYHUmVuHbWHb+PyFzwkfFs5nLT7D3My8wNapKEp2Laq2YKf/TppUbgLAJ1s/odacWiwPWo5O6vJ9ffuu7WPGoRn5/ry5ZXLF/UHig3zvG3s9+jpHbh4BoJ1LO8a1Hkf4sHAmtpmoZpxRFAPh5+mHnaUdb6x5g3o/1yMgOCBfByfbeGkjI/8ZmW/Pl1cmV9zzU2R8JB9v/hj3H90ZsG4AUkqKWRXjixe/MOq5IhWlKOpaoysn3z/JildWkJyWTI+VPfhyz5daxyowuR4V0pQ9ePSA6QemM/PwTBJTE/Gv58+EFyao4+mKYuDMhBm9a/fm1Vqv8tvp3/Q954LuBBGdFE3Lqi01Tph/1J57Lmy8tJGv9n1FN49unB98noW+C6lWoprWsRRFeU4WZha80+Ad/fv2q31f0WpxKzr/3pkTESc0Tpc/TG7PvZZTrf/cLSoxNZG5R+diZ2nH+z7v07t2b+qXr49XWa8CSqkoSmFa2H0hDcs3ZOr+qXjP8+aVmq/wxYtfUMupltbRck31c3+KlLQUFp1cxJd7vuRm7E1e93qdP179Q+tYiqIUkJikGH44+APfHfyOT5t/yoQXJjz3Y6MTo4lLjivUiXTUeO65sPXyVgZtGETYgzCaV2nOlLZTaFO9jdaxFEUpBPcS7mFtYU0xq2IEBAew6dImxr8wnsrFK2sdLQt1EVMmU/ZModL3OX+y6qROP1SAjYUNxa2L6y+GUIVdUUxHabvS+rkULt67yOJTi3Gb5cbHmz8mMj4yx8dsD9vOl7sNp/eNyRX3+JR4ouKjsiyTUrLx0kZ85vno+6m2rtaaEwNP0Nm9s+oFoygmbGSLkVz86CJ96/Rl1pFZuMx0YdbhWdnutz18u0F1rSyw4i6E6CiECBFChAohRhXUevJq15VdtFrcii7Lu/Aw8WGWeRpVUVcUBaB6ieos8l3E+Q/P07VGVxytHYH0zhZxyXEap8tZgfSWEUKYA7OB9sAN4KgQYp2U8nxBrC+3vtn3DaO2j6KiQ0XmdpnLuw3eVcPvKoryRB5lPLJ0qphzdA5T901ldMvRJKYmapgsu4LqCtkYCJVShgEIIf4AfAHNi3uaLo0UXQrfH/yeq9FXqeRQiUE+g3C0dtQX9l9P/8rdhLtZHlfNsZp+zOgFJxYQkxSTpd2tlBvdPboD6X/wf/+haznVoqNbRwBmHJqRbWyL+uXr09a5LWm6NGYenpktd+NKjWlZtSWPUh4x99jcbO0tqrSgSeUmRCdGs/Bk9nkcX6z+Ig0qNCAqPorfzvyWrb2Dawe8ynpxK/YWf5zN3iOoW41uuJd258rDK6y5sCZbe8+aPaleojqX7l3i74t/Z2vvXbs3FR0qci7yHFsub8nW3q9uP5zsnTgZcZKdV3Zma+/foD+ONo4cvnGY/dezT8wwyGcQtpa27Lu2Tz8URGbDmgzD3MycHeE7OHX7VJY2M2HG8KbDAdgcupnzUVlfpjYWNnzY6EMA1oWsI/R+aJb24tbFGdBwAACrz6/mavTVLO1l7MrwVr23AFgRtIKIuIgs7RWKVaBPnT6Aeu0Vtdfe0VtHqVG6BiO2jsj2OK0VVHGvBFzPdPsG0CTzHYQQA4GBAFWrVi2gGNk9HrXtk62f6JeN2zmOZpWb6d9g0w5M42zk2SyPa+/SXv8Gm7xncrY3cM+aPfVvsPE7x3P/0f0s7f71/PVvsJH/jCRFl3V0uiGNhqS/wWRalmyPjW45mpZVW5KQkpBj+5S2U2hSuQkPEh/k2D6r4ywaVGjA7bjbObaX8i2FV1kvrjy8kmN7NcdquJd25+K9izm21y5bm+olqnPmzpkc25tWbkpFh4ocvXU0x/b2Lu1xsndi37V9Obb3rNkTRxtHtodvZ+yOsdna/ev5Y2tpy8ZLG/l639fZ2oc0HoI55qy9sJafjv6Upc3SzFJf3P84+wdLTy/N0l7KtpS+uC89vTRbganmWE1f3H85/gv/hP2Tpb122dr64v7jkR85eONglnb12ivar727n93lzJ0ztP21rUHNz1AgXSGFEK8BHaSUAzJu9wMaSyk/yun+hd0VMj45njSZlmWZuTDH3soegLjkuGx7N5nbY5NikWT9f7Mws8DO0u6J7ZZmltha2gJk2/PK3C6lJDY5Nlu7lbkVNhY26KQux2N81ubWWFtYP7HdxsIGK3Mr0nRpxKdkn8DgcXuqLlXfYygzWwtbLM0tn9huZ2mHhZkFKWkpPEp99MT25LTkHL++2lvaY25m/sT2YlbFMBNmJKUmkZSW9MT2xNRE/bSFmTlYOSCE4FHKo2zFDdAP8JZTu0DgYO0ApE+8kqpLfWJ7Tq8tM2Gm73mhXnvG/dozF+ZYmltmu09BKfR+7kKIZsDnUsoOGbdHA0gps+9SYZj93BVFUQydFv3cjwLuQghnIYQV0BtYV0DrUhRFUf6lQI65SylThRBDgC2AObBISnmuINalKIqiZFdgA4dJKTcCGwvq+RVFUZQnM5xTu4qiKEq+UcVdURTFCKniriiKYoRUcVcURTFCqrgriqIYIVXcFUVRjJAq7oqiKEZIFXdFURQjpIq7oiiKETKICbKFEFHA1WfeMf+UAe4+815Fl9q+os2Yt8+Ytw0Kf/uqSSmdcmowiOJe2IQQx540kpoxUNtXtBnz9hnztoFhbZ86LKMoimKEVHFXFEUxQqZa3OdpHaCAqe0r2ox5+4x528CAts8kj7kriqIYO1Pdc1cURTFqqrgriqIYIZMr7kKIjkKIECFEqBBilNZ58kIIUUUIsVMIcUEIcU4IMSxjeSkhxD9CiEsZP0tqnTUvhBDmQoiTQoj1GbeNZvuEECWEEH8JIYIz/o7NjGz7Ps54bZ4VQqwQQtgU5e0TQiwSQkQKIc5mWvbE7RFCjM6oNSFCiA6FmdWkirsQwhyYDXQCagF9hBC1tE2VJ6nAJ1LKmkBTYHDG9owCtksp3YHtGbeLsmHAhUy3jWn7ZgKbpZSeQD3St9Motk8IUQkYCvhIKWuTPp9yb4r29i0BOv5rWY7bk/Fe7A14ZTxmTkYNKhQmVdyBxkColDJMSpkM/AH4apwp16SUEVLKExm/x5JeGCqRvk1LM+62FPDTJGA+EEJUBroACzItNortE0IUB1oDCwGklMlSyocYyfZlsABshRAWgB1wiyK8fVLKPcD9fy1+0vb4An9IKZOklOFAKOk1qFCYWnGvBFzPdPtGxrIiTwhRHWgAHAbKSSkjIP0DACirYbS8mgGMBHSZlhnL9rkAUcDijMNOC4QQ9hjJ9kkpbwLTgWtABBAtpdyKkWxfJk/aHk3rjakVd5HDsiLfF1QIUQxYDQyXUsZonSe/CCG6ApFSyuNaZykgFkBDYK6UsgEQT9E6RPFUGceefQFnoCJgL4R4U9tUhUrTemNqxf0GUCXT7cqkf00ssoQQlqQX9t+llGsyFt8RQlTIaK8ARGqVL49aAN2FEFdIP4TWVgixDOPZvhvADSnl4Yzbf5Fe7I1l+14CwqWUUVLKFGAN0Bzj2b7HnrQ9mtYbUyvuRwF3IYSzEMKK9JMd6zTOlGtCCEH68doLUsrvMzWtA/wzfvcHAgs7W36QUo6WUlaWUlYn/W+1Q0r5JsazfbeB60IIj4xF7YDzGMn2kX44pqkQwi7jtdqO9PNCxrJ9jz1pe9YBvYUQ1kIIZ8AdOFJoqaSUJvUP6AxcBC4DY7XOk8dtaUn617wzwKmMf52B0qSftb+U8bOU1lnzYVvbAOszfjea7QPqA8cy/oYBQEkj275JQDBwFvgNsC7K2wesIP38QQrpe+b9n7Y9wNiMWhMCdCrMrGr4AUVRFCNkaodlFEVRTIIq7oqiKEZIFXdFURQjpIq7oiiKEVLFXVEUxQip4q4oimKEVHFXFEUxQv8HjyKbBvNMtUUAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot([0, 100, 100, 0, 0], [0, 0, 100, 100, 0], \"r-\",\n", " [0, 100, 50, 0, 100], [0, 100, 130, 100, 0], \"g--\")\n", @@ -252,7 +356,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot([0, 100, 100, 0, 0], [0, 0, 100, 100, 0], \"r-\")\n", "plt.plot([0, 100, 50, 0, 100], [0, 100, 130, 100, 0], \"g--\")\n", @@ -272,7 +389,20 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+qvfZk7eHKcOmcNPpN3Eg/wAJcQkkJiRWfSBwBcnZZ8Mzz8DNN9do3LFM49hjUVISPPssdO3qtnftgvnz4bLLNIJGgir3QC5dXuzCnrw9NElqwrCuw0hNSWVApwEAR3d+VuTwYVi9Gk4/3RUk118PPXqQnQ3XXQdvv60285qixB5N4uPhhhtKt19+2bW/r1rlRhWIVMPhwsPMXDsTT4aHenXqMf4X42lZvyV3nXUX57U9jwGdBlA3vhpTX9x4o7uz+scf3Yiv558HYMwdMHeu2sxrkppioll+PnzxhavYwSX67t2hb9/wxiVR4bP1nzFxyUQ+WP0B+/L30Sy5GTecdgPPD36+egcsKID//tc1FTZqBIsWuRFdZeZ2yc52xfvhw665ff16Ve3+8LUpRj1w0axu3dKknp8PTz4JEyeGNyaJWAcLDvJe5nsUFBUAMGv9LGauncm13a/lk+s/Ief+nOondYAVK9xQ3TffdNu9ex+V1OHoES8an15zVLHHkoMH3aNFC7e4x/XXw/jx0LNnuCOTMDlYcJCP13yMJ8PDRz98xIGCA8y8YSaXdr6UvXl7SU5Ipk58APOwPPWUq9T/9Ce3vWCBmxajnD6fstV6CVXt/lHnaW1Ur17p0LGtW91PUMlPzE8/uT+PNdFYrbFq+yp6j+/NwYKDtKzXkht63EBqSir9OvQDoFFio+odeOtWaNXKPV+xwv21WLKg+1lnVfhtGp8eOkrssapvX1i6tLRyuu8+d5PT+vWuE1ZiyoH8A3y05iM8GR66NOvC/13yf3Rp1oXRfUYzpMsQLmx/IQlxQfhxnzABRo92C8e0a+duCU1I8Gmki8anh44Seywr++fwww+7H8aSpP7Xv8LQoXDGGeGJTYJi+urpTFk6hRlrZnCo8BCt6reie8vuAMTHxfPMpc8EdoKCAkhLg9NOg1NPhYED3UisBg3c6wkuhYwZU/VIFy2KETpqY6+NsrIgJcXd1n3vvW7isUOH3IpOEtH25e1j9vrZDOs6DGMMN0+7mZnrZjK823BSU1Lp264v8XFB+IusZB6X3buhbVs3Kd0z5f+S0EiX0FEbu1Ts+ONdm3tJ9f7xx/CrX7mSSx2tEWdv3l4+WP0BngwPn6z9hLyiPJaMWsLprU9n7KCxNKzbMDjJvMRtt8HGjW59gCZNXIdoJfdJlDfSRW3m4aXhjrVVw4alHa2dO7sf5lNPddtvvOGGThYVhS8+AWDuprkc9/Rx3DD1BtKz0hnVexRf3/I1p7U6DYAmSU0CT+oZGW5US0l2PussuOgi1yEKbl6XCuYmqmgmxpycwEKSAFlrQ/7o3bu3lQj2P/9j7Zlnlm4vX25tfn744qkldh3aZacsmWKveOMK++y3z1prrd2ft9/e98l99ptN39gib1HwTrZ9u7UHD7rn//mPtUlJ1mZmHrNbVpa1F15obXZ2+YcZPdraunWtdb8F3KNuXWvvuCN4oUopIN36kGNVscuxxo+HL790z/PzXfVWduEPVfJB9fqy17nijSs47unj+PW0X7Ns67IjI1jq163PPy77B+e1PY84E6Qf13XrXHPc22+77REjXOldMgdRGWU7RcujkS6RSYldylfSTBMfD1OmuMW3wY1hbt0apk0LW2jRbuehnXz4w4dHtv+z7D+s2LaCe86+h+9u+44N927gnrPvCd4JvV63xu6jj7rtTp3gj3+Ec89120lJri39Z0qaWbzeiptXFi8uW6uXPjQCJrzUeSqVi48/euHtQ4fc9sknu+35891oiWeecWu3Srl2HNzBtFXT8GR4+OzHzyjyFrHld1to07ANbw5/kyZJTTDBnKFz4kTYtMkl87g498u4ZBUuY+Dxx6s8hDpFo5cqdvFPhw4webIbLgmwebO78akkacye7SYjU3PNEVMzp9L62dbc/sHt/LDjB353zu+Yf/t8WjdwYwKbJjcNPKlnZh49R//Che6zKOkAnTDBDW3FVeL9+lXewalO0SjnS0N8sB/qPI0xXm/p89tus7Zt29Kv/fe/1r7xRnjiCoNt+7fZl9NftgNeG2BfW/KatdbaLXu32AdnPWgXZS2y3rLvVSA2bLD26aetPXDAbf/jH9YaY+3mzW67ks7u0aOtjYurvINTnaKRCXWeSsiUrTZfeQXS00u/9sorR884OXYszJgR0vBqmrWWl9NfZsBrA2jzbBtGfTiKDbs3HHn9+IbH88SAJzijzRnVr8y3b4cXXoANxcdduRIeeAC+/95t33wz2cty6ferE1xVXaf8ib18aTcHdYpGPV+yf7AfqthrEa/X2h073POiImtPPNHaO+8sff2OO6ydOTM8sQUgZ1+O/WTNJ0e2e/67pz35xZPtw7MftouzFwdeme/bZ+2jj1o7Z47bXrfOlc0TJ7rtQ4es3bLlqG/xtxJXBR598LFiD0qiBgYBq4G1wINV7a/EXosVFlq7Z497vmuXta1bW/v88257zx5rO3e2Ni3NbRcUVDyAOgyy92XbcQvG2YsmX2TjHouz9f5Wzx7Id00h2w9s9z+ZFxVZu3u3e15YaO1ll7kmFWtdU0pyss166AU3jjzLa+3GjRUeKivLDUUHa5OTy3/byu5T8qhoX4lMvib2gJtijDHxwDhgMJAC/NIYkxLocSVGxce76YPBDbHLzi4dSrl3L/Tq5eaTB1i2DNq0galT3fbGjfDEE67DFlwHbUnnYDFfOgb92a9k35PPyKLNo7248+M7ydmfwyMXPMJ3t31HckIyAM3rNScnxxx7zLLxvfsueDyl52+QTs6tD5e+Lw0auPlZwDWl7NzJmN13u3Hk/2vcbIoV8GUBi8qmzZUY40v2r+wBnAvMLLP9EPBQZd+jil2srfquRpuVZe3YsTZrUZbbb/Inrsz8/nv3+tSp1tarZ+2KFW576VI7+tzvbVyc1zUx5ORYu3Spq/x/prJmiy17t9gXvnvBXjDxAjtz7Uw7erS1Js5r+wydb1dsXXF0fCtXlh7zio02znhLj3nttdb271+6f//+1p53Xun5jdfeMWhdpe9PVVX4z/errBLv2fPofUoePXtWGIJEGELVFAOMAF4ts30j8M/KvkeJXaz1rU34mP327StN1IsXW3vffUeaM7L+d4JN4mBpYnt8vPsvXtLG/9xz1jZrZrPW7C9NmHGHbHaW1x4uOGxn//Eau7BrY2seNZZHsWOubWOXnTWwdN+EPJvd8dzSwG65xY0AssXJNT7v6KT673+7kSsltm+3Nj/f54Tta3u4RrDUHqFM7KnlJPYXy9lvJJAOpLdr1y4Eb4GEQ5VVeJn9/K1Gq2oPdgnOW5rYrt/t2usLC90Os2ZZe8cddvRvvKUJ0+TZO0Z7bZG3yN6f2th+27WBffzLx21mbqa1L71kR7f9oHTfhEJ7R89vSk+4YIG1H39c/rkD7MD0pz1clXjtEcrErqYYOcKfKtzfarSy/XxNhAtW/WQT6hb8bD+vzc52HaDVOaY/SdjXfVWFS3lCmdgTgPVAR6AusBToXtn3KLFHH18q8WC3CfuTMH1JhGPmjLH0GWeJP+RTwvQ1ufqThH3dV1W4lMfXxB7wqBhrbSFwFzATyATesdauDPS4ElmqmuWvZJ+qRmb8fL8S5e3vzyiOim6omfzBahZnLwbg4o4X02b31VCUdMx+5d144+tNOv7czOPrvppcSwKhpfGkSr4sfVZ2nxIV7durFyxZcux5evY8OnH5ul+JvXl7+Xf6v/FkeEjPcv+/+hzfh2cvfZYL21/ow5WKRDZfl8bTlAJSpWCPkfa1GvVlv3U71zHvp3kAJMQl8PicxzEY/j7g76y/Zz0L/2ehkrrUOqrYa7HsbLjuOrfeQkWLD/taiftbXQdi7c61eFZ68GR4WJyzmF6te/H9KDdnyo6DO2her3lwTygSIVSxS5X8bTcvUV4lHqo24bs/vpsuL3bh4c8fJjEhkWcvfZZp10078rqSuogW2qi1fj7L35//XH7VHs5Z/lZtX0VaRhppGWl89KuPOKHRCQzpMoROTTsxImUEbRu3rfkgRKKQEnst5evqOKEehZF7IJd/pf8LT4aHFdtWAHB+2/PJPZjLCY1OYHCXwQzuMji0QYlEGbWx10L+jGAJhZXbVpJXlMcZbc4ge182bZ9ry7ltzyU1JZXh3YZzQqMTQh+USATytY1dFXsMqqpTtLJ281CsaWmtZWXuyiMdoJnbMxl00iBmXD+DNg3bsPX3W9VWLhIAJfYYVLZTtLxEHe7Vca5Ju4a0jDQMhgvbX8idZ97J1d2uPvK6krpIYNQUE2N8uZkoVKy1LN261HV+rvmIr2/5mgZ1G/DWirfYeWgnV3e7+siCziJSNTXF1FK+dorWpJ/2/HSkA3TtzrXEmTgu6nAR2w5so0HdBlx36nWhDUikllHFHkPC1SlqrWVxzmKSE5Lp1rIbS3OW0nt8b/p37E9qSipXdb2KlvVb1lwAIrWEKvZaKJSdotZaFmUvwrPSQ1pmGut3refmnjczaegkerTqoQ5QkTBSYo8Svtz+H8pO0QsnX8jcTXNJiEvgko6X8HDfhxnWdRgAxhgldZEwUmKPElWNdIGauZnIWsvCrIV4VnqY+9Nc5t4yl/i4eG7qcRO39LyFYV2H0Sy5WfBPLCLVpjb2KBCOkS4/7PiBl9NfJi0zjU17NlEnrg4DOw9k8tDJai8XCRNNAhZDfF3AIhBe6+Xbn75lw+4NAPy460f+ufCf9GjVgynDprDtgW189KuPlNRFooAq9ghXkyNdvNbLvJ/m4cnwkJaRxpZ9W3jw/Ad5YsATFHoLOZB/gMZJjQM7iYgEjUbFxIiaGunitV5SxqWwesdqEuMTGXTSIJ5KeYpfnPILwC1aoaQuEp2U2CNcMEa6FHmL+Oanb/Cs9LB211pmXD8Dg2Fk75G0btCaK06+gkaJjYIbuIiEjRJ7hAtkpMvSnKW88v0rvJv5Ljn7c0hKSGLwSYM5VHCIpIQkfnfu74IXqIhEDHWehll2NvTrBzk5gR+r0FvI5z9+zrYD2wBYkrOEiYsn0rddX94a/ha5D+Ty3rXvkVwnGWNM4CcUkYikij3MfBmfXplCbyFzNszBk+Hhvcz3yD2Yy9jLxnLvOfdyTfdrGJEygvp16wc/cBGJWBoVE0aBjk8/WHCQTs93YuuBrdSrU48rTr6C1JRUBp80WMlcJAZpVEwU8GcmxoKiAr7Y8AWelR4OFBzgjeFvUK9OPe448w66t+zO4C6DqVenXuiCF5GIpYo9THwdnz7vp3lMWDyBqaumsvPQThrUbcDV3a5m8tDJaicXqWVUsUe4isanP/pYEcPun0Xfdn1pULcBX238indWvsOVp1xJakoql510GUkJSeEJWkSigir2MOnVC5YsOfbr8W2WUTTqdN4a/hbXnnot+/L2USe+jpK5iISmYjfGpAKPAt2As6y1tTtb+6FkfHrWvixSxqWwJ28PjRMbM7TrUFJTPmBgp4EANExsGMYoRSQaBdoUswK4Gng5CLHEvLzCPD5d9ymeDA+NExvz4pAXadOgDSN7j6Rf+34M6DSAxITEcIcpIlEuoMRurc0E1IlXhc/Wf8bkpZOZvno6e/P20jSpKTedfhPg3ru/D/x7mCMUkViiztMasH7TIa4cfoCZ7zflhOPj+fCHD/l4zceM6DaC1O6pXNzxYurG1w13mCISo6rsPDXGzAbKu23mEWvt+8X7fAn8vrI2dmPMSGAkQLt27Xpv3LixujFHpEMFh5ixdoabAvfpiylccCtDr89h2n9OYPfh3dSvU5868XXCHaaIRLGgdZ5aawcEIyBr7XhgPLhRMcE4ZqRYvnU55044lwMFB2hW2B27eArYeD5993hynobWrZuEO0QRqUU0CZifDuQfwLPSwzWea3jsy8cA6NayG7efcTuzb5xN6vZlxOOaWYqKTI2sdiQiUpmAErsx5ipjzGbgXOAjY8zM4IQVed5f9T6pnlSOe+Y4rkm7hjkb5xBn3NuXEJfA2EFjSUm+hCmT447Mn56fD5MmBWfmRhERXwU6KmYqMDVIsUSU/fn7+eLHL46sKPTWyrf4euPX3Hz6zaR2T+WCdhcQHxd/1PfU1GpHIiL+0KiYMvbl7eODHz7Ak+Hhk7WfcLjwMJl3ZnJK81MYN2QcjRMbH5PMywrGakciIoFSYi/2xY9fMPj1weQV5dGmQRtu73U7qd1T6dKsC8YYmiU3q/IYgax2JCISLLUyse85vIfpq6fjyfBwWefLuPOsOzmjzRmM6j2K1O6pnNf2vCPt5yIi0aZWJfbXl73OWyvf4tN1n5JflM+JjU7k0s6XAtA4qTHPD34+zBGKiAQuphP7rkO7mL9lPoNOGgTAq4tfZd3Oddx55p2kpqRy9olnqzIXkZgTc4l956GdvL/qfTwZHmavn43Xesn5fQ4t6rXAk+qhWXKzaifz7Gy47jp4+23/lrATEQmlmCpXPSs9tHqmFbdOv5XM7Zn89pzf8u1t39I8uTkALeq1CKhCL7vwtIhIpIrahTa2H9zOtFXT8GR4joxg2bB7A/9a+C9Su6fSu03voM46GejC0yIigYrJpfG81sur37+KJ8PDFz9+QZEtonPTzuQXucHjHZp04KmBT9XIuf1ZeFpEJJyirmJPGZdCgbeA1JRUUlNS6dm6Z43PB+/rwtMiIjUpJit2gDk3z6FFvRYhXdxDUwWISDSJusTesn7LkJ9TUwWISDSJusQeDpoqQESiSUwNdxQRESV2EZGYo8QuIhJjlNhFRGKMEruISIxRYhcRiTG1PrFnZ0O/flpwWkRiR61P7JqxUURiTa1O7NnZMGmSmy5g0iRV7SISG2p1Yi9vxkYRkWhXaxN7SbVeMgdMfr6qdhGJDbU2sVc2Y6OISDSrtYldMzaKSKyqtbM7asZGEYlVAVXsxpinjTGrjDHLjDFTjTFNghSXiIhUU6BNMbOAU621PYAfgIcCD0lERAIRUGK31n5qrS0s3vwOODHwkEREJBDB7Dy9FZgRxOOJiEg1VNl5aoyZDbQu56VHrLXvF+/zCFAIvF7JcUYCIwHatWtXrWBFRKRqVSZ2a+2Ayl43xvwauAK4xFprKznOeGA8QJ8+fSrcT0REAhPQcEdjzCDgj0A/a+3B4IQkIiKBCLSN/Z9AQ2CWMWaJMebfQYhJREQCEFDFbq09KViBiIhIcMTslAJaQENEaquYTexaQENEaquYTOxaQENEarOYTOxaQENEarOYS+xaQENEaruYS+xaQENEaruYS+xaQENEaruYW2hDC2iISG0XcxW7iEhtp8QuIhJjlNhFRGKMEruISIxRYhcRiTFK7CIiMUaJXUQkxiixi4jEGCV2EZEYo8QuIhJjlNhFRGJMVCV2LXcnIlK1qErsWu5ORKRqUZPYtdydiIhvoiaxa7k7ERHfREVi13J3IiK+i4rEruXuRER8FxWJXcvdiYj4LiqWxtNydyIivguoYjfGjDHGLDPGLDHGfGqMOT5YgYmISPUE2hTztLW2h7W2J/Ah8JfAQxIRkUAElNittXvLbNYHbGDhiIhIoAJuYzfG/A24CdgD9A84IhERCUiVFbsxZrYxZkU5j6EA1tpHrLVtgdeBuyo5zkhjTLoxJj03Nzd4VyAiIkcx1gan9cQY0x74yFp7qg/75gIby3ypBbA9KIFEnli9Nl1X9InVa6tN19XeWtuyqm8MqCnGGNPFWrumePNKYJUv3/fzwIwx6dbaPoHEEqli9dp0XdEnVq9N13WsQNvYnzTGnAJ4cRX4bwI8noiIBCigxG6tHR6sQEREJDgiZUqB8eEOoAbF6rXpuqJPrF6brutngtZ5KiIikSFSKnYREQmSsCR2Y0yqMWalMcZrjKmw19cYs8EYs7x4Lpr0UMZYXX5c2yBjzGpjzFpjzIOhjLE6jDHNjDGzjDFriv9tWsF+UfGZVfX+G+eF4teXGWPOCEec/vLhui4yxuwp/nyWGGOiYhoQY8xEY8w2Y8yKCl6Pys8LfLo2/z8za23IH0A34BTgS6BPJfttAFqEI8aavDYgHlgHdALqAkuBlHDHXsV1/R14sPj5g8BT0fqZ+fL+A0OAGYABzgHmhzvuIF3XRcCH4Y61Gtd2IXAGsKKC16Pu8/Lj2vz+zMJSsVtrM621q8Nx7prm47WdBay11q631uYDbwFDaz66gAwFphQ/nwIMC18oAfPl/R8KvGad74Amxpg2oQ7UT9H4/8on1tqvgJ2V7BKNnxfg07X5LdLb2C3wqTFmkTFmZLiDCaITgJ/KbG8u/loka2WtzQYo/ve4CvaLhs/Ml/c/Gj8jX2M+1xiz1BgzwxjTPTSh1bho/Lz84ddnVmMLbRhjZgOty3npEWvt+z4e5nxrbZYx5jhgljFmVfFvt7AKwrWZcr4W9uFJlV2XH4eJyM/sZ3x5/yPyM6qCLzF/j7stfb8xZggwDehS04GFQDR+Xr7y+zOrscRurR0QhGNkFf+7zRgzFfenZtiTRBCubTPQtsz2iUBWgMcMWGXXZYzZaoxpY63NLv4Td1sFx4jIz+xnfHn/I/IzqkKVMdsyU21baz82xrxkjGlhrY32uVai8fPySXU+s4htijHG1DfGNCx5DlwKlNtrHIUWAl2MMR2NMXWB64DpYY6pKtOBXxc//zVwzF8mUfSZ+fL+TwduKh5tcQ6wp6QpKoJVeV3GmNbGGFP8/CxcDtgR8kiDLxo/L59U6zMLUy/wVbjfsHnAVmBm8dePBz4uft4J16u/FFiJa+YIew92MK6teHsI8ANuFEPEXxvQHPgMWFP8b7No/szKe/9xcx39pvi5AcYVv76cSkZvRdLDh+u6q/izWQp8B5wX7ph9vK43gWygoPjn67ZY+Lx8vDa/PzPdeSoiEmMitilGRESqR4ldRCTGKLGLiMQYJXYRkRijxC4iEmOU2EVEYowSu4hIjFFiFxGJMf8PICZnUWzvVbwAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(-1.4, 1.4, 30)\n", "plt.subplot(2, 2, 1) # 2 rows, 2 columns, 1st subplot = top left\n", @@ -369,7 +538,20 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "x = np.linspace(-1.4, 1.4, 30)\n", "\n", @@ -464,7 +684,35 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Zen of Python, by Tim Peters\n", + "\n", + "Beautiful is better than ugly.\n", + "Explicit is better than implicit.\n", + "Simple is better than complex.\n", + "Complex is better than complicated.\n", + "Flat is better than nested.\n", + "Sparse is better than dense.\n", + "Readability counts.\n", + "Special cases aren't special enough to break the rules.\n", + "Although practicality beats purity.\n", + "Errors should never pass silently.\n", + "Unless explicitly silenced.\n", + "In the face of ambiguity, refuse the temptation to guess.\n", + "There should be one-- and preferably only one --obvious way to do it.\n", + "Although that way may not be obvious at first unless you're Dutch.\n", + "Now is better than never.\n", + "Although never is often better than *right* now.\n", + "If the implementation is hard to explain, it's a bad idea.\n", + "If the implementation is easy to explain, it may be a good idea.\n", + "Namespaces are one honking great idea -- let's do more of those!\n" + ] + } + ], "source": [ "import this" ] @@ -482,7 +730,32 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(x, x**2, px, py, \"ro\")\n", "plt.annotate(\"Beautiful point\", xy=(px, py), xytext=(px-1.3,py+0.5),\n", @@ -575,7 +874,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with plt.xkcd():\n", " plt.plot(x, x**2, px, py, \"ro\")\n", @@ -629,7 +952,20 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", @@ -798,7 +1222,20 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "np.random.seed(42) # to make this notebook's output reproducible\n", "\n", @@ -843,7 +1293,20 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot_line(axis, slope, intercept, **kargs):\n", " xmin, xmax = axis.get_xlim()\n", @@ -921,7 +1410,20 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "data1 = np.random.randn(400)\n", "data2 = np.random.randn(500) + 3\n", @@ -978,7 +1493,15 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(288, 432, 4) float32\n" + ] + } + ], "source": [ "import matplotlib.image as mpimg\n", "\n", @@ -997,7 +1520,20 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(img)\n", "plt.axis('off')\n", @@ -1032,7 +1581,15 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(288, 432, 4) uint8\n" + ] + } + ], "source": [ "import PIL\n", "\n", @@ -1051,7 +1608,20 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(img)\n", "plt.axis('off')\n", @@ -1069,7 +1639,33 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0 1 2 ... 97 98 99]\n", + " [ 100 101 102 ... 197 198 199]\n", + " [ 200 201 202 ... 297 298 299]\n", + " ...\n", + " [9700 9701 9702 ... 9797 9798 9799]\n", + " [9800 9801 9802 ... 9897 9898 9899]\n", + " [9900 9901 9902 ... 9997 9998 9999]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "img = np.arange(100*100).reshape(100, 100)\n", "print(img)\n", @@ -1088,7 +1684,20 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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viqp6HXAN8IHun+5a+W4GXgVsBA4Cn17WanpIcgbwVeBDVfXcctczLSPmtWru2bCVHuJzwMUD+xcB88tUy9RV1Xz3egi4i4Xlo9Xi6W598ug65aFlrmdqqurpqvpdVf0e+DyN3rckp7IQdF+oqq91zc3ft1HzWi33bJSVHuL3AxuSXJLkNGAbcPcy1zQVSU7vfvFCktOBq4H9i5/VlLuB67vt64FvLGMtU3U05Dpvo8H7liTALcAjVfWZgUNN37dx81oN92ycFf3uFIDurUD/AawDdlXVJ5e3oulI8icsPH0DnAJ8sdW5JbkDuJKF/+7zaeDjwNeBLwOvAP4H+Nuqau4XhGPmdiUL/ywv4EngvUfXkVuR5M+B7wMPAb/vmj/Cwvpxs/dtkXltp/F7Ns6KD3FJ0ngrfTlFkrQIQ1ySGmaIS1LDDHFJapghLkkNM8QlqWGGuCQ17P8AESl6+m0NvoIAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.imshow(img, interpolation=\"bilinear\")\n", "plt.show()" diff --git a/tools_numpy.ipynb b/tools_numpy.ipynb index 2cc6191..4743592 100644 --- a/tools_numpy.ipynb +++ b/tools_numpy.ipynb @@ -64,7 +64,18 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.zeros(5)" ] @@ -80,7 +91,20 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., 0.],\n", + " [0., 0., 0., 0.],\n", + " [0., 0., 0., 0.]])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.zeros((3,4))" ] @@ -105,7 +129,20 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., 0.],\n", + " [0., 0., 0., 0.],\n", + " [0., 0., 0., 0.]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.zeros((3,4))\n", "a" @@ -115,7 +152,18 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 4)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a.shape" ] @@ -124,7 +172,18 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a.ndim # equal to len(a.shape)" ] @@ -133,7 +192,18 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "12" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a.size" ] @@ -150,7 +220,24 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[0., 0., 0., 0.],\n", + " [0., 0., 0., 0.],\n", + " [0., 0., 0., 0.]],\n", + "\n", + " [[0., 0., 0., 0.],\n", + " [0., 0., 0., 0.],\n", + " [0., 0., 0., 0.]]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.zeros((2,3,4))" ] @@ -167,7 +254,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "type(np.zeros((3,4)))" ] @@ -186,7 +284,20 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [1., 1., 1., 1.]])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.ones((3,4))" ] @@ -203,7 +314,20 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3.14159265, 3.14159265, 3.14159265, 3.14159265],\n", + " [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n", + " [3.14159265, 3.14159265, 3.14159265, 3.14159265]])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.full((3,4), np.pi)" ] @@ -222,7 +346,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-1.28822975e-231, -3.11108662e+231, 1.48219694e-323],\n", + " [ 0.00000000e+000, 0.00000000e+000, 4.17201348e-309]])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.empty((2,3))" ] @@ -239,7 +375,19 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 2, 3, 4],\n", + " [10, 20, 30, 40]])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.array([[1,2,3,4], [10, 20, 30, 40]])" ] @@ -258,7 +406,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 2, 3, 4])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.arange(1, 5)" ] @@ -274,7 +433,18 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 4.])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.arange(1.0, 5.0)" ] @@ -290,7 +460,18 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.arange(1, 5, 0.5)" ] @@ -306,7 +487,17 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0. 0.33333333 0.66666667 1. 1.33333333 1.66666667]\n", + "[0. 0.33333333 0.66666667 1. 1.33333333 1.66666667]\n", + "[0. 0.33333333 0.66666667 1. 1.33333334]\n" + ] + } + ], "source": [ "print(np.arange(0, 5/3, 1/3)) # depending on floating point errors, the max value is 4/3 or 5/3.\n", "print(np.arange(0, 5/3, 0.333333333))\n", @@ -325,7 +516,15 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0. 0.33333333 0.66666667 1. 1.33333333 1.66666667]\n" + ] + } + ], "source": [ "print(np.linspace(0, 5/3, 6))" ] @@ -343,7 +542,20 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.31506811, 0.9962061 , 0.22576662, 0.90354811],\n", + " [0.75222452, 0.76662349, 0.1099069 , 0.98423873],\n", + " [0.83335318, 0.35623138, 0.67330209, 0.23273007]])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.random.rand(3,4)" ] @@ -359,7 +571,23 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.56110261e+00, 2.43164383e-01, -7.35871062e-01,\n", + " 3.70101675e-04],\n", + " [ 1.86890564e-01, 6.30621790e-01, 7.30944692e-01,\n", + " -2.12995795e+00],\n", + " [-5.61847627e-01, -8.63385596e-01, -3.25545246e-01,\n", + " 7.48875396e-01]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.random.randn(3,4)" ] @@ -384,7 +612,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.hist(np.random.rand(100000), density=True, bins=100, histtype=\"step\", color=\"blue\", label=\"rand\")\n", "plt.hist(np.random.randn(100000), density=True, bins=100, histtype=\"step\", color=\"red\", label=\"randn\")\n", @@ -408,7 +649,25 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9.],\n", + " [ 10., 11., 12., 13., 14., 15., 16., 17., 18., 19.]],\n", + "\n", + " [[100., 101., 102., 103., 104., 105., 106., 107., 108., 109.],\n", + " [110., 111., 112., 113., 114., 115., 116., 117., 118., 119.]],\n", + "\n", + " [[200., 201., 202., 203., 204., 205., 206., 207., 208., 209.],\n", + " [210., 211., 212., 213., 214., 215., 216., 217., 218., 219.]]])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def my_function(z, y, x):\n", " return x + 10 * y + 100 * z\n", @@ -450,7 +709,15 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "int64 [1 2 3 4]\n" + ] + } + ], "source": [ "c = np.arange(1, 5)\n", "print(c.dtype, c)" @@ -460,7 +727,15 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "float64 [1. 2. 3. 4.]\n" + ] + } + ], "source": [ "c = np.arange(1.0, 5.0)\n", "print(c.dtype, c)" @@ -477,7 +752,15 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "complex64 [1.+0.j 2.+0.j 3.+0.j 4.+0.j]\n" + ] + } + ], "source": [ "d = np.arange(1, 5, dtype=np.complex64)\n", "print(d.dtype, d)" @@ -497,7 +780,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "e = np.arange(1, 5, dtype=np.complex64)\n", "e.itemsize" @@ -515,7 +809,18 @@ "cell_type": "code", "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "f = np.array([[1,2],[1000, 2000]], dtype=np.int32)\n", "f.data" @@ -532,7 +837,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "b'\\x01\\x00\\x00\\x00\\x02\\x00\\x00\\x00\\xe8\\x03\\x00\\x00\\xd0\\x07\\x00\\x00'" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "if (hasattr(f.data, \"tobytes\")):\n", " data_bytes = f.data.tobytes() # python 3\n", @@ -562,7 +878,16 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23]\n", + "Rank: 1\n" + ] + } + ], "source": [ "g = np.arange(24)\n", "print(g)\n", @@ -573,7 +898,21 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0 1 2 3]\n", + " [ 4 5 6 7]\n", + " [ 8 9 10 11]\n", + " [12 13 14 15]\n", + " [16 17 18 19]\n", + " [20 21 22 23]]\n", + "Rank: 2\n" + ] + } + ], "source": [ "g.shape = (6, 4)\n", "print(g)\n", @@ -586,7 +925,22 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[ 0 1 2 3]\n", + " [ 4 5 6 7]\n", + " [ 8 9 10 11]]\n", + "\n", + " [[12 13 14 15]\n", + " [16 17 18 19]\n", + " [20 21 22 23]]]\n", + "Rank: 3\n" + ] + } + ], "source": [ "g.shape = (2, 3, 4)\n", "print(g)\n", @@ -607,7 +961,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0 1 2 3 4 5]\n", + " [ 6 7 8 9 10 11]\n", + " [12 13 14 15 16 17]\n", + " [18 19 20 21 22 23]]\n", + "Rank: 2\n" + ] + } + ], "source": [ "g2 = g.reshape(4,6)\n", "print(g2)\n", @@ -625,7 +991,21 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, 3, 4, 5],\n", + " [ 6, 7, 999, 9, 10, 11],\n", + " [ 12, 13, 14, 15, 16, 17],\n", + " [ 18, 19, 20, 21, 22, 23]])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "g2[1, 2] = 999\n", "g2" @@ -642,7 +1022,24 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2, 3],\n", + " [ 4, 5, 6, 7],\n", + " [999, 9, 10, 11]],\n", + "\n", + " [[ 12, 13, 14, 15],\n", + " [ 16, 17, 18, 19],\n", + " [ 20, 21, 22, 23]]])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "g" ] @@ -659,7 +1056,19 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 1, 2, 3, 4, 5, 6, 7, 999, 9, 10, 11, 12,\n", + " 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "g.ravel()" ] @@ -676,7 +1085,21 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a + b = [19 27 35 43]\n", + "a - b = [ 9 19 29 39]\n", + "a * b = [70 92 96 82]\n", + "a / b = [ 2.8 5.75 10.66666667 20.5 ]\n", + "a // b = [ 2 5 10 20]\n", + "a % b = [4 3 2 1]\n", + "a ** b = [537824 279841 32768 1681]\n" + ] + } + ], "source": [ "a = np.array([14, 23, 32, 41])\n", "b = np.array([5, 4, 3, 2])\n", @@ -719,7 +1142,18 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[0, 1, 2, 3, 4]]])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "h = np.arange(5).reshape(1, 1, 5)\n", "h" @@ -736,7 +1170,18 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[10, 21, 32, 43, 54]]])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "h + [10, 20, 30, 40, 50] # same as: h + [[[10, 20, 30, 40, 50]]]" ] @@ -753,7 +1198,19 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2],\n", + " [3, 4, 5]])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "k = np.arange(6).reshape(2, 3)\n", "k" @@ -770,7 +1227,19 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[100, 101, 102],\n", + " [203, 204, 205]])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "k + [[100], [200]] # same as: k + [[100, 100, 100], [200, 200, 200]]" ] @@ -786,7 +1255,19 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[100, 201, 302],\n", + " [103, 204, 305]])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "k + [100, 200, 300] # after rule 1: [[100, 200, 300]], and after rule 2: [[100, 200, 300], [100, 200, 300]]" ] @@ -802,7 +1283,19 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1000, 1001, 1002],\n", + " [1003, 1004, 1005]])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "k + 1000 # same as: k + [[1000, 1000, 1000], [1000, 1000, 1000]]" ] @@ -819,7 +1312,15 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "operands could not be broadcast together with shapes (2,3) (2,) \n" + ] + } + ], "source": [ "try:\n", " k + [33, 44]\n", @@ -847,7 +1348,15 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "uint8 [0 1 2 3 4]\n" + ] + } + ], "source": [ "k1 = np.arange(0, 5, dtype=np.uint8)\n", "print(k1.dtype, k1)" @@ -857,7 +1366,15 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "int16 [ 5 7 9 11 13]\n" + ] + } + ], "source": [ "k2 = k1 + np.array([5, 6, 7, 8, 9], dtype=np.int8)\n", "print(k2.dtype, k2)" @@ -874,7 +1391,15 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "float64 [1.5 2.5 3.5 4.5 5.5]\n" + ] + } + ], "source": [ "k3 = k1 + 1.5\n", "print(k3.dtype, k3)" @@ -898,7 +1423,18 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([False, True, True, False])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m = np.array([20, -5, 30, 40])\n", "m < [15, 16, 35, 36]" @@ -915,7 +1451,18 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, True, False, False])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m < 25 # equivalent to m < [25, 25, 25, 25]" ] @@ -931,7 +1478,18 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([20, -5])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m[m < 25]" ] @@ -957,7 +1515,17 @@ "cell_type": "code", "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-2.5 3.1 7. ]\n", + " [10. 11. 12. ]]\n", + "mean = 6.766666666666667\n" + ] + } + ], "source": [ "a = np.array([[-2.5, 3.1, 7], [10, 11, 12]])\n", "print(a)\n", @@ -977,7 +1545,20 @@ "cell_type": "code", "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "min = -2.5\n", + "max = 12.0\n", + "sum = 40.6\n", + "prod = -71610.0\n", + "std = 5.084835843520964\n", + "var = 25.855555555555554\n" + ] + } + ], "source": [ "for func in (a.min, a.max, a.sum, a.prod, a.std, a.var):\n", " print(func.__name__, \"=\", func())" @@ -994,7 +1575,24 @@ "cell_type": "code", "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2, 3],\n", + " [ 4, 5, 6, 7],\n", + " [ 8, 9, 10, 11]],\n", + "\n", + " [[12, 13, 14, 15],\n", + " [16, 17, 18, 19],\n", + " [20, 21, 22, 23]]])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c=np.arange(24).reshape(2,3,4)\n", "c" @@ -1004,7 +1602,20 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[12, 14, 16, 18],\n", + " [20, 22, 24, 26],\n", + " [28, 30, 32, 34]])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c.sum(axis=0) # sum across matrices" ] @@ -1013,7 +1624,19 @@ "cell_type": "code", "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[12, 15, 18, 21],\n", + " [48, 51, 54, 57]])" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c.sum(axis=1) # sum across rows" ] @@ -1029,7 +1652,18 @@ "cell_type": "code", "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 60, 92, 124])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c.sum(axis=(0,2)) # sum across matrices and columns" ] @@ -1038,7 +1672,18 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(60, 92, 124)" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "0+1+2+3 + 12+13+14+15, 4+5+6+7 + 16+17+18+19, 8+9+10+11 + 20+21+22+23" ] @@ -1055,7 +1700,19 @@ "cell_type": "code", "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 6.25, 9.61, 49. ],\n", + " [100. , 121. , 144. ]])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([[-2.5, 3.1, 7], [10, 11, 12]])\n", "np.square(a)" @@ -1072,7 +1729,64 @@ "cell_type": "code", "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original ndarray\n", + "[[-2.5 3.1 7. ]\n", + " [10. 11. 12. ]]\n", + "\n", + " absolute\n", + "[[ 2.5 3.1 7. ]\n", + " [10. 11. 12. ]]\n", + "\n", + " sqrt\n", + "[[ nan 1.76068169 2.64575131]\n", + " [3.16227766 3.31662479 3.46410162]]\n", + "\n", + " exp\n", + "[[8.20849986e-02 2.21979513e+01 1.09663316e+03]\n", + " [2.20264658e+04 5.98741417e+04 1.62754791e+05]]\n", + "\n", + " log\n", + "[[ nan 1.13140211 1.94591015]\n", + " [2.30258509 2.39789527 2.48490665]]\n", + "\n", + " sign\n", + "[[-1. 1. 1.]\n", + " [ 1. 1. 1.]]\n", + "\n", + " ceil\n", + "[[-2. 4. 7.]\n", + " [10. 11. 12.]]\n", + "\n", + " modf\n", + "(array([[-0.5, 0.1, 0. ],\n", + " [ 0. , 0. , 0. ]]), array([[-2., 3., 7.],\n", + " [10., 11., 12.]]))\n", + "\n", + " isnan\n", + "[[False False False]\n", + " [False False False]]\n", + "\n", + " cos\n", + "[[-0.80114362 -0.99913515 0.75390225]\n", + " [-0.83907153 0.0044257 0.84385396]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/wy/h39t6kb11pnbb0pzhksd_fqh0000gq/T/ipykernel_88441/2634842825.py:5: RuntimeWarning: invalid value encountered in sqrt\n", + " print(func(a))\n", + "/var/folders/wy/h39t6kb11pnbb0pzhksd_fqh0000gq/T/ipykernel_88441/2634842825.py:5: RuntimeWarning: invalid value encountered in log\n", + " print(func(a))\n" + ] + } + ], "source": [ "print(\"Original ndarray\")\n", "print(a)\n", @@ -1100,7 +1814,18 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 6, 2, 11])" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1, -2, 3, 4])\n", "b = np.array([2, 8, -1, 7])\n", @@ -1111,7 +1836,18 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([False, False, True, False])" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.greater(a, b) # equivalent to a > b" ] @@ -1120,7 +1856,18 @@ "cell_type": "code", "execution_count": 62, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 8, 3, 7])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.maximum(a, b)" ] @@ -1129,7 +1876,18 @@ "cell_type": "code", "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1., 2., -3., 4.])" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.copysign(a, b)" ] @@ -1147,7 +1905,18 @@ "cell_type": "code", "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1, 5, 3, 19, 13, 7, 3])\n", "a[3]" @@ -1157,7 +1926,18 @@ "cell_type": "code", "execution_count": 65, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 19, 13])" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2:5]" ] @@ -1166,7 +1946,18 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 19, 13, 7])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2:-1]" ] @@ -1175,7 +1966,18 @@ "cell_type": "code", "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 5])" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[:2]" ] @@ -1184,7 +1986,18 @@ "cell_type": "code", "execution_count": 68, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 13, 3])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2::2]" ] @@ -1193,7 +2006,18 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 7, 13, 19, 3, 5, 1])" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[::-1]" ] @@ -1209,7 +2033,18 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 5, 3, 999, 13, 7, 3])" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[3]=999\n", "a" @@ -1226,7 +2061,18 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 5, 997, 998, 999, 7, 3])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2:5] = [997, 998, 999]\n", "a" @@ -1244,7 +2090,18 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 5, -1, -1, -1, 7, 3])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2:5] = -1\n", "a" @@ -1261,7 +2118,15 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cannot copy sequence with size 6 to array axis with dimension 3\n" + ] + } + ], "source": [ "try:\n", " a[2:5] = [1,2,3,4,5,6] # too long\n", @@ -1280,7 +2145,15 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cannot delete array elements\n" + ] + } + ], "source": [ "try:\n", " del a[2:5]\n", @@ -1299,7 +2172,18 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 5, -1, 1000, -1, 7, 3])" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a_slice = a[2:6]\n", "a_slice[1] = 1000\n", @@ -1310,7 +2194,18 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -1, 2000, -1, 7])" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[3] = 2000\n", "a_slice # similarly, modifying the original array modifies the slice!" @@ -1327,7 +2222,18 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 5, -1, 2000, -1, 7, 3])" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "another_slice = a[2:6].copy()\n", "another_slice[1] = 3000\n", @@ -1338,7 +2244,18 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -1, 3000, -1, 7])" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[3] = 4000\n", "another_slice # similary, modifying the original array does not affect the slice copy" @@ -1356,7 +2273,21 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11],\n", + " [12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23],\n", + " [24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35],\n", + " [36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]])" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.arange(48).reshape(4, 12)\n", "b" @@ -1366,7 +2297,18 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[1, 2] # row 1, col 2" ] @@ -1375,7 +2317,18 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[1, :] # row 1, all columns" ] @@ -1384,7 +2337,18 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 13, 25, 37])" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[:, 1] # all rows, column 1" ] @@ -1402,7 +2366,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23])" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[1, :]" ] @@ -1411,7 +2386,18 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]])" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[1:2, :]" ] @@ -1437,7 +2423,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2, 3, 4],\n", + " [26, 27, 28]])" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[(0,2), 2:5] # rows 0 and 2, columns 2 to 4 (5-1)" ] @@ -1446,7 +2444,21 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[11, 2, 11],\n", + " [23, 14, 23],\n", + " [35, 26, 35],\n", + " [47, 38, 47]])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[:, (-1, 2, -1)] # all rows, columns -1 (last), 2 and -1 (again, and in this order)" ] @@ -1462,7 +2474,18 @@ "cell_type": "code", "execution_count": 87, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([41, 33, 37, 33])" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[(-1, 2, -1, 2), (5, 9, 1, 9)] # returns a 1D array with b[-1, 5], b[2, 9], b[-1, 1] and b[2, 9] (again)" ] @@ -1479,7 +2502,28 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2, 3, 4, 5],\n", + " [ 6, 7, 8, 9, 10, 11]],\n", + "\n", + " [[12, 13, 14, 15, 16, 17],\n", + " [18, 19, 20, 21, 22, 23]],\n", + "\n", + " [[24, 25, 26, 27, 28, 29],\n", + " [30, 31, 32, 33, 34, 35]],\n", + "\n", + " [[36, 37, 38, 39, 40, 41],\n", + " [42, 43, 44, 45, 46, 47]]])" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c = b.reshape(4,2,6)\n", "c" @@ -1489,7 +2533,18 @@ "cell_type": "code", "execution_count": 89, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "34" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, 1, 4] # matrix 2, row 1, col 4" ] @@ -1498,7 +2553,18 @@ "cell_type": "code", "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([27, 33])" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, :, 3] # matrix 2, all rows, col 3" ] @@ -1514,7 +2580,18 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 31, 32, 33, 34, 35])" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, 1] # Return matrix 2, row 1, all columns. This is equivalent to c[2, 1, :]" ] @@ -1531,7 +2608,19 @@ "cell_type": "code", "execution_count": 92, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[24, 25, 26, 27, 28, 29],\n", + " [30, 31, 32, 33, 34, 35]])" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, ...] # matrix 2, all rows, all columns. This is equivalent to c[2, :, :]" ] @@ -1540,7 +2629,18 @@ "cell_type": "code", "execution_count": 93, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([30, 31, 32, 33, 34, 35])" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, 1, ...] # matrix 2, row 1, all columns. This is equivalent to c[2, 1, :]" ] @@ -1549,7 +2649,18 @@ "cell_type": "code", "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([27, 33])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[2, ..., 3] # matrix 2, all rows, column 3. This is equivalent to c[2, :, 3]" ] @@ -1558,7 +2669,21 @@ "cell_type": "code", "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 3, 9],\n", + " [15, 21],\n", + " [27, 33],\n", + " [39, 45]])" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c[..., 3] # all matrices, all rows, column 3. This is equivalent to c[:, :, 3]" ] @@ -1575,7 +2700,21 @@ "cell_type": "code", "execution_count": 96, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11],\n", + " [12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23],\n", + " [24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35],\n", + " [36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]])" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.arange(48).reshape(4, 12)\n", "b" @@ -1585,7 +2724,19 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11],\n", + " [24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]])" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "rows_on = np.array([True, False, True, False])\n", "b[rows_on, :] # Rows 0 and 2, all columns. Equivalent to b[(0, 2), :]" @@ -1595,7 +2746,21 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 4, 7, 10],\n", + " [13, 16, 19, 22],\n", + " [25, 28, 31, 34],\n", + " [37, 40, 43, 46]])" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cols_on = np.array([False, True, False] * 4)\n", "b[:, cols_on] # All rows, columns 1, 4, 7 and 10" @@ -1613,7 +2778,19 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 4, 7, 10],\n", + " [25, 28, 31, 34]])" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[np.ix_(rows_on, cols_on)]" ] @@ -1622,7 +2799,20 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[0],\n", + " [2]]),\n", + " array([[ 1, 4, 7, 10]]))" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.ix_(rows_on, cols_on)" ] @@ -1638,7 +2828,18 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 4, 7, 10, 13, 16, 19, 22, 25, 28, 31, 34, 37, 40, 43, 46])" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[b % 3 == 1]" ] @@ -1655,7 +2856,24 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2, 3],\n", + " [ 4, 5, 6, 7],\n", + " [ 8, 9, 10, 11]],\n", + "\n", + " [[12, 13, 14, 15],\n", + " [16, 17, 18, 19],\n", + " [20, 21, 22, 23]]])" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c = np.arange(24).reshape(2, 3, 4) # A 3D array (composed of two 3x4 matrices)\n", "c" @@ -1665,7 +2883,22 @@ "cell_type": "code", "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item:\n", + "[[ 0 1 2 3]\n", + " [ 4 5 6 7]\n", + " [ 8 9 10 11]]\n", + "Item:\n", + "[[12 13 14 15]\n", + " [16 17 18 19]\n", + " [20 21 22 23]]\n" + ] + } + ], "source": [ "for m in c:\n", " print(\"Item:\")\n", @@ -1676,7 +2909,22 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item:\n", + "[[ 0 1 2 3]\n", + " [ 4 5 6 7]\n", + " [ 8 9 10 11]]\n", + "Item:\n", + "[[12 13 14 15]\n", + " [16 17 18 19]\n", + " [20 21 22 23]]\n" + ] + } + ], "source": [ "for i in range(len(c)): # Note that len(c) == c.shape[0]\n", " print(\"Item:\")\n", @@ -1694,7 +2942,38 @@ "cell_type": "code", "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Item: 0\n", + "Item: 1\n", + "Item: 2\n", + "Item: 3\n", + "Item: 4\n", + "Item: 5\n", + "Item: 6\n", + "Item: 7\n", + "Item: 8\n", + "Item: 9\n", + "Item: 10\n", + "Item: 11\n", + "Item: 12\n", + "Item: 13\n", + "Item: 14\n", + "Item: 15\n", + "Item: 16\n", + "Item: 17\n", + "Item: 18\n", + "Item: 19\n", + "Item: 20\n", + "Item: 21\n", + "Item: 22\n", + "Item: 23\n" + ] + } + ], "source": [ "for i in c.flat:\n", " print(\"Item:\", i)" @@ -1712,7 +2991,20 @@ "cell_type": "code", "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [1., 1., 1., 1.]])" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q1 = np.full((3,4), 1.0)\n", "q1" @@ -1722,7 +3014,21 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.]])" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q2 = np.full((4,4), 2.0)\n", "q2" @@ -1732,7 +3038,20 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3., 3., 3., 3.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.]])" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q3 = np.full((3,4), 3.0)\n", "q3" @@ -1750,7 +3069,27 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.]])" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q4 = np.vstack((q1, q2, q3))\n", "q4" @@ -1760,7 +3099,18 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 4)" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q4.shape" ] @@ -1779,7 +3129,20 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1., 3., 3., 3., 3.],\n", + " [1., 1., 1., 1., 3., 3., 3., 3.],\n", + " [1., 1., 1., 1., 3., 3., 3., 3.]])" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q5 = np.hstack((q1, q3))\n", "q5" @@ -1789,7 +3152,18 @@ "cell_type": "code", "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 8)" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q5.shape" ] @@ -1805,7 +3179,15 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "all the input array dimensions for the concatenation axis must match exactly, but along dimension 0, the array at index 0 has size 3 and the array at index 1 has size 4\n" + ] + } + ], "source": [ "try:\n", " q5 = np.hstack((q1, q2, q3))\n", @@ -1825,7 +3207,27 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [2., 2., 2., 2.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.]])" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q7 = np.concatenate((q1, q2, q3), axis=0) # Equivalent to vstack\n", "q7" @@ -1835,7 +3237,18 @@ "cell_type": "code", "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(10, 4)" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q7.shape" ] @@ -1859,7 +3272,24 @@ "cell_type": "code", "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[1., 1., 1., 1.],\n", + " [1., 1., 1., 1.],\n", + " [1., 1., 1., 1.]],\n", + "\n", + " [[3., 3., 3., 3.],\n", + " [3., 3., 3., 3.],\n", + " [3., 3., 3., 3.]]])" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q8 = np.stack((q1, q3))\n", "q8" @@ -1869,7 +3299,18 @@ "cell_type": "code", "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 3, 4)" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q8.shape" ] @@ -1888,7 +3329,23 @@ "cell_type": "code", "execution_count": 118, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, 3],\n", + " [ 4, 5, 6, 7],\n", + " [ 8, 9, 10, 11],\n", + " [12, 13, 14, 15],\n", + " [16, 17, 18, 19],\n", + " [20, 21, 22, 23]])" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = np.arange(24).reshape(6,4)\n", "r" @@ -1905,7 +3362,19 @@ "cell_type": "code", "execution_count": 119, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2, 3],\n", + " [4, 5, 6, 7]])" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r1, r2, r3 = np.vsplit(r, 3)\n", "r1" @@ -1915,7 +3384,19 @@ "cell_type": "code", "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 8, 9, 10, 11],\n", + " [12, 13, 14, 15]])" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r2" ] @@ -1924,7 +3405,19 @@ "cell_type": "code", "execution_count": 121, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[16, 17, 18, 19],\n", + " [20, 21, 22, 23]])" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r3" ] @@ -1940,7 +3433,23 @@ "cell_type": "code", "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1],\n", + " [ 4, 5],\n", + " [ 8, 9],\n", + " [12, 13],\n", + " [16, 17],\n", + " [20, 21]])" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r4, r5 = np.hsplit(r, 2)\n", "r4" @@ -1950,7 +3459,23 @@ "cell_type": "code", "execution_count": 123, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2, 3],\n", + " [ 6, 7],\n", + " [10, 11],\n", + " [14, 15],\n", + " [18, 19],\n", + " [22, 23]])" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r5" ] @@ -1969,7 +3494,28 @@ "cell_type": "code", "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2],\n", + " [ 3, 4, 5]],\n", + "\n", + " [[ 6, 7, 8],\n", + " [ 9, 10, 11]],\n", + "\n", + " [[12, 13, 14],\n", + " [15, 16, 17]],\n", + "\n", + " [[18, 19, 20],\n", + " [21, 22, 23]]])" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t = np.arange(24).reshape(4,2,3)\n", "t" @@ -1986,7 +3532,24 @@ "cell_type": "code", "execution_count": 125, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 6, 12, 18],\n", + " [ 1, 7, 13, 19],\n", + " [ 2, 8, 14, 20]],\n", + "\n", + " [[ 3, 9, 15, 21],\n", + " [ 4, 10, 16, 22],\n", + " [ 5, 11, 17, 23]]])" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t1 = t.transpose((1,2,0))\n", "t1" @@ -1996,7 +3559,18 @@ "cell_type": "code", "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 3, 4)" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t1.shape" ] @@ -2012,7 +3586,25 @@ "cell_type": "code", "execution_count": 127, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 6, 12, 18],\n", + " [ 3, 9, 15, 21]],\n", + "\n", + " [[ 1, 7, 13, 19],\n", + " [ 4, 10, 16, 22]],\n", + "\n", + " [[ 2, 8, 14, 20],\n", + " [ 5, 11, 17, 23]]])" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t2 = t.transpose() # equivalent to t.transpose((2, 1, 0))\n", "t2" @@ -2022,7 +3614,18 @@ "cell_type": "code", "execution_count": 128, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 2, 4)" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t2.shape" ] @@ -2038,7 +3641,26 @@ "cell_type": "code", "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 0, 1, 2],\n", + " [ 6, 7, 8],\n", + " [12, 13, 14],\n", + " [18, 19, 20]],\n", + "\n", + " [[ 3, 4, 5],\n", + " [ 9, 10, 11],\n", + " [15, 16, 17],\n", + " [21, 22, 23]]])" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t3 = t.swapaxes(0,1) # equivalent to t.transpose((1, 0, 2))\n", "t3" @@ -2048,7 +3670,18 @@ "cell_type": "code", "execution_count": 130, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2, 4, 3)" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "t3.shape" ] @@ -2068,7 +3701,19 @@ "cell_type": "code", "execution_count": 131, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2, 3, 4],\n", + " [5, 6, 7, 8, 9]])" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m1 = np.arange(10).reshape(2,5)\n", "m1" @@ -2078,7 +3723,22 @@ "cell_type": "code", "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 5],\n", + " [1, 6],\n", + " [2, 7],\n", + " [3, 8],\n", + " [4, 9]])" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m1.T" ] @@ -2096,7 +3756,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4])" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m2 = np.arange(5)\n", "m2" @@ -2108,7 +3779,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4])" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m2.T" ] @@ -2124,7 +3806,18 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2, 3, 4]])" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m2r = m2.reshape(1,5)\n", "m2r" @@ -2134,7 +3827,22 @@ "cell_type": "code", "execution_count": 136, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0],\n", + " [1],\n", + " [2],\n", + " [3],\n", + " [4]])" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m2r.T" ] @@ -2151,7 +3859,19 @@ "cell_type": "code", "execution_count": 137, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2, 3, 4],\n", + " [5, 6, 7, 8, 9]])" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "n1 = np.arange(10).reshape(2, 5)\n", "n1" @@ -2161,7 +3881,22 @@ "cell_type": "code", "execution_count": 138, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2],\n", + " [ 3, 4, 5],\n", + " [ 6, 7, 8],\n", + " [ 9, 10, 11],\n", + " [12, 13, 14]])" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "n2 = np.arange(15).reshape(5,3)\n", "n2" @@ -2171,7 +3906,19 @@ "cell_type": "code", "execution_count": 139, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 90, 100, 110],\n", + " [240, 275, 310]])" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "n1.dot(n2)" ] @@ -2195,7 +3942,20 @@ "cell_type": "code", "execution_count": 140, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 2, 3],\n", + " [ 5, 7, 11],\n", + " [21, 29, 31]])" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy.linalg as linalg\n", "\n", @@ -2207,7 +3967,20 @@ "cell_type": "code", "execution_count": 141, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-2.31818182, 0.56818182, 0.02272727],\n", + " [ 1.72727273, -0.72727273, 0.09090909],\n", + " [-0.04545455, 0.29545455, -0.06818182]])" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "linalg.inv(m3)" ] @@ -2223,7 +3996,20 @@ "cell_type": "code", "execution_count": 142, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-2.31818182, 0.56818182, 0.02272727],\n", + " [ 1.72727273, -0.72727273, 0.09090909],\n", + " [-0.04545455, 0.29545455, -0.06818182]])" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "linalg.pinv(m3)" ] @@ -2240,7 +4026,20 @@ "cell_type": "code", "execution_count": 143, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.00000000e+00, -1.66533454e-16, 0.00000000e+00],\n", + " [ 6.31439345e-16, 1.00000000e+00, -1.38777878e-16],\n", + " [ 5.21110932e-15, -2.38697950e-15, 1.00000000e+00]])" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m3.dot(linalg.inv(m3))" ] @@ -2256,7 +4055,20 @@ "cell_type": "code", "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.]])" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.eye(3)" ] @@ -2273,7 +4085,20 @@ "cell_type": "code", "execution_count": 145, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.04627448, 0.98786672, 0.14824986],\n", + " [-0.23137241, 0.13377362, -0.96362411],\n", + " [-0.97176411, -0.07889213, 0.22237479]])" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q, r = linalg.qr(m3)\n", "q" @@ -2283,7 +4108,20 @@ "cell_type": "code", "execution_count": 146, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-21.61018278, -29.89331494, -32.80860727],\n", + " [ 0. , 0.62427688, 1.9894538 ],\n", + " [ 0. , 0. , -3.26149699]])" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r" ] @@ -2292,7 +4130,20 @@ "cell_type": "code", "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1., 2., 3.],\n", + " [ 5., 7., 11.],\n", + " [21., 29., 31.]])" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "q.dot(r) # q.r equals m3" ] @@ -2309,7 +4160,18 @@ "cell_type": "code", "execution_count": 148, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "43.99999999999997" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "linalg.det(m3) # Computes the matrix determinant" ] @@ -2326,7 +4188,18 @@ "cell_type": "code", "execution_count": 149, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([42.26600592, -0.35798416, -2.90802176])" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvalues, eigenvectors = linalg.eig(m3)\n", "eigenvalues # λ" @@ -2336,7 +4209,20 @@ "cell_type": "code", "execution_count": 150, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.08381182, -0.76283526, -0.18913107],\n", + " [-0.3075286 , 0.64133975, -0.6853186 ],\n", + " [-0.94784057, -0.08225377, 0.70325518]])" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "eigenvectors # v" ] @@ -2345,7 +4231,20 @@ "cell_type": "code", "execution_count": 151, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 6.66133815e-15, 1.66533454e-15, -3.10862447e-15],\n", + " [ 7.10542736e-15, 5.16253706e-15, -5.32907052e-15],\n", + " [ 3.55271368e-14, 4.94743135e-15, -9.76996262e-15]])" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m3.dot(eigenvectors) - eigenvalues * eigenvectors # m3.v - λ*v = 0" ] @@ -2362,7 +4261,21 @@ "cell_type": "code", "execution_count": 152, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 0, 0, 0, 2],\n", + " [0, 0, 3, 0, 0],\n", + " [0, 0, 0, 0, 0],\n", + " [0, 2, 0, 0, 0]])" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m4 = np.array([[1,0,0,0,2], [0,0,3,0,0], [0,0,0,0,0], [0,2,0,0,0]])\n", "m4" @@ -2372,7 +4285,21 @@ "cell_type": "code", "execution_count": 153, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0., 1., 0., 0.],\n", + " [ 1., 0., 0., 0.],\n", + " [ 0., 0., 0., -1.],\n", + " [ 0., 0., 1., 0.]])" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "U, S_diag, V = linalg.svd(m4)\n", "U" @@ -2382,7 +4309,18 @@ "cell_type": "code", "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([3. , 2.23606798, 2. , 0. ])" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "S_diag" ] @@ -2398,7 +4336,21 @@ "cell_type": "code", "execution_count": 155, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3. , 0. , 0. , 0. , 0. ],\n", + " [0. , 2.23606798, 0. , 0. , 0. ],\n", + " [0. , 0. , 2. , 0. , 0. ],\n", + " [0. , 0. , 0. , 0. , 0. ]])" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "S = np.zeros((4, 5))\n", "S[np.diag_indices(4)] = S_diag\n", @@ -2409,7 +4361,22 @@ "cell_type": "code", "execution_count": 156, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0. , 0. , 1. , -0. , 0. ],\n", + " [ 0.4472136 , 0. , 0. , 0. , 0.89442719],\n", + " [-0. , 1. , 0. , -0. , 0. ],\n", + " [ 0. , 0. , 0. , 1. , 0. ],\n", + " [-0.89442719, 0. , 0. , 0. , 0.4472136 ]])" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "V" ] @@ -2418,7 +4385,21 @@ "cell_type": "code", "execution_count": 157, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0., 0., 2.],\n", + " [0., 0., 3., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 2., 0., 0., 0.]])" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "U.dot(S).dot(V) # U.Σ.V == m4" ] @@ -2434,7 +4415,18 @@ "cell_type": "code", "execution_count": 158, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 7, 31])" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.diag(m3) # the values in the diagonal of m3 (top left to bottom right)" ] @@ -2443,7 +4435,18 @@ "cell_type": "code", "execution_count": 159, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "39" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "m3.trace() # equivalent to np.diag(m3).sum()" ] @@ -2469,7 +4472,18 @@ "cell_type": "code", "execution_count": 160, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([-3., 2.])" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "coeffs = np.array([[2, 6], [5, 3]])\n", "depvars = np.array([6, -9])\n", @@ -2488,7 +4502,18 @@ "cell_type": "code", "execution_count": 161, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 6., -9.]), array([ 6, -9]))" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "coeffs.dot(solution), depvars # yep, it's the same" ] @@ -2506,7 +4531,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.allclose(coeffs.dot(solution), depvars)" ] @@ -2546,7 +4582,24 @@ "cell_type": "code", "execution_count": 164, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 1, 2, ..., 1021, 1022, 1023],\n", + " [ 0, 1, 2, ..., 1021, 1022, 1023],\n", + " [ 0, 1, 2, ..., 1021, 1022, 1023],\n", + " ...,\n", + " [ 0, 1, 2, ..., 1021, 1022, 1023],\n", + " [ 0, 1, 2, ..., 1021, 1022, 1023],\n", + " [ 0, 1, 2, ..., 1021, 1022, 1023]])" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "x_coords = np.arange(0, 1024) # [0, 1, 2, ..., 1023]\n", "y_coords = np.arange(0, 768) # [0, 1, 2, ..., 767]\n", @@ -2558,7 +4611,24 @@ "cell_type": "code", "execution_count": 165, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 0, 0, 0],\n", + " [ 1, 1, 1, ..., 1, 1, 1],\n", + " [ 2, 2, 2, ..., 2, 2, 2],\n", + " ...,\n", + " [765, 765, 765, ..., 765, 765, 765],\n", + " [766, 766, 766, ..., 766, 766, 766],\n", + " [767, 767, 767, ..., 767, 767, 767]])" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Y" ] @@ -2592,7 +4662,20 @@ "cell_type": "code", "execution_count": 167, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", @@ -2619,7 +4702,19 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.61340716, 0.6785629 , 0.07091271],\n", + " [0.60611491, 0.76189645, 0.2167531 ]])" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.random.rand(2,3)\n", "a" @@ -2645,7 +4740,18 @@ "cell_type": "code", "execution_count": 170, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "b\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" + ] + }, + "execution_count": 179, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_arrays = np.load(\"my_arrays.npz\")\n", "my_arrays" @@ -2811,7 +4990,18 @@ "cell_type": "code", "execution_count": 180, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "KeysView()" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_arrays.keys()" ] @@ -2820,7 +5010,19 @@ "cell_type": "code", "execution_count": 181, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.61340716, 0.6785629 , 0.07091271],\n", + " [0.60611491, 0.76189645, 0.2167531 ]])" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_arrays[\"my_a\"]" ] diff --git a/tools_pandas.ipynb b/tools_pandas.ipynb index d85eca9..340597e 100644 --- a/tools_pandas.ipynb +++ b/tools_pandas.ipynb @@ -72,7 +72,22 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 2\n", + "1 -1\n", + "2 3\n", + "3 5\n", + "dtype: int64" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s = pd.Series([2,-1,3,5])\n", "s" @@ -90,7 +105,22 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 7.389056\n", + "1 0.367879\n", + "2 20.085537\n", + "3 148.413159\n", + "dtype: float64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import numpy as np\n", "np.exp(s)" @@ -107,7 +137,22 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 1002\n", + "1 1999\n", + "2 3003\n", + "3 4005\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s + [1000,2000,3000,4000]" ] @@ -123,7 +168,22 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 1002\n", + "1 999\n", + "2 1003\n", + "3 1005\n", + "dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s + 1000" ] @@ -139,7 +199,22 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 True\n", + "2 False\n", + "3 False\n", + "dtype: bool" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s < 0" ] @@ -156,7 +231,22 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice 68\n", + "bob 83\n", + "charles 112\n", + "darwin 68\n", + "dtype: int64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2 = pd.Series([68, 83, 112, 68], index=[\"alice\", \"bob\", \"charles\", \"darwin\"])\n", "s2" @@ -173,7 +263,18 @@ "cell_type": "code", "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "83" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2[\"bob\"]" ] @@ -189,7 +290,18 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "83" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2[1]" ] @@ -205,7 +317,18 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "83" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2.loc[\"bob\"]" ] @@ -214,7 +337,18 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "83" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2.iloc[1]" ] @@ -230,7 +364,20 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "bob 83\n", + "charles 112\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s2.iloc[1:3]" ] @@ -246,7 +393,22 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 1000\n", + "1 1001\n", + "2 1002\n", + "3 1003\n", + "dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "surprise = pd.Series([1000, 1001, 1002, 1003])\n", "surprise" @@ -256,7 +418,20 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2 1002\n", + "3 1003\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "surprise_slice = surprise[2:]\n", "surprise_slice" @@ -273,7 +448,15 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Key error: 0\n" + ] + } + ], "source": [ "try:\n", " surprise_slice[0]\n", @@ -292,7 +475,18 @@ "cell_type": "code", "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1002" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "surprise_slice.iloc[0]" ] @@ -309,7 +503,22 @@ "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice 68\n", + "bob 83\n", + "colin 86\n", + "darwin 68\n", + "dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "weights = {\"alice\": 68, \"bob\": 83, \"colin\": 86, \"darwin\": 68}\n", "s3 = pd.Series(weights)\n", @@ -327,7 +536,20 @@ "cell_type": "code", "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "colin 86\n", + "alice 68\n", + "dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s4 = pd.Series(weights, index = [\"colin\", \"alice\"])\n", "s4" @@ -345,7 +567,31 @@ "cell_type": "code", "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['alice', 'bob', 'charles', 'darwin'], dtype='object')\n", + "Index(['alice', 'bob', 'colin', 'darwin'], dtype='object')\n" + ] + }, + { + "data": { + "text/plain": [ + "alice 136.0\n", + "bob 166.0\n", + "charles NaN\n", + "colin NaN\n", + "darwin 136.0\n", + "dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(s2.keys())\n", "print(s3.keys())\n", @@ -366,7 +612,34 @@ "cell_type": "code", "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "s2 = [ 68 83 112 68]\n", + "s5 = [1000 1000 1000 1000]\n" + ] + }, + { + "data": { + "text/plain": [ + "alice NaN\n", + "bob NaN\n", + "charles NaN\n", + "darwin NaN\n", + "0 NaN\n", + "1 NaN\n", + "2 NaN\n", + "3 NaN\n", + "dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s5 = pd.Series([1000,1000,1000,1000])\n", "print(\"s2 =\", s2.values)\n", @@ -394,7 +667,21 @@ "cell_type": "code", "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "life 42\n", + "universe 42\n", + "everything 42\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "meaning = pd.Series(42, [\"life\", \"universe\", \"everything\"])\n", "meaning" @@ -412,7 +699,20 @@ "cell_type": "code", "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "bob 83\n", + "alice 68\n", + "Name: weights, dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "s6 = pd.Series([83, 68], index=[\"bob\", \"alice\"], name=\"weights\")\n", "s6" @@ -432,7 +732,18 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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69P50S03kZ7O+YrcmFzsklbuIhIXEuBgemDSMzbv2cefrmlzsUFTuIhI2RnRt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\ni4hEIJW7iEgEUrmLiEQglbuISAT6X/s00irHqiZcAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", @@ -468,7 +779,24 @@ "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2016-10-29 17:30:00', '2016-10-29 18:30:00',\n", + " '2016-10-29 19:30:00', '2016-10-29 20:30:00',\n", + " '2016-10-29 21:30:00', '2016-10-29 22:30:00',\n", + " '2016-10-29 23:30:00', '2016-10-30 00:30:00',\n", + " '2016-10-30 01:30:00', '2016-10-30 02:30:00',\n", + " '2016-10-30 03:30:00', '2016-10-30 04:30:00'],\n", + " dtype='datetime64[ns]', freq='H')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "dates = pd.date_range('2016/10/29 5:30pm', periods=12, freq='H')\n", "dates" @@ -485,7 +813,30 @@ "cell_type": "code", "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 17:30:00 4.4\n", + "2016-10-29 18:30:00 5.1\n", + "2016-10-29 19:30:00 6.1\n", + "2016-10-29 20:30:00 6.2\n", + "2016-10-29 21:30:00 6.1\n", + "2016-10-29 22:30:00 6.1\n", + "2016-10-29 23:30:00 5.7\n", + "2016-10-30 00:30:00 5.2\n", + "2016-10-30 01:30:00 4.7\n", + "2016-10-30 02:30:00 4.1\n", + "2016-10-30 03:30:00 3.9\n", + "2016-10-30 04:30:00 3.5\n", + "Freq: H, dtype: float64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series = pd.Series(temperatures, dates)\n", "temp_series" @@ -502,7 +853,18 @@ "cell_type": "code", "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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D0mURcU/FOT0/1ZZU+afaZWaS2sqsVteXOi/1eJa1vZXiVdsAEMCdwH8Ap9XwfDgA+CDw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\njBu3mVlm3LjNzDLz/wEJ5lbocofr5wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "temp_series.plot(kind=\"bar\")\n", "\n", @@ -522,7 +884,18 @@ "cell_type": "code", "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndexResampler [freq=<2 * Hours>, axis=0, closed=left, label=left, convention=start, base=0]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_freq_2H = temp_series.resample(\"2H\")\n", "temp_series_freq_2H" @@ -555,7 +928,18 @@ "cell_type": "code", "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "temp_series_freq_2H.plot(kind=\"bar\")\n", "plt.show()" @@ -572,7 +956,25 @@ "cell_type": "code", "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 16:00:00 4.4\n", + "2016-10-29 18:00:00 5.1\n", + "2016-10-29 20:00:00 6.1\n", + "2016-10-29 22:00:00 5.7\n", + "2016-10-30 00:00:00 4.7\n", + "2016-10-30 02:00:00 3.9\n", + "2016-10-30 04:00:00 3.5\n", + "Freq: 2H, dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_freq_2H = temp_series.resample(\"2H\").min()\n", "temp_series_freq_2H" @@ -589,7 +991,25 @@ "cell_type": "code", "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 16:00:00 4.4\n", + "2016-10-29 18:00:00 5.1\n", + "2016-10-29 20:00:00 6.1\n", + "2016-10-29 22:00:00 5.7\n", + "2016-10-30 00:00:00 4.7\n", + "2016-10-30 02:00:00 3.9\n", + "2016-10-30 04:00:00 3.5\n", + "Freq: 2H, dtype: float64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_freq_2H = temp_series.resample(\"2H\").apply(np.min)\n", "temp_series_freq_2H" @@ -607,7 +1027,28 @@ "cell_type": "code", "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 17:30:00 4.4\n", + "2016-10-29 17:45:00 NaN\n", + "2016-10-29 18:00:00 NaN\n", + "2016-10-29 18:15:00 NaN\n", + "2016-10-29 18:30:00 5.1\n", + "2016-10-29 18:45:00 NaN\n", + "2016-10-29 19:00:00 NaN\n", + "2016-10-29 19:15:00 NaN\n", + "2016-10-29 19:30:00 6.1\n", + "2016-10-29 19:45:00 NaN\n", + "Freq: 15T, dtype: float64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_freq_15min = temp_series.resample(\"15Min\").mean()\n", "temp_series_freq_15min.head(n=10) # `head` displays the top n values" @@ -626,7 +1067,28 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 17:30:00 4.400000\n", + "2016-10-29 17:45:00 4.452911\n", + "2016-10-29 18:00:00 4.605113\n", + "2016-10-29 18:15:00 4.829758\n", + "2016-10-29 18:30:00 5.100000\n", + "2016-10-29 18:45:00 5.388992\n", + "2016-10-29 19:00:00 5.669887\n", + "2016-10-29 19:15:00 5.915839\n", + "2016-10-29 19:30:00 6.100000\n", + "2016-10-29 19:45:00 6.203621\n", + "Freq: 15T, dtype: float64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_freq_15min = temp_series.resample(\"15Min\").interpolate(method=\"cubic\")\n", "temp_series_freq_15min.head(n=10)" @@ -636,7 +1098,18 @@ "cell_type": "code", "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+Z0zfAPQ0xux2Pt8GtDHGHCpgWUOBoQDVqlVr+ddffxUqJ6WUOq8j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\nXymlfMj/A19hNXiBHe8QAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "temp_series.plot(label=\"Period: 1 hour\")\n", "temp_series_freq_15min.plot(label=\"Period: 15 minutes\")\n", @@ -656,7 +1129,30 @@ "cell_type": "code", "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 17:30:00-04:00 4.4\n", + "2016-10-29 18:30:00-04:00 5.1\n", + "2016-10-29 19:30:00-04:00 6.1\n", + "2016-10-29 20:30:00-04:00 6.2\n", + "2016-10-29 21:30:00-04:00 6.1\n", + "2016-10-29 22:30:00-04:00 6.1\n", + "2016-10-29 23:30:00-04:00 5.7\n", + "2016-10-30 00:30:00-04:00 5.2\n", + "2016-10-30 01:30:00-04:00 4.7\n", + "2016-10-30 02:30:00-04:00 4.1\n", + "2016-10-30 03:30:00-04:00 3.9\n", + "2016-10-30 04:30:00-04:00 3.5\n", + "Freq: H, dtype: float64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_ny = temp_series.tz_localize(\"America/New_York\")\n", "temp_series_ny" @@ -675,7 +1171,30 @@ "cell_type": "code", "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 23:30:00+02:00 4.4\n", + "2016-10-30 00:30:00+02:00 5.1\n", + "2016-10-30 01:30:00+02:00 6.1\n", + "2016-10-30 02:30:00+02:00 6.2\n", + "2016-10-30 02:30:00+01:00 6.1\n", + "2016-10-30 03:30:00+01:00 6.1\n", + "2016-10-30 04:30:00+01:00 5.7\n", + "2016-10-30 05:30:00+01:00 5.2\n", + "2016-10-30 06:30:00+01:00 4.7\n", + "2016-10-30 07:30:00+01:00 4.1\n", + "2016-10-30 08:30:00+01:00 3.9\n", + "2016-10-30 09:30:00+01:00 3.5\n", + "Freq: H, dtype: float64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_paris = temp_series_ny.tz_convert(\"Europe/Paris\")\n", "temp_series_paris" @@ -692,7 +1211,30 @@ "cell_type": "code", "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 23:30:00 4.4\n", + "2016-10-30 00:30:00 5.1\n", + "2016-10-30 01:30:00 6.1\n", + "2016-10-30 02:30:00 6.2\n", + "2016-10-30 02:30:00 6.1\n", + "2016-10-30 03:30:00 6.1\n", + "2016-10-30 04:30:00 5.7\n", + "2016-10-30 05:30:00 5.2\n", + "2016-10-30 06:30:00 4.7\n", + "2016-10-30 07:30:00 4.1\n", + "2016-10-30 08:30:00 3.9\n", + "2016-10-30 09:30:00 3.5\n", + "Freq: H, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_paris_naive = temp_series_paris.tz_localize(None)\n", "temp_series_paris_naive" @@ -709,7 +1251,16 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cannot infer dst time from Timestamp('2016-10-30 02:30:00'), try using the 'ambiguous' argument\n" + ] + } + ], "source": [ "try:\n", " temp_series_paris_naive.tz_localize(\"Europe/Paris\")\n", @@ -729,7 +1280,30 @@ "cell_type": "code", "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-10-29 23:30:00+02:00 4.4\n", + "2016-10-30 00:30:00+02:00 5.1\n", + "2016-10-30 01:30:00+02:00 6.1\n", + "2016-10-30 02:30:00+02:00 6.2\n", + "2016-10-30 02:30:00+01:00 6.1\n", + "2016-10-30 03:30:00+01:00 6.1\n", + "2016-10-30 04:30:00+01:00 5.7\n", + "2016-10-30 05:30:00+01:00 5.2\n", + "2016-10-30 06:30:00+01:00 4.7\n", + "2016-10-30 07:30:00+01:00 4.1\n", + "2016-10-30 08:30:00+01:00 3.9\n", + "2016-10-30 09:30:00+01:00 3.5\n", + "Freq: H, dtype: float64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "temp_series_paris_naive.tz_localize(\"Europe/Paris\", ambiguous=\"infer\")" ] @@ -746,7 +1320,20 @@ "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016Q1', '2016Q2', '2016Q3', '2016Q4', '2017Q1', '2017Q2',\n", + " '2017Q3', '2017Q4'],\n", + " dtype='period[Q-DEC]', freq='Q-DEC')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarters = pd.period_range('2016Q1', periods=8, freq='Q')\n", "quarters" @@ -763,7 +1350,20 @@ "cell_type": "code", "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016Q4', '2017Q1', '2017Q2', '2017Q3', '2017Q4', '2018Q1',\n", + " '2018Q2', '2018Q3'],\n", + " dtype='period[Q-DEC]', freq='Q-DEC')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarters + 3" ] @@ -779,7 +1379,20 @@ "cell_type": "code", "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016-03', '2016-06', '2016-09', '2016-12', '2017-03', '2017-06',\n", + " '2017-09', '2017-12'],\n", + " dtype='period[M]', freq='M')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarters.asfreq(\"M\")" ] @@ -795,7 +1408,20 @@ "cell_type": "code", "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016-01', '2016-04', '2016-07', '2016-10', '2017-01', '2017-04',\n", + " '2017-07', '2017-10'],\n", + " dtype='period[M]', freq='M')" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarters.asfreq(\"M\", how=\"start\")" ] @@ -811,7 +1437,18 @@ "cell_type": "code", "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016', '2016', '2016', '2016', '2017', '2017', '2017', '2017'], dtype='period[A-DEC]', freq='A-DEC')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarters.asfreq(\"A\")" ] @@ -827,7 +1464,26 @@ "cell_type": "code", "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016Q1 300\n", + "2016Q2 320\n", + "2016Q3 290\n", + "2016Q4 390\n", + "2017Q1 320\n", + "2017Q2 360\n", + "2017Q3 310\n", + "2017Q4 410\n", + "Freq: Q-DEC, dtype: int64" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "quarterly_revenue = pd.Series([300, 320, 290, 390, 320, 360, 310, 410], index = quarters)\n", "quarterly_revenue" @@ -837,7 +1493,18 @@ "cell_type": "code", "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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H6qLJI0lNjAnoRd4ydwM/fa2EOWPS+NqCMwK2X38REX584Xia2zr57btOq8M5\nyu50kRBjY/aY0K9S08SvfK7Y4WJwfDRTg6QZWCDFx9i4akYO/yo5FJCuk60dndz+7EbioqO4/+op\n2IKsJUN/5WcO4otn5/HcunK27q+zOhyMMRQ7XGFTpaaJX/mUx2P40Olm/tgMom2ReXhdP3sUHR7D\ns2v3+X1fv37HScmBen5zxWSGpwRfS4aBuH1JAUMTY7nn9RLLp2ksczdQUdMcNsUKkfnNVH5TcqCe\nyobWiBzm6ZablsSCsRk8u3afXytT7A4Xj67czRfn5PIf44f5bT9WSUmI4XvnjWPdnhre2HJ8g4DA\nsju6ykvDYXwfNPErHyt2uBCB+WPD48yov5YV5XK4vpX3/TSvrKu+he/9YzOFw5P5/gVn+mUfweCq\nGTlMGDmYe9/aTnObdU3w7M6uKrWRqeFRpaaJX/mU3eliUnYq6YPirA7FUosKM8lKTfDLJC0ej+G7\n/9hMY1sHD147lfiY0B9zPhWbt4/PgboWHlpeZkkMR1raWbu7OqyaDWriVz5T1dDK5opaFofRF6S/\nbFHCdbNH8UlZFaWuIz7d9t8+2sVHOyv5yUUTKAjRfvB9MWv0UC6aPJK/Li+joqYp4Pv/uLSSjjCr\nUtPEr3xm+Q43xkTW3bqnc/XMHGJtUTy12ncXeTeX1/Kbfzm54KzhXDMzx2fbDXbfP78QEbj3rcBP\n02h3uEmOj2baqPCpUtPEr3zG7nSTPiiOiSNTrA4lKKQPiuOCs4bz0qcVNLZ2DHh7R1rauf25jQwb\nHM+9l04KyZYM/TUyNYGvL8jnzc8OsqoscD0fjTHYna6wq1ILn0+iLNXR6WHFDjcLx2UE3fR+Vlo2\nJ5cjrR28uunAgLf141dLKK9u4oFrppCSGJotGQbiqwvGkJWawD2vl9AZoGkaSw7U4zrSGnbDl5r4\nlU9sLK+lrrk9bMrdfGXaqCGcOWIwT6zaM6Ba9Jc3VPDKxv3csWQsM/NC/87R/oiPsfGDC87EcehI\nQO6RgP+bVH1BGPTnOZYmfuUTdocLW5RwTkG61aEEFRFhWVEujkNH2LCvpl/b2FPZyI/+uZVZo4fy\nrcX5Pb8hjF1w1nBmjx7K7951Utfk//bXxQ4Xk7NTwq5KTRO/8gm7082M3CGkJETeEERPLp4ykuS4\n6H51m2zr8HD7cxuJtkXxQBi1ZOgvka7yzrrmdu5/f4df91Xd2MbG8tqwbDaoiV8N2MG6ZrYfrA/L\nL4gvJMVFc/n0bN767CCVfew2+bt3nWypqOO+yyeFzc1DAzV+5GCunTWKJ1fvZcdh35bKHuujnd4q\ntTAcvtTErwbsQ2d43c7uDzdNrH76AAAX00lEQVQU5dLeaXh+XXmv37Nih5u/rtjF9bNHsXTicD9G\nF3q++7lxJMXa+Nnr2/zWx6fY4SJ9UCxnZYVflZomfjVgdoeLkSnxjB0WOvO7Blp+5iDOPiONZ9bs\n61VFSmVDK3e+sJmxwwbxowvHByDC0DI0KZY7zx3LytJK3vNDW4xOj2H5DjcLxmaGZZWaJn41IK0d\nnawsrWRRYWZE1ZX3x7KiXPbXNh+dlvJUPB7Dd1/YzJGWdh68dlpYt2QYiOuLcinIHMQv3txOS7tv\n+/hsKq+ltqk9bG9G1MSvBmTd7hqa2jp1mKcX/mP8MIYNjuOJHvr3PPbxbpbvcPPDC8czbnj4t2To\nrxhbFD+5aAL7qpt4dOVun267u0ptXoEmfqVOYHe6iI2O4uz8NKtDCXoxtiium5XLih1u9lQ2nnSd\nrfvruO8dB58bP4wbZo8KcISh55yCdD43fhh/tpf6dOIbu9PF9DCuUtPErwbE7nBRNCaNxNhoq0MJ\nCdfMyiE6Snh6zYln/Y2tHdz27EbSkuK47/LIaskwEP/9+TPp6DTc97Zv+vgcrm+h5EB9WP8Vq4lf\n9dueykZ2VTayKMzuavSnYYPjOW/CcF5YX3HCuPRPXithT1UjD1wzhSFJsRZFGHpy05K4Zd5oXt64\nv983yR2r+27dcB3fB038agCOfkHC+MzIH24oyqWuuZ3XN/9f/55XN+3nxU8ruG1RPkVjdNisr765\nKJ/M5Djuea0EzwD7+NgdbkamxDMujFtea+JX/VbsdDMmPYm89CSrQwkpRWOGkp85iKe8F3n3VTXx\nw1e2Mj13CLcvKbA4utCUFBfN3ecXsrmijpc2VPR7O20dHlaWVrIwzKvUekz8IhIvImtFZLOIlIjI\nPd7lT4uIU0S2ishjIhLjXS4i8kcRKRWRLSIyzd8fQgVeU1sHq3dVhdWsRIHS3b9nc0Udn+6t5vbn\nNoLAH66ZElatfwPtkilZTB2Vyn3vODnS0r8+Puv3VNPQ2hH2f8X25ihrBRYbYyYDU4ClIlIEPA0U\nAmcBCcAt3vXPBwq8P7cCD/k6aGW9VWVVtHV4wnoc1J8um5ZFYqyNWx5fz6byWn512SSyhyRaHVZI\ni4oSfnrRBCobWvmTvbRf27A7XcTaopgb5lVqPSZ+06XB+zTG+2OMMW95XzPAWiDbu87FwBPel1YD\nqSIywh/BW+1AbTNffXI9v3vX6bfbxoNVscNFYqyNWaMjs0XwQCXHx3Dp1Cxqmtq5ZmYOn58Ull+R\ngJuck8oV07N5bOVudp+iZPZ07E43s8cMDfsqtV79XSkiNhHZBLiA94wxa455LQZYBrzjXZQFHNuQ\npMK77Pht3ioi60Vkvdvt7m/8ljDG8PKGCs57YAXvb3fxYHEp970TOcnfGMOHTjdz89OJi9a7Svvr\n9iUF3L6kgB9fpC0ZfOm/lo4jLtrGL97Y1qf3lVc3UepqCPthHuhl4jfGdBpjptB1Vj9LRCYe8/L/\nA1YYYz7qy46NMQ8bY2YYY2ZkZITOcEF1YxvfeHoDd76wmcLhyRR/dwHXzx7FX5aX8YcPdlodXkDs\ndDWwv7Y5Ir4g/jRscDx3njs27M8uAy0zOZ7bFufzgcN1tPKsN+zedcNpUvVT6dMRZ4ypFRE7sBTY\nKiI/ATKArx6z2n7g2Fmgs73LQt4H2w9z10ufUd/czt3nF/KVeWOwRQk/v3girR0eHnh/J7HRUXxj\nYXhPllHsCP86ZxXabpqbx7Nr9/HzN7YxNz+dmF5cNLc7XIyOkCq13lT1ZIhIqvdxAnAu4BCRW4Dz\ngGuNMZ5j3vIacKO3uqcIqDPGHPRD7AHT0NrB3S9t4ebH15M+KJZXvzWXry044+ikGFFRwn2XT+IL\nk0fy63ecPu8bEmzsDheFw5MZkaL94VVwiou28aMLx1PmbuTxT/b0uH5zWyeflFWxMEJuRuzNGf8I\n4HERsdH1i+IFY8wbItIB7AVWeetdXzbG/Ax4C7gAKAWagC/5JfIAWbu7mu/+YxP7a5r5xsIzuOM/\nCk46rm2LEn5/1WTaOjz8/I1txEVHcUNRrgUR+1d9Szvr99Zw6/wxVoei1GktLsxkwdgM/vDBTi6Z\nmnXa6RNX76qitcMTEcM80IvEb4zZAkw9yfKTvtdb5fPNgYdmrdaOTn7/7g4e/mgXOUMSeeGrc5jR\nwyTX0bYo/njtVL721Kf88J9biY2O4qoZOad9T6j5aEclnR4TMV8QFbpEhB9dOJ6lD6zgd+86ufey\nSadc1+50kRATOVVqerfISZQcqOMLD37MX1fs4tpZo3j7jnk9Jv1usdFR/L/rpzGvIJ27XtrCq5vC\n4vLGUXani8Hx0UzNSbU6FKV6lJ85iC+encdz68rZur/upOsYYyh2uCKqSk0T/zE6Oj382V7KJX/+\nmOqmNv7+pZn8z6VnkRTXt6qL+BgbDy+bway8odz5wmbe/iykL3Ec5fF0lXHOH5uhd5iqkHH7kgKG\nJsZyz+slJy25LnM3UFHTHFF/xeq312tPZSNX/XUVv/mXk8+NH867354/oHLFhFgbj900k8nZKdz+\n3EY+2O776eECbeuBOiobWiPqC6JCX0pCDN87bxzr9tTw+pYTT8Lsjq77iCLlwi5o4scYw1Or93L+\nHz6i1NXAH66Zwp+um+qTtrhJcdH875dnceaIwXz9qQ2s2BFaN6odz+5wIwLzx0bOF0SFh6tm5DBh\n5GDufWs7zW3/3g7b7uyqUhuZGjlVahGd+A/Xt3DT39fxw39uZUbeEN79zgIunpLl0658g+NjeOLL\nsxiTkcStT65nVVmVz7YdaHani0nZqaetjlAqGNmihJ9+YQIH61p4aHnZ0eVHWtpZu7uaRRH2V2zE\nJv7XNx/gc/evYM3uKn5+8QSe+PIshqfE+2VfqYmxPH3LbHKGJHLz4+v4dG+1X/bjT1UNrWyuqGWx\n3q2rQtTMvKFcNHkkf11eRkVNEwAfl1bS4TERdxd6xCX+2qY2bn92I7c9u5HR6Um8dfs8ls3J83vv\n7bRBcTx9y2wyk+O46bF1bKmo9ev+fG35DjfG6N26KrR9//xCRODet7qmabQ73AyOj2baqMiqUouo\nxL98h5vzHljBW58d5HufG8uLX5vDmIxBAdt/5uB4nvlKESmJMSx7dC3bDtQHbN8DZXe6SR8Ux8SR\nKVaHolS/jUxN4BsL83nzs4N8UlaJ3emKyCq1iPi0TW0d/PCfn/HFx9YyOD6Gf35zLt9aXGDJ/+yR\nqQk8+5UiEmNt3PDoGnYePhLwGPqqo9PDih1uFo7LICoqfGclUpHh1vljyEpN4I7nNuE60hpxwzwQ\nAYn/0701XPCHj3h6zT6+Mm80r992DhOzrD1rzRmayDNfKcIWJVz3yJp+9Q0PpI3ltdQ1t0fkF0SF\nn/gYG//9+TNxH2lFBBZEUBlnt7BN/G0dHn7zLwdX/uUT2jsNz36liP/+/HjiY4LjzrzR6Uk8c8ts\nOj2G6/62mvLqJqtDOiW7w4UtSjinIN3qUJTyifMnDmdeQTpFo9MiskotLBO/89ARLvnzx/zZXsYV\n07N559vzKBoTfFOpFQxL5qmbZ9PU1sm1f1vNgdpmq0M6KbvTzYzcIaQkxFgdilI+ISI8dtNMHv/y\nLKtDsURYJf5Oj+HhFWVc9OBKDte38PCy6fz6iskkxwdvwho/cjBP3jyLuqZ2rvvbalz1LVaH9G8O\n1jWz/WB9xNU5q/AXY4siNjqsUmCvhc2nLq9u4tq/reZ/3nKwcFwG//rOfD43YbjVYfXKpOxU/vfL\ns3AdaeW6R9ZQ2dBqdUhHfejsuttYx/eVCh8hn/iNMTy/bh9LH1jB9gP1/PbKyfx12fSQG7ebnjuE\nx26aSUVNEzc8sobapjarQwK6xvezUhMYOyxwZa9KKf8K6cTvPtLKV55Yz10vfcak7FTe/vY8rpie\n7febsfylaEwaf7txBrsqG1n26FrqW9otjae1o5OVpZUsHJcRsv+mSqkThWzif2frQc57YAUrdlby\nowvH8/Qts8kekmh1WAM2ryCDh66fhuNQPTc9tpaG1g7LYlm3u4amtk4d5lEqzIRc4q9vaefOFzbx\ntac2kJWawJu3ncPN54wOqxuLlpw5jAevncrmijq+/L/rTugmGCh2p4vY6CjOzg++iiilVP+FVOL/\nuLSSpfev4NVNB7h9SQEvf+NsCoYlWx2WXyydOILfXzWZdXuqufXJ9bS0Bz752x0uisakkRjbt4lo\nlFLBLSQSf0t7J/e8XsL1j6whPsbGS18/mzvPHUtMmPfXuHhKFr++fBIf7azkG09voK3DE7B976ls\nZFdlI4si8K5GpcJd0J/Kbamo5TvPb6LM3chNZ+dx19JCEmKD4+7bQLhyRg5tnR7++5Wt3PbsBv50\n3bSA/ML70OkCtIxTqXAUtIm/3Tv/7YPFpWQmx/HUzbMjtmXA9bNzaW338LM3tnHnC5t54Oop2Px8\nTaPY6WZMehJ56Ul+3Y9SKvCCMvGXuhq484VNbKmo49KpWfz0CxMivl3Al88ZTWuHh/vecRAXHcWv\nL5/ktwvaTW0drN5VxQ2zc/2yfaWUtYIq8Xs8hsdX7eFXbztIjLXx/66fxgVnjbA6rKDx9YVn0NrR\nyQPv7yQ2OopfXjLRL/X1q8qqaOvw6KTqSoWpHhO/iMQDK4A47/ovGmN+IiKjgeeANOBTYJkxpk1E\n4oAngOlAFXC1MWZPT/vZX9vMf/5jM5+UVbG4MJNfXX4Wmcn+mQoxlN2xpIDWDg8PfVhGXHQUP75w\nvM+Tf7HDRWKsjZmjh/h0u0qp4NCbM/5WYLExpkFEYoCVIvI2cCdwvzHmORH5C3Az8JD3vzXGmHwR\nuQa4D7j6dDuobWpj6f0r8BjDry47i6tn5uidoqcgIvzXeeNobffw2Me7iYu2cdfScT779zLG8KHT\nzdz8dOKiI+ciulKRpMfyENOlwfs0xvtjgMXAi97ljwOXeB9f7H2O9/Ul0kNWKq9ppnBEMm/fMZ9r\nZo3SpN8DEeFHF57J9bNH8ZflZfzhg50+2/ZOVwP7a5t1mEepMNarMX4RsdE1nJMP/BkoA2qNMd39\nBCqALO/jLKAcwBjTISJ1dA0HVR63zVuBWwHSskbz3K1z/F6pEk5EhJ9fPJHWDs/RMf9vLMwf8HaL\nHV1lnAu1fl+psNWrxG+M6QSmiEgq8ApQONAdG2MeBh4GmDFjhtGk33dRUcJ9l0+ircPDr99xEhdt\n4+ZzRg9om3aHi8LhyYxISfBRlEqpYNOnqh5jTK2I2IE5QKqIRHvP+rOB/d7V9gM5QIWIRAMpdF3k\nVX5gixJ+f9Vk2js9/PyNbcRFR3FDUf/KMOtb2lm/t4avzh/j4yiVUsGkxzF+EcnwnukjIgnAucB2\nwA5c4V3ti8Cr3seveZ/jfb3YGGN8GbT6d9G2KP5wzVSWFGbyw39u5YX15f3azkc7Kun0GJ1tS6kw\n15t7/0cAdhHZAqwD3jPGvAHcBdwpIqV0jeE/6l3/USDNu/xO4G7fh62OFxsdxZ+vn8a8gnTuemkL\nr27a3/ObjmN3ukhJiGFqTqofIlRKBYseh3qMMVuAqSdZvgs4YaZiY0wLcKVPolN9Eh9j4+FlM7jp\n72u584XNxNqiOL+XN8B5PF1lnPPHZhAd5s3vlIp0+g0PMwmxNh67aSZTclK57dmNfLD9cK/et/VA\nHZUNrdqNU6kIoIk/DCXFRfP3L81k/MjBfP2pDazY4e7xPXaHGxFYMFYTv1LhThN/mBocH8MTX57F\nmIwkbn1yPavKTl9YZXe6mJydSlqITVKvlOo7TfxhLDUxlqdvmU3OkERufnwdn+6tPul6VQ2tbK6o\n1d77SkUITfxhLm1QHE/fMpthg+O56bF1bKmoPWGd5TvcGAOLCnWYR6lIoIk/AmQOjufpW2aTkhjD\nskfXsu1A/b+9bne6SR8Ux8SRKRZFqJQKJE38EWJkagLPfqWIxFgbNzy6hp2HjwDQ0elhudPFwnEZ\nfpvYRSkVXDTxR5CcoYk885UibFHCdY+sYZe7gY3ltdS3dOj4vlIRRBN/hBmdnsQzt8zG4zFc97c1\nPLV6L7YoYd7YyJzPWKlIpIk/AhUMS+bJm2fT3N7Jq5sOMCN3CIPjI3tOY6UiiSb+CDV+5GCevHkW\n6YPiuHx6ttXhKKUCKKgmW1eBNSk7lbU/WKIXdZWKMHrGH+E06SsVeTTxK6VUhNHEr5RSEUYTv1JK\nRRhN/EopFWE08SulVITRxK+UUhFGE79SSkUYMcZYHQMi0gyUWB3HAKQAdVYHMQAav3VGAfusDmIA\nQvnfHkI//gJjTJ/7qQfLnbsNxpgZVgfRXyLysDHmVqvj6C+N3zoi4tZj3zrhEH9/3hcsQz0nTgsV\nWl63OoAB0vito8e+tSIy/mAZ6lkfymc9SvWXHvvKCsFyxt+vP1eUCgN67KuAC4ozfqWUUoETLGf8\nSimlAkQTfx+ISLaIvCoiO0Vkl4j8SUTiRORcEflURD7z/nex1bGezGninyUim7w/m0XkUqtjPZlT\nxX/M66NEpEFEvmdlnOFKj3/r+PrYD3jiP80/fpqI2L3B/ynQcfVERAR4GfinMaYAKAASgF8DlcBF\nxpizgC8CT1oW6Cn0EP9WYIYxZgqwFPiriARLqS/QY/zdfg+8bUF4vRKqxz7o8W8lfxz7AU38PXyA\nFuBHQLCerS0GWowxfwcwxnQC3wFuBHYaYw541ysBEo79bRwkThd/lDGmw7tePBCMF35OGb+IDBKR\nS4DdBOmNgCF+7IMe/1by+bEf6DP+0/3jizFmJV1fgmA0Afj02AXGmHpgD5B/zOLLgQ3GmNbAhdYr\np41fRGaLSAnwGfC1Y74IweJ08U8B7gLuCXxYvRbKxz7o8W8lnx/7gU78vT14QpKITADuA75qdSx9\nZYxZY4yZAMwEvi8i8VbH1Ac/Be43xjRYHchphPWxD3r8W+Sn9OPY14u7vbcNmH7sAhEZDAwHnCKS\nDbwC3GiMKbMgvp6cNv7uZcaY7UADMDGg0fXsdPGnAL8WkT3At4EfiMi3Ah5heNPj3zo+P/YDnfh7\n9Y8fpD4AEkXkRgARsQG/A/4ExAFvAncbYz62LsTTOl38w7svZolILlBI15loMDll/MaYmcaYPGNM\nHvAA8D/GmGC7SBrKxz7o8W8lnx/7gU78p/sAzQGOpU9M151ulwJXiMhOoArwGGN+CXyLrj/Xf3xM\nWVimheGeoIf4zwE2i8gmus7avmGMqbQu2hP1EH8oCNljH/T4t5Jfjn1jTEB/gBzgNWAnXQ2q/nrM\na3uAarr+1KoAxgc6vj58jrOBvcA0q2PR+K2Pp5cxh8WxH6r//uESvy9it7Rlg4icDTwLXGqM2WBZ\nIEoFmB77ykraq0cppSKMVvUopVSE0cSvlFIRxi+JX0RyvL1HtolIiYjc4V0+VETe8/YqeU9EhniX\nF4rIKhFpPb7JkIikisiLIuIQke0iMscfMSvlC7469kVk3DEVMptEpF5Evm3V51LhxS9j/CIyAhhh\njNkgIsl03bF4CXATUG2M+ZWI3A0MMcbc5S39yvWuU2OM+e0x23oc+MgY84iIxAKJxphQn65OhSlf\nHvvHbNMG7AdmG2P2BuqzqPDllzN+Y8zB7koFY8wRYDuQBVwMPO5d7XG6DnaMMS5jzDqg/djtiEgK\nMB941LtemyZ9Fcx8dewfZwlQpklf+Yrfx/hFJA+YCqwBhhljDnpfOgQM6+HtowE38HcR2Sgij4hI\nkr9iVcqXBnjsH+sauko/lfIJvyZ+ERkEvAR823Q1pDrKdI0x9TTOFA1MAx4yxkwFGoG7/RGrUr7k\ng2O/ezuxwBeAf/g8SBWx/Jb4RSSGrgP/aWPMy97Fh71joN1joa4eNlMBVBhj1nifv0jXLwKlgpaP\njv1u59PV5viw7yNVkcpfVT1C17j8dmPM74956TW6ZujB+99XT7cdY8whoFxExnkXLaGr2ZVSQclX\nx/4xrkWHeZSP+auq5xzgI7omNfB4F/+ArrHOF4BRdPWauMoYUy0iw4H1wGDv+g109SqpF5EpwCNA\nLLAL+JIxpsbnQSvlAz4+9pOAfcAYY0xdYD+JCmfaskEppSKM3rmrlFIRRhO/UkpFGE38SikVYTTx\nK6VUhNHEr5RSEUYTv1JKRRhN/EopFWH+PzmgvHC4jUWRAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "quarterly_revenue.plot(kind=\"line\")\n", "plt.show()" @@ -854,7 +1521,26 @@ "cell_type": "code", "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016-03-31 23:00:00 300\n", + "2016-06-30 23:00:00 320\n", + "2016-09-30 23:00:00 290\n", + "2016-12-31 23:00:00 390\n", + "2017-03-31 23:00:00 320\n", + "2017-06-30 23:00:00 360\n", + "2017-09-30 23:00:00 310\n", + "2017-12-31 23:00:00 410\n", + "Freq: Q-DEC, dtype: int64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "last_hours = quarterly_revenue.to_timestamp(how=\"end\", freq=\"H\")\n", "last_hours" @@ -871,7 +1557,26 @@ "cell_type": "code", "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2016Q1 300\n", + "2016Q2 320\n", + "2016Q3 290\n", + "2016Q4 390\n", + "2017Q1 320\n", + "2017Q2 360\n", + "2017Q3 310\n", + "2017Q4 410\n", + "Freq: Q-DEC, dtype: int64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "last_hours.to_period()" ] @@ -887,7 +1592,22 @@ "cell_type": "code", "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PeriodIndex(['2016-01-29 09:00', '2016-02-29 09:00', '2016-03-31 09:00',\n", + " '2016-04-29 09:00', '2016-05-31 09:00', '2016-06-30 09:00',\n", + " '2016-07-29 09:00', '2016-08-31 09:00', '2016-09-30 09:00',\n", + " '2016-10-31 09:00', '2016-11-30 09:00', '2016-12-30 09:00'],\n", + " dtype='period[H]', freq='H')" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "months_2016 = pd.period_range(\"2016\", periods=12, freq=\"M\")\n", "one_day_after_last_days = months_2016.asfreq(\"D\") + 1\n", @@ -910,7 +1630,72 @@ "cell_type": "code", "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " hobby children\n", + "alice Biking NaN\n", + "bob Dancing 3" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d4 = pd.DataFrame(\n", " d3,\n", @@ -1067,7 +2165,72 @@ "cell_type": "code", "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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Londoncharles0.01121992NaN
ParisaliceNaN681985Biking
bob3.0831984Dancing
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Londoncharles1992NaN
Parisalice1985Biking
bob1984Dancing
\n", + "
" + ], + "text/plain": [ + " birthyear hobby\n", + "London charles 1992 NaN\n", + "Paris alice 1985 Biking\n", + " bob 1984 Dancing" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d5[\"public\"]" ] @@ -1127,7 +2425,21 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "London charles NaN\n", + "Paris alice Biking\n", + " bob Dancing\n", + "Name: (public, hobby), dtype: object" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d5[\"public\", \"hobby\"] # Same result as d5[\"public\"][\"hobby\"]" ] @@ -1144,7 +2456,82 @@ "cell_type": "code", "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " birthyear children hobby weight\n", + "alice 1985 NaN Biking 68\n", + "bob 1984 3.0 Dancing 83\n", + "charles 1992 0.0 NaN 112" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people" ] @@ -1293,7 +3204,22 @@ "cell_type": "code", "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "birthyear 1992\n", + "children 0\n", + "hobby NaN\n", + "weight 112\n", + "Name: charles, dtype: object" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.loc[\"charles\"]" ] @@ -1309,7 +3235,22 @@ "cell_type": "code", "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "birthyear 1992\n", + "children 0\n", + "hobby NaN\n", + "weight 112\n", + "Name: charles, dtype: object" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.iloc[2]" ] @@ -1325,7 +3266,64 @@ "cell_type": "code", "execution_count": 71, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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birthyearchildrenhobbyweight
bob19843.0Dancing83
charles19920.0NaN112
\n", + "
" + ], + "text/plain": [ + " birthyear children hobby weight\n", + "bob 1984 3.0 Dancing 83\n", + "charles 1992 0.0 NaN 112" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.iloc[1:3]" ] @@ -1341,7 +3339,64 @@ "cell_type": "code", "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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birthyearchildrenhobbyweight
alice1985NaNBiking68
charles19920.0NaN112
\n", + "
" + ], + "text/plain": [ + " birthyear children hobby weight\n", + "alice 1985 NaN Biking 68\n", + "charles 1992 0.0 NaN 112" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people[np.array([True, False, True])]" ] @@ -1357,7 +3412,64 @@ "cell_type": "code", "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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birthyearchildrenhobbyweight
alice1985NaNBiking68
bob19843.0Dancing83
\n", + "
" + ], + "text/plain": [ + " birthyear children hobby weight\n", + "alice 1985 NaN Biking 68\n", + "bob 1984 3.0 Dancing 83" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people[people[\"birthyear\"] < 1990]" ] @@ -1374,7 +3486,72 @@ "cell_type": "code", "execution_count": 74, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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birthyearchildrenhobbyweight
alice1985NaNBiking68
bob19843.0Dancing83
charles19920.0NaN112
\n", + "
" + ], + "text/plain": [ + " birthyear children hobby weight\n", + "alice 1985 NaN Biking 68\n", + "bob 1984 3.0 Dancing 83\n", + "charles 1992 0.0 NaN 112" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people" ] @@ -1383,7 +3560,72 @@ "cell_type": "code", "execution_count": 75, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyweightageover 30
aliceBiking6833True
bobDancing8334True
charlesNaN11226False
\n", + "
" + ], + "text/plain": [ + " hobby weight age over 30\n", + "alice Biking 68 33 True\n", + "bob Dancing 83 34 True\n", + "charles NaN 112 26 False" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people[\"age\"] = 2018 - people[\"birthyear\"] # adds a new column \"age\"\n", "people[\"over 30\"] = people[\"age\"] > 30 # adds another column \"over 30\"\n", @@ -1397,7 +3639,21 @@ "cell_type": "code", "execution_count": 76, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice 1985\n", + "bob 1984\n", + "charles 1992\n", + "Name: birthyear, dtype: int64" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "birthyears" ] @@ -1413,7 +3669,76 @@ "cell_type": "code", "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyweightageover 30pets
aliceBiking6833TrueNaN
bobDancing8334True0.0
charlesNaN11226False5.0
\n", + "
" + ], + "text/plain": [ + " hobby weight age over 30 pets\n", + "alice Biking 68 33 True NaN\n", + "bob Dancing 83 34 True 0.0\n", + "charles NaN 112 26 False 5.0" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people[\"pets\"] = pd.Series({\"bob\": 0, \"charles\": 5, \"eugene\":1}) # alice is missing, eugene is ignored\n", "people" @@ -1430,7 +3755,80 @@ "cell_type": "code", "execution_count": 78, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30pets
aliceBiking1726833TrueNaN
bobDancing1818334True0.0
charlesNaN18511226False5.0
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets\n", + "alice Biking 172 68 33 True NaN\n", + "bob Dancing 181 83 34 True 0.0\n", + "charles NaN 185 112 26 False 5.0" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.insert(1, \"height\", [172, 181, 185])\n", "people" @@ -1448,7 +3846,93 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_indexhas_pets
aliceBiking1726833TrueNaN22.985398False
bobDancing1818334True0.025.335002False
charlesNaN18511226False5.032.724617True
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets body_mass_index \\\n", + "alice Biking 172 68 33 True NaN 22.985398 \n", + "bob Dancing 181 83 34 True 0.0 25.335002 \n", + "charles NaN 185 112 26 False 5.0 32.724617 \n", + "\n", + " has_pets \n", + "alice False \n", + "bob False \n", + "charles True " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.assign(\n", " body_mass_index = people[\"weight\"] / (people[\"height\"] / 100) ** 2,\n", @@ -1467,7 +3951,15 @@ "cell_type": "code", "execution_count": 80, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Key error: 'body_mass_index'\n" + ] + } + ], "source": [ "try:\n", " people.assign(\n", @@ -1489,7 +3981,93 @@ "cell_type": "code", "execution_count": 81, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_indexoverweight
aliceBiking1726833TrueNaN22.985398False
bobDancing1818334True0.025.335002True
charlesNaN18511226False5.032.724617True
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets body_mass_index \\\n", + "alice Biking 172 68 33 True NaN 22.985398 \n", + "bob Dancing 181 83 34 True 0.0 25.335002 \n", + "charles NaN 185 112 26 False 5.0 32.724617 \n", + "\n", + " overweight \n", + "alice False \n", + "bob True \n", + "charles True " + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d6 = people.assign(body_mass_index = people[\"weight\"] / (people[\"height\"] / 100) ** 2)\n", "d6.assign(overweight = d6[\"body_mass_index\"] > 25)" @@ -1506,7 +4084,15 @@ "cell_type": "code", "execution_count": 82, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Key error: 'body_mass_index'\n" + ] + } + ], "source": [ "try:\n", " (people\n", @@ -1528,7 +4114,93 @@ "cell_type": "code", "execution_count": 83, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_indexoverweight
aliceBiking1726833TrueNaN22.985398False
bobDancing1818334True0.025.335002True
charlesNaN18511226False5.032.724617True
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets body_mass_index \\\n", + "alice Biking 172 68 33 True NaN 22.985398 \n", + "bob Dancing 181 83 34 True 0.0 25.335002 \n", + "charles NaN 185 112 26 False 5.0 32.724617 \n", + "\n", + " overweight \n", + "alice False \n", + "bob True \n", + "charles True " + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(people\n", " .assign(body_mass_index = lambda df: df[\"weight\"] / (df[\"height\"] / 100) ** 2)\n", @@ -1555,7 +4227,21 @@ "cell_type": "code", "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice False\n", + "bob True\n", + "charles True\n", + "dtype: bool" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.eval(\"weight / (height/100) ** 2 > 25\")" ] @@ -1571,7 +4257,84 @@ "cell_type": "code", "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_index
aliceBiking1726833TrueNaN22.985398
bobDancing1818334True0.025.335002
charlesNaN18511226False5.032.724617
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets body_mass_index\n", + "alice Biking 172 68 33 True NaN 22.985398\n", + "bob Dancing 181 83 34 True 0.0 25.335002\n", + "charles NaN 185 112 26 False 5.0 32.724617" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.eval(\"body_mass_index = weight / (height/100) ** 2\", inplace=True)\n", "people" @@ -1588,7 +4351,93 @@ "cell_type": "code", "execution_count": 86, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_indexoverweight
aliceBiking1726833TrueNaN22.985398False
bobDancing1818334True0.025.335002False
charlesNaN18511226False5.032.724617True
\n", + "
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hobbyheightweightageover 30petsbody_mass_indexoverweight
bobDancing1818334True0.025.335002False
\n", + "
" + ], + "text/plain": [ + " hobby height weight age over 30 pets body_mass_index overweight\n", + "bob Dancing 181 83 34 True 0.0 25.335002 False" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.query(\"age > 30 and pets == 0\")" ] @@ -1624,7 +4530,93 @@ "cell_type": "code", "execution_count": 88, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyheightweightageover 30petsbody_mass_indexoverweight
charlesNaN18511226False5.032.724617True
bobDancing1818334True0.025.335002False
aliceBiking1726833TrueNaN22.985398False
\n", + "
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agebody_mass_indexheighthobbyover 30overweightpetsweight
alice3322.985398172BikingTrueFalseNaN68
bob3425.335002181DancingTrueFalse0.083
charles2632.724617185NaNFalseTrue5.0112
\n", + "
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" + ], + "text/plain": [ + " age body_mass_index height hobby over 30 overweight pets \\\n", + "charles 26 32.724617 185 NaN False True 5.0 \n", + "alice 33 22.985398 172 Biking True False NaN \n", + "bob 34 25.335002 181 Dancing True False 0.0 \n", + "\n", + " weight \n", + "charles 112 \n", + "alice 68 \n", + "bob 83 " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "people.sort_values(by=\"age\", inplace=True)\n", "people" @@ -1677,7 +4841,18 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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sepoctnov
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sepoctnov
alice2.8284272.8284273.000000
bob3.1622783.0000003.000000
charles2.0000002.8284271.414214
darwin3.0000003.1622783.162278
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sepoctnov
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sepoctnov
aliceTrueTrueTrue
bobTrueTrueTrue
charlesFalseTrueFalse
darwinTrueTrueTrue
\n", + "
" + ], + "text/plain": [ + " sep oct nov\n", + "alice True True True\n", + "bob True True True\n", + "charles False True False\n", + "darwin True True True" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades >= 5" ] @@ -1787,7 +5245,21 @@ "cell_type": "code", "execution_count": 97, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "sep 7.75\n", + "oct 8.75\n", + "nov 7.50\n", + "dtype: float64" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades.mean()" ] @@ -1803,7 +5275,21 @@ "cell_type": "code", "execution_count": 98, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "sep False\n", + "oct True\n", + "nov False\n", + "dtype: bool" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(grades > 5).all()" ] @@ -1819,7 +5305,22 @@ "cell_type": "code", "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice True\n", + "bob True\n", + "charles False\n", + "darwin True\n", + "dtype: bool" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(grades > 5).all(axis = 1)" ] @@ -1835,7 +5336,22 @@ "cell_type": "code", "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "alice False\n", + "bob True\n", + "charles False\n", + "darwin True\n", + "dtype: bool" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(grades == 10).any(axis = 1)" ] @@ -1851,7 +5367,75 @@ "cell_type": "code", "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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sepoctnov
alice0.25-0.751.5
bob2.250.251.5
charles-3.75-0.75-5.5
darwin1.251.252.5
\n", + "
" + ], + "text/plain": [ + " sep oct nov\n", + "alice 0.25 -0.75 1.5\n", + "bob 2.25 0.25 1.5\n", + "charles -3.75 -0.75 -5.5\n", + "darwin 1.25 1.25 2.5" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades - grades.mean() # equivalent to: grades - [7.75, 8.75, 7.50]" ] @@ -1867,7 +5451,75 @@ "cell_type": "code", "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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sepoctnov
alice7.758.757.5
bob7.758.757.5
charles7.758.757.5
darwin7.758.757.5
\n", + "
" + ], + "text/plain": [ + " sep oct nov\n", + "alice 7.75 8.75 7.5\n", + "bob 7.75 8.75 7.5\n", + "charles 7.75 8.75 7.5\n", + "darwin 7.75 8.75 7.5" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.DataFrame([[7.75, 8.75, 7.50]]*4, index=grades.index, columns=grades.columns)" ] @@ -1885,7 +5537,75 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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sepoctnov
alice0.00.01.0
bob2.01.01.0
charles-4.00.0-6.0
darwin1.02.02.0
\n", + "
" + ], + "text/plain": [ + " sep oct nov\n", + "alice 0.0 0.0 1.0\n", + "bob 2.0 1.0 1.0\n", + "charles -4.0 0.0 -6.0\n", + "darwin 1.0 2.0 2.0" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades - grades.values.mean() # subtracts the global mean (8.00) from all grades" ] @@ -1902,7 +5622,75 @@ "cell_type": "code", "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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octnovdec
bob0.0NaN2.0
colinNaN1.00.0
darwin0.01.00.0
charles3.03.00.0
\n", + "
" + ], + "text/plain": [ + " oct nov dec\n", + "bob 0.0 NaN 2.0\n", + "colin NaN 1.0 0.0\n", + "darwin 0.0 1.0 0.0\n", + "charles 3.0 3.0 0.0" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bonus_array = np.array([[0,np.nan,2],[np.nan,1,0],[0, 1, 0], [3, 3, 0]])\n", "bonus_points = pd.DataFrame(bonus_array, columns=[\"oct\", \"nov\", \"dec\"], index=[\"bob\",\"colin\", \"darwin\", \"charles\"])\n", @@ -1915,7 +5703,88 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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decnovoctsep
aliceNaNNaNNaNNaN
bobNaNNaN9.0NaN
charlesNaN5.011.0NaN
colinNaNNaNNaNNaN
darwinNaN11.010.0NaN
\n", + "
" + ], + "text/plain": [ + " dec nov oct sep\n", + "alice NaN NaN NaN NaN\n", + "bob NaN NaN 9.0 NaN\n", + "charles NaN 5.0 11.0 NaN\n", + "colin NaN NaN NaN NaN\n", + "darwin NaN 11.0 10.0 NaN" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades + bonus_points" ] @@ -1938,7 +5807,88 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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decnovoctsep
alice0.00.00.00.0
bob0.00.09.00.0
charles0.05.011.00.0
colin0.00.00.00.0
darwin0.011.010.00.0
\n", + "
" + ], + "text/plain": [ + " dec nov oct sep\n", + "alice 0.0 0.0 0.0 0.0\n", + "bob 0.0 0.0 9.0 0.0\n", + "charles 0.0 5.0 11.0 0.0\n", + "colin 0.0 0.0 0.0 0.0\n", + "darwin 0.0 11.0 10.0 0.0" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(grades + bonus_points).fillna(0)" ] @@ -1954,7 +5904,88 @@ "cell_type": "code", "execution_count": 107, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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decnovoctsep
aliceNaN9.08.08.0
bobNaN9.09.010.0
charlesNaN5.011.04.0
colinNaNNaNNaNNaN
darwinNaN11.010.09.0
\n", + "
" + ], + "text/plain": [ + " dec nov oct sep\n", + "alice NaN 9.0 8.0 8.0\n", + "bob NaN 9.0 9.0 10.0\n", + "charles NaN 5.0 11.0 4.0\n", + "colin NaN NaN NaN NaN\n", + "darwin NaN 11.0 10.0 9.0" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "fixed_bonus_points = bonus_points.fillna(0)\n", "fixed_bonus_points.insert(0, \"sep\", 0)\n", @@ -1975,7 +6006,75 @@ "cell_type": "code", "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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octnovdec
bob0.0NaN2.0
colinNaN1.00.0
darwin0.01.00.0
charles3.03.00.0
\n", + "
" + ], + "text/plain": [ + " oct nov dec\n", + "bob 0.0 NaN 2.0\n", + "colin NaN 1.0 0.0\n", + "darwin 0.0 1.0 0.0\n", + "charles 3.0 3.0 0.0" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bonus_points" ] @@ -1991,7 +6090,75 @@ "cell_type": "code", "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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octnovdec
bob0.01.02.0
colinNaN1.00.0
darwin0.01.00.0
charles3.03.00.0
\n", + "
" + ], + "text/plain": [ + " oct nov dec\n", + "bob 0.0 1.0 2.0\n", + "colin NaN 1.0 0.0\n", + "darwin 0.0 1.0 0.0\n", + "charles 3.0 3.0 0.0" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "bonus_points.interpolate(axis=1)" ] @@ -2007,7 +6174,88 @@ "cell_type": "code", "execution_count": 110, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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sepoctnovdec
bob0.00.01.02.0
colin0.00.51.00.0
darwin0.00.01.00.0
charles0.03.03.00.0
alice0.00.00.00.0
\n", + "
" + ], + "text/plain": [ + " sep oct nov dec\n", + "bob 0.0 0.0 1.0 2.0\n", + "colin 0.0 0.5 1.0 0.0\n", + "darwin 0.0 0.0 1.0 0.0\n", + "charles 0.0 3.0 3.0 0.0\n", + "alice 0.0 0.0 0.0 0.0" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "better_bonus_points = bonus_points.copy()\n", "better_bonus_points.insert(0, \"sep\", 0)\n", @@ -2027,7 +6275,88 @@ "cell_type": "code", "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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decnovoctsep
aliceNaN9.08.08.0
bobNaN10.09.010.0
charlesNaN5.011.04.0
colinNaNNaNNaNNaN
darwinNaN11.010.09.0
\n", + "
" + ], + "text/plain": [ + " dec nov oct sep\n", + "alice NaN 9.0 8.0 8.0\n", + "bob NaN 10.0 9.0 10.0\n", + "charles NaN 5.0 11.0 4.0\n", + "colin NaN NaN NaN NaN\n", + "darwin NaN 11.0 10.0 9.0" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades + better_bonus_points" ] @@ -2045,7 +6374,88 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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sepoctnovdec
alice8.08.09.0NaN
bob10.09.010.0NaN
charles4.011.05.0NaN
colinNaNNaNNaNNaN
darwin9.010.011.0NaN
\n", + "
" + ], + "text/plain": [ + " sep oct nov dec\n", + "alice 8.0 8.0 9.0 NaN\n", + "bob 10.0 9.0 10.0 NaN\n", + "charles 4.0 11.0 5.0 NaN\n", + "colin NaN NaN NaN NaN\n", + "darwin 9.0 10.0 11.0 NaN" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "grades[\"dec\"] = np.nan\n", "final_grades = grades + better_bonus_points\n", @@ -2063,7 +6473,80 @@ "cell_type": "code", "execution_count": 113, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepoctnovdec
alice8.08.09.0NaN
bob10.09.010.0NaN
charles4.011.05.0NaN
darwin9.010.011.0NaN
\n", + "
" + ], + "text/plain": [ + " sep oct nov dec\n", + "alice 8.0 8.0 9.0 NaN\n", + "bob 10.0 9.0 10.0 NaN\n", + "charles 4.0 11.0 5.0 NaN\n", + "darwin 9.0 10.0 11.0 NaN" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "final_grades_clean = final_grades.dropna(how=\"all\")\n", "final_grades_clean" @@ -2080,7 +6563,75 @@ "cell_type": "code", "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepoctnov
alice8.08.09.0
bob10.09.010.0
charles4.011.05.0
darwin9.010.011.0
\n", + "
" + ], + "text/plain": [ + " sep oct nov\n", + "alice 8.0 8.0 9.0\n", + "bob 10.0 9.0 10.0\n", + "charles 4.0 11.0 5.0\n", + "darwin 9.0 10.0 11.0" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "final_grades_clean = final_grades_clean.dropna(axis=1, how=\"all\")\n", "final_grades_clean" @@ -2102,7 +6653,94 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sepoctnovdechobby
alice8.08.09.0NaNBiking
bob10.09.010.0NaNDancing
charles4.011.05.0NaNNaN
colinNaNNaNNaNNaNDancing
darwin9.010.011.0NaNBiking
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sepoctnovdec
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sep0.0009.00
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ABCDEFGHIJ...QRSTUVWXYZ
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hobbyweightbirthyearchildren
aliceBiking68.51985NaN
bobDancing83.119843.0
\n", + "
" + ], + "text/plain": [ + " hobby weight birthyear children\n", + "alice Biking 68.5 1985 NaN\n", + "bob Dancing 83.1 1984 3.0" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_df = pd.DataFrame(\n", " [[\"Biking\", 68.5, 1985, np.nan], [\"Dancing\", 83.1, 1984, 3]], \n", @@ -2384,7 +10077,52 @@ "cell_type": "code", "execution_count": 131, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# my_df.csv\n", + ",hobby,weight,birthyear,children\n", + "alice,Biking,68.5,1985,\n", + "bob,Dancing,83.1,1984,3.0\n", + "\n", + "\n", + "# my_df.html\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
hobbyweightbirthyearchildren
aliceBiking68.51985NaN
bobDancing83.119843.0
\n", + "\n", + "# my_df.json\n", + "{\"hobby\":{\"alice\":\"Biking\",\"bob\":\"Dancing\"},\"weight\":{\"alice\":68.5,\"bob\":83.1},\"birthyear\":{\"alice\":1985,\"bob\":1984},\"children\":{\"alice\":null,\"bob\":3.0}}\n", + "\n" + ] + } + ], "source": [ "for filename in (\"my_df.csv\", \"my_df.html\", \"my_df.json\"):\n", " print(\"#\", filename)\n", @@ -2406,7 +10144,15 @@ "cell_type": "code", "execution_count": 132, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No module named 'openpyxl'\n" + ] + } + ], "source": [ "try:\n", " my_df.to_excel(\"my_df.xlsx\", sheet_name='People')\n", @@ -2426,7 +10172,64 @@ "cell_type": "code", "execution_count": 133, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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hobbyweightbirthyearchildren
aliceBiking68.51985NaN
bobDancing83.119843.0
\n", + "
" + ], + "text/plain": [ + " hobby weight birthyear children\n", + "alice Biking 68.5 1985 NaN\n", + "bob Dancing 83.1 1984 3.0" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "my_df_loaded = pd.read_csv(\"my_df.csv\", index_col=0)\n", "my_df_loaded" @@ -2443,7 +10246,96 @@ "cell_type": "code", "execution_count": 134, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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StatePopulationlatlon
City
MarysvilleWashington6326948.051764-122.177082
PerrisCalifornia7232633.782519-117.228648
ClevelandOhio39011341.499320-81.694361
WorcesterMassachusetts18254442.262593-71.802293
ColumbiaSouth Carolina13335834.000710-81.034814
\n", + "
" + ], + "text/plain": [ + " State Population lat lon\n", + "City \n", + "Marysville Washington 63269 48.051764 -122.177082\n", + "Perris California 72326 33.782519 -117.228648\n", + "Cleveland Ohio 390113 41.499320 -81.694361\n", + "Worcester Massachusetts 182544 42.262593 -71.802293\n", + "Columbia South Carolina 133358 34.000710 -81.034814" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "us_cities = None\n", "try:\n", @@ -2476,7 +10368,88 @@ "cell_type": "code", "execution_count": 135, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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statecitylatlng
0CASan Francisco37.781334-122.416728
1NYNew York40.705649-74.008344
2FLMiami25.791100-80.320733
3OHCleveland41.473508-81.739791
4UTSalt Lake City40.755851-111.896657
\n", + "
" + ], + "text/plain": [ + " state city lat lng\n", + "0 CA San Francisco 37.781334 -122.416728\n", + "1 NY New York 40.705649 -74.008344\n", + "2 FL Miami 25.791100 -80.320733\n", + "3 OH Cleveland 41.473508 -81.739791\n", + "4 UT Salt Lake City 40.755851 -111.896657" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_loc = pd.DataFrame(\n", " [\n", @@ -2493,7 +10466,75 @@ "cell_type": "code", "execution_count": 136, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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populationcitystate
3808976San FranciscoCalifornia
48363710New YorkNew-York
5413201MiamiFlorida
62242193HoustonTexas
\n", + "
" + ], + "text/plain": [ + " population city state\n", + "3 808976 San Francisco California\n", + "4 8363710 New York New-York\n", + "5 413201 Miami Florida\n", + "6 2242193 Houston Texas" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_pop = pd.DataFrame(\n", " [\n", @@ -2516,7 +10557,80 @@ "cell_type": "code", "execution_count": 137, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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state_xcitylatlngpopulationstate_y
0CASan Francisco37.781334-122.416728808976California
1NYNew York40.705649-74.0083448363710New-York
2FLMiami25.791100-80.320733413201Florida
\n", + "
" + ], + "text/plain": [ + " state_x city lat lng population state_y\n", + "0 CA San Francisco 37.781334 -122.416728 808976 California\n", + "1 NY New York 40.705649 -74.008344 8363710 New-York\n", + "2 FL Miami 25.791100 -80.320733 413201 Florida" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.merge(left=city_loc, right=city_pop, on=\"city\")" ] @@ -2534,7 +10648,110 @@ "cell_type": "code", "execution_count": 138, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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state_xcitylatlngpopulationstate_y
0CASan Francisco37.781334-122.416728808976.0California
1NYNew York40.705649-74.0083448363710.0New-York
2FLMiami25.791100-80.320733413201.0Florida
3OHCleveland41.473508-81.739791NaNNaN
4UTSalt Lake City40.755851-111.896657NaNNaN
5NaNHoustonNaNNaN2242193.0Texas
\n", + "
" + ], + "text/plain": [ + " state_x city lat lng population state_y\n", + "0 CA San Francisco 37.781334 -122.416728 808976.0 California\n", + "1 NY New York 40.705649 -74.008344 8363710.0 New-York\n", + "2 FL Miami 25.791100 -80.320733 413201.0 Florida\n", + "3 OH Cleveland 41.473508 -81.739791 NaN NaN\n", + "4 UT Salt Lake City 40.755851 -111.896657 NaN NaN\n", + "5 NaN Houston NaN NaN 2242193.0 Texas" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "all_cities = pd.merge(left=city_loc, right=city_pop, on=\"city\", how=\"outer\")\n", "all_cities" @@ -2551,7 +10768,90 @@ "cell_type": "code", "execution_count": 139, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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state_xcitylatlngpopulationstate_y
0CASan Francisco37.781334-122.416728808976California
1NYNew York40.705649-74.0083448363710New-York
2FLMiami25.791100-80.320733413201Florida
3NaNHoustonNaNNaN2242193Texas
\n", + "
" + ], + "text/plain": [ + " state_x city lat lng population state_y\n", + "0 CA San Francisco 37.781334 -122.416728 808976 California\n", + "1 NY New York 40.705649 -74.008344 8363710 New-York\n", + "2 FL Miami 25.791100 -80.320733 413201 Florida\n", + "3 NaN Houston NaN NaN 2242193 Texas" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.merge(left=city_loc, right=city_pop, on=\"city\", how=\"right\")" ] @@ -2567,7 +10867,89 @@ "cell_type": "code", "execution_count": 140, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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state_xcitylatlngpopulationnamestate_y
0CASan Francisco37.781334-122.416728808976San FranciscoCalifornia
1NYNew York40.705649-74.0083448363710New YorkNew-York
2FLMiami25.791100-80.320733413201MiamiFlorida
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" + ], + "text/plain": [ + " state_x city lat lng population name \\\n", + "0 CA San Francisco 37.781334 -122.416728 808976 San Francisco \n", + "1 NY New York 40.705649 -74.008344 8363710 New York \n", + "2 FL Miami 25.791100 -80.320733 413201 Miami \n", + "\n", + " state_y \n", + "0 California \n", + "1 New-York \n", + "2 Florida " + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_pop2 = city_pop.copy()\n", "city_pop2.columns = [\"population\", \"name\", \"state\"]\n", @@ -2586,7 +10968,130 @@ "cell_type": "code", "execution_count": 141, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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citylatlngpopulationstate
0San Francisco37.781334-122.416728NaNCA
1New York40.705649-74.008344NaNNY
2Miami25.791100-80.320733NaNFL
3Cleveland41.473508-81.739791NaNOH
4Salt Lake City40.755851-111.896657NaNUT
3San FranciscoNaNNaN808976.0California
4New YorkNaNNaN8363710.0New-York
5MiamiNaNNaN413201.0Florida
6HoustonNaNNaN2242193.0Texas
\n", + "
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citylatlngpopulationstate
3Cleveland41.473508-81.739791NaNOH
3San FranciscoNaNNaN808976.0California
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" + ], + "text/plain": [ + " city lat lng population state\n", + "3 Cleveland 41.473508 -81.739791 NaN OH\n", + "3 San Francisco NaN NaN 808976.0 California" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "result_concat.loc[3]" ] @@ -2619,7 +11184,130 @@ "cell_type": "code", "execution_count": 143, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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citylatlngpopulationstate
0San Francisco37.781334-122.416728NaNCA
1New York40.705649-74.008344NaNNY
2Miami25.791100-80.320733NaNFL
3Cleveland41.473508-81.739791NaNOH
4Salt Lake City40.755851-111.896657NaNUT
5San FranciscoNaNNaN808976.0California
6New YorkNaNNaN8363710.0New-York
7MiamiNaNNaN413201.0Florida
8HoustonNaNNaN2242193.0Texas
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" + ], + "text/plain": [ + " city lat lng population state\n", + "0 San Francisco 37.781334 -122.416728 NaN CA\n", + "1 New York 40.705649 -74.008344 NaN NY\n", + "2 Miami 25.791100 -80.320733 NaN FL\n", + "3 Cleveland 41.473508 -81.739791 NaN OH\n", + "4 Salt Lake City 40.755851 -111.896657 NaN UT\n", + "5 San Francisco NaN NaN 808976.0 California\n", + "6 New York NaN NaN 8363710.0 New-York\n", + "7 Miami NaN NaN 413201.0 Florida\n", + "8 Houston NaN NaN 2242193.0 Texas" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.concat([city_loc, city_pop], ignore_index=True)" ] @@ -2635,7 +11323,100 @@ "cell_type": "code", "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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statecity
0CASan Francisco
1NYNew York
2FLMiami
3OHCleveland
4UTSalt Lake City
3CaliforniaSan Francisco
4New-YorkNew York
5FloridaMiami
6TexasHouston
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" + ], + "text/plain": [ + " state city\n", + "0 CA San Francisco\n", + "1 NY New York\n", + "2 FL Miami\n", + "3 OH Cleveland\n", + "4 UT Salt Lake City\n", + "3 California San Francisco\n", + "4 New-York New York\n", + "5 Florida Miami\n", + "6 Texas Houston" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.concat([city_loc, city_pop], join=\"inner\")" ] @@ -2653,7 +11434,137 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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statecitylatlngpopulationcitystate
0CASan Francisco37.781334-122.416728NaNNaNNaN
1NYNew York40.705649-74.008344NaNNaNNaN
2FLMiami25.791100-80.320733NaNNaNNaN
3OHCleveland41.473508-81.739791808976.0San FranciscoCalifornia
4UTSalt Lake City40.755851-111.8966578363710.0New YorkNew-York
5NaNNaNNaNNaN413201.0MiamiFlorida
6NaNNaNNaNNaN2242193.0HoustonTexas
\n", + "
" + ], + "text/plain": [ + " state city lat lng population city \\\n", + "0 CA San Francisco 37.781334 -122.416728 NaN NaN \n", + "1 NY New York 40.705649 -74.008344 NaN NaN \n", + "2 FL Miami 25.791100 -80.320733 NaN NaN \n", + "3 OH Cleveland 41.473508 -81.739791 808976.0 San Francisco \n", + "4 UT Salt Lake City 40.755851 -111.896657 8363710.0 New York \n", + "5 NaN NaN NaN NaN 413201.0 Miami \n", + "6 NaN NaN NaN NaN 2242193.0 Houston \n", + "\n", + " state \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 California \n", + "4 New-York \n", + "5 Florida \n", + "6 Texas " + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.concat([city_loc, city_pop], axis=1)" ] @@ -2671,7 +11582,103 @@ "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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statelatlngpopulationstate
ClevelandOH41.473508-81.739791NaNNaN
HoustonNaNNaNNaN2242193.0Texas
MiamiFL25.791100-80.320733413201.0Florida
New YorkNY40.705649-74.0083448363710.0New-York
Salt Lake CityUT40.755851-111.896657NaNNaN
San FranciscoCA37.781334-122.416728808976.0California
\n", + "
" + ], + "text/plain": [ + " state lat lng population state\n", + "Cleveland OH 41.473508 -81.739791 NaN NaN\n", + "Houston NaN NaN NaN 2242193.0 Texas\n", + "Miami FL 25.791100 -80.320733 413201.0 Florida\n", + "New York NY 40.705649 -74.008344 8363710.0 New-York\n", + "Salt Lake City UT 40.755851 -111.896657 NaN NaN\n", + "San Francisco CA 37.781334 -122.416728 808976.0 California" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pd.concat([city_loc.set_index(\"city\"), city_pop.set_index(\"city\")], axis=1)" ] @@ -2694,7 +11701,130 @@ "cell_type": "code", "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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citylatlngpopulationstate
0San Francisco37.781334-122.416728NaNCA
1New York40.705649-74.008344NaNNY
2Miami25.791100-80.320733NaNFL
3Cleveland41.473508-81.739791NaNOH
4Salt Lake City40.755851-111.896657NaNUT
3San FranciscoNaNNaN808976.0California
4New YorkNaNNaN8363710.0New-York
5MiamiNaNNaN413201.0Florida
6HoustonNaNNaN2242193.0Texas
\n", + "
" + ], + "text/plain": [ + " city lat lng population state\n", + "0 San Francisco 37.781334 -122.416728 NaN CA\n", + "1 New York 40.705649 -74.008344 NaN NY\n", + "2 Miami 25.791100 -80.320733 NaN FL\n", + "3 Cleveland 41.473508 -81.739791 NaN OH\n", + "4 Salt Lake City 40.755851 -111.896657 NaN UT\n", + "3 San Francisco NaN NaN 808976.0 California\n", + "4 New York NaN NaN 8363710.0 New-York\n", + "5 Miami NaN NaN 413201.0 Florida\n", + "6 Houston NaN NaN 2242193.0 Texas" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_loc.append(city_pop)" ] @@ -2718,7 +11848,80 @@ "cell_type": "code", "execution_count": 148, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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populationcitystateeco_code
3808976San FranciscoCalifornia17
48363710New YorkNew-York17
5413201MiamiFlorida34
62242193HoustonTexas20
\n", + "
" + ], + "text/plain": [ + " population city state eco_code\n", + "3 808976 San Francisco California 17\n", + "4 8363710 New York New-York 17\n", + "5 413201 Miami Florida 34\n", + "6 2242193 Houston Texas 20" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_eco = city_pop.copy()\n", "city_eco[\"eco_code\"] = [17, 17, 34, 20]\n", @@ -2736,7 +11939,18 @@ "cell_type": "code", "execution_count": 149, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Int64Index([17, 20, 34], dtype='int64')" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_eco[\"economy\"] = city_eco[\"eco_code\"].astype('category')\n", "city_eco[\"economy\"].cat.categories" @@ -2753,7 +11967,85 @@ "cell_type": "code", "execution_count": 150, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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populationcitystateeco_codeeconomy
3808976San FranciscoCalifornia17Finance
48363710New YorkNew-York17Finance
5413201MiamiFlorida34Tourism
62242193HoustonTexas20Energy
\n", + "
" + ], + "text/plain": [ + " population city state eco_code economy\n", + "3 808976 San Francisco California 17 Finance\n", + "4 8363710 New York New-York 17 Finance\n", + "5 413201 Miami Florida 34 Tourism\n", + "6 2242193 Houston Texas 20 Energy" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_eco[\"economy\"].cat.categories = [\"Finance\", \"Energy\", \"Tourism\"]\n", "city_eco" @@ -2770,7 +12062,85 @@ "cell_type": "code", "execution_count": 151, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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populationcitystateeco_codeeconomy
5413201MiamiFlorida34Tourism
62242193HoustonTexas20Energy
48363710New YorkNew-York17Finance
3808976San FranciscoCalifornia17Finance
\n", + "
" + ], + "text/plain": [ + " population city state eco_code economy\n", + "5 413201 Miami Florida 34 Tourism\n", + "6 2242193 Houston Texas 20 Energy\n", + "4 8363710 New York New-York 17 Finance\n", + "3 808976 San Francisco California 17 Finance" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "city_eco.sort_values(by=\"economy\", ascending=False)" ]