diff --git a/logistic_regression.ipynb b/logistic_regression.ipynb
index 4694aaf..ba95d04 100644
--- a/logistic_regression.ipynb
+++ b/logistic_regression.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 32,
    "id": "391c54d2",
    "metadata": {},
    "outputs": [
@@ -90,6 +90,31 @@
     "plt.show()\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a62b9137",
+   "metadata": {},
+   "source": [
+    "Nous utilisons ici les données du dataset *Breast Cancer Coimbra*, qui contient des mesures biométriques de 116 patientes. L’objectif est de prédire si une patiente est atteinte d’un cancer du sein ou non, à partir de neuf variables biologiques.\n",
+    "\n",
+    "### Aperçu du dataset\n",
+    "\n",
+    "Le jeu de données contient 116 observations et 10 variables, dont :\n",
+    "- **9 variables explicatives** continues : `Age`, `BMI`, `Glucose`, `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, `MCP.1`.\n",
+    "- **1 variable cible** : `Classification`, qui prend la valeur `1` si la patiente est atteinte d’un cancer (positive) et `2` sinon (négative).\n",
+    "\n",
+    "Les données ne présentent pas de valeurs manquantes, ce qui permet de procéder directement à l’analyse exploratoire.\n",
+    "\n",
+    "### Distribution des variables\n",
+    "\n",
+    "La distribution des variables a été visualisée à l’aide d’histogrammes :\n",
+    "\n",
+    "- Certaines variables présentent une **distribution asymétrique** avec des valeurs extrêmes, notamment `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin` et `MCP.1`. Cela pourra motiver une **transformation des données** ou une **normalisation** avant apprentissage.\n",
+    "- La variable `Classification` est **déséquilibrée**, avec une majorité de patientes saines (`2`). Cette information est importante car elle aura un impact sur le **choix des métriques d’évaluation** : une simple précision (`accuracy`) ne sera pas suffisante pour juger de la qualité des modèles.\n",
+    "\n",
+    "Nous allons désormais préparer les données pour l'entraînement des modèles, en séparant les features et la cible, et en effectuant un **split stratifié** du jeu de données.\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9cb261cd",
@@ -100,7 +125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "3eddff01",
    "metadata": {},
    "outputs": [
@@ -118,6 +143,9 @@
     "# Séparation des features et de la cible\n",
     "X = data.drop(columns='Classification')\n",
     "y = data['Classification'].map({2: 0, 1: 1})\n",
+    "# Mapping : 1 = patient malade (positif), 2 = patient sain (négatif)\n",
+    "# On recode pour avoir : 1 → malade (classe positive), 0 → sain\n",
+    "\n",
     "\n",
     "# Split stratifié pour préserver la distribution des classes\n",
     "X_train, X_test, y_train, y_test = train_test_split(\n",
@@ -131,6 +159,24 @@
     "print(\"Test  :\", X_test.shape, y_test.shape)\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "2eec1d6e",
+   "metadata": {},
+   "source": [
+    "Nous commençons par séparer les variables explicatives (features) de la variable cible (`Classification`), en recodant cette dernière pour faciliter l'interprétation des résultats :\n",
+    "- `1` : patiente malade (classe positive),\n",
+    "- `0` : patiente saine (classe négative).\n",
+    "\n",
+    "Un **split stratifié** a été effectué à l’aide de la fonction `train_test_split` de `scikit-learn`, afin de préserver la proportion initiale des classes dans les ensembles d’entraînement et de test. Cela est particulièrement important ici compte tenu du **déséquilibre de classes** observé.\n",
+    "\n",
+    "Les tailles obtenues sont :\n",
+    "- **Ensemble d'entraînement** : 92 observations\n",
+    "- **Ensemble de test** : 24 observations\n",
+    "\n",
+    "Ce découpage correspond à une répartition classique de 80% / 20%.\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "02d2e734",
@@ -141,15 +187,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "2ad4fd85",
+   "execution_count": 31,
+   "id": "ac59107b",
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
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q2LGjgoODFRISotatW2vu3Ln2fn355Zfav3+//aNqOXN9Ws27XZQYrWzatEndunVTpUqVFBAQoKioKA0aNOiK+3a5tLQ0Pfzww6pcubL8/f3VrFkzzZkzx6FNTr9effVVzZw5U9HR0bLZbGrdurWSk5MLPIaV//3vf+rVq5dq1Kghm82m6tWra9SoUfrrr78K9fyTJ09q1KhRqlmzpmw2m6pVq6Z+/frp6NGjeT7np59+0oABA1SrVi35+/urSpUqGjRokI4dO+bQ7tSpUxo5cqR93+Hh4br11lu1ZcsWe5vdu3erZ8+eqlKlivz9/VWtWjU98MADSk9Pd9jXRx99ZP89rlChgh544AHL33cAKEluuukmSdLevXsd1v/666+67777VKFCBfn7+6tVq1a5iuwXLlzQxIkTVadOHfn7+6tixYq68cYblZSUZG9jNQd6UlKSbrzxRoWGhiooKEj16tXTP//5T0l/X0O0bt1akjRw4EB7/s3Jt5fPu321easwfSjs65EXZ1/nFMb58+c1YcIEtWzZUuXKlVNgYKBuuukmrVq1qtD7yO8aKS+vvvqqbrjhBlWsWFEBAQFq2bKlFixYkKtdfr8DOd566y01atRIZcuWVfny5dWqVatcxz948KAGDRqkypUry2azqVGjRvrggw8K3UcA8BZ9+vTRsWPHHPLX+fPntWDBAj344IO52m/YsEFffvmlHn74YfXs2TPXdpvNpldffbXA495yyy2S/r5J73KVK1dWQEBAUbrhoDC5IjMzU88++6xq165tf6/59NNPKzMzs8D979u3T7169VKFChVUtmxZtWvXTl9++aVDm5zaxmeffaZJkyapWrVq8vf3V+fOnbVnz54r6tfnn3+u2NhYRUREyGazKTo6Wi+88EKh8/3Bgwf18MMP258fFRWlxx57LNenBS5V2Pfkhw8f1sCBA1WtWjXZbDZVrVpVd911l8Mc7q6uWwBXiylc4DQff/yx7r33Xvn5+alPnz5KTExUcnKy/Q2r9PeJs1OnTrp48aLGjRunwMBAzZw5s0gJcNKkSfLx8dHYsWOVlpamadOmqUuXLtq6dat9P7Nnz9bAgQPVunVrJSQk6MiRI3rjjTf03Xff6YcfflBoaKh9f1lZWerWrZvatm2rV199VStXrtRrr72m6OhoPfbYY/Z2jzzyiH2/w4cPV0pKit5++2398MMP+u677+zTrsyePVuDBg1So0aNFB8fr9DQUP3www9avny5HnzwQT3zzDNKT0/X77//rqlTp0qSgoKC8u1zYWO8XFpamrp27aqwsDCNGzdOoaGh+u2337Ro0SKHdoXt2+X++usv3XzzzdqzZ4+GDRumqKgozZ8/XwMGDNDJkyc1YsQIh/Zz587VqVOn9Mgjj8jHx0cvv/yy7r33Xu3bt6/I09bMnz9fZ8+e1WOPPaaKFStq48aNeuutt/T7779r/vz5+T739OnTuummm/TLL79o0KBBatGihY4ePaovvvhCv//+uypVqmT5vKSkJO3bt08DBw5UlSpVtGPHDs2cOVM7duzQ+vXr7cWcRx99VAsWLNCwYcPUsGFDHTt2TN9++61++eUXtWjRQufPn1e3bt2UmZmpJ554QlWqVNHBgwe1dOlSnTx5UuXKlZP09+/6+PHj1bt3bw0ePFh//vmn3nrrLXXo0CHX7zEAlCQ5b4jKly9vX7djxw61b99e1113nf0a4LPPPtPdd9+thQsX6p577pH0d3E8ISFBgwcPVps2bZSRkaFNmzZpy5Yted5ptmPHDt1xxx1q2rSpnn/+edlsNu3Zs0ffffedJKlBgwZ6/vnnNWHCBA0dOtRe4L/hhhvy7ceV5q3C9KGwr4cVV1znFEZGRob+/e9/q0+fPhoyZIhOnTql999/X926ddPGjRtzTY1jFXd+10h5eeONN3TnnXeqb9++On/+vObNm6devXpp6dKlio2Ntb+e+f0OSH9P1TN8+HDdd999GjFihM6dO6effvpJGzZssB//yJEjateunXx8fDRs2DCFhYVp2bJlevjhh5WRkZFr+j0A8GY1a9ZUTEyMPvnkE3Xv3l3S3/8ITU9P1wMPPKA333zToX3OP4Efeuihqzpuzj/gK1aseFX7uVxhckV2drbuvPNOffvttxo6dKgaNGigbdu2aerUqdq1a5eWLFmS5/6PHDmiG264QWfPntXw4cNVsWJFzZkzR3feeacWLFiQK7dPmTJFpUqV0lNPPaX09HS9/PLL6tu3rzZs2FDkvs2ePVtBQUEaPXq0goKC9M0332jChAnKyMjQK6+8ku9z//jjD7Vp00YnT57U0KFDVb9+fR08eFALFizQ2bNn85wZoLDvyXv27KkdO3boiSeeUM2aNZWWlqakpCQdOHDA/tiVdQvAKQzgBJs2bTKSTFJSkjHGmOzsbFOtWjUzYsQIh3YjR440ksyGDRvs69LS0ky5cuWMJJOSkmJf37FjR9OxY0f741WrVhlJ5rrrrjMZGRn29Z999pmRZN544w1jjDHnz5834eHhpnHjxuavv/6yt1u6dKmRZCZMmGeDJMsAAF28SURBVGBf179/fyPJPP/88w5xNm/e3LRs2dL++H//+5+RZD7++GOHdsuXL3dYf/LkSRMcHGzatm3rcOyc1yRHbGysiYyMzPU6pqSkGElm1qxZRY7RyuLFi40kk5ycnGebwvbNmNxjMm3aNCPJfPTRR/Z158+fNzExMSYoKMg+Tjn9qlixojl+/Li97eeff24kmf/85z/59iNn7FetWmVfd/bs2VztEhISjI+Pj9m/f3+++5swYYKRZBYtWpRrW844WY2F1TE/+eQTI8msXbvWvq5cuXImLi4uz+P/8MMPRpKZP39+nm1+++034+vrayZNmuSwftu2baZ06dK51gOAO8yaNctIMitXrjR//vmnSU1NNQsWLDBhYWHGZrOZ1NRUe9vOnTubJk2amHPnztnXZWdnmxtuuMHUqVPHvq5Zs2YmNjY23+M+++yz5tLL2KlTpxpJ5s8//8zzOcnJybnO6zn69+/vkJevNm8Vpg+FfT0uz4GuuM7Jy+V5/+LFiyYzM9OhzYkTJ0zlypXNoEGD8t1XYa+RLh8LY3Ln3/Pnz5vGjRubW265xb6uML8Dd911l2nUqFG+cT788MOmatWq5ujRow7rH3jgAVOuXDnLawEA8DY5+T05Odm8/fbbJjg42H7+69Wrl+nUqZMxxpjIyEiHfHfPPfcYSebEiROFOk5OPt+5c6f5888/TUpKinn33XeNzWYzlStXNmfOnMn3+XFxcQ7XAwUpTK748MMPTalSpcz//vc/h/UzZswwksx3331nXxcZGWn69+9vf5xT77j0uadOnTJRUVGmZs2aJisryxjz/3J7gwYNHPLqG2+8YSSZbdu25duPnPG5tH5ilZ8eeeQRU7ZsWYdrDSv9+vUzpUqVsqwb5OToK31PfuLECSPJvPLKK3ke39l1C8AVmMIFTvHxxx+rcuXK6tSpk6S/5/K+//77NW/ePIePDP33v/9Vu3bt1KZNG/u6sLAw9e3bt9DH6tevn4KDg+2P77vvPlWtWlX//e9/Jf390Z+0tDQ9/vjjDvOjxsbGqn79+rk+PiX9fcfwpW666Sbt27fP/nj+/PkqV66cbr31Vh09etS+tGzZUkFBQfaPLiclJenUqVMaN25crrlZr/bbwQuK0UrOHWhLly7VhQsXLNsUtm9W/vvf/6pKlSrq06ePfV2ZMmU0fPhwnT59WmvWrHFof//99zvcjZhzB2BB/bBy6acWzpw5o6NHj+qGG26QMUY//PBDvs9duHChmjVrZnl3X37jdOkxz507p6NHj6pdu3aS5DA9S2hoqDZs2KA//vjDcj85d5ivWLFCZ8+etWyzaNEiZWdnq3fv3g7jUqVKFdWpU6dIH5cHAFfr0qWLwsLCVL16dd13330KDAzUF198oWrVqkmSjh8/rm+++Ua9e/fWqVOn7Oe0Y8eOqVu3btq9e7d9+pHQ0FDt2LFDu3fvLvTxc/Ld559/7tQvA73SvFVQH4ryelzOFdc5heXr62u/Cy07O1vHjx/XxYsX1apVK4c8aOVqrpEuzb8nTpxQenq6brrpply5V8r/dyA0NFS///57ntPwGGO0cOFC9ejRQ8YYh/zbrVs3paenF9hPAPA2vXv31l9//aWlS5fq1KlTWrp0aZ6fGsrIyJAkh/frhVGvXj2FhYUpKipKjzzyiGrXrq0vv/xSZcuWver4L1WYXDF//nw1aNBA9evXd8gDOdPKFPT+uE2bNg5fuhoUFKShQ4fqt99+088//+zQfuDAgQ53dzvr/XHOtcVNN92ks2fP6tdff83zednZ2VqyZIl69OihVq1a5dpe2PfHeb0nDwgIkJ+fn1avXp3nVCuurlsAzkABHVctKytL8+bNU6dOnZSSkqI9e/Zoz549atu2rY4cOaKvv/7a3nb//v2qU6dOrn3Uq1ev0Me7/Pk+Pj6qXbu2/ePi+/fvz3Of9evXt2/P4e/vr7CwMId15cuXdzi57969W+np6QoPD1dYWJjDcvr0aaWlpUn6fx81a9y4caH7UxiFidFKx44d1bNnT02cOFGVKlXSXXfdpVmzZjnM3VbYvlnJGc9SpRxPJQ0aNLBvv1SNGjVy9UHSFc1ZduDAAQ0YMEAVKlSwz+nasWNHSco1j/jl9u7de0VjdPz4cY0YMcI+717ORd7lx3z55Ze1fft2Va9eXW3atNFzzz3ncBEUFRWl0aNH69///rcqVaqkbt26afr06Q772L17t4wxqlOnTq5x+eWXX/IdFwAobtOnT1dSUpIWLFig22+/XUePHnX4Us49e/bIGKPx48fnOqc9++yzkmQ/rz3//PM6efKk6tatqyZNmmjMmDH66aef8j3+/fffr/bt22vw4MGqXLmyHnjgAX322WdXXUy/0rxVUB+K8npczhXXOUUxZ84cNW3a1D63e1hYmL788stC5V7pyq6Rli5dqnb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       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1500x1200 with 9 Axes>"
       ]
      },
      "metadata": {},
@@ -157,9 +203,9 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1500x1200 with 9 Axes>"
       ]
      },
      "metadata": {},
@@ -167,69 +213,9 @@
     },
     {
      "data": {
-      "image/png": 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",
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OhIQEr2vblRa9Xu8zv7h+17Xtwg096enpIikpSQAQbdq0EZ06dfLI+6dOnXLXWdu3b/fY7rlz58SPP/7oda0bDAYxbtw4d4NcURWpJzp37iwAiKFDh3qctytXroj27du7G00Kq0g+dbnhhhv8li9ERES1FQPoRER0zTl69Kj7wbHoX9u2bcW7777r8RAvhBD79u1z92Q7f/58hdPw999/CwCiY8eOXvMqI4Du2r+vvvrK5/wvvvhCAM5e7r5+u2iv7tJyBVqCgoI8Hqxdvv32W3dwonBvX38B5kWLFgkAIjk52efvvfrqqwKASEpK8pheUgD95ZdfFgDE66+/XrYd9MMV5Dl16pTP+YEKoN91110CgHj11Vd9zv/jjz98Hl/Xb99yyy0+1/v+++/d10vhnrcudrvd3cP/wIED7umuHqHz5s3zud22bdsWG0AX4p9ewWVp4ClvvixJ3bp1fQZtSzp+JbnjjjsEADFz5sxSr1OeIOr7778vAIjHHnvMY7pWqxWhoaGl2oarLJk1a1apli9v3inOrl27BODsqV8e/srj3NxcodVqhUwm8yr3LRaL+82jgwcPlvq3/B1zVxkhSZLYt2+f13r/+9//BADRuHFjr3nVFUCPiIgQ2dnZ5fod13V76NAhj+muAHpycrJXcF0IIaZNmyYAiGeffbbU6TaZTO43C7755huv+QaDwd1ze+XKlR7zXMey6O8V/V1/Daavv/66+zz6yr8zZ84UgO83wPwxGAxCoVCI6Ohor3nlrSdcPd61Wq24fPmy1zp//vmnAJxvChVurKxIPnUZM2aMACCWLFnidxkiIqLahh8RJSKia06zZs3wv//9D3/88QfWr1+P33//HXv27EFaWhr27duHBx54AKtXr8b69euhUqkAABs3bgQADBo0CPXq1Sv1b9ntdvz888/YuXMnLl26BJPJBOFsoAYAv+PCVkR6ejr++OMPBAUFYciQIT6XcY3FvXPnTp/zR44cWaE09OvXD3FxcV7TBw8ejMjISGRkZGDPnj3o2rVrsdtxjWc7fvx4n/MnT56MRx99FMePH8fFixdRt27dUqWvY8eOAICXX34ZkZGRGDx4MCIiIkq1blEGg8E9pm1kZGS5tlEVHA4Hvv/+ewDAXXfd5XOZDh06IDg4GHv37kVBQQE0Go3HfH/5YP369QCAESNGQKHwvl2UyWTo0aMHDh48iJ07d6J169aw2WzYvn07AOCee+7xud1x48Zh3759xe6X6xi7vmdQFuXNl/v378dPP/2ElJQUGAwGOBwOAM4xlh0OB06cOIF27dp5bbc815HdbsfmzZsBAFOnTi3z+r7k5+fj+++/x969e5Geng6LxQLA+SFGwLsc6tSpE37++WeMGzcODz30ENq1a+dzXHEAaN++PeRyOT766CM0bdoUw4cPR506dfympTx5pySuvFDS9VfW8jgkJAQjR47Ef//7X/z3v//FE0884bEfaWlp6NSpE1q1auX1W2U95i4NGzbEjTfe6DW9RYsWAOB37O7q0LdvX4SGhha7zIkTJ7Bx40acOHECeXl5sNvtAP45R3///Tdatmzptd7gwYN9jtNdnv3+888/kZ+fj4iICJ91oFarxejRo7FkyRJs3boVY8eO9VqmpGtXoVCgX79+XtOTkpIAOM+jr7zrmu/v+wk7d+7Etm3bcPbsWRiNRnfeVKlUSEtLQ1ZWFsLDw4tNW2m46tbbbrsNsbGxXvNdH23ev38/fvnlF9x9990e8yuSTytShhMREdVUDKATEdE1q1OnTujUqRMAQAiBvXv34pVXXsGqVavw448/YsmSJXjssccAwP1hz+bNm5d6+8ePH8ewYcNw6NAhv8vk5uZWYA98S0lJgRACJpMJarW62GXT0tJ8Tm/UqFGF0uD6MJ2/bWdkZOD8+fMlbsf1EO5ve2FhYYiIiEBmZibOnz9f6gB6r169MG/ePLzyyisYP348JElCUlISunXrhttvvx1DhgzxGzAsKicnx/3/ISEhpVqnOmRkZLjzV4MGDUq1fNHGIX/54NSpUwCAp59+Gk8//XSx23XlsYyMDPfHGP2dz+LyjYterwcAZGVllbhsWbbvK1+6Pkq5du3aYrfr7zouz3WUkZHhbpDx9UHasvr2228xceLEYj/MWTT977zzDgYPHowVK1ZgxYoVCAkJQceOHXHLLbfg3nvvRcOGDd3LJiYmYvHixXjssccwY8YMzJgxA/Hx8ejSpQsGDx6MO++8090QCZQv75TEdQ268oYv5S2PJ02ahP/+979Yvny5RwB92bJlAOD+YHFh5TnmLoWPbWGufSv6Qc3qVFx+ttvtmDFjBt5//3130NeX8u53cR9yLaqkegNw5tvCyxZV0rVbp04dnw1AwcHBAPzvj6uOKLo/V65cwYgRI9yNjP7k5uZWSgC9tMdo//79Po9RRfJpRcpwIiKimooBdCIiui5IkoT27dvjs88+g9FoxDfffIN169a5A+jlMXLkSBw6dAiDBw/G3Llz0bJlS+j1eiiVSlgslhKD2+Xl6h0bHByMESNGlGsbQUFBlZkkn4oLslSHF198EdOmTcO3336L7du3Y8eOHVi2bBmWLVuGjh07YuvWrdDpdCVuJywszP3/eXl5xQbxqpMrHwD+e/AX5is/+ssHrm13797dHYjyx1fv3IpwBUsrI4jkS+F8+cQTT2Dt2rVo3rw5XnzxRXTs2BFRUVHugHDXrl3x22+/+c3L1XEdFefChQu46667YDKZMHfuXNx9991o1KgRgoODIZPJsGnTJvTv398r/S1atMDff/+NTZs2YcuWLe5esVu2bMGzzz6L//u///N4i2DmzJkYNWoUvvnmG2zfvh3bt2/HqlWrsGrVKsyfPx/btm1z90qvirzjugaLa5Asb3nco0cPJCYm4tixY9i5cye6du2KK1euYMOGDdBoNBg9erTH8uU95i6lbbgLhOLy85IlS/Dee+8hLi4Or7/+Orp27YrY2Fj3Wy1jx47FZ599Vmv2u6Rrt6T0lnV/pkyZgu3bt6NLly5YuHAhbrzxRoSHh0OpVAIA6tati0uXLgW83nSpyPmq6jKciIgoEBhAJyKi606/fv3wzTffID093T3N1dvq6NGjpdrG0aNH8ddffyEmJgZr16716ql2/PjxyktwEa7expIk4aOPPgpIYCIlJcXvvNOnTwMA6tevX+J26tWrh6NHj7p7rRaVk5ODzMxM97Jl1ahRI8ycORMzZ84EAOzatQv33HMPdu3ahZdffhkLFy4scRtarRY6nQ4GgwEZGRk1JoAeFRWFoKAgmEwmvPrqq4iKiqq0bbvy2O23345HH320VOtERkZCrVbDbDbj9OnTPoOjrrxRHFevXl/DDpSkrPnyiy++AAB8/vnnuOGGG7zWqYrrODIyElqtFkajEX///XephjDx59tvv4XJZMKwYcPw0ksvec0vLv0KhQIDBw7EwIEDATiD06+//joWLlyI+++/H8OGDfNoYIqNjcV9992H++67D4CzDJw0aRJ+++03PP744/j4448BlC/vlCQmJgYA/Pb4rkh5LEkSJkyYgKeffhrLli1D165d8cknn8Bms2HUqFEeDWhAxY55bea6Vt5//30MHTrUa3517rerLijuenfVKeWpNyqbwWDAhg0bIJPJsGHDBq88ZTAYcPny5Ur9Tdd++6tbC8+r7GNUkTKciIiopqpZXQGIiIgqqDS9t86ePQvAM5B22223AQA2bNjgd+zSwlxB3bp16/p8zfuTTz7xu66rd6vNZivX/Lp16+KGG25AXl6ee+z26rZp0yZcuXLFa/qGDRuQkZGBkJAQJCcnl7gd11jtruBbUR999BEA57iyhR/ySzpG/nTs2BEPPvggAJQ4Fndh7du3BwAcPny4TL9XnNLsg6t3oq9l5HI5br31VgD/BLcqy4ABAwAAX375Zal7RCoUCnTr1g0AsHLlSp/LrFixothtOBwOHDlyBABKlX+KKmu+dF3H8fHxXuv88MMPHo1slaXwefvwww8rtK3i0i+EwKefflrqben1eixYsABhYWEwGo04duxYscs3b94c8+bNA+B5LZUn75SkVatWUKlUOH/+PPLy8rzmV6Q8BoAJEyZAJpPhiy++gNFoLHb4lso85qVVXDlQkvKWlUUVt9+HDh0qU3laUa5vO2RmZuKbb77xmm8ymbBq1SoAQO/evastXf7k5OTAbrdDr9d7Bc8BZ/70d62U9/y56taNGzf6HIt879692Ldvn/ubBJXp4MGDAMpXhhMREdVUDKATEdE15Z133sH48eN9fjxTCIE1a9bg7bffBgCPV/Pbtm2L22+/HSaTCbfffrs7yO5is9k8HtSbNm0KuVyOAwcOuD/W5fLtt99i8eLFftPoCtz7G6s3OjoaKpUKly9fdgctivr3v/8NwBng+fbbb33u6++//45Nmzb5TUdFmEwmPPDAAzCZTO5pFy9exJw5cwAA06ZN8/pgpS/33Xcf9Ho99uzZg+eff94jiLB37173fhYdasd1DP0FtNeuXYtff/3VY5gTALBare5GB1+BIH9cQZjffvut1OuUpKR8UJpl5s+fD5VKhcceewwff/yx1/4CzmDGmjVrypS222+/HR07dsQff/yBiRMn+hyrOisrC++9955HYGf27NkAgLfeesvrGnz55ZexZ8+eYn/30KFDyMnJQdOmTcvVK7Ks+dL1Qby33nrLYzt///03pk2bVubfL60nn3wSCoUCb7/9Nt555x2v4NmZM2ewe/fuErfjSv9XX33l/ngl4Byv+plnnvFZDhqNRrz++us+z+m2bduQnZ0NuVzuzntbtmzBhg0bYLVaPZYVQuC7774D4HktlTfvFCcoKAg33XQTHA4Hfv/9d6/5FSmPAed1duuttyI3Nxf/+te/cPDgQTRs2BC33HKL17LlOeYVVZqywp/S1Cel4drvpUuXepQzly5dwrhx4yocoC8LjUaD6dOnAwDmzJnj/oYJ4CzjH3roIVy+fBkJCQkV/mB2ZYiNjUV4eDiys7O9GhH/97//eYy9X1R5z3337t3RuXNnmEwm3H///TAaje556enpuP/++wE474NK8w2N0srJycHhw4cRHBzs/gYNERHRNUEQERFdQxYvXiwACAAiOjpa9OvXT4wdO1YMHDhQNGrUyD3vnnvuEXa73WPdzMxMcdNNNwkAQqVSiV69eomxY8eKW265RURHR4ui1eZDDz0kAAiZTCZ69uwpxowZI9q3by8AiKeeesr9W0W9/fbbAoAIDg4Ww4cPF5MnTxaTJ08WR48edS8zcuRIAUA0aNBAjBkzxr1MYUuWLBEKhUIAEE2aNBGDBg0SY8eOFbfeequIiYkRAMS8efM81omPjxcAREpKSrmO7/z58wUAMW7cOBERESHi4uLEnXfeKYYMGSJ0Op0AILp06SKMRqPHelu3bhUARM+ePb22+e233wqNRiMAiObNm4sxY8aIPn36uPdt4sSJXuuYzWZRt25dAUC0a9dOjBs3TkyePFm8/PLLQoh/zk1UVJS49dZbxd133y2GDh3qPi716tUT586dK/V+79mzRwAQnTp18jm/uP3zlw++++47d14bPHiwmDRpkpg8ebLYsWOHe5lHH33UvR+jRo1y54P09HT3Ml988YXQarUCgKhfv77o16+fuPvuu8WAAQNE/fr1BQBx1113efx2z549BQCxdetWv/t84cIF0bZtWwFA6HQ60bVrVzF69GgxfPhw0bZtWyGXywUAYTKZPNabPn26+7ro1auXGDNmjGjVqpWQyWTu8+LrOAkhxOuvvy4AiLlz5/pNly/lzZerV68WkiQJAKJNmzZi9OjR4pZbbhFKpVLccsstomvXrj6PU2mOX0k+/vhjoVQqBQARHx8vRo4c6T62kiSJ+fPneyzvKx9ZrVaRnJzsLk8GDRokRo0aJeLj44VSqRTz5s3zOt5ZWVnu83PjjTeKkSNHijFjxoguXbq4j8UzzzzjXt5Vpur1eneZOGzYMHdZEhoaKvbu3euRrvLmneKUlDfKWx67rFq1yr1M0WNQ0WMuRPFlhIu/NJamHChOSfWJ6/opmucK+9///idUKpW7vhk1apS47bbbRFBQkGjVqpUYNmyYACCWLVvmsd748eN9TndZtmyZACDGjx/vMT0lJcV9bfhSUFAg+vTpIwCIoKAgMXDgQHHXXXeJhg0bCgAiMjJS/Pnnn17rlZQPSvrdks6jv/0pfG/SuXNnMWbMGNGtWzchSZK49957/dbNpakn/O3TyZMn3duNiYkRI0eOFLfffrvQ6/UCgGjfvr3IzMws0/4V93tCCLFmzRoBQIwaNcrv+kRERLURA+hERHRNyc3NFevWrRMzZ84UnTp1EvXr1xdKpVIEBQWJxMREMWbMGPH999/7Xd9sNot3331X3HzzzSIsLEyoVCpRv359ceutt4qlS5d6LOtwOMT//d//ieTkZBEcHCxCQ0NF9+7dxapVq4QQ/h8y7Xa7eOGFF0SrVq3cgeOiwbiMjAxx//33i4YNG7qDbL62deDAATF16lSRlJQkNBqN0Gq1onHjxqJ///7izTffFBcuXPBYvrIC6PPnzxenTp0SY8aMEbGxsUKlUokmTZqIZ555RhgMBq/1SnooP3z4sBg/frz7fIWFhYnevXu7j6UvBw4cEEOHDhXR0dFCJpN5bH/v3r3i8ccfF927dxf16tUTKpVKREdHi+TkZPH888+XOvBUmCuYevjwYb/716tXL695xQUbPvzwQ9G+fXt3ALxooMlkMom5c+eKJk2auINXvs5fSkqKePjhh0Xr1q2FTqcTGo1GxMfHi169eokXX3xRnDhxwmP50gaACwoKxHvvvSd69+4tIiMjhUKhEDExMaJt27Zi+vTp4ocffvC53kcffSSSk5OFRqMRoaGhom/fvmLr1q0l5oMbb7xRyGSyMufP8uZLIYT49ddfRZ8+fURUVJTQarWidevW4rnnnhNms9nvcaqMALoQQhw6dEhMnjxZJCQkCLVaLUJDQ0XLli3FjBkzxKFDhzyW9ZeP8vLyxL/+9S/RrFkzodFoRExMjLjjjjvEn3/+6fN4W61W8d5774kxY8aI5s2bi9DQUHf5OGLECPHTTz95bP/EiRNiwYIFok+fPqJhw4ZCo9GI8PBwccMNN4jHH3/cb0NUefOOP1lZWUKn04m6desKm83mNb+85XHh9EZERAgAQpIkcerUKb/LlvWYC1GxwGRpywF/SqpPShNAF0KIv/76SwwdOlTUqVNHaDQakZSUJObOnStyc3P9BsqrKoAuhDMvv/POO+Kmm24SISEhQqVSicTERDFz5kxx/vx5n+sEKoAuhBDr1q0TXbt2FWFhYSI4OFh06NBBvPPOO8LhcBRbN5dUTxS3TxkZGeKJJ54QLVq0cN8jtGvXTrz44oteDYql2b+Sfm/o0KECgPjll1/8rk9ERFQbSULUkE99ExERUY23YMECLFy4EPPnz8eCBQsCnZxq9dVXX+HOO+/EI488gtdee81j3oYNGzBo0CAMHDgQ69evD1AKa7fdu3ejQ4cOGDZsWJmHnLme8+X1ZMaMGVi6dCm++eYbDBkyJNDJIaJCLl++jIYNG6J169YlDtdFRERU23AMdCIiIqJSGDlyJLp164b333/f66Ns//vf/wAAzZo1C0TSrgnPPPMMVCoVXnrppUAnhWqo+fPnIywsDM8++2ygk0JERSxatAhWqxWvv/56oJNCRERU6RhAJyIiIiqlt956CyaTCYsWLQIAvPjii+jbty/+/e9/Qy6XY9y4cQFOYe20fft2bNiwAQ899BCSkpICnRyqoaKjo7FgwQL8+eef+OqrrwKdHCK66tSpU/jwww9x5513olevXoFODhERUaVTBDoBRERERLVFu3btYLfb3f/euHEjfv/9dyQnJ+Ppp59G27ZtA5e4Wqx79+7gqIJUGg899BAeeuihQCeDiApp3LgxLBZLoJNBRERUZTgGOhERERERERERERGRDxzChYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImIiIiIiIiIiIiIfGAAnYiIiIiIiIiIiIjIBwbQiYiIiIiIiIiIiIh8YACdiIiIiIiIiIiIiMgHBtCJiIiIiIiIiIiIiHxgAJ2IiIiIiIiIiIiIyAcG0ImqyLlz56DRaLBjx45AJ6VG+PnnnyFJEn7++Wf3tAkTJqBRo0YBS1NlOX36NCRJwvLly93THn/8cXTu3DlwiSIiolJ78MEHceuttwY6GTVGr1690KtXL/e/fdVztVXRe4+MjAzodDps2LAhcIkiIgqwBQsWQJKkQCej2uTn5yMmJgYrV64MdFJqBF/1/LWUJyRJwoIFC9z/fu+999CwYUOYzebAJYpqHQbQ6ZrxzjvvQJKkGhO0fPbZZ9G5c2d069YtYGn49NNP8cYbb3hNv3jxIhYsWIB9+/ZVe5qKYzQasWDBAo8gu8uGDRs8Kr2abvbs2di/fz+++eabQCeFiKjGWL58OSRJ8viLiYlB79698f3333st71pmypQpPrf35JNPupdJT093T58wYQKCg4NLlaaUlBT85z//wb/+9a/y7VQlKK5e9leXB5q/erm4urwmioyMxJQpU/D0008HOilERJUqJSUFM2bMQNOmTaHVaqHVatGyZUtMnz4df/31V6CTF1BLlixBSEgIRo8eHbA01MZ69Pnnn8e6deu8pu/cuRMLFixAdnZ2taepPCZMmACLxYL3338/0EmhWoQBdLpmrFy5Eo0aNcIff/yBEydOBDQtaWlp+PjjjzFt2rSApqO4APrChQurNYDeo0cPmEwm9OjRwz3tww8/xN9//+3+t9FoxMKFC/0G0BcuXFgdSa0UcXFxuP322/Hqq68GOilERDXOs88+ixUrVuC///0v5s6di7S0NAwcOBDfffed17IajQarV6+GxWLxmvfZZ59Bo9FUKC1LlixBQkICevfuXaHtVERx9XIgAuibNm3Cpk2b3P+Oj4+HyWTCvffe657mr14uri6vqaZNm4Y9e/Zgy5YtgU4KEVGl+O6779C6dWusWLECffv2xeLFi7FkyRIMGDAAGzZsQNu2bXHmzJlAJzMgrFYrlixZgilTpkAulwcsHTWpHvVVzz/11FMwmUweyxUXQF+4cGGtCaBrNBqMHz8er7/+OoQQgU4O1RIMoNM1ISUlBTt37sTrr7+O6OjogL+K9cknn0ChUGDIkCEBTUd1MxgMfufJZDJoNBrIZP8UO0qlEmq1ujqS5pMQwuumoDKNGjUK27dvx6lTp6rsN4iIaqMBAwbgnnvuwb333otHH30U27Ztg1KpxGeffea17G233Ybc3FyvHuo7d+5ESkoKBg0aVO50WK1WrFy5EqNGjSr3Nmojh8OBgoICv/NVKhVUKpX735IkQaPRBDTQUNw9RkW1aNECrVu3viaGqCEiOnnyJEaPHo34+HgcPXoU77zzDu6//37cd999eO2113D8+HG88cYbHs9l15PvvvsOaWlp113dX1w96queVygUFe6kUFFGo7HKtj1q1CicOXMGW7durbLfoGvL9Vli0jVn5cqVCA8Px6BBgzBy5Ei/AfSMjAzce++90Ov1CAsLw/jx47F//36f43oePXoUI0eOREREBDQaDTp06FDq4TjWrVuHzp07e70+fvz4cYwYMQJxcXHQaDSoX78+Ro8ejZycHI/lPvnkE3Tq1AlarRbh4eHo0aOHR0+wr7/+GoMGDULdunWhVquRmJiIRYsWwW63u5fp1asX1q9fjzNnzrhfb2/UqBF+/vlndOzYEQAwceJE97zC+//777/jtttuQ2hoKLRaLXr27Ok1lrtrTLTDhw9j7NixCA8PR/fu3f0ek5LGQD99+jSio6MBAAsXLnSna8GCBZgwYQKWLl0KAB6v/bs4HA688cYbaNWqFTQaDWJjY3H//fcjKyvLIw2NGjXC4MGD8cMPP6BDhw4ICgpyv7aVnZ2N2bNno0GDBlCr1WjSpAleeuklOBwOj21kZ2djwoQJCA0Ndechfy3tffv2dZ8vIiLyLywsDEFBQVAoFF7z6tWrhx49euDTTz/1mL5y5Uq0adMGrVu3Lvfvbt++Henp6e7yurC33noLrVq1ctfFHTp08ErDhQsXMHnyZHd9nJCQgAceeMDdWz4zMxOPPvoo2rRpg+DgYOj1egwYMAD79+93b6O4etlfXe5iNpsxf/58NGnSBGq1Gg0aNMDcuXO9xvSUJAkzZszAypUr0apVK6jVamzcuNHvcSlpDHR/9XJxdblLae6vXEP9/PLLL3jwwQcRExOD+vXru+d///33uPnmm6HT6RASEoJBgwbh0KFDXvuxbt06tG7dGhqNBq1bt8batWv97vOtt96Kb7/9lj3RiKjWe/nll2EwGLBs2TLUqVPHa75CocCsWbPQoEEDv9so7tsXRct1oOT6EABOnTqFO++8ExEREdBqtbjpppuwfv16r+2Xtv6dNGkSYmNjoVar0apVK3z00UclHBmndevWoVGjRkhMTPSYfvnyZUycOBH169eHWq1GnTp1cPvtt+P06dMey33//ffo2bMnQkJCoNfr0bFjR4/0bdu2DXfeeScaNmzorpsffvhhj45bga5HiyrNGOiSJMFgMODjjz92p2vChAlYsGABHnvsMQBAQkKCx764fPLJJ0hOTkZQUBAiIiIwevRonDt3ziMNvXr1QuvWrbF792706NEDWq3WPbxeae93zGYzHn74YURHRyMkJARDhw7F+fPnfe5zcnIyIiIi+KxOpeb9lEJUC61cuRLDhw+HSqXCmDFj8O6772LXrl3uB1LAGWQdMmQI/vjjDzzwwANo3rw5vv76a4wfP95re4cOHUK3bt1Qr149PP7449DpdPjiiy9wxx13YPXq1Rg2bJjftFitVuzatQsPPPCAx3SLxYL+/fvDbDZj5syZiIuLw4ULF/Ddd98hOzsboaGhAJwV5YIFC9C1a1c8++yzUKlU+P3337Flyxb069cPgLNCDA4OxiOPPILg4GBs2bIFzzzzDHJzc/HKK68AcI4Lm5OTg/Pnz2Px4sUAgODgYLRo0QLPPvssnnnmGUydOhU333wzAKBr164AgC1btmDAgAFITk7G/PnzIZPJsGzZMtxyyy3Ytm0bOnXq5LFfd955J5KSkvD8889X6KEzOjoa7777Lh544AEMGzYMw4cPBwDccMMNMBgMuHjxIjZv3owVK1Z4rXv//fdj+fLlmDhxImbNmoWUlBS8/fbb2Lt3L3bs2AGlUule9u+//8aYMWPcvTCaNWsGo9GInj174sKFC7j//vvRsGFD7Ny5E0888QQuXbrkfnVeCIHbb78d27dvx7Rp09CiRQusXbvWZx4CgNDQUCQmJmLHjh14+OGHy31siIiuNTk5OUhPT4cQAleuXMFbb72F/Px83HPPPT6XHzt2LB566CHk5+cjODgYNpsNX375JR555JFie1KXZOfOnZAkCe3atfOY/uGHH2LWrFkYOXIkHnroIRQUFOCvv/7C77//jrFjxwJwDrvSqVMnZGdnY+rUqWjevDkuXLiAr776CkajESqVCqdOncK6detw5513IiEhAampqXj//ffRs2dPHD58GHXr1i22Xq5Xr57Puhxw3tcMHToU27dvx9SpU9GiRQscOHAAixcvxrFjx7xesd6yZQu++OILzJgxA1FRURX6iPf999/vs14uri4Hyn5/9eCDDyI6OhrPPPOMu+fcihUrMH78ePTv3x8vvfQSjEYj3n33XXTv3h179+5179emTZswYsQItGzZEi+88AIyMjLcgRFfkpOTsXjxYhw6dKhCjTJERIH23XffoUmTJtX2bbDS1Iepqano2rUrjEYjZs2ahcjISHz88ccYOnQovvrqK3f5X5r6NzU1FTfddJO7cTg6Ohrff/89Jk+ejNzcXMyePbvY9O7cuRPt27f3mj5ixAgcOnQIM2fORKNGjXDlyhVs3rwZZ8+eddcty5cvx6RJk9CqVSs88cQTCAsLw969e7Fx40Z3+r788ksYjUY88MADiIyMxB9//IG33noL58+fx5dffgkgsPVoea1YsQJTpkxBp06dMHXqVABAYmIidDodjh07hs8++wyLFy9GVFSUe18A4LnnnsPTTz+NUaNGYcqUKUhLS8Nbb72FHj16YO/evQgLC3P/RkZGBgYMGIDRo0fjnnvuQWxsbJnud6ZMmYJPPvkEY8eORdeuXbFly5Zi31Rs3769V0dBIr8EUS33559/CgBi8+bNQgghHA6HqF+/vnjooYc8llu9erUAIN544w33NLvdLm655RYBQCxbtsw9vU+fPqJNmzaioKDAPc3hcIiuXbuKpKSkYtNz4sQJAUC89dZbHtP37t0rAIgvv/zS77rHjx8XMplMDBs2TNjtdo95DofD/f9Go9Fr3fvvv19otVqPNA8aNEjEx8d7Lbtr1y6vfXb9RlJSkujfv7/X7yUkJIhbb73VPW3+/PkCgBgzZozf/Sls69atAoDYunWre9r48eM90peWliYAiPnz53utP336dOGryNq2bZsAIFauXOkxfePGjV7T4+PjBQCxceNGj2UXLVokdDqdOHbsmMf0xx9/XMjlcnH27FkhhBDr1q0TAMTLL7/sXsZms4mbb77Z5/EUQoh+/fqJFi1aeE0nIroeLVu2TADw+lOr1WL58uVeywMQ06dPF5mZmUKlUokVK1YIIYRYv369kCRJnD592l0fpaWludcbP3680Ol0JabnnnvuEZGRkV7Tb7/9dtGqVati1x03bpyQyWRi165dXvNcdWhBQYFXfZ6SkiLUarV49tln3dP81ctC+K/LV6xYIWQymdi2bZvH9Pfee08AEDt27HBPAyBkMpk4dOhQsfvk0rNnT9GzZ0+PNBdNn796ubi6vLT3V6580r17d2Gz2dzT8/LyRFhYmLjvvvs8tnv58mURGhrqMb1t27aiTp06Ijs72z1t06ZNAoDP47lz504BQHz++ec+jwkRUW2Qk5MjAIg77rjDa15WVpZIS0tz/xV+pnTVpS6+yn2XomV8aerD2bNnCwAedVZeXp5ISEgQjRo1cteVpal/J0+eLOrUqSPS09M9po8ePVqEhob6fFZ2sVqtQpIkMWfOHI/pWVlZAoB45ZVX/K6bnZ0tQkJCROfOnYXJZPK5n0L4flZ/4YUXhCRJ4syZM+5pgahH/fF1vovmCSGE0Ol0Yvz48V7rv/LKKwKASElJ8Zh++vRpIZfLxXPPPecx/cCBA0KhUHhM79mzpwAg3nvvPY9lS3u/s2/fPgFAPPjggx7LjR071u/xnDp1qggKCvKaTuQLh3ChWm/lypWIjY11f/xLkiTcddddWLVqlceQJhs3boRSqcR9993nniaTyTB9+nSP7WVmZmLLli0YNWoU8vLykJ6ejvT0dGRkZKB///44fvw4Lly44Dc9GRkZAIDw8HCP6a4e5j/88IPfsbzWrVsHh8OBZ555xmtMusKvTwUFBbn/35XGm2++GUajEUePHvWbtpLs27cPx48fx9ixY5GRkeHed4PBgD59+uDXX3/1GtIk0B9K/fLLLxEaGopbb73Vnd709HQkJycjODjYa0yzhIQE9O/f32sbN998M8LDwz220bdvX9jtdvz6668AnB96USgUHm8XyOVyzJw502/6XNskIqJ/LF26FJs3b8bmzZvxySefoHfv3pgyZQrWrFnjc/nw8HDcdttt7jHSP/30U3Tt2hXx8fEVSkdGRoZXfQ04h5Q5f/48du3a5XM9h8OBdevWYciQIejQoYPXfFedrVar3fW53W5HRkYGgoOD0axZM+zZs6dCaf/yyy/RokULNG/e3KPuuuWWWwDAq/7r2bMnWrZsWaHfrIjy3F/dd999HuOxbt68GdnZ2RgzZozHPsvlcnTu3Nm9z5cuXcK+ffswfvx49/0X4Bymxd8xcOUD1tlEVJvl5uYCgNdQooBziIzo6Gj3n2sIkYoobX24YcMGdOrUyWPIz+DgYEydOhWnT5/G4cOHAZRc/wohsHr1agwZMgRCCI+6oH///sjJySm2fs3MzIQQwqvuDwoKgkqlws8//+w1DKjL5s2bkZeXh8cff9xrbHB/z+oGgwHp6eno2rUrhBDYu3ev37SVpDLq0eq2Zs0aOBwOjBo1yuNcxcXFISkpyeteRa1WY+LEiR7TSnu/s2HDBgDArFmzPNYv7o2E8PBwmEymKh1rna4dHMKFajW73Y5Vq1ahd+/eSElJcU/v3LkzXnvtNfz000/uYU/OnDmDOnXqQKvVemyjSZMmHv8+ceIEhBB4+umn8fTTT/v83StXrqBevXrFpk0UGc4kISEBjzzyCF5//XWsXLkSN998M4YOHYp77rnH/XB38uRJyGSyEh9wDx06hKeeegpbtmxx3yS5FB1PvSyOHz8OAH6HJHFtv/ANR0JCQrl/rzIcP34cOTk5iImJ8Tn/ypUrHv/2ld7jx4/jr7/+cr9m5m8brjxU9Ia0WbNmftMnhPC4oSIiIqBTp04eD9pjxoxBu3btMGPGDAwePNjjA5YuY8eOxb333ouzZ89i3bp1ePnllyslLUXrawCYN28efvzxR3Tq1AlNmjRBv379MHbsWHTr1g0AkJaWhtzc3BKH+nA4HFiyZAneeecdpKSkeDTsR0ZGVijdx48fx5EjR0qsu1wCXV+X5/6qaJpd9ymuh+ai9Ho9AGd9DQBJSUley/hrvHDlA9bZRFSbhYSEAADy8/O95r3//vvIy8tDamqq3yHTyqq09eGZM2d8DinTokUL9/zWrVuXqv7Nzs7GBx98gA8++MDnbxWt/3wpWver1Wq89NJLmDNnDmJjY3HTTTdh8ODBGDduHOLi4gA4n9UBlLivZ8+exTPPPINvvvnGKxhfkWf1yqhHq9vx48chhPBZHwPwGGoVcH73pug9YGnvd86cOQOZTOY1tn1Jz+oA634qHQbQqVbbsmULLl26hFWrVmHVqlVe81euXOkOoJeWq4f1o48+6tVT2aVo0L0w1wOxr5br1157DRMmTMDXX3+NTZs2YdasWXjhhRfwv//9r9iPehSWnZ2Nnj17Qq/X49lnn0ViYiI0Gg327NmDefPmefUQLwvXuq+88gratm3rc5miwePCLeyB4HA4EBMT4/fDsUUrWl/pdTgcuPXWWzF37lyf22jatGm505eVleUeB46IiHyTyWTo3bs3lixZguPHj6NVq1ZeywwdOhRqtRrjx4+H2WzGqFGjKvy7kZGRPuvrFi1a4O+//8Z3332HjRs3YvXq1XjnnXfwzDPPYOHChaXe/vPPP4+nn34akyZNwqJFixAREQGZTIbZs2dXqL4GnHVXmzZt8Prrr/ucX/TjcDWhvgbKdn9VNM2ubaxYscId0CjM10doS8uVD1hnE1FtFhoaijp16uDgwYNe81wB7KIfxfTFX0CxcENwVSip/nXVA/fcc4/fTl+u8cJ9iYiIgCRJPuv+2bNnY8iQIVi3bh1++OEHPP3003jhhRewZcsWr2+l+GO323HrrbciMzMT8+bNQ/PmzaHT6XDhwgVMmDChUp7VK1KPVjeHwwFJkvD999/77AlfmthCWe93yiIrKwtarTbgx4lqBwbQqVZbuXIlYmJifL5+tmbNGqxduxbvvfcegoKCEB8fj61bt8JoNHr0Qj9x4oTHeo0bNwbgbA3t27dvmdPUsGFDBAUFefSIL6xNmzZo06YNnnrqKezcuRPdunXDe++9h3//+99ITEyEw+HA4cOH/Qawf/75Z2RkZGDNmjXo0aOHe7qv3/N34+Nvuqu1Vq/Xl2vfK6q4lt/i0vzjjz+iW7du5a74EhMTkZ+fX+I+x8fH46effnJ/xM7l77//9rtOSkoKbrzxxnKli4joemKz2QD47jUHOB+q7rjjDnzyyScYMGBApQQ6mzdvjpUrVyInJ8djqA8A0Ol0uOuuu3DXXXfBYrFg+PDheO655/DEE08gOjoaer3eZ4CisK+++gq9e/fG//3f/3lMz87O9kh/eeu//fv3o0+fPgHpOVXWe4yK3l8B/9ynxMTEFLsN19A+rh7rhfmrs133Ua7ekEREtdWgQYPwn//8B3/88Qc6depUrm243jjOzs72mO56w8eltPVhfHy8z/LXNfxo4SHZSqp/Q0JCYLfby1WXKBQKJCYm+n1WT0xMxJw5czBnzhwcP34cbdu2xWuvvYZPPvnEXQcdPHjQb4e6AwcO4NixY/j4448xbtw49/TNmzd7LRuIerSiyhNfEEIgISGh3J3SSnu/Ex8fD4fDgZMnT3r0Oi/pWZ31PpUWx0CnWstkMmHNmjUYPHgwRo4c6fU3Y8YM5OXl4ZtvvgEA9O/fH1arFR9++KF7Gw6Hwyv4HhMTg169euH999/HpUuXvH43LS2t2HQplUp06NABf/75p8f03Nxcd3DApU2bNpDJZDCbzQCAO+64AzKZDM8++6xX67Tr9SJXy23h184sFgveeecdr7TodDqfr4npdDoA3jdEycnJSExMxKuvvuozgFHSvleUq2GjaLoA/2keNWoU7HY7Fi1a5LWOzWbzua2iRo0ahd9++w0//PCD17zs7Gz3eRs4cCBsNhveffdd93y73Y633nrL53ZzcnJw8uRJdO3atcQ0EBFdz6xWKzZt2gSVSlXsg8yjjz6K+fPn+311uay6dOkCIQR2797tMd31PRMXlUqFli1bQggBq9UKmUyGO+64A99++61XfQ941tlFXxP/8ssvvcYo9VfHueb5qstHjRqFCxcueNzXuJhMJhgMBh97XHn8pdlfXV7R+yvAeS+n1+vx/PPPw2q1+t1GnTp10LZtW3z88ccex27z5s3ucXaL2r17N0JDQ32+/UBEVJvMnTsXWq0WkyZNQmpqqtd8X0OXFaXX6xEVFeX+FpRL0WfO0taHAwcOxB9//IHffvvNPc9gMOCDDz5Ao0aN3EOYllT/yuVyjBgxAqtXr/YZtC9NXdKlSxevtBqNRhQUFHhMS0xMREhIiPtZvV+/fggJCcELL7zgtWxxz+pCCCxZssQrHYGoRytKp9OV6Vl9+PDhkMvlWLhwoVe+E0J4nW9fSnu/M2DAAADAm2++6bHMG2+84Xfbe/bs4bM6lRp7oFOt9c033yAvLw9Dhw71Of+mm25CdHQ0Vq5cibvuugt33HEHOnXqhDlz5uDEiRNo3rw5vvnmG2RmZgLwbDVdunQpunfvjjZt2uC+++5D48aNkZqait9++w3nz5/H/v37i03b7bffjieffBK5ubnu8Ti3bNmCGTNm4M4770TTpk1hs9mwYsUK900A4Hzl6sknn8SiRYtw8803Y/jw4VCr1di1axfq1q2LF154AV27dkV4eDjGjx+PWbNmQZIkrFixwueNUHJyMj7//HM88sgj6NixI4KDgzFkyBAkJiYiLCwM7733HkJCQqDT6dC5c2ckJCTgP//5DwYMGIBWrVph4sSJqFevHi5cuICtW7dCr9fj22+/Ldf5Ko2goCC0bNkSn3/+OZo2bYqIiAi0bt0arVu3RnJyMgDnR0H69+8PuVyO0aNHo2fPnrj//vvxwgsvYN++fejXrx+USiWOHz+OL7/8EkuWLMHIkSOL/d3HHnsM33zzDQYPHowJEyYgOTkZBoMBBw4cwFdffYXTp08jKioKQ4YMQbdu3fD444/j9OnTaNmyJdasWeN3LLsff/wRQgjcfvvtlX6siIhqs++//97d6+zKlSv49NNPcfz4cTz++OPuetOXG2+8sVLf6unevTsiIyPx448/eoyr3a9fP8TFxaFbt26IjY3FkSNH8Pbbb2PQoEHu8WWff/55bNq0CT179sTUqVPRokULXLp0CV9++SW2b9+OsLAwDB48GM8++ywmTpyIrl274sCBA1i5cqW7F5lLcfWyv7r83nvvxRdffIFp06Zh69at6NatG+x2O44ePYovvvgCP/zwg88PulUWf/VycXV5Re+v9Ho93n33Xdx7771o3749Ro8ejejoaJw9exbr169Ht27d8PbbbwMAXnjhBQwaNAjdu3fHpEmTkJmZibfeegutWrXy2Ulg8+bNGDJkCMdBJaJaLykpCZ9++inGjBmDZs2a4e6778aNN94IIQRSUlLw6aefQiaTlTiE6JQpU/Diiy9iypQp6NChA3799VccO3bMa7nS1IePP/44PvvsMwwYMACzZs1CREQEPv74Y6SkpGD16tXuD26Xpv598cUXsXXrVnTu3Bn33XcfWrZsiczMTOzZswc//vij+/nen9tvvx0rVqzAsWPH3L2ijx07hj59+mDUqFFo2bIlFAoF1q5di9TUVIwePRqAsw5avHgxpkyZgo4dO2Ls2LEIDw/H/v37YTQa8fHHH6N58+ZITEzEo48+igsXLkCv12P16tU+h4wJRD1aUcnJyfjxxx/x+uuvo27dukhISEDnzp3d+/Lkk09i9OjRUCqV7rjDv//9bzzxxBM4ffo07rjjDoSEhCAlJQVr167F1KlT8eijjxb7m6W932nbti3GjBmDd955Bzk5OejatSt++uknrxEHXHbv3o3MzEw+q1PpCaJaasiQIUKj0QiDweB3mQkTJgilUinS09OFEEKkpaWJsWPHipCQEBEaGiomTJggduzYIQCIVatWeax78uRJMW7cOBEXFyeUSqWoV6+eGDx4sPjqq69KTFtqaqpQKBRixYoV7mmnTp0SkyZNEomJiUKj0YiIiAjRu3dv8eOPP3qt/9FHH4l27doJtVotwsPDRc+ePcXmzZvd83fs2CFuuukmERQUJOrWrSvmzp0rfvjhBwFAbN261b1cfn6+GDt2rAgLCxMARHx8vHve119/LVq2bCkUCoUAIJYtW+aet3fvXjF8+HARGRkp1Gq1iI+PF6NGjRI//fSTe5n58+cLACItLa3E4yGEEFu3bvVK3/jx4z3SJIQQO3fuFMnJyUKlUgkAYv78+UIIIWw2m5g5c6aIjo4WkiSJosXXBx98IJKTk0VQUJAICQkRbdq0EXPnzhUXL150LxMfHy8GDRrkM315eXniiSeeEE2aNBEqlUpERUWJrl27ildffVVYLBb3chkZGeLee+8Ver1ehIaGinvvvVfs3bvX6xgKIcRdd90lunfvXqrjQ0R0PVi2bJkA4PGn0WhE27ZtxbvvviscDofH8gDE9OnTi92mr/po/PjxQqfTlSpNs2bNEk2aNPGY9v7774sePXq468HExETx2GOPiZycHI/lzpw5I8aNGyeio6OFWq0WjRs3FtOnTxdms1kIIURBQYGYM2eOqFOnjggKChLdunUTv/32m+jZs6fo2bOnx7b81cvF1eUWi0W89NJLolWrVu57huTkZLFw4UKPtJbmOBZWNH0pKSle9Vxx9bK/ulyI0t1fufLJrl27fKZv69aton///iI0NFRoNBqRmJgoJkyYIP7880+P5VavXi1atGgh1Gq1aNmypVizZo3Pe48jR44IAD7vyYiIaqsTJ06IBx54QDRp0kRoNBoRFBQkmjdvLqZNmyb27dvnsayrLi3MaDSKyZMni9DQUBESEiJGjRolrly54lWuC1FyfSiEs/wfOXKkCAsLExqNRnTq1El89913Htspbf2bmpoqpk+fLho0aCCUSqWIi4sTffr0ER988EGJx8VsNouoqCixaNEi97T09HQxffp00bx5c6HT6URoaKjo3Lmz+OKLL7zW/+abb0TXrl1FUFCQ0Ov1olOnTuKzzz5zzz98+LDo27evCA4OFlFRUeK+++4T+/fvr1H1aFG+6nlfeeLo0aOiR48eIigoSAAQ48ePd89btGiRqFevnpDJZAKASElJcc9bvXq16N69u9DpdEKn04nmzZuL6dOni7///tu9TM+ePUWrVq18pq+09zsmk0nMmjVLREZGCp1OJ4YMGSLOnTvnM8/OmzdPNGzY0Ovek8gfSYhSvL9DdA1bt24dhg0bhu3bt7u/7l0ZJk+ejGPHjmHbtm2Vts3a7KeffkLfvn2xbds2dO/ePdDJqXKXL19GQkICVq1axVZtIqIa7NSpU2jevDm+//579OnTJ9DJqRFuvvlmqNVq/Pjjj4FOSrWYPXs2fv31V+zevZs90ImIrgOLFi3CsmXLcPz4cZ8ft7zenDx5Ek2aNMGKFStwzz33BDo5Vc5sNqNRo0Z4/PHH8dBDDwU6OVRLcAx0uq6YTCaPf7vGr9br9Wjfvn2l/tb8+fOxa9cu7Nixo1K3W1u5xmmrjI++1QZvvPEG2rRpw+A5EVEN17hxY0yePBkvvvhioJNSY1y6dOm6qa8zMjLwn//8B//+978ZPCciuk48/PDDyM/Px6pVqwKdlBrhentWX7ZsGZRKJaZNmxbopFAtwh7odF2ZMmUKTCYTunTpArPZjDVr1mDnzp14/vnn8cQTTwQ6edckg8GAlStXYsmSJcjNzcWZM2fcY9wRERFRzbFz506sWbMGr732Gj744APcd999gU4SERERVaGPPvoIH330Efbu3YsLFy4gLCws0EkiqpEYQKfryqefforXXnsNJ06cQEFBAZo0aYIHHngAM2bMCHTSrlmnT59Gs2bN0KZNG7zzzjvo1KlToJNEREREPkycOBHff/89xowZg1deeQUKhSLQSSIiIqIqpFAo0LRpU7z66qsYOHBgoJNDVGMxgE5ERERERERERERE5APHUSAiIiIiIiIiIiIi8qFWvJfpcDhw8eJFhISE8OM+RER0TRFCIC8vD3Xr1r0mvg/AOpuIiK5FrK+JiIhqh6qos2tFAP3ixYto0KBBoJNBRERUZc6dO4f69esHOhkVxjqbiIiuZayviYiIaofKrLNrRQA9JCQEgHPH9Xp9gFNDRERUeXJzc9GgQQN3XVfbsc4mIqJrEetrIiKi2qEq6uxaEUB3vVKm1+tZuRMR0TXpWnl9mnU2ERFdy1hfExER1Q6VWWfX/sHbiIiIiIiIiIiIiIiqAAPoREREREREREREREQ+MIBORERERERERERERORDrRgDnYiIiIiIiIiIiKiq2e12WK3WQCeDiqFSqSCTVV+/cAbQiYiIiIiIiIiI6LomhMDly5eRnZ0d6KRQCWQyGRISEqBSqarl9xhAJyIiIiIiIiIiouuaK3geExMDrVYLSZICnSTyweFw4OLFi7h06RIaNmxYLeeJAXQium44HAIXsk0wWGzQqRSoFxYEmYwVIhERlR3rFCIiKgvWG0Q1m91udwfPIyMjA50cKkF0dDQuXrwIm80GpVJZ5b/HAHoVYMVIVPOcuJKHHw6m4mRaPgpsdmgUciRGB6N/61g0iQkJdPIChuUVEVHZsU4hIqKyYL1BVPO5xjzXarUBTgmVhmvoFrvdzgB6bcSKkajmOXElD8t2nEamwYI6oRpoVUEwWmw4eDEHF3NMmNit0XV5fbK8Irp2sXGs6rBOqX14PRBRdfBX1pSl3ihLecWyjahqcNiW2qG6zxMD6JWID1RENY/DIfDDwVRkGixIigl2F7IhGiWC1Qocv5KPTYdS0Tgq+Lq64WR5RXTtYuNY1amtdcr1HGS5Xq6H6/kcE9UE/sqaW1vFYNPBVJzPMqJeWBCEAGQSEKxWIDZEjRNp+fjiz3OY2685TmcaPLahlssQHaJGh4QItIjTe1zXNbVsY1lERNcqBtArSeEHqibROuSb7cgyWqCSy9AkWocTaYYa+UB1LWFlTb5cyDbhZFo+6oRqAAC5JissdgdUchlCNArUCdXgxJV8XMg2oUHE9fGqVm0NABEFQm2rW9g4VrUK1ylFe71IklQj65SaGmSpDtfL9XA9n2N/alvZTbWbq6zJyDcjRKOAXqOE3eHAgQvZ2H02E2cyjACAC1kmKOQyaJQyQAAFNgdMVhvOZBiRZbDAZHXA7hCoE6pBgVWGvy/n4feUTGw8dBlNY0PQrkE4+reOBYAqL9vKcw2xLCKiaxkD6JXE9UAVpJRh95lsZBotsDkcUMhkiNCqEBeqrnEPVNcSVtbXp9Lc2BksNhTY7CiwynD0Up7XtdkoSguzzQ6DxRagvah+tTEARBQIta1uqezGMQagvLnqFK0qyOf8IJUcqbkFNaZOqW0B5MrMc9dLY3FNPseBKkNqW9lNtYO//Owqa85mGGFzOHA6wwib3QGFXAa1QoYLWSYU2OxIjAqGSilDXoEVp9IMAIC6YRpEBauRkW/BHymZcAigZ9NoWO0OHLiQA5PFjugQFfILnJ3zDlzIxoVsIzRKeZWWbeW5hmpyWURE/5AkCWvXrsUdd9wR6KTUOgygVxKDxYb0fDMyDGaYrQ4EaxRQyhWw2h24kleAnAILInXqGvNAdS1hZX19Ku2NnU6lgMXmwJ6zWbDZhde1mWEwo0GEFjrV9VMc1rYAUEUxCEjlURvrlqKNY0II5BXY3G/dxOlL35jPAJRvOpUCGoUcRosNIRrvjxWZLHaoFfIaUafUhgBy4fI5Pc+MfWezcSrdUCl57npoLA7EOS5tnRqoMqQ2lt1U8xWXn9UKOfaey8KVvALYHQLBGiWUGufzx7lMI8w2B4QQsDocUEOG/AI7ZJKzHMovsEOtkEEuSRASAAdwMi0fEM76JEKngiRJkCQJBrMdbepqkJJhQHqeGZ0SIqukbCvpGhrfNR5BSoVHGQCgxtc3RNUtEM+gly9fxnPPPYf169fjwoULiImJQdu2bTF79mz06dOnSn+7MhQUFGDatGnYvXs3jhw5gsGDB2PdunWBTpZb4O/urxFapRzp+WYYzTbE6P+5UVcr5FDpZEjNLQCEc7lAuFYDSLXh4ZAqX1kejuroNTBbHcgyWtEwPAgymQyA89pUaiWczTIh1uZAHb0mkLtUrWpTAKiiKvsB/lotS8lTZdUt1Z1fCjeOZRrMOHnF4PHWTViQEiqFrMTGMQagfHM4BIQQ0GuUOJmWjxvqhbrrFAAQQuBSTgHa1At1BxQCqboCyOXN54XL5/R8M85lGqFUyNC6rh6No4IrnOeuh8biqjzHvs7rqfT8UtWpgSpD+FxAVaGk/Hxz0yiczTTCbheI0ClhtQsUWB2w2RywOxwABBwCyC2wQimXwWS1Q301JmCy2pBtBMK0KuSbrQjVKnEl1wwBQB+kcOdhpVyGfLMNVodAuFaFE6n5sDuEz/RWpGwr6RraezYbi747giidCma7w10G3NAg9JpvsCQqi0A0Ip8+fRrdunVDWFgYXnnlFbRp0wZWqxU//PADpk+fjqNHj1bJ71Ymu92OoKAgzJo1C6tXrw50crzU/uhIDeGsviQI+LsZc87zXc1VrWu5F9n10LuIPJX14ehSbgHUSmfgKMtovdoDXQar3YH8AhvCtCqoFDJcyi24bvJIvbAgJEYH4+DFHASrFR7XTk0LAFVEZT/AX8tlKXmqjLolEPnF1Th2MduI41fyYbLYnWWezNlT7EymAXKZDFdyC9A8Tu9zGzUlAFXTGqt8BXsv5RSgdV096oQFwWSx41JOASJ0KvRrFVsjgnPVEUAubz4vXD7H6TW4mG2CEAJ2h8DxKwbo1EpE6FQVynPXQ2NxVZ1jX+c1LEiJK/lm9/jM/urUQJYhfC6gylaa/PzL32kwmm1QK2S4lFMAk9UBq90Bs80Oq11ABmesIM9kQ4HFAYvNDpVcAbtwBtojdHI0jtLhyOU8AAIWuwM2h0CQSg4IO1QK53OLQiaDSi6DTKMAJCCvwIpwncorzRUp24q7hrKMVlzJK0BegQ11mkShXrjWXQYcupSD/AIb6vp5dghEg2VNu4+g60egGpEffPBBSJKEP/74Azqdzj29VatWmDRpkt/15s2bh7Vr1+L8+fOIi4vD3XffjWeeeQZKpfPeaf/+/Zg9ezb+/PNPSJKEpKQkvP/+++jQoQPOnDmDGTNmYPv27bBYLGjUqBFeeeUVDBw4EABw8OBBPPbYY9i2bRt0Oh369euHxYsXIyoqymdadDod3n33XQDAjh07kJ2dXUlHp3LU3jvGGsZktSMqWAVJAjINFq8gXbBGgUidCiarvUrTYbM5sOdcFjIMFkTqVNCrlVjx+5liL97GUcG1tnK5HnoXkaeyPhwZLDaoFDIkx0fgVFo+ruSZYXU4oJTJEKtXo1GUDrkm6zWTR0pzsyiTSejfOhYXc0w4fsV5LINU8hoZACqtovtdR6+p1Ad49si9vlS0bglUfqkXFoTG0Tp8s+8i7A4HIoPVKLA6cCmvAEaLDWabAzIJ+ODXU4jTB6FpnDMNha+fXJMVJ67kBTQAVdMaq4qez7phQYgKVuHghVzsPZuN9HwLooLVaFMvFP1a1ZwGtaoIIBfOK2l5Znx/4DKyjGXL50UDUnkFNmSbrAjTqaCSy5BpsOBkWj7CteEVynPXQ2NxVZxjX+WXwWzF9pPpMFns6Nk0yv1bvurUQAax+VxApVGWwGpp8nNKmgEFFjsyDBYoZJI7BuBwCAgAro7iZpsDJqsddoczSK6SSVAp5GgQrkVokBLhQUqcyTQ4A/A2B4wWG+SSBKXcOYRL3bAgBKvlyDcLhAapkGm0oEGEtkxlW0n77u8aEkLgxJV82OwCWpUMSoUMcpnkLgP2n3fWhQazFfqgyg3ql0dNu4+g60egGpEzMzOxceNGPPfccx7Bc5ewsDC/64aEhGD58uWoW7cuDhw4gPvuuw8hISGYO3cuAODuu+9Gu3bt8O6770Iul2Pfvn3u4Pr06dNhsVjw66+/QqfT4fDhwwgODgYAZGdn45ZbbsGUKVOwePFimEwmzJs3D6NGjcKWLVsqbd+r03UXQK/sjxMVfuCM1KkQFazCpRwzsowW5JttUMhkiNFrEKdXA5CqtNL46Ugqlu84jdMZhqut1BLkMhmiQlTo2jgS+Wbnx0dUchmaROtwIs2AT38/iwitqtLGm6xupXlwUMllyDVZcfRybq1rICiMrehOZX04cuWRAqsNkgRIACQB97siZmvt74HmUtzNYtGGssZRwZjYrZF7+dTcAqgV8hoXACoNX/sdFews1xoWebAAyv4AX1N65FL1qUhQKpD5RSaTcGODMKzefd75urjJhgyDGRabA5AkaNVy6NUKnEozYOnWE5jZpwkAeFw/Zqsd57JM6BAfgRAfI1tVdQCqKhsfylOP+jufDSJ0qBcWhL8u5CAhSoeJ3RLQIFxbo8qAyg4gFy5rTVYbzmSYYLM70CkhvNiAatFjUjQg5ext6YBS7kxjsEaBTIMFeQU26IOUfvOc63zmma3OzipqBUI0Svd5rU2NxeW9x6vsc+wvvwMSZADkEnAq3YgIndo9r2idGsgg9vXw1gFVTFkDqyXl59TcAuw9m4Vcs80dKJdJ9quBbxnsVgcccD53aBQS7EKCzSFgsztgFoBCDpzNNOBijvMtnCyjFTJJglYpQ4HVAYuwI9sk4CoOdp3OhFIuR5fGETBZHWUq20qz7/6uoVyTFVdyCyAgAOEM6rtIkoTGUTqk5ZlxKt2AG+srA9pgyU4vFEiBakQ+ceIEhBBo3rx5mdd96qmn3P/fqFEjPProo1i1apU7gH727Fk89thj7m0nJSW5lz979ixGjBiBNm3aAAAaN27snvf222+jXbt2eP75593TPvroIzRo0ADHjh1D06ZNy5zWQCvz3cOvv/6KV155Bbt378alS5dK9fXWn3/+GY888ggOHTqEBg0a4KmnnsKECRPKmeTyq8yWyKLbUstlSM+3AAA6xIch32x3f7QrWC3HiTRDlVYaPx1JxQvfH0VegTOQH6SSI8doxbksEzIMZhgKbIAkucdBjdCqoFPLsfXoFTSM1CIxOrhMPYdqSiC3pAeH41ecH2H57PezHuO0VVcDQWUdq9rYil5V+aSsD0f1woIQFqTE5iOpUClkCAlSQimXYLULXMkz43yWCf1axtbIHmhlOYbF3SweuZyLmBA1so1Wr/zzQK/EGnM9l4e//T58KRdnM42ICdFUOAjIV8KvP6UNStXRa3Au0+hx/QQ6v0SHqNEgQguzzY6TaQaYLHZolDIEKRWI0KmgVsqQmW/GhWwj3t5yAg4hYLEJ1A1zXj9Xcgtw5FIedp/JRKeESEQUeT28KgNQVdn4UN56tLjzKZPJkBgdjOyrAY+qKjvLW59WZgC5aFkbbFfgWGo+7HYH9p/PQdsGEiJ0agAl5/OiASmVXAaFzNljU62Qu8f6tdgdAHznOdf53HsuC2czjTBZ7AhSytEwUot2DcLd57VJTEiNbyyuyD1eRc6xr3zlL7+7hpTQa5UejRsuhevUQAaxr4e3Dqj8yhNYLS4/p6TnY/vxdJisdihkzg93OwRgF4BDCEgSIJcBDodzCBej1Q4IwOZwDf8qAElAH6REgcWOs9kmABLqhwch32xDlskGu8M5QKwQQJbBgjyzDZE6NSZ0a4T4SG2py7bS7ruvayjTYMH+89lIzSuAwyGgUyvw9+U8NIkJdpf7WrUCUcFq6K7W1YFqsGSnFwq0QDUiC1H+waI///xzvPnmmzh58iTy8/Nhs9mg1/8z1OMjjzyCKVOmYMWKFejbty/uvPNOJCYmAgBmzZqFBx54AJs2bULfvn0xYsQI3HDDDQCcQ79s3brV3SO9sJMnT14fAXSDwYAbb7wRkyZNwvDhw0tcPiUlBYMGDcK0adOwcuVK/PTTT5gyZQrq1KmD/v37lyvR5VGZLZH+tpVusOBSTgFwDkiKDUaYVgmTxY4TaYYqrTRsNgeW7ziNvALPjyQGqeRQK5xf7D6TaUTT2GCEKFSw2h1IzStA3hUrHAKoG6pxVspFeqf7qlxqWiC3uAeH41fycTmnAHF6DcJ1KmhVimptfa6sY1WeL6EH+oagKvNJuR6OJPcCcN6ySs7/Cvfta5lVdUNSWY5hcTeLFpsDvxxLQ5BSjm5NolBXfe30wihuv5tEB+NUmgF/p+YiKjjKK/BVlgf42vpKeG1u8A600gSlmsWF4P1fT3ldo0lxwQHNLzqV8yFWJgmk5VkQqVMjSCmDSiGDJEnIMVmQU2CD1ebA35fzEKRSIDFKh+gQFeQyCXGhGsRHaHEqw4ATV/LQsVGE+/qp6gBUVTU+VOQeMNDXf0Xr08oIIPsqa9PzzZAARF1tnD2ZZkC4VuU+b8Udl6IBqRCNAhFaFa7kFUCl8xzr11eec53PsxlGXMkrgN0uEKJRwGy143yWEWabw+O8NokJQeNeNXO4wqJ5M0ipQVqeGb+dSsex1DxM793EPdSSP+U5x/7ylb/ySyWXQSGXQYIEu8PubtxwKfzGp0MIRAWrcDbThKax1RvErk1vHRTFOrvsynIvXt7Aqr/nDodDYO+ZLBTY7AgLUqDAJmC1O2B3CAi7a+gW11fSrqZBOIPprqtHApBvtuNyTsHV53YZ1Ao5IrQqyABkyq2QSQ5IkvORxSGc46kbzTZsPHQZL9zRplQdYcq674WvoSClDH+n5iPbYIEQAhqlHJHBKqTlmZFvtqFtgzBE6NQwWeyIClZjePt62H8uJ2ANloHuxEAUqEbkpKQkSJJU5g+F/vbbb7j77ruxcOFC9O/fH6GhoVi1ahVee+019zILFizA2LFjsX79enz//feYP38+Vq1ahWHDhmHKlCno378/1q9fj02bNuGFF17Aa6+9hpkzZyI/Px9DhgzBSy+95PW7derUqfA+B0KZz9qAAQMwYMCAUi//3nvvISEhwX0CWrRoge3bt2Px4sV+A+hmsxlms9n979zc3LIm00NltkQWt612DcIAZANXW4hTcx0VrjRKc2Ow51wWTmcYEKlTuYPnACADnB8ukeAca80moFFKUCvkEGrgUo4JCrkMRy/nwWR1wGZ3QCGXIVyrQp1QtVflUlNfh/L14KCSywABxOk1aNcwrNpbnyvrWJX3S+iB7Jle1fmkrA9HF7JNyDZa0bFROC7nmJFptMBgtkEukyE2NAhxeufDf1lupKq6Iamsx9DfzaIQAifTDJBJElyTC49XWNt7YRR3k6wPUqJOqAaXsguQa7IiVPtPL9qyPsDX1lfCa2uDd01RXFCqWVwIthy94vMaPZaaB8vVsUvLkl8qq1HO9bD/26l0yCRAH6SA7Or1YbTYcDG7AAq5BK1agUyTFcFqOdLyzci3/PMg3CQ2GJlGC85kGFE/PAgxek21BKCqIlhdmnvAHw6mQnmjDCar3evYB/L6r6z6tKIBZF9lrSuganPAa8gVoPjj4isglRijQ57Ziox8M2wOIC5UA8D5JmHhPOc6n87lnMGqyGBn4D5Y7UyHzeYMpH/yvzMeQ+vUlGCJe+iZAivW7b2IjHwzmsaGIMtowdFLecg0WmC123EqzYBF3x3G00NaoGms74/+upTlHBeXr/yVXyEaBcK1KlzMNkGjdDZuuPh649NicyAtzwyDxYakmOBqDWLXhrcOfKntdXZ1v6Fc1nvx0gRWj6fm4c8zmdAHKT32wddzR0p6PtINFmhVCkToNEjLN0Mpl6HAaofNYYckALvDGSSXS3AOwXL1TwhArZCcAXUhIJdLiI/UQoKzJ3dqXgGyjFao5BJ0WhXsDudbIEaLDTJJgsFiww8HLyNMo8RdnRqUmKfLGlR2XUMbD1zGhoOXkWkwQ69RQC5TAxKgv1o2OL9XYUBYkNJ9X901MQpdE6MC1mAZ6EZvokC9CRUREYH+/ftj6dKlmDVrltc46NnZ2T7HQd+5cyfi4+Px5JNPuqedOXPGa7mmTZuiadOmePjhhzFmzBgsW7YMw4YNAwA0aNAA06ZNw7Rp0/DEE0/gww8/xMyZM9G+fXusXr0ajRo1gkJRs56Ty6vK9+K3335D3759Pab1798fs2fP9rvOCy+8gIULF1ZaGiqzJbKkbSXFBCPLYMGYzg29Kt+yKu2NQYbBAqvd4fxStw+S5HzgsDr+6S1idzjgcABmhx0Z+RZEBKuh1ChgtQuk5RUg9+pQMK7Kpaa/DlX0wSHXZMVnv59FuE5V7a3PlXmsyvsl9EA1aFRXPinLw5HrRqpxVDDqh2uRV2BzD68UolHALgROpxtKfSPlevDMyLdAr1FAr1HC4RA4cKFyjnt5jmHhm0UhhHsfzVY7sgxmhGmVMJhtyDRaPPa9pOugJg3X5EtxN8mSJKFZXAjS8s04kZaPprEh5X6Ar62vhFdHgzdQ+Y3eNYmvoFQdvQbv/3rK7zV6LDUfZqsDF7NL3/uyMhvlXA/7x67k4VSaASqFDTq1AlabAxeyTACcedpic94TBKsV0Cjl7gfhcK0KETo1kuPD8eeZLGQarDBeDYZWdQCqKoLVJd23BSllWH/gIv46nw25XPI69oG6/iu7Pq1IANlXWesKqKblFSBMq4Td4XD3Si7puPgKSOmDlEiKCcbBC7lwCAG1QoYck80rz7nOZ4hGgdMZRgRr/hlrV5IkKOQSjqcZoFPJcfxKPi5lF+CG+mE1Zsi7wtd6ptGCk1fyEROihkohQ0q6c8ilYI0CIRoFDAobTqblY+nWk5h5S5NSDedS0W96+Cu/JElCYrQO57OMV1/eE7A5HMW+8Wm2OpBrsuJsptHds7a6gtg1+a0Df2pjJzWX6n5DuTyNiyUFVk1WOw5fysX7v5yEWin32oeizx0Z+RbIZRLqhGkQrFIg32yFwWKHXuN8HrfYHLBe/YiouDqsiwRAJgPkcHZokQQAh/O6zDZaoZA535AtsDpQYLUjROO8BgUECqx2OASgVDjfKDNa7NhzLgtGq73EZ4/yBJWbxIRgaFsZDlzMQbPYYIRpnW+x7z+fg0yDBcEaBbRq53p/XchB/XCtx311oBosa2unF7p2BPJNqKVLl6Jbt27o1KkTnn32Wdxwww2w2WzYvHkz3n33XRw5csRrnaSkJJw9exarVq1Cx44dsX79eqxdu9Y932Qy4bHHHsPIkSORkJCA8+fPY9euXRgxYgQAYPbs2RgwYACaNm2KrKwsbN26FS1atADg/MDohx9+iDFjxmDu3LmIiIjAiRMnsGrVKvznP/+BXO47fnn48GFYLBZkZmYiLy8P+/btAwC0bdu2cg9YOVR5yXH58mXExsZ6TIuNjUVubi5MJhOCgrwL8ieeeAKPPPKI+9+5ublo0KBBudNQmS2RpduWA/ogJZrHFd9bpDhluTGI1KmglMtgstgRovmnR4gDgFIug0M43CNWOITz9bK8Apt7IAt9kAJqhXM9tUKCSqdCaq4ZQgBBSmemrg2vQxV+cDh6ORdmuwNaP5VjeVufSxNQrMxjVd4voQeqQaM680lpH46K3kgVHrMTAExmW6lvpFwPnmczjbDZHDidYXB/VyA8SAmDxVbsca+q/OPax4vZRncve5vDAZtdOHtfBymQV2DH3jNZEBKgkskQo1cjIUoHs83u8zqoacM1+VLSTbJGKUfT2BA0jgpGer653L3QavMr4WVRngZvoPIbvWuaokGpc5nGYq/RumEaZ8BIKS9VfqmKt3aaxIRgeu9ELMq34GRaPiw2OwScY3TX1asRpJQj12SFRim/+oaK94cbNUo5WtXRV0qHgNKqSLDaX/la3H1bpsGMv1PzkGmwoGlsCOr7aYgOxPVfk+67ipa1robayGAVMg0WXMk1O+9DJAl5BdZSHRd/DeG3t62HGxqEIjpE7TPPuc6nXqOEze6AUvNP3W2yODuFmCx2RGiVUAjn/V6g35R0KXqtqxQynE7PR7bRivNZJqgVMsQVOt86tQIWmwMZ+eZKu6crKV8VV35lGCy4sUGY+5sqV/LMxb7x2a5hGI6l5iE+Uofb29b1+MBrdahJbx1UhZrQSQ2o/jeUy9u4WNw9Y6bBgj1nspzlmk6NGL3G5z4Ufu44cSUPL2446h4HMlitgNFih9HqgEImwej4Z/iWq4/h7mC6XCZd/X8Bucz59ozRbINWrUBGvhkyCZAkQIIEIQCTxQabXbjf/rA7nOOr1wsLQqbBUmL5UN6gstFqh1wmoV64FvKr227bIAwnruQjy+jswFdgtSMhSod7boqvEc8HtbXTC11bAvUmVOPGjbFnzx4899xzmDNnDi5duoTo6GgkJyfj3Xff9bnO0KFD8fDDD2PGjBkwm80YNGgQnn76aSxYsAAAIJfLkZGRgXHjxiE1NRVRUVEYPny4uy6x2+2YPn06zp8/D71ej9tuuw2LFy8GANStWxc7duzAvHnz0K9fP5jNZsTHx+O2227zGDmjqIEDB3r0gm/Xrh2Aio3zXllqZNObWq2GWq2utO1VZktkdbRqlvXGoH2DcDSK1OHYlTzoVHJ3ZpRLEhQywAxAp5JDLpOQZbRAIZMhUqdCttEKq8MBuc/MKyBBuMdsqymvQ5W2R2xVnKfSBhQr81j524+8AhuyjBaolTI4BDxepQ1kg0Z155PSPBxV5o3UhWwT9p7LQlpeAaw2B1RKOdQKORxC4EpeARRyGfaczfJ53Ksy/9QLC0KYVonNh1OhkktXP5SqQL7Zhiu5BcgxWa++au9w73+WyfnNhiYxwV7XQU0drqmo0pzb9g3DMfXmxrhU6ONm5XmAr62vhJdFeRq8gcpv9K7pSnONqhUyDGpTB8dT84vNL1X51k7TWD2eHtwSS7eeQIbBDK1KgZNX8qBSOHubh2iUCNepkF9gg0ohg1Iug+HqhxsLl40d4iOqNeBVnmB1ceWrv3pUCIGTVwzIL7AhLEiJcK3Kb0N0IK7/mnLfBXiWtRabAyfTDMgyWmC7Ot6vwWJHuNw5LrpGWfrjUp5ewq7zaXc4hx202gXUCufH+zINFlhsDmiUzo+SygCEa1UI0QT+TUlf17oQgEapgAQBY54NksyzLrZeHVqxMu/pKqP8ahxV+jc+64YFIS3PjBCN8poOZgdCTeikFog3lMvbuOjvntHZKSkP2SYrGkfp3I1YwWoFYkPUOJGWjy/+PIe5/ZpDoZC5t9kkKhif/3Eehy/lIkdhQYFNwOZwdlSz2hwQcH5AVAbn2OdCAIpCj9xWu4BcgvvtDJPVhjqhzm8gKOQSVHIZTDY7lDIJBTYHFHLp6tvmAiab3f3sF6xW4HhqXrHlQx29BlHBKhy+lIsm0cHQByk99t/fs5Cv+jNCp0LHRuHuZ1GTxY6J3RIQH6nz+t3Sqsw3Xq+XTi9U8wXqTag6derg7bffxttvv+13maKB6Jdffhkvv/yyxzRXY6xKpcJnn33md1tvvfVWselJSkrCmjVrSki1p9OnT5dp+epU5QH0uLg4pKamekxLTU2FXq/3+zBe2SozgFYdrZplvTFQKGSY0K0RXvj+KM5mmRCpUyFIJYfF5oDFLqCQSbg5KQrRIRr38A0FVhvOZDp7u+SbbZAkZ291q92B/AIbgjUKROrUzq+Fo2a8DlWWHrGVfZ7KElCszGPlbz8sdueY9UIIxIYGIUTjua1Aje9Wmn13fWTq6OXcaqlIKvNGKq/AirMZRpgszjc4sk025wd9rg4DYLE5cC7TiLwCq8d61ZJ/XPVgobyulEmwCwG7AOTCAbVCCfnVaWarHam5BYgKVqGOXuNep6YP11RYac9t4QeeiqiNr4RXh8pu9K7pSnuNtqijR98WscXml8ruZVz0IbRJTDBm9mmCHw6m4q8L2SiwOQCzDbF6DRKjgwEA+85lI9NgcX9k1GJzeI07XZ3KGqwuzYe2fdWjeQU2ZBjMACREBKs96lF/Y8JW5/VfE+67XFxl7ZHLufjlWBpkkoQwrRIqhYRcoxValRwNo3S4o309tIjTl+m4lLWXsOu+6MCFbIRrlUjLM0OlU8Fic8Bkdd7zaJRymO0OxOo17iEQAv2mpK9r3fXx1HNZRsgkwGpzjh2uVsohhEB+gQ0xeg2iQ9Q4k2H0eU9X1sBTZZVfVf3GJ1WNyq6vA/GmTHkbF/3dM17JLcCZDCPCtUo0uXrfm2kw4+QVAzKNFpisNpzJMAJCwqiO9d11kEIhQ79Wsdh/Phv5Zju0KgW0KhmMZoGCq8Hy5IZhMNsELmQbkVtgc0bRrw6tqrgaAFfKZTBZbbDYHMg323BjgzBE61T49Xg6LuaYYINz/HSdSg5JkpBvtsFsE5Cp5Dh0McfdEe7IpVyPY+wqG45czsWfKZk4mZaPs5lGnEozoE6oBs3iQqBRyot9FvIXeJckCSEaBS7nFuDGBmFoEF7+c1sVb7xeD51eqHa41t+Euh5V+V13ly5dsGHDBo9pmzdvRpcuXar6p90qM4BWHa2a5bkx6NPC2QNh+Y7TOJ1hQKbBAqVchmZxIQhWK5zjrklAmFYJk8WOizkF0GucD9cGs93jw4oxeg3i9GoAkvvBLNCvQ5W1R2xlnqeyBhQr81j52w+LzQ6jxQ59kAKJ0Tqvm9ZAje9W0r4X/chUdQ0LUlk3UvlmG3ILrDBfHTtYrZBBJjk/AmSwOBubrA6BfPM/12Z15J8L2SZkm5wfSr2UY0aW0YJ8sw2Oq694KmTOd0rsDgHXywqSJEEukyHLYMWFHJO750hNGjagNKr7JvlavhGqCQ3etUFZrtGS8ktl9jIu7iH0gV6JOJ9lxEfbTyMlIx831At1v63mfB07D2cyjAjRKGCzOwL+kFnaYHVpytcfD1/BrS2969EsowU5JiuigtVIjA72Ku98HfvqvP4Dfd9VVOOoYMSEOIf/kSTnB2nlMhnqhmvROEqLDIMVJ1Lz0bd51Ta6FL4vMpidwwtk5FsgIGCy2KFROt+41KoUHuc10IFcX9e66+OpGQYzMg0CDuEcMxk2O/ILbAi6ug8FVofPe7ryBJ4qs/wCalZDz/WmJtTZgXhTpiJ5ztc9Y4HVgRCNAu0bhiNCp0amwYx957Ld3yPQqdXIyLfg8KUcLNthcz9zOhwCuSbnR3Kv5BUgx2RDXoHz+UCjlCFUo4RcLkfrWB1sDgGbwwSb3QGVQoLF5vzOg8nq/DBoboEVaoUcDR0Cw9rVQ+9mMdhxMh0f/noKKWn5yDJaYbULWGw2mG3ON1Pi9GqEaJzfOMo2WrH+wCU0jtahSUyIu2zYey4Lx1LzYLML1AnVoE29UFzOKcClnAKkXf14cfuG4X4bpzcevIxDl3JxMi0fx1LzUT9cg+Zx+hID76VVlW+8stMLEVWFMt/N5Ofn48SJE+5/p6SkYN++fYiIiEDDhg3xxBNP4MKFC/jvf/8LAJg2bRrefvttzJ07F5MmTcKWLVvwxRdfYP369ZW3F6VQmUGWqg7YlPfGoE+LWPRMisaec1nIMFgQqVOhfYNwnM40eKW1U6MIJEYH41JOAZLjQ5Bvtrt7pwer5TiRZvB4MAvk61Dl7RFbWeeprAHFyj5WvvZDJZchMcbZezBcq/JYPpDjuxW37/4+MlVdw4JUxo2UVi2/egPrgF6jcK8rlwCNQobcAhvkkgSt+p8PYlRH/vH3odQruQVIzS2AVqOA0WqHzeGAw+rsOaJTOT/+YzDbkJJucAfQa9KwAaXFm+TKURMavGuDyizjKyP45HAI7DyZjk//OAuD2YbGUTrUVft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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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AAEudDnUhISGqW7cuX/xfDRlj9PPPPysnJ0eS1KhRowvaHsEOAAALFRUVOUNdgwYNqroclMHHx0eSlJOTo5CQkAu6LMvDEwAAWOj0PXV169at4kpQHqffpwu9F5JgBwCAxbj8emlw1/tEsAMAALAEwQ4AAFxyHA6H5s2bV9VlVDs8PAEAQA0yeen2i9rf8JuiK7zOgQMHNGnSJC1cuFD79+9XSEiIrr76aqWkpKhHjx6VUKV7nThxQoMHD9b69ev19ddf67bbbrtoIbTCZ+xWrFihXr16KTw8vNS0bIzRuHHj1KhRI/n4+Cg+Pl47duxwV70AAMBi3377rWJjY/Xpp5/queee0+bNm7Vo0SJ1795dycnJVV1euRQVFcnHx0dDhw5VfHz8Re27wsHu2LFjuuqqqzR16tRSl//973/XlClTNH36dH3xxRfy9fVVQkKCTpw4ccHFAgAAuz366KNyOBxau3at+vTpo+joaMXExGjEiBFas2bNOdcbNWqUoqOjVbduXTVr1kxjx451ecJ006ZN6t69u/z9/RUQEKDY2FitW7dOkrRnzx716tVL9erVk6+vr2JiYvTf//7Xue6WLVvUs2dP+fn5KTQ0VA8++KAOHTp0zlp8fX01bdo0DRo0SGFhYW4YlfKr8KXYnj17qmfPnqUuM8bohRde0JNPPqk77rhDkvR///d/Cg0N1bx583TfffddWLUAAMBahw8f1qJFizRp0iT5+vqWWB4UFHTOdf39/TV79myFh4dr8+bNGjRokPz9/fXnP/9ZkpSUlKR27dpp2rRp8vDwUGZmpjw9PSVJycnJKiws1IoVK+Tr66uvvvpKfn5+kqTc3FzdeOONGjhwoCZPnqzjx49r1KhRuueee/Tpp5+6fxAukFvvscvKytKBAwdcTjsGBgaqY8eOWr16NcEOAACc086dO2WMUYsWLSq87pNPPun8u2nTpnr88ceVlpbmDHZ79+7VyJEjnduOiopytt+7d6/69OmjNm3aSJKaNWvmXPbyyy+rXbt2evrpp53zXn/9dUVERGj79u2Kjq74PYSVya3B7sCBA5Kk0NBQl/mhoaHOZWcrKChQQUGB83V+fr47SwIAAJcIY8xvXnfOnDmaMmWKdu3apaNHj+rUqVMKCAhwLh8xYoQGDhyof//734qPj9fdd9+t5s2bS5KGDh2qRx55REuWLFF8fLz69Omjtm3bSvrlEm56errzDN6Zdu3aZXew+y1SU1M1YcKEqi7jgrnjKaPf8uQQAAC2iIqKksPh0DfffFOh9VavXq2kpCRNmDBBCQkJCgwMVFpamv75z3862zz11FPq27evFi5cqI8//ljjx49XWlqa7rzzTg0cOFAJCQlauHChlixZotTUVP3zn//Un/70Jx09elS9evXSs88+W6LfC/1d18rg1u+xO32DYHZ2tsv87Ozsc948OGbMGOXl5Tmnffv2ubMkAABwiahfv74SEhI0depUHTt2rMTy3NzcUtdbtWqVmjRpoieeeEJxcXGKiorSnj17SrSLjo7W8OHDtWTJEt11112aNWuWc1lERIQGDx6sDz/8UI899phmzpwpSbrmmmu0detWNW3aVFdccYXLVNp9gFXNrcEuMjJSYWFhWrZsmXNefn6+vvjiC3Xq1KnUdby9vRUQEOAyAQCAmmnq1KkqKipShw4d9MEHH2jHjh36+uuvNWXKlHNmiaioKO3du1dpaWnatWuXpkyZorlz5zqXHz9+XEOGDNHy5cu1Z88erVy5UhkZGWrZsqUkKSUlRYsXL1ZWVpY2bNig9PR057Lk5GQdPnxY999/vzIyMrRr1y4tXrxY/fv3V1FR0Tn346uvvlJmZqYOHz6svLw8ZWZmKjMz030DdQ4VvhR79OhR7dy50/k6KytLmZmZql+/vho3bqyUlBT97W9/U1RUlCIjIzV27FiFh4erd+/e7qwbAABYqFmzZtqwYYMmTZqkxx57TD/88IOCg4MVGxuradOmlbrO7bffruHDh2vIkCEqKChQYmKixo4dq6eeekqS5OHhoR9//FG///3vlZ2drYYNG+quu+5y3gpWVFSk5ORkfffddwoICNAtt9yiyZMnS5LCw8O1cuVKjRo1SjfffLMKCgrUpEkT3XLLLapV69znx2699VaXs4bt2rWTdGH3EZaHw1Swh+XLl6t79+4l5vfr10+zZ8+WMUbjx4/XjBkzlJubq65du+qVV14p982F+fn5CgwMVF5e3iV19o577AAA1cmJEyeUlZWlyMhI1alTp6rLwXmU9X5VJBtV+Ixdt27dykybDodDEydO1MSJEyu6aQAAAFwAt95jBwAAgKpDsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAADAJcfhcGjevHlVXUa1U+FfngAAAJew9NSL21/3MRVe5cCBA5o0aZIWLlyo/fv3KyQkRFdffbVSUlLUo0ePSijS/b788kslJycrIyNDwcHB+tOf/qQ///nPld4vwQ4AAFQb3377rbp06aKgoCA999xzatOmjU6ePKnFixcrOTlZ33zzTVWXeF75+fm6+eabFR8fr+nTp2vz5s0aMGCAgoKC9PDDD1dq31yKBQAA1cajjz4qh8OhtWvXqk+fPoqOjlZMTIxGjBihNWvWnHO9UaNGKTo6WnXr1lWzZs00duxYnTx50rl806ZN6t69u/z9/RUQEKDY2FitW7dOkrRnzx716tVL9erVk6+vr2JiYvTf//7Xue6WLVvUs2dP+fn5KTQ0VA8++KAOHTp0zlreeustFRYW6vXXX1dMTIzuu+8+DR06VM8//7wbRqhsBDsAAFAtHD58WIsWLVJycrJ8fX1LLA8KCjrnuv7+/po9e7a++uorvfjii5o5c6YmT57sXJ6UlKTLL79cGRkZWr9+vUaPHi1PT09JUnJysgoKCrRixQpt3rxZzz77rPz8/CRJubm5uvHGG9WuXTutW7dOixYtUnZ2tu65555z1rJ69Wpdf/318vLycs5LSEjQtm3b9NNPP1V0WCqES7EAAKBa2Llzp4wxatGiRYXXffLJJ51/N23aVI8//rjS0tKc97Xt3btXI0eOdG47KirK2X7v3r3q06eP2rRpI0lq1qyZc9nLL7+sdu3a6emnn3bOe/311xUREaHt27crOjq6RC0HDhxQZGSky7zQ0FDnsnr16lV4/8qLYAcAAKoFY8xvXnfOnDmaMmWKdu3apaNHj+rUqVMKCAhwLh8xYoQGDhyof//734qPj9fdd9+t5s2bS5KGDh2qRx55REuWLFF8fLz69Omjtm3bSvrlEm56errzDN6Zdu3aVWqwq0pcigUAANVCVFSUHA5HhR+QWL16tZKSknTrrbdqwYIF2rhxo5544gkVFhY62zz11FPaunWrEhMT9emnn6pVq1aaO3euJGngwIHavXu3HnzwQW3evFlxcXF66aWXJElHjx5Vr169lJmZ6TLt2LFD119/fan1hIWFKTs722Xe6ddhYWEV2reKItgBAIBqoX79+kpISNDUqVN17NixEstzc3NLXW/VqlVq0qSJnnjiCcXFxSkqKkp79uwp0S46OlrDhw/XkiVLdNddd2nWrFnOZRERERo8eLA+/PBDPfbYY5o5c6Yk6ZprrtHWrVvVtGlTXXHFFS5TafcBSlKnTp20YsUKl4c3li5dqiuvvLJSL8NKBDsAAFCNTJ06VUVFRerQoYM++OAD7dixQ19//bWmTJmiTp06lbpOVFSU9u7dq7S0NO3atUtTpkxxno2TpOPHj2vIkCFavny59uzZo5UrVyojI0MtW7aUJKWkpGjx4sXKysrShg0blJ6e7lyWnJysw4cP6/7771dGRoZ27dqlxYsXq3///ioqKiq1nr59+8rLy0t/+MMftHXrVs2ZM0cvvviiRowY4ebRKolgBwAAqo1mzZppw4YN6t69ux577DG1bt1aN910k5YtW6Zp06aVus7tt9+u4cOHa8iQIbr66qu1atUqjR071rncw8NDP/74o37/+98rOjpa99xzj3r27KkJEyZIkoqKipScnKyWLVvqlltuUXR0tF555RVJUnh4uFauXKmioiLdfPPNatOmjVJSUhQUFKRatUqPUYGBgVqyZImysrIUGxurxx57TOPGjav077CTJIe5kDsVK0F+fr4CAwOVl5fnctNjdTd56fYL3sbwm6rXDZgAgEvXiRMnlJWVpcjISNWpU6eqy8F5lPV+VSQbccYOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAALFZcXFzVJaAc3PU+8VuxAABYyMvLS7Vq1dL333+v4OBgeXl5yeFwVHVZOIsxRoWFhTp48KBq1aolLy+vC9oewQ4AAAvVqlVLkZGR+uGHH/T9999XdTk4j7p166px48bn/NLj8iLYAQBgKS8vLzVu3FinTp06589foep5eHiodu3abjmjSrADAMBiDodDnp6e8vT0rOpScBHw8AQAAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJtwe7oqIijR07VpGRkfLx8VHz5s3117/+VcYYd3cFAACAM9R29wafffZZTZs2TW+88YZiYmK0bt069e/fX4GBgRo6dKi7uwMAAMD/uD3YrVq1SnfccYcSExMlSU2bNtU777yjtWvXursrAAAAnMHtl2I7d+6sZcuWafv27ZKkTZs26fPPP1fPnj3d3RUAAADO4PYzdqNHj1Z+fr5atGghDw8PFRUVadKkSUpKSiq1fUFBgQoKCpyv8/Pz3V0SAABAjeD2YPfuu+/qrbfe0ttvv62YmBhlZmYqJSVF4eHh6tevX4n2qampmjBhgrvLKLfJS7dXWd9nc1ctw2+Kdst2AADApcVh3Py4akREhEaPHq3k5GTnvL/97W9688039c0335RoX9oZu4iICOXl5SkgIMCdpZWqOgU7dyHYAQBgj/z8fAUGBpYrG7n9jN3PP/+sWrVcb93z8PBQcXFxqe29vb3l7e3t7jIAAABqHLcHu169emnSpElq3LixYmJitHHjRj3//PMaMGCAu7sCAADAGdwe7F566SWNHTtWjz76qHJychQeHq4//vGPGjdunLu7AgAAwBncHuz8/f31wgsv6IUXXnD3pgEAAFAGfisWAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEtUSrDbv3+/HnjgATVo0EA+Pj5q06aN1q1bVxldAQAA4H9qu3uDP/30k7p06aLu3bvr448/VnBwsHbs2KF69eq5uysAAACcwe3B7tlnn1VERIRmzZrlnBcZGenubgAAAHAWt1+KnT9/vuLi4nT33XcrJCRE7dq108yZM8/ZvqCgQPn5+S4TAAAAKs7twW737t2aNm2aoqKitHjxYj3yyCMaOnSo3njjjVLbp6amKjAw0DlFRES4uyQAAIAawWGMMe7coJeXl+Li4rRq1SrnvKFDhyojI0OrV68u0b6goEAFBQXO1/n5+YqIiFBeXp4CAgLcWVqpJi/dXul9XGzDb4qu6hIAAICb5OfnKzAwsFzZyO1n7Bo1aqRWrVq5zGvZsqX27t1bantvb28FBAS4TAAAAKg4twe7Ll26aNu2bS7ztm/friZNmri7KwAAAJzB7cFu+PDhWrNmjZ5++mnt3LlTb7/9tmbMmKHk5GR3dwUAAIAzuD3YtW/fXnPnztU777yj1q1b669//ateeOEFJSUlubsrAAAAnMHt32MnSbfddptuu+22ytg0AAAAzoHfigUAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALFG7qgu4lFy7d0aF2q9p/HAlVVK2yUu3u2U7w2+KLl/D9NSKbbj7mIoXAwAAzoszdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAlqj0YPfMM8/I4XAoJSWlsrsCAACo0So12GVkZOjVV19V27ZtK7MbAAAAqBKD3dGjR5WUlKSZM2eqXr16ldUNAAAA/qfSgl1ycrISExMVHx9fZruCggLl5+e7TAAAAKi42pWx0bS0NG3YsEEZGRnnbZuamqoJEyZURhnlcu3eGVXW94WoaN1rGj9c8e2nN6jQOgAAoGq5/Yzdvn37NGzYML311luqU6fOeduPGTNGeXl5zmnfvn3uLgkAAKBGcPsZu/Xr1ysnJ0fXXHONc15RUZFWrFihl19+WQUFBfLw8HAu8/b2lre3t7vLAAAAqHHcHux69OihzZs3u8zr37+/WrRooVGjRrmEOgAAALiP24Odv7+/Wrdu7TLP19dXDRo0KDEfAAAA7sMvTwAAAFiiUp6KPdvy5csvRjcAAAA1GmfsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABL1K7qAmx27d4ZVV2CHdJTy9+2+5gyF09eut3ldUXeozWNH5YkDb8puvz1ALaryL9P6bz/RgFcGM7YAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYwu3BLjU1Ve3bt5e/v79CQkLUu3dvbdu2zd3dAAAA4CxuD3afffaZkpOTtWbNGi1dulQnT57UzTffrGPHjrm7KwAAAJyhtrs3uGjRIpfXs2fPVkhIiNavX6/rr7/e3d0BAADgf9we7M6Wl5cnSapfv36pywsKClRQUOB8nZ+fX9klAQAAWKlSg11xcbFSUlLUpUsXtW7dutQ2qampmjBhQmWWAUnX7p1RJf2u3v1jyZm7H6+0/tac2l5p23aOYXqD8q3QfUzFOkhPLX/bim4bAFAjVOpTscnJydqyZYvS0tLO2WbMmDHKy8tzTvv27avMkgAAAKxVaWfshgwZogULFmjFihW6/PLLz9nO29tb3t7elVUGAABAjeH2YGeM0Z/+9CfNnTtXy5cvV2RkpLu7AAAAQCncHuySk5P19ttv66OPPpK/v78OHDggSQoMDJSPj4+7uwMAAMD/uP0eu2nTpikvL0/dunVTo0aNnNOcOXPc3RUAAADOUCmXYgEAAHDx8VuxAAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGAJgh0AAIAlald1Aai+Vu/+sapLqLBr986o9D7KPS67Hy9zcadmDX57EempFWvffcxv76uqVWRfK7qflbntylST3n+gkkxeut0t2xl+U7RbtuMunLEDAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALAEwQ4AAMASBDsAAABLEOwAAAAsQbADAACwBMEOAADAEgQ7AAAASxDsAAAALEGwAwAAsATBDgAAwBIEOwAAAEsQ7AAAACxBsAMAALBEpQW7qVOnqmnTpqpTp446duyotWvXVlZXAAAAUCUFuzlz5mjEiBEaP368NmzYoKuuukoJCQnKycmpjO4AAACgSgp2zz//vAYNGqT+/furVatWmj59uurWravXX3+9MroDAACApNru3mBhYaHWr1+vMWPGOOfVqlVL8fHxWr16dYn2BQUFKigocL7Oy8uTJOXn57u7tFIdO15w/kZAJcg/duIidnZx/j1VioqMU0X3szK3XZkqeuxUZu3VqRagAk4cO+qW7VyMvHK6D2PM+RsbN9u/f7+RZFatWuUyf+TIkaZDhw4l2o8fP95IYmJiYmJiYmJiKmPat2/feXOY28/YVdSYMWM0YsQI5+vi4mIdPnxYDRo0kMPhkPRLUo2IiNC+ffsUEBBQVaVWC4zFrxiLXzEWrhiPXzEWv2IsfsVY/OpSGAtjjI4cOaLw8PDztnV7sGvYsKE8PDyUnZ3tMj87O1thYWEl2nt7e8vb29tlXlBQUKnbDggIqLaDfrExFr9iLH7FWLhiPH7FWPyKsfgVY/Gr6j4WgYGB5Wrn9ocnvLy8FBsbq2XLljnnFRcXa9myZerUqZO7uwMAAMD/VMql2BEjRqhfv36Ki4tThw4d9MILL+jYsWPq379/ZXQHAAAAVVKwu/fee3Xw4EGNGzdOBw4c0NVXX61FixYpNDT0N23P29tb48ePL3HJtiZiLH7FWPyKsXDFePyKsfgVY/ErxuJXto2Fw5jyPDsLAACA6o7figUAALAEwQ4AAMASBDsAAABLEOwAAAAsUe2D3dSpU9W0aVPVqVNHHTt21Nq1a6u6pItixYoV6tWrl8LDw+VwODRv3jyX5cYYjRs3To0aNZKPj4/i4+O1Y8eOqim2EqWmpqp9+/by9/dXSEiIevfurW3btrm0OXHihJKTk9WgQQP5+fmpT58+Jb4g2xbTpk1T27ZtnV+k2alTJ3388cfO5TVpLM72zDPPyOFwKCUlxTmvpozHU089JYfD4TK1aNHCubymjMNp+/fv1wMPPKAGDRrIx8dHbdq00bp165zLa8rnpyQ1bdq0xLHhcDiUnJwsqWYdG0VFRRo7dqwiIyPl4+Oj5s2b669//avL769acWxc+K/DVp60tDTj5eVlXn/9dbN161YzaNAgExQUZLKzs6u6tEr33//+1zzxxBPmww8/NJLM3LlzXZY/88wzJjAw0MybN89s2rTJ3H777SYyMtIcP368agquJAkJCWbWrFlmy5YtJjMz09x6662mcePG5ujRo842gwcPNhEREWbZsmVm3bp15tprrzWdO3euwqorz/z5883ChQvN9u3bzbZt28xf/vIX4+npabZs2WKMqVljcaa1a9eapk2bmrZt25phw4Y559eU8Rg/fryJiYkxP/zwg3M6ePCgc3lNGQdjjDl8+LBp0qSJeeihh8wXX3xhdu/ebRYvXmx27tzpbFNTPj+NMSYnJ8fluFi6dKmRZNLT040xNevYmDRpkmnQoIFZsGCBycrKMu+9957x8/MzL774orONDcdGtQ52HTp0MMnJyc7XRUVFJjw83KSmplZhVRff2cGuuLjYhIWFmeeee845Lzc313h7e5t33nmnCiq8eHJycowk89lnnxljftlvT09P89577znbfP3110aSWb16dVWVeVHVq1fPvPbaazV2LI4cOWKioqLM0qVLzQ033OAMdjVpPMaPH2+uuuqqUpfVpHEwxphRo0aZrl27nnN5Tf78NMaYYcOGmebNm5vi4uIad2wkJiaaAQMGuMy76667TFJSkjHGnmOj2l6KLSws1Pr16xUfH++cV6tWLcXHx2v16tVVWFnVy8rK0oEDB1zGJjAwUB07drR+bPLy8iRJ9evXlyStX79eJ0+edBmLFi1aqHHjxtaPRVFRkdLS0nTs2DF16tSpxo5FcnKyEhMTXfZbqnnHxo4dOxQeHq5mzZopKSlJe/fulVTzxmH+/PmKi4vT3XffrZCQELVr104zZ850Lq/Jn5+FhYV68803NWDAADkcjhp3bHTu3FnLli3T9u3bJUmbNm3S559/rp49e0qy59iolF+ecIdDhw6pqKioxK9VhIaG6ptvvqmiqqqHAwcOSFKpY3N6mY2Ki4uVkpKiLl26qHXr1pJ+GQsvLy8FBQW5tLV5LDZv3qxOnTrpxIkT8vPz09y5c9WqVStlZmbWuLFIS0vThg0blJGRUWJZTTo2OnbsqNmzZ+vKK6/UDz/8oAkTJui6667Tli1batQ4SNLu3bs1bdo0jRgxQn/5y1+UkZGhoUOHysvLS/369auxn5+SNG/ePOXm5uqhhx6SVLP+jUjS6NGjlZ+frxYtWsjDw0NFRUWaNGmSkpKSJNnzf2u1DXbA2ZKTk7VlyxZ9/vnnVV1KlbryyiuVmZmpvLw8vf/+++rXr58+++yzqi7rotu3b5+GDRumpUuXqk6dOlVdTpU6fcZBktq2bauOHTuqSZMmevfdd+Xj41OFlV18xcXFiouL09NPPy1JateunbZs2aLp06erX79+VVxd1frXv/6lnj17Kjw8vKpLqRLvvvuu3nrrLb399tuKiYlRZmamUlJSFB4ebtWxUW0vxTZs2FAeHh4lns7Jzs5WWFhYFVVVPZze/5o0NkOGDNGCBQuUnp6uyy+/3Dk/LCxMhYWFys3NdWlv81h4eXnpiiuuUGxsrFJTU3XVVVfpxRdfrHFjsX79euXk5Oiaa65R7dq1Vbt2bX322WeaMmWKateurdDQ0Bo1HmcKCgpSdHS0du7cWeOOi0aNGqlVq1Yu81q2bOm8NF0TPz8lac+ePfrkk080cOBA57yadmyMHDlSo0eP1n333ac2bdrowQcf1PDhw5WamirJnmOj2gY7Ly8vxcbGatmyZc55xcXFWrZsmTp16lSFlVW9yMhIhYWFuYxNfn6+vvjiC+vGxhijIUOGaO7cufr0008VGRnpsjw2Nlaenp4uY7Ft2zbt3bvXurE4l+LiYhUUFNS4sejRo4c2b96szMxM5xQXF6ekpCTn3zVpPM509OhR7dq1S40aNapxx0WXLl1KfCXS9u3b1aRJE0k16/PzTLNmzVJISIgSExOd82rasfHzzz+rVi3X2OPh4aHi4mJJFh0bVf30RlnS0tKMt7e3mT17tvnqq6/Mww8/bIKCgsyBAwequrRKd+TIEbNx40azceNGI8k8//zzZuPGjWbPnj3GmF8eyQ4KCjIfffSR+fLLL80dd9xxyT2SXR6PPPKICQwMNMuXL3d5ZP/nn392thk8eLBp3Lix+fTTT826detMp06dTKdOnaqw6sozevRo89lnn5msrCzz5ZdfmtGjRxuHw2GWLFlijKlZY1GaM5+KNabmjMdjjz1mli9fbrKysszKlStNfHy8adiwocnJyTHG1JxxMOaXr76pXbu2mTRpktmxY4d56623TN26dc2bb77pbFNTPj9PKyoqMo0bNzajRo0qsawmHRv9+vUzl112mfPrTj788EPTsGFD8+c//9nZxoZjo1oHO2OMeemll0zjxo2Nl5eX6dChg1mzZk1Vl3RRpKenG0klpn79+hljfnkse+zYsSY0NNR4e3ubHj16mG3btlVt0ZWgtDGQZGbNmuVsc/z4cfPoo4+aevXqmbp165o777zT/PDDD1VXdCUaMGCAadKkifHy8jLBwcGmR48ezlBnTM0ai9KcHexqynjce++9plGjRsbLy8tcdtll5t5773X53raaMg6n/ec//zGtW7c23t7epkWLFmbGjBkuy2vK5+dpixcvNpJK3ceadGzk5+ebYcOGmcaNG5s6deqYZs2amSeeeMIUFBQ429hwbDiMOeMrlwEAAHDJqrb32AEAAKBiCHYAAACWINgBAABYgmAHAABgCYIdAACAJQh2AAAAliDYAQAAWIJgBwAAYAmCHQAAgCUIdgAAAJYg2AEAAFiCYAcAAGCJ/w/Y8icGb6JRlQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1500x1200 with 9 Axes>"
       ]
      },
      "metadata": {},
@@ -237,21 +223,113 @@
     }
    ],
    "source": [
-    "# Fusion temporaire pour affichage\n",
+    "# Fusion temporaire pour les visualisations\n",
     "train_data = X_train.copy()\n",
     "train_data['Classification'] = y_train\n",
     "\n",
-    "# Histogrammes par classe pour chaque variable\n",
-    "# Afficher les histogrammes par classe pour chaque variable\n",
-    "for col in X_train.columns:\n",
-    "    plt.figure()\n",
+    "variables = X_train.columns.tolist()\n",
+    "n_cols = 3\n",
+    "n_rows = int(np.ceil(len(variables) / n_cols))\n",
+    "\n",
+    "\n",
+    "# Histogrammes\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(variables):\n",
     "    for classe in y_train.unique():\n",
-    "        plt.hist(X_train[y_train == classe][col], bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
-    "    plt.title(f\"{col} selon la classe\")\n",
-    "    plt.legend()\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "\n"
+    "        axes[i].hist(X_train[y_train == classe][col], bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
+    "    axes[i].set_title(f\"{col} selon la classe\")\n",
+    "    axes[i].legend()\n",
+    "    \n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Histogrammes par classe (avant tranformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n",
+    "\n",
+    "# Boxplots\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(variables):\n",
+    "    sns.boxplot(x=y_train, y=X_train[col], ax=axes[i])\n",
+    "    axes[i].set_title(f\"Boxplot de {col}\")\n",
+    "    axes[i].set_xlabel(\"Classe\")\n",
+    "    axes[i].set_ylabel(col)\n",
+    "\n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Boxplots par classe (avant tranformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatter plots\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(variables):\n",
+    "    for classe in y_train.unique():\n",
+    "        axes[i].scatter(\n",
+    "            X_train[y_train == classe][col],\n",
+    "            np.random.normal(loc=classe, scale=0.02, size=X_train[y_train == classe][col].shape),\n",
+    "            alpha=0.5,\n",
+    "            label=f\"Classe {classe}\"\n",
+    "        )\n",
+    "    axes[i].set_title(f\"{col} (scatter jittered)\")\n",
+    "    axes[i].legend()\n",
+    "\n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Scatter plots (jittered) par classe (avant tranformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "066377f6",
+   "metadata": {},
+   "source": [
+    "Afin de mieux comprendre les différences entre les patientes malades (`Classe 1`) et les patientes saines (`Classe 0`), nous avons représenté les distributions des variables explicatives en les segmentant par classe. Trois types de visualisations complémentaires ont été produits : histogrammes, boxplots et scatter plots jittered.\n",
+    "\n",
+    "### Histogrammes par classe\n",
+    "\n",
+    "Les histogrammes permettent d'observer la distribution des valeurs au sein de chaque classe. Plusieurs variables présentent des décalages notables entre les deux groupes, notamment :\n",
+    "- **Age** : les patientes malades ont tendance à être légèrement plus âgées.\n",
+    "- **Resistin**, **MCP.1** et **Adiponectin** semblent présenter des décalages de densité entre les deux classes, suggérant un potentiel pouvoir discriminant.\n",
+    "- À l'inverse, des variables comme **BMI** ou **Leptin** montrent une forte superposition entre les classes.\n",
+    "\n",
+    "Ces observations qualitatives suggèrent que certaines variables pourraient être informatives, mais **aucune ne permet à elle seule une séparation nette**.\n",
+    "\n",
+    "### Boxplots par classe\n",
+    "\n",
+    "Les boxplots permettent une évaluation visuelle plus précise des différences de distribution :\n",
+    "- La majorité des variables présentent une **forte dispersion** avec de nombreux **outliers** visibles dans les deux classes, en particulier pour `Insulin`, `Leptin` et `MCP.1`.\n",
+    "- **Les médianes sont proches**, mais on note quelques différences de tendance (ex. `Resistin` plus élevée pour la classe 1).\n",
+    "\n",
+    "Ces éléments indiquent une **variance importante intra-classe**, ce qui pourrait affecter les performances de modèles sensibles aux échelles non standardisées.\n",
+    "\n",
+    "### Scatter plots (jittered)\n",
+    "\n",
+    "Ces visualisations montrent explicitement la séparation verticale entre les classes (0 ou 1) :\n",
+    "- Aucune variable seule ne suffit à séparer totalement les classes.\n",
+    "- Certains regroupements apparaissent (ex. des valeurs faibles de `Insulin`, `HOMA`, `Adiponectin` associées à la classe 0), mais avec un **chevauchement significatif**.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "###  Bilan de l’analyse exploratoire\n",
+    "\n",
+    "- Les variables semblent contenir **un signal partiel**, mais nécessiteront d’être **combinées dans un modèle multivarié** pour exploiter au mieux les interactions.\n",
+    "- La présence d’**outliers**, de **distributions asymétriques** et de **valeurs sur des échelles très différentes** justifie :\n",
+    "  - une **standardisation préalable** des variables,\n",
+    "  - et éventuellement une **transformation** logarithmique pour certaines (ex. `Insulin`, `Leptin`, `HOMA`).\n",
+    "- Enfin, la forte **superposition inter-classe** implique que la séparation linéaire pourrait être limitée, ce qui motivera l’usage de modèles non linéaires.\n",
+    "\n",
+    "Cette étape exploratoire permet donc de motiver rigoureusement les choix de **prétraitement** et de **modélisation supervisée** qui suivront.\n"
    ]
   },
   {
@@ -264,7 +342,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 24,
    "id": "9ff82466",
    "metadata": {},
    "outputs": [
@@ -317,6 +395,43 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a358c6aa",
+   "metadata": {},
+   "source": [
+    "Afin d’examiner la redondance potentielle entre les variables et d’anticiper les risques de multicolinéarité, nous avons étudié les relations linéaires entre les variables explicatives à l’aide de deux outils complémentaires :\n",
+    "\n",
+    "### Matrice de corrélation\n",
+    "\n",
+    "La matrice de corrélation permet d’identifier les relations linéaires entre les variables continues. On observe notamment :\n",
+    "\n",
+    "- Une **corrélation très forte** entre `Insulin` et `HOMA` (ρ ≈ 0.93), ce qui est attendu puisque HOMA est une fonction de l’insuline et de la glycémie (`HOMA = (Glucose × Insulin) / 405`).\n",
+    "- Des corrélations modérées entre :\n",
+    "  - `Glucose` et `HOMA` (ρ ≈ 0.70),\n",
+    "  - `BMI` et `Leptin` (ρ ≈ 0.60).\n",
+    "- Les autres paires présentent des corrélations relativement faibles (ρ < 0.4), ce qui suggère que **la majorité des variables apportent une information complémentaire**.\n",
+    "\n",
+    "Cette analyse nous incite à envisager éventuellement une **réduction de dimension** ou une **sélection de variables**, en particulier si certaines méthodes sont sensibles à la colinéarité (ex. régression logistique).\n",
+    "\n",
+    "### Matrice de dispersion colorée\n",
+    "\n",
+    "La scatter matrix, colorée selon la classe (`Classification`), donne une vision globale des interactions deux-à-deux entre variables, tout en mettant en évidence les regroupements selon la classe.\n",
+    "\n",
+    "- On note un **chevauchement significatif** entre les deux classes dans la majorité des projections planes.\n",
+    "- Quelques combinaisons de variables, comme (`Resistin`, `MCP.1`) ou (`Adiponectin`, `HOMA`), montrent des séparations partielles entre les classes, sans pour autant être suffisantes pour une séparation nette.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Conclusion de cette étape\n",
+    "\n",
+    "- Il n’existe pas de **séparation linéaire évidente** entre les deux classes sur les paires de variables.\n",
+    "- La structure du jeu de données suggère que des méthodes multivariées pourront tirer profit de **relations complexes**, éventuellement **non linéaires**.\n",
+    "- La **standardisation** sera nécessaire avant d’appliquer certaines méthodes sensibles aux échelles (SVM, k-NN, PCA...).\n",
+    "\n",
+    "Nous passons maintenant à l’étape de prétraitement (standardisation des données), avant de comparer différentes méthodes d’apprentissage supervisé.\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "556f426b",
@@ -327,15 +442,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "48c22de4",
+   "execution_count": null,
+   "id": "af21af16",
    "metadata": {},
    "outputs": [
     {
      "data": {
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       "text/plain": [
-       "<Figure size 600x400 with 1 Axes>"
+       "<Figure size 1200x400 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -343,9 +458,9 @@
     },
     {
      "data": {
-      "image/png": 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",
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kbeYx/fXXX+3WMXnyZCPJLF682Jw+fdru0bp1a+Pu7m4uX75sjPm/pNT1M31yIydJqbCwMJvzMicK4thnJqVy8lPErJJShw4dMpJMrVq17H4OfPXqVev75rUJm8x9smjRIofrkmR8fX3t3jMzX+ORkZF26/rkk0+MJDNjxowbbosx2Z9vuUlKZf4cd+LEiXb1169fb5eUy8vrMytpaWlm165dDn8KnZXMfX+jx/VJKW9vbyPJ7qfpjpQuXdpIMidPnrSWXZuUypxdmZmU27Rpk5FkpkyZYozJOimVlpZmQkJCjL+/v/U1aowxDz30UI4+IwAABY+77wFAEffnn38qJSVFjRs3VvHixe2Wt2rVSpIc3v2rQYMGdmVlypRxuKxYsWIKDQ21Xoz4evfee2+WZdu2bbMpj4uLU9euXVWmTBl5eHhYb8/9+++/Z9l/dnejykt/1+rVq5fc3NzUrVs3PfLII/r888917Ngxu3qZ29GyZUu7Zb6+vrrzzjuVkpKi3bt32ywLDAxUpUqV7NqUL19e58+fv2F8mXKznb169ZKXl5c+/fRTm/LPPvtM7u7u6tu3r035qVOnFBsbq5o1a6p48eLWvkeMGCFJDvdjgwYN5OZmO1QoX768JOVqu7Jz+PBhbd++XV26dMlxm/379+uxxx5TZGSkvL29rdvyzjvvSHK8LU2bNrXbFjc3NzVt2lTGGP366682y7y9vVW3bl27fjZt2iRJ6ty5s0JCQuweq1ev1pUrV6x3D+vTp48k6e6779bQoUP1zTff6MyZMzne1pyqX7++PD09HS4rzGPfuXNnlShRQkOGDFHv3r01c+ZM7d+/P1exZ753tWjRQhaLxWaZm5ubmjdvblPvWtm9b1StWtXuPTPz/a9evXp268pcdv3+yMv5lhvZve9ERUXJ29s7y/f3/L4+PTw8VKNGDbsbbuTEiRMnZP7+gtvuER4enuv+cqNhw4Zq0KCBZs6cKenvC5x7enrqoYceyrbdokWLdPr0afXs2VPe3t7W8v79+0uSpk+fXnhBAwAc4u57AOBEYWFh+vPPP3Xs2DFVr149R20SExMlSaVLl3a4PPMfqcx61/L397cry7ybUVbL0tPTHa7H0fozyy5cuGAtmz9/vnr37i1fX19FR0crIiLC+o/wrFmzdOjQoRz3n5/+rtWkSRPFxcXptdde09y5c63/yNx1112aOHGiNbGX132d1d3+3N3dlZGRccP48rKdgYGB+sc//qGvv/5aO3fuVK1atbRv3z5t2LBBHTt2VGhoqLVuQkKC7rrrLh0+fFhNmzZV27ZtFRgYqGLFimn79u1atGiRUlNT7WLK7vy5evVqjrbrRjJvxZ7TpNTevXvVuHFjJSYmqlWrVurcubP8/f3l5uamuLg4rV271uG2ZHVMHZ3DkhQaGmqXtJD+3peSNHv27GzvIhcSEiJJ6tmzpxYuXKjJkydr2rRpmjp1qiwWi1q1aqVJkyY5TBznRVbbV9jHPiIiQps2bdLYsWO1ZMkSffnll5KkGjVq6OWXX1bPnj1vGHt+3uOyanOjbchu2bXvgXk933Iju+23WCwqXbq0wyS6M16fBSksLEwHDx7UkSNHVKVKlSzrXb58WWfPnpWnp6dKliyZZb1HHnlEw4YN08qVKzVv3jx17tz5hnc2zEw6ZSahMrVp00blypXTokWLlJCQoODg4FxsGQAgP0hKAYATNW3aVHFxcVq1apVat26dozaZ/3icPHnS4fL4+HibeoXl5MmTqlixol2ZZJuUGTt2rLy9vbVlyxZVrVrVpv68efOy7N9RAiA//V3v3nvv1dKlS3X58mX99NNPWrx4sd577z116tRJf/zxhypXruzSfZ2X7Xz44Yf19ddf69NPP9X48eP12WefWcuvNX36dB0+fFivvPKKXnrpJZtlEyZM0KJFiwpwS3Jn0aJFqlixou64444c1Z8yZYrOnTunTz/91G5WxODBg7V27VqH7bI6po7OYSnr8zHz2JcvXz7Hr+EuXbqoS5cuunjxotavX68FCxZo+vTpat++vf78808FBgbmqJ/sZBWvM459nTp19NVXXyk9PV1btmzR0qVL9fbbb6t3794qW7asmjZtmm37/LzustrugpLX8y03rt3+62cYGWN08uTJQn9/d4Z77rlHBw8e1KpVq7JNSq1du1ZXrlxR06ZNVaxYsSzrPfjgg3ruuec0YMAAJSYmatCgQdmu/8iRI/rf//4n6e9ZeVn57LPPNGzYsBtsDQCgoPDzPQBwogEDBqhYsWL68MMPrT/vyUrmt+81atSQt7e3fvnlF126dMmuXlxcnCTHP9UrSD/88EOWZQ0bNrSW7du3TzVr1rRLrJw4cSLXP+spjP58fHzUsmVLTZo0SS+++KIuX76sFStW2GxH5j69VnJysjZv3iwfH58cz3LLjbxsZ8eOHVWyZEnNnTtXGRkZmjNnjvz8/OxmHe3bt0+S49lIjo5rXhQrVizXszPOnTundevW6f77789xm6y2xRij9evXZ9lu/fr1drPWMjIytGHDBlksFtWvXz9H62/SpIkk6dtvv81xzJn8/PzUvn17ffjhhxowYIBOnjypn3766YbtMv8xz8vsF2cc+0weHh66++67NW7cOL399tsyxui77767YbvM965169bJGGOzzBijdevW2dRzptyeb3k5Vtm97/z0009KSUlxybYXtAEDBkiSJk+erJSUFId1jDEaP368pL9nQmUnODhYXbt21bFjx1SuXDlFR0dnW3/WrFnKyMhQs2bNNGjQILtHTEyMJH7CBwDORlIKAJyoSpUqev7553XmzBl16NBBBw4csKuTkpKiyZMna+zYsZIkT09P9e3bV2fOnLEO1jMtW7ZMy5cvV5UqVW44GyG/XnnlFZufOF24cEGvvvqqLBaLdTAvSeHh4dq7d6/NrIeUlBQ98cQTWf40MDsF0d/GjRsd/hOU2WfmtUWaNm2qyMhILV26VCtXrrSp++qrr+rs2bPq27dvltfuyY+8bKeHh4d69+6tw4cP6/XXX9eePXvUo0cP+fj42PUtST/++KNN+dy5c7VkyZICiT84OFhnzpzJ8p9NR5YsWaIrV67k6npSWW3LhAkT9Mcff2TZ7q+//tJHH31kU/bRRx/pr7/+UqdOnaw/t7uRgQMHys/PT++9957DWTLnzp2z/iRR+jvR4ihBcerUKUmyua5NVjJ/SnTkyJEcxXitwj72W7ZscfizuutfW9mpWLGiWrVqpR07dmjGjBk2yz788EPt2rVLrVu3VoUKFfIdb27l9nzLy7Hq16+f3N3dNXnyZJvrU6WlpWnkyJGS/i+hU9DS09P1559/WpNvhaldu3bq3r27/vrrL/Xq1cvuJ7Opqal64okntG7dOt1zzz12P7FzZMKECfrmm2+0cOFCu+trXcsYo5kzZ8pisWj27Nn6+OOP7R6zZs1SVFSUfvvtN23evDnf2wsAyBl+vgcATvbqq68qJSVFU6ZMUfXq1dW6dWvVqVNHHh4eOnDggFauXKmzZ8/q1VdftbaZOHGi1q5dq1dffVUbNmxQkyZNdPDgQc2fP1/FixfXzJkzsx2QF4Rq1aqpTp066tGjhyTp66+/1tGjRxUbG6s777zTWu+pp57SU089pYYNG+qBBx7QlStXtGLFChljVL9+fbsLSt9IQfQ3ceJErVmzRs2bN1elSpXk7e2trVu3atWqVapcubK6desm6e+LKs+aNUvR0dHq2LGjevbsqfDwcG3cuFFxcXGKjIzUhAkTchV/YW/nww8/rPfee0+jR4+2PndUZ+LEiXrqqae0Zs0ahYeH69dff9WqVavUvXt3LViwIN/xt27dWps3b1aHDh107733ytPTU82bN7depNqRhQsXKjAwMNuf0lxv8ODBmjlzpnr06KFevXqpZMmS2rRpk7Zu3apOnTrp+++/d9guOjpaw4YN05IlS1S7dm3t2LFDixcvVqlSpfTWW2/leP0hISH6/PPP1bNnT7Vu3VrR0dGqX7++rly5oh07dmj16tVq2bKlunbtKkkaNmyYjh8/rmbNmikiIkIWi0U//vijfv75Z919991q1qzZDdfZunVrffXVV+rRo4c6dOggb29v1a9fX507d75h28I+9p9++qk++OADNW/eXJGRkfL399fOnTu1ZMkSBQcHa+DAgTnq5/3331ezZs302GOPafHixapVq5Z27Nihb7/9ViEhIXr//ffzFWde5fZ8q1GjhsqWLat58+bJy8tL5cuXl8Vi0VNPPZXlteciIyM1ceJEjRgxQvXq1VOvXr1UokQJLV68WLt371aXLl1ueAHvvDp27Jhq1qyp8PBwHTx4sFDWca3Zs2crJSVFixcvVuXKldWpUydVqFBBp0+f1pIlS3Ts2DE1adJE33zzjfX6WNmJiIhQRETEDeutXr1aBw4cUIsWLVS5cuUs6w0cOFAbN27U9OnTbT7XAACFyNm3+wMA/O2XX34xjzzyiKlSpYrx8fExXl5eJiIiwvTr18+sWLHCrv7p06fNsGHDTHh4uPHw8DClSpUyDzzwgPn999/t6sbExDi8HbYx2d9ePjw83ISHhzusf/nyZfP888+bChUqGE9PT1O9enXz9ttv291WPSMjw0ybNs3Url3beHt7m7CwMDNo0CBz6tQph+t2dIv0/PTn6Lbzy5YtM/379zfVq1c3fn5+xtfX19SqVcu8+OKL5vTp03br/O2338wDDzxgSpUqZTw8PEx4eLgZPny4w7qO9tn1+y4ncrud16pataqRZMqXL293i/hM27dvN/fdd58JCgoyfn5+pkWLFmblypUO91fmbeVjYmIc9iXJtGjRwqbs4sWL5rHHHjNlypQxxYoVM5LMmDFjsow5JSXF+Pr6mn79+mVZJytr1qwxTZs2NX5+fiYwMNB07NjRbNmyxeG5tGbNGmssP/zwg2nRooUpUaKE8ff3N926dTN79uyx6z+7Y5rpzz//NIMGDTLh4eHG09PTBAUFmbp165phw4aZn3/+2Vpv3rx5plevXiYyMtIUL17cBAQEmPr165uJEyeaixcv5mh709PTzfPPP28qVqxo3N3dbY7NjY6VMYV77Ddt2mT++c9/mjp16pjAwEDj4+NjqlataoYOHWoOHTpk09bR+q518OBBM3DgQFOmTBnj7u5uypQpYwYOHGgOHjxoV/dGrwlH5+iNtu/ac+X68pyeb5n7pEWLFsbPz89Isnkvzu79btGiRdZ2Xl5epm7dumbSpEkmPT09x9uQ3bY7ktnXjc73a2Xu+xMnTmRZJzw83Hh5eTlclpGRYebPn286depkSpcubTw8PEzJkiVN69atzccff2y3vTnp83rR0dE2+71v377ZnnuZLly4YHx8fExAQIC5dOlSjtYFAMgfizHX/XgfAIBrtGzZUmvXrrW71guQH0uXLlXHjh31xRdfqFevXoW2nri4OLVq1Upjxoyx/iQWAAAARQPXlAIAAE63aNEieXp6qn379q4OBQAAAC5CUgoAADjdtGnTlJqaekvc6h4AAAB5Q1IKAAAAAAAATsc1pQAAAAAAAOB0zJQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAAACA05GUAgAAAAAAgNORlAIAAAAAAIDTkZQCAAAAcNP67LPPNHXqVFeHAQDIA5JSACRJSUlJCg0N1Zw5c1wdCv6/X375Rffcc49KlCghi8Wi7du3uzqkAhMREaEBAwYU6jr69OmjXr16Feo6AACud/fdd2vcuHF67733XB2Ky73xxhuqXLmyihUrpgYNGrg6nAITFxcni8WiuLg4p6+7ZcuWatmypVPW9eSTT6pdu3ZOWdftLD09XRUqVOA9o4ggKQXcwKxZs2SxWLR582aHy1u2bKk6derYlaenp+vtt9/WXXfdJT8/P/n6+uquu+7S22+/rfT0dLv6ERERslgsatu2rcP1fPTRR7JYLNnG8vzzz8tisah379652MK/vfXWW/Lz81OfPn1y3daVXnvtNS1cuDBHdY8fP66xY8feFMmd9PR09ezZUwkJCZoyZYo+/fRThYeHuzqsXNmwYYPGjh2r8+fPu2T9I0eO1Ndff61ff/3VJesHAEdul3GFM1WpUkWLFy/Wv/71L23ZsqVA+16yZInGjh1boH0Wlv/97396/vnn1bRpU82cOVOvvfaaq0PKtffee0+zZs1ydRguceDAAX388cd68cUXrWUHDx6UxWLRf//7X4dtxo4dK4vFojNnztgt++6779S+fXuVLFlS3t7eqlatmp599lmdPXvWru6AAQNksVjk7++vy5cv2y3fs2eP9f0iq1iWLFkii8WismXLKiMjI6ebXaBOnDihF154Qa1atZKfn1+WiUwPDw/FxsbqP//5j1JSUpwfKGyQlAIKQXJystq1a6fhw4crLCxMEyZM0BtvvKGyZctq+PDhateunZKTk+3aeXt7a82aNYqPj7dbNmfOHHl7e2e5TmOMPv/8c0VERGjx4sW6ePFijuNNT0/XW2+9pUcffVTFihXLcbuiILdJqXHjxt0USal9+/bp0KFDevbZZ/X444/roYceUlBQkKvDypUNGzZo3LhxDpNSu3fv1kcffVSo62/YsKHuvPNOTZo0qVDXAwCF7WYbV7hCkyZN9PXXX+uPP/4o0H6XLFmicePGFWifhWX16tVyc3PT9OnT1b9/f3Xs2NHVIeVaVkmp5s2b6/Lly2revLnzg3KSt956S5UqVVKrVq3y3dezzz6rzp07Kz4+XiNHjtS7776rtm3b6t1331X9+vW1e/duuzbu7u66dOmSFi9ebLfsRu8XmXUiIiJ04sQJrV69Ot/bkBe7d+/WxIkTdezYMdWtWzfbugMHDtSZM2c0d+5cJ0WHrJCUAgpBbGys1q5dq3feeUeLFy/WkCFD9MQTT2jRokV69913tXbtWj377LN27Zo2bSpfX1998cUXNuVHjx7VDz/8oE6dOmW5zri4OB09elQzZszQlStXtGDBghzH+9133+n06dP81Ok6ly5dctm6T506JUkKDAwssD4d/cPiKl5eXvLw8Cj09fTq1UsLFixQUlJSoa8LAArLzTaucAZHn2mtW7dWTEyMC6L525UrV5SWluay9Z86dUo+Pj7y9PQskP6MMQ5nzbiCm5ubvL295eZ2a/77mp6erjlz5hTIWPzzzz/XpEmT1Lt3b23ZskXPP/+8Hn30Ub333ntat26dzp07p549e+rKlSs27by8vNSmTRt9/vnndn3OnTs32/eL5ORkLVq0SLGxsWrYsGG+LwdisVjyNGOuUaNGOnv2rP766y/FxsZmWzcwMFD33XffbTszryi5NV/VgAsdPXpU06dPV+vWrTV06FC75UOGDFGrVq308ccf6+jRozbLvL291b17d7uM/eeff66goCBFR0dnud45c+aoVq1aatWqldq2bZurD4OFCxcqIiJCkZGRNuW//fabBgwYoMqVK8vb21thYWF65JFHbKb9fvXVV7JYLFq7dq1dvx988IEsFov1W8uc9Cf931TkvXv3asCAAQoMDFRAQIAGDhxokyiyWCxKTk7W7NmzrVOKs7pOUVxcnO666y5Jf38zklk/84Mo8+cSW7ZsUfPmzVW8eHHr9OlFixapU6dOKlu2rLy8vBQZGalXXnlFV69etVlHZh87d+5Uq1atVLx4cZUrV06vv/66XTzvvPOOateureLFiysoKEh33nmn9bgPGDBALVq0kCT17NlTFovF5loGq1ev1r333qsSJUooMDBQXbp00a5duxzuw507d6pfv34KCgpSs2bNJP39k45//OMfiouL05133ikfHx/VrVvXOr15wYIFqlu3rry9vdWoUSNt27bNpu+cHMexY8fqueeekyRVqlTJur8PHjxojeH6Y7V//3717NlTwcHBKl68uO6++259//33dsfRYrHoyy+/1H/+8x+VL19e3t7eatOmjfbu3Wu3nzNnD6xYscJuGQDcDG7GccXMmTPVunVrhYaGysvLS7Vq1dL7779vVy/z8+h///ufGjRoIG9vb9WqVcsuAZb5k8e1a9fqySefVGhoqMqXL29dvnTpUuvnop+fnzp27Gg3Yyo+Pl4DBw5U+fLl5eXlpTJlyqhLly7WzyVHBgwYYL2AeubnmMVikWT7s6o333xTkZGR8vLy0s6dO5WWlqbRo0erUaNGCggIUIkSJXTvvfdqzZo1Nv1f28eHH35o7eOuu+7SL7/8kqv4LRaLZs6cqeTkZLsxzpUrV/TKK69Y+4+IiNCLL76o1NRUh8dj+fLl1vHBBx98YPPZO27cOJUrV05+fn564IEHdOHCBaWmpurpp59WaGiofH19NXDgQLu+c3JOREREaMeOHVq7dq11GzLHP1ldU2r+/Plq1KiRfHx8VKpUKT300EM6duyY3XH09fXVsWPH1LVrV/n6+iokJETPPvus3Vgup06dOqVBgwapdOnS8vb2Vv369TV79my7emfPntXDDz8sf39/BQYGKiYmRr/++qtd0uXHH3/UmTNnsvy5bW6MGzdOQUFB+vDDD+1+AdG4cWONHDlSv//+u7766iu7tv369dPSpUttZrn/8ssv2rNnj/r165flOr/55htdvnxZPXv2VJ8+fbRgwQKX/CzOz89PwcHBOa7frl07/fjjj0pISCjEqHAj7q4OALhZXLhwweHvta+/jsPSpUt19epV9e/fP8u++vfvrzVr1mjZsmV69NFHbZb169dP9913n/bt22dNEs2dO1cPPPBAljNLUlNT9fXXX2vEiBGSpL59+2rgwIGKj49XWFjYDbdtw4YNuuOOO+zKV6xYof3792vgwIEKCwvTjh079OGHH2rHjh3atGmTLBaLOnXqJF9fX3355ZfWREqmL774QrVr17ZeGyMn/V2rV69eqlSpksaPH6+tW7fq448/VmhoqCZOnChJ+vTTT/Xoo4+qcePGevzxxyXJLrGWqWbNmnr55Zc1evRoPf7447r33nslSffcc4+1ztmzZ9WhQwf16dNHDz30kEqXLi3p78Gwr6+vYmNj5evrq9WrV2v06NFKTEzUG2+8YbOec+fOqX379urevbt69eqlr776SiNHjlTdunXVoUMHSX9fx2PYsGF64IEHNHz4cKWkpOi3337TTz/9pH79+umf//ynypUrp9dee03Dhg3TXXfdZY1l5cqV6tChgypXrqyxY8fq8uXLeuedd9S0aVNt3bpVERERNvH07NlTVatW1WuvvSZjjLV879691nU99NBD+u9//6vOnTtr2rRpevHFF/Xkk09KksaPH69evXpp9+7d1m8nc3Icu3fvrr/++kuff/65pkyZolKlSkmSQkJCHB6fkydP6p577tGlS5c0bNgwlSxZUrNnz9b999+vr776St26dbOpP2HCBLm5uenZZ5/VhQsX9Prrr+vBBx/UTz/9ZFOvVq1a8vHx0fr16+36AABXupXHFe+//75q166t+++/X+7u7lq8eLGefPJJZWRkaMiQITZ19+zZo969e2vw4MGKiYnRzJkz1bNnTy1btszugs9PPvmkQkJCNHr0aOtMqU8//VQxMTFq166dJkyYoMuXL+v9999Xs2bNtHXrVlWuXFmS1KNHD+3YsUNPPfWUIiIidOrUKa1YsUKHDx+2++zM9M9//lPHjx/XihUr9OmnnzqsM3PmTKWkpOjxxx+Xl5eXgoODlZiYqI8//lh9+/bVY489posXL2r69OmKjo7Wzz//bHcB8rlz5+rixYv65z//KYvFotdff13du3fX/v37rcfoRvF/+umn+vDDD/Xzzz/r448/lvR/Y5xHH31Us2fP1gMPPKARI0bop59+0vjx47Vr1y598803NrHs3r1bffv21T//+U899thjql69unXZ+PHj5ePjoxdeeEF79+7VO++8Iw8PD7m5uencuXMaO3asNm3apFmzZqlSpUoaPXp0rs6JN998U0899ZR8fX31r3/9S5Ks4x9HZs2apYEDB+quu+7S+PHjdfLkSb311ltav369tm3bZjPb/OrVq4qOjlaTJk303//+VytXrtSkSZMUGRmpJ554Ist1OHL58mW1bNlSe/fu1dChQ1WpUiXNnz9fAwYM0Pnz5zV8+HBJUkZGhjp37qyff/5ZTzzxhGrUqKFFixY5nM23YcMGWSwWNWzY0OE6L1265PD94vpZ/Xv27NHu3bs1YMAA+fv7O+yrf//+GjNmjL777ju7a8l2795dgwcP1oIFC/TII49I+vv8rFGjhsP/FTLNmTNHrVq1UlhYmPr06aMXXnhBixcvVs+ePbNsUxQ0atRIxhht2LBB//jHP1wdzu3LAMjWzJkzjaRsH7Vr17bWf/rpp40ks23btiz73Lp1q5FkYmNjrWXh4eGmU6dO5sqVKyYsLMy88sorxhhjdu7caSSZtWvXWmP55ZdfbPr76quvjCSzZ88eY4wxiYmJxtvb20yZMuWG25eenm4sFosZMWKE3bJLly7ZlX3++edGklm3bp21rG/fviY0NNRcuXLFWnbixAnj5uZmXn755Vz3N2bMGCPJPPLIIzZ1u3XrZkqWLGlTVqJECRMTE3PD7TTGmF9++cVIMjNnzrRb1qJFCyPJTJs2zW6Zo7j/+c9/muLFi5uUlBS7Pj755BNrWWpqqgkLCzM9evSwlnXp0sXmnHFkzZo1RpKZP3++TXmDBg1MaGioOXv2rLXs119/NW5ubqZ///7Wssx92LdvX7u+w8PDjSSzYcMGa9ny5cuNJOPj42MOHTpkLf/ggw+MJLNmzZps94ej4/jGG28YSebAgQMOY7j2uGW+bn744Qdr2cWLF02lSpVMRESEuXr1qs1+qVmzpklNTbXWfeutt4wk8/vvv9utq1q1aqZDhw525QDgCrf6uMIYx58T0dHRpnLlyjZlmZ9HX3/9tbXswoULpkyZMqZhw4bWssw4mzVrZjPWuHjxogkMDDQDBw606ffEiRMmICDADBo0yBhjzLlz54wk88Ybb+Qo/msNGTLEOPqX6cCBA0aS8ff3N6dOnbJZduXKFZvPqMwYSpcubTO2yeyjZMmSJiEhwVq+aNEiI8ksXrw4V/HHxMSYEiVK2JRt377dSDKPPvqoTfmzzz5rJJnVq1dbyzKPx7Jly2zqZn721qlTx6SlpVnL+/btaywWi91nbFRUlAkPD7cpy+k5Ubt2bdOiRQu7upkxZI5H0tLSTGhoqKlTp465fPmytd53331nJJnRo0dby2JiYowkmzGpMcY0bNjQNGrUyG5d12vRooVNTG+++aaRZD777DNrWVpamomKijK+vr4mMTHRGGPM119/bSSZN99801rv6tWrpnXr1nbj0YceeshujGvM/50jN3qcPn3aGGPMwoULjaQbvlb9/f3NHXfcYbOPMs+dBx54wLRp08Yab1hYmBk3bpw1luvPw5MnTxp3d3fz0UcfWcvuuece06VLl2xjyE5W4/XcmD9/vt0Y9nrHjx83kszEiRPztS7kDz/fA3Jo6tSpWrFihd2jXr16NvUyLwTq5+eXZV+ZyxITE+2WFStWTL169bL+nnvOnDmqUKGCdWaPI3PmzNGdd96pKlWqWPvv1KlTjqbaJyQkyBjj8CLaPj4+1r9TUlJ05swZ3X333ZKkrVu3Wpf17t1bp06dsplS/dVXXykjI8Pmjj057S/T4MGDbZ7fe++9Onv2rMP9VhC8vLw0cOBAu/Jr47548aLOnDmje++9V5cuXdKff/5pU9fX11cPPfSQ9bmnp6caN26s/fv3W8sCAwN19OhRu6n5N3LixAlt375dAwYMsJmaXK9ePbVr105Lliyxa3P9PsxUq1YtRUVFWZ83adJE0t/X46hYsaJd+bXx5/Y45sSSJUvUuHFj608Mpb/35eOPP66DBw9q586dNvUHDhxoc82MzNfHtXFmCgoKcvjtIgC40q06rpBsPycyZ4S1aNFC+/fv14ULF2zqli1b1mYmq7+/v/r3769t27bZXaD9scces/k50ooVK3T+/Hk9/vjjSklJsT4CAwPVtGlT67gk8zpLcXFxOnfuXI62Iad69OhhNwu4WLFi1s+ojIwMJSQk6MqVK7rzzjsdfk727t3bZhx2/WdafuLPHBtcf32dzFlw1/9MvlKlSln+rLN///42s+uaNGkiY4x1Rs215UeOHLG5ZlFuzomc2Lx5s06dOqUnn3zS5gLcnTp1Uo0aNey2S3I8rnQ0briRJUuWKCwsTH379rWWeXh4aNiwYUpKSrJe0mLZsmXy8PDQY489Zq3n5uZmN1tQ+nu2fnY3tHn88ccdvl88/PDDNvVy8n6RuTyr8XS/fv0UFxen+Ph4rV69WvHx8dn+dG/evHlyc3NTjx49rGV9+/bV0qVLc3S+Zs4Cu/YhSUlJSTZlBf3alWTd54wTXYukFJBDjRs3Vtu2be0e13+AZH4IZHeXmht9YPTr1087d+7Ur7/+qrlz56pPnz52P23LdP78eS1ZskQtWrTQ3r17rY+mTZtq8+bN+uuvv3K0feaan3ZlSkhI0PDhw1W6dGn5+PgoJCRElSpVkiSbAUT79u0VEBBgcyHVL774Qg0aNFC1atVy3V+ma5Mj0v99cBTGh5IklStXzuHFQXfs2KFu3bopICBA/v7+CgkJsSaero+7fPnydscqKCjIJuaRI0fK19dXjRs3VtWqVTVkyBCtX7/+hvEdOnRIkmym0meqWbOmzpw5Y3fh18z9e73r921AQIAkqUKFCg7Lr40/t8cxJw4dOpTldmUuzy7+7M4NY0yWrx8AcJVbeVyxfv16tW3b1nrtw5CQEOt1Gq//nKhSpYpdLJljh+uv93T9Z9qePXskSVFRUfLx8bF5LFmyRKdPn5b095dOEydO1NKlS1W6dGk1b95cr7/+usO7EuZWVp+zs2fPVr169eTt7a2SJUsqJCRE33//fZ7GO/mJ/9ChQ3Jzc7MmGDOFhYUpMDDQ7vM1q+1xFGd2Y4eMjAybbc3NOZET2Y2JatSoYbdd3t7edsnD68dnuVl31apV7S66fv2Y5dChQypTpoyKFy9uU+/6Y5HJ0Vg8U9WqVR2+X2T+PDVTTt4vMpdn9X7RsWNH+fn56YsvvtCcOXN01113ZRmzJH322Wdq3Lixzp49a32/aNiwodLS0jR//vxs45Ck119/XSEhITYPSXrqqadsyrL6aWN+ZO5zxomuxTWlgAKW+YH022+/2V0zINNvv/0m6e/ZKo40adJEkZGRevrpp3XgwIFsv52YP3++UlNTNWnSJE2aNMlu+Zw5c7K9lXFwcLAsFovDD+VevXppw4YNeu6559SgQQP5+voqIyND7du3V0ZGhrWel5eXunbtqm+++UbvvfeeTp48qfXr1+u1117LU3+Zrr84Y6bsPrTz49pv8TKdP39eLVq0kL+/v15++WVFRkbK29tbW7du1ciRI+3izknMNWvW1O7du/Xdd99p2bJl+vrrr/Xee+9p9OjRBX7baUfblF2cOYk/t8exMOTm3Dh37pyqVq1a2CEBQKG42cYV+/btU5s2bVSjRg1NnjxZFSpUkKenp5YsWaIpU6bk63Pi+s+0zL6+/vprlS1b1q7+tZ8VTz/9tDp37qyFCxdq+fLl+ve//63x48dr9erV+fpn19Hn7GeffaYBAwaoa9eueu655xQaGqpixYpp/Pjx2rdvX7ZxXuvaz7T8xp/Tf7qzGjdkF+eN4i/McyKnsoqxqChZsmSBfOl67ftFVg4dOqTExMQs3y+8vLzUvXt3zZ49W/v379fYsWOz7GvPnj3Wmf+Oxlpz5syxXvc1K/3797eZKS/9fQHy5557Tvfdd5+1LLtzM68y93nmtU/hGiSlgALWoUMHFStWTJ9++mmWFyX95JNP5O7urvbt22fZT9++ffXqq6+qZs2aWQ5Cpb/f7OvUqaMxY8bYLfvggw80d+7cbAeP7u7uioyM1IEDB2zKz507p1WrVmncuHE2F6rM/Fbyer1799bs2bO1atUq7dq1S8YYm5/u5ba/nMrNNxt5+RYkLi5OZ8+e1YIFC9S8eXNr+fX7K7dKlCih3r17q3fv3kpLS1P37t31n//8R6NGjbKZhn6t8PBwSX9fhPR6f/75p0qVKqUSJUrkK64byc1xzM3+Dg8Pz3K7MpfnxZUrV3TkyBHdf//9eWoPAK52s40rFi9erNTUVH377bc2M2uuv/Ncpr1799rNaM2cjZXVBcgzZV64PfOOrTcSGRmpESNGaMSIEdqzZ48aNGigSZMm6bPPPsuyTV7GDl999ZUqV66sBQsW2LR3tE9zIy/xh4eHKyMjQ3v27LEmLKS/bzBy/vz5PH++5kZuzomc7u9rx0StW7e2WbZ79+5C3a7w8HD99ttvysjIsJktdf2YJTw8XGvWrNGlS5dsZks5ultwjRo1NGfOHF24cME6Ay0vqlWrpmrVqmnhwoV6662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       "text/plain": [
-       "<Figure size 600x400 with 1 Axes>"
+       "<Figure size 1200x400 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -353,9 +468,9 @@
     },
     {
      "data": {
-      "image/png": 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0bt1a0h+PHhk4cKA8PT3Vp0+ffI+KTZo0SW+//bZ69eql0aNHq0qVKlq6dKmSk5O1evVql91l3M/PTzExMYqNjdW9996rvn376tChQ5o/f77atm1ru5bNy8tLU6dO1VNPPaW7775b/fv31/Hjx7VkyRIFBwfnObrWr18/rV279qbX3pj93IKDg5WQkKABAwYoJCTE7s7hiYmJWrVqlelHpOzcuVNdu3bVlClT7La9fv167du3T9Ifty745ptv9Pzzz0uS+vbta3dUzdUcqWXLli0yDEP9+vUrtvqAghCcUOpVrVpVH374oZ5++mk9++yzqly5soYOHapu3bqpZ8+ehVrnqFGjtGLFCr388su6dOmSatasqdGjR+vZZ5+96bLdu3fXxo0bNWXKFE2ePFmenp4KDw/XzJkzC7wQ3NkSEhL01FNPad68eTIMQz169NCGDRsUFBRk169t27Z67rnntGDBAm3cuFE5OTlKTk7ONzhVr15diYmJmjhxol577TVlZGSoRYsWWr9+ve2oj6tMnTpVfn5+mjt3rsaNG6cqVaro0Ucf1fTp0+Xp6Wnr9+STT8owDM2aNUv//Oc/1bJlS33wwQcaPXp0ntOrI0eO1Ny5c7V9+3a7XwoWRd++ffXNN9/oxRdf1Pvvv6/4+HhZrVa1aNFCs2bNsrtPV2GsXr1aS5cutU1//fXXtpuf1qxZs1iDkyO1rFq1SnfeeaeCg4OLrT6gIBbDHa60BAA3lZOTIz8/Pz344INatGiR3bxu3bopKCgozzMR4TynT59WvXr1tHLlSo44wS1wjRMA/CkjIyPPKdq33npL58+fz/PIFUmaPn263nnnnTy3UoDzzJ49W82bNyc0wW1wxAkA/rR161aNGzdOkZGRqlq1qvbu3as33nhDISEh2rNnzw0v7gZQOnCNEwD8qW7duqpVq5ZeffVVnT9/XlWqVNFDDz2kGTNmEJoASOKIEwAAgGlc4wQAAGASwQkAAMCkYr/GKScnRz///LMqVKjAAxsBAECJMwxDFy9eVFBQ0E1vxlvswennn3/O83R2AACAkpaSkqKaNWvesE+xB6fcx02kpKTI19e3uDcPAABgJz09XbVq1brpI7GkEghOuafnfH19CU4AAMBtmLmEiIvDAQAATCI4AQAAmERwAgAAMIlHrgAAcJ2cnBxlZWWVdBlwEk9PT5UpU8Yp6yI4AQBwjaysLCUnJysnJ6ekS4ETVapUSQEBAUW+hyTBCQCAPxmGoVOnTqlMmTKqVavWTW+GCPdnGIauXLmi1NRUSVJgYGCR1kdwAgDgT7///ruuXLmioKAglS1btqTLgZP4+PhIklJTU+Xv71+k03ZEaQAA/pSdnS1J8vLyKuFK4Gy5Qfjq1atFWo9DwSk7O1v//ve/Va9ePfn4+Cg4OFjPPfecDMMoUhEAALgTnqV663HWZ+rQqbqZM2cqPj5eS5cuVWhoqHbv3q0RI0aoYsWKGj16tFMKAgAAcFcOHXFKTExUv379FBERobp16+rvf/+7evTooZ07d7qqPgAAcAubOnWqwsLCSroM0xw64tSxY0ctXLhQP/zwgxo1aqR9+/bpyy+/1Msvv+yq+gAAKHHLtv1QrNsbFt7Iof7Dhw/X0qVLNWrUKC1YsMBuXnR0tObPn6+oqCgtWbJEknT69GlNmzZNH330kX766Sf5+/srLCxMY8eOVbdu3SRJdevW1YkTJyT9cX1Q48aNFRMTo8jISLv1Z2Rk6LHHHtOePXt08OBB9e7dW+vWrSvcG/8LcOiI06RJkzRw4EA1adJEnp6eatWqlcaOHashQ4YUuExmZqbS09PtXgAAwLlq1aqllStX6rfffrO1ZWRkKCEhQbVr17a1HT9+XK1bt9Znn32mF198Ufv379fGjRvVtWtXRUdH263zP//5j06dOqWvv/5abdu21YABA5SYmGjXJzs7Wz4+Pho9erS6d+/u2jfpBhw64vTuu+9qxYoVSkhIUGhoqJKSkjR27FgFBQUpKioq32Xi4uIUGxvrlGIBOIcz/uvZ0f8iBuBat99+u44ePao1a9bYDmisWbNGtWvXVr169Wz9nnjiCVksFu3cuVPlypWztYeGhmrkyJF266xQoYICAgIUEBCgefPmafny5Vq/fr06duxo61OuXDnFx8dLkrZv365ff/21SO8jJydHzz//vBYuXKhffvlFISEhmjFjhu69915bn8TERD3xxBP6/vvv1axZMz377LN64IEH9PXXX7v8tJ9DR5wmTJhgO+rUvHlzDRs2TOPGjVNcXFyBy8TExCgtLc32SklJKXLRAAAgr5EjR2rx4sW26TfffFMjRoywTZ8/f14bN25UdHS0XWjKValSpQLX7eHhIU9PT5c/imbOnDmaNWuWXnrpJX3zzTfq2bOn+vbtq8OHD0uS0tPT1adPHzVv3lx79+7Vc889p4kTJ7q0pms5FJyuXLmS5y6qZcqUueFt6a1Wq3x9fe1eAADA+YYOHaovv/xSJ06c0IkTJ7R9+3YNHTrUNv/IkSMyDENNmjRxaL1ZWVmKi4tTWlqa7r77bmeXbeell17SxIkTNXDgQDVu3FgzZ85UWFiYZs+eLUlKSEiQxWLRokWL1LRpU/Xq1UsTJkxwaU3XcuhUXZ8+fTRt2jTVrl1boaGh+vrrr/Xyyy/nObQHAACKn5+fnyIiIrRkyRIZhqGIiAhVq1bNNt/R+y5OnDhRzz77rDIyMlS+fHnNmDFDERERzi7bJj09XT///LM6depk196pUyft27dPknTo0CG1aNFC3t7etvnt2rVzWU3Xcyg4vfbaa/r3v/+tJ554QqmpqQoKCtKoUaM0efJkV9UHAAAcMHLkSD355JOSpHnz5tnNa9iwoSwWi77//ntT65owYYKGDx+u8uXLq3r16twYVA6eqqtQoYJmz56tEydO6LffftPRo0f1/PPPc2t6AADcxL333qusrCxdvXpVPXv2tJtXpUoV9ezZU/PmzdPly5fzLHv9hd3VqlVTgwYNFBAQUCyhydfXV0FBQdq+fbtd+/bt29W0aVNJUuPGjbV//35lZmba5u/atcvlteXiWXUAANxCypQpo4MHD+q7777L92G28+bNU3Z2ttq1a6fVq1fr8OHDOnjwoF599VV16NDhpuufO3eu7V5Pub777jslJSXp/PnzSktLU1JSkpKSkgpV/4QJEzRz5ky98847OnTokCZNmqSkpCSNGTNGkjR48GDl5OTo0Ucf1cGDB7Vp0ya99NJLkornUTkOnaoDAADu70Y/xKpfv7727t2radOm6emnn9apU6fk5+en1q1b224rcCNnz57V0aNH7druu+8+280yJalVq1aSHL+mSpJGjx6ttLQ0Pf3000pNTVXTpk31wQcfqGHDhrb3tn79ej3++OMKCwtT8+bNNXnyZA0ePNjuuidXsRjF/ITe9PR0VaxYUWlpafzCDigh3McJyF9GRoaSk5NVr169YvkjDOdYsWKFRowYobS0NPn4+OTb50afrSPZhCNOAADgL+Wtt95S/fr1VaNGDe3bt08TJ05U//79CwxNzsQ1TgAAwGVCQ0NVvnz5fF8rVqwo1DpPnz6toUOHKiQkROPGjVNkZKQWLlzo5MrzxxEnAADgMh9//LGuXr2a77zq1asXap3PPPOMnnnmmaKUVWgEJwAA4DJ16tQp6RKcilN1AAAAJhGcAAC4TjH/4BzFwFmfKcEJAIA/5d4wMisrq4QrgbNduXJFkuTp6Vmk9XCNEwAAf/Lw8FDZsmX1yy+/yNPTU7fdxvGFvzrDMHTlyhWlpqaqUqVK+d5N3REEJwAA/mSxWBQYGKjk5GS7O2Hjr69SpUoKCAgo8noITgAAXMPLy0sNGzbkdN0txNPTs8hHmnIRnAAAuM5tt93GI1eQL07eAgAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTHApOdevWlcViyfOKjo52VX0AAABuw8ORzrt27VJ2drZt+sCBA7rnnnsUGRnp9MIAAADcjUPByc/Pz256xowZCg4OVnh4uFOLAgAAcEcOBadrZWVlafny5Ro/frwsFkuB/TIzM5WZmWmbTk9PL+wmAQAASlShg9O6dev066+/avjw4TfsFxcXp9jY2MJuBsAtbNm2H4q0/LDwRiVegzM44304gzPGoqjvxR1qAG6k0L+qe+ONN9SrVy8FBQXdsF9MTIzS0tJsr5SUlMJuEgAAoEQV6ojTiRMntGXLFq1Zs+amfa1Wq6xWa2E2AwAA4FYKdcRp8eLF8vf3V0REhLPrAQAAcFsOB6ecnBwtXrxYUVFR8vAo9CVSAAAAfzkOB6ctW7bo5MmTGjlypCvqAQAAcFsOHzLq0aOHDMNwRS0AAABujWfVAQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYJLDwemnn37S0KFDVbVqVfn4+Kh58+bavXu3K2oDAABwKx6OdL5w4YI6deqkrl27asOGDfLz89Phw4dVuXJlV9UHAADgNhwKTjNnzlStWrW0ePFiW1u9evWcXhQAAIA7cuhU3QcffKA2bdooMjJS/v7+atWqlRYtWuSq2gAAANyKQ8Hp2LFjio+PV8OGDbVp0yY9/vjjGj16tJYuXVrgMpmZmUpPT7d7AQAA/BU5dKouJydHbdq00fTp0yVJrVq10oEDB7RgwQJFRUXlu0xcXJxiY2OLXikAwO0t2/ZDSZfglBqGhTdyQiW4FTl0xCkwMFBNmza1awsJCdHJkycLXCYmJkZpaWm2V0pKSuEqBQAAKGEOHXHq1KmTDh06ZNf2ww8/qE6dOgUuY7VaZbVaC1cdAACAG3HoiNO4ceO0Y8cOTZ8+XUeOHFFCQoIWLlyo6OhoV9UHAADgNhwKTm3bttXatWv19ttvq1mzZnruuec0e/ZsDRkyxFX1AQAAuA2HTtVJUu/evdW7d29X1AIAAODWeFYdAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATHIoOE2dOlUWi8Xu1aRJE1fVBgAA4FY8HF0gNDRUW7Zs+f8r8HB4FQAAAH9JDqceDw8PBQQEuKIWAAAAt+bwNU6HDx9WUFCQ6tevryFDhujkyZM37J+Zman09HS7FwAAwF+RQ0ec2rdvryVLlqhx48Y6deqUYmNj1blzZx04cEAVKlTId5m4uDjFxsY6pVgAuBUt2/ZDkdcxLLyREyoBcDMOHXHq1auXIiMj1aJFC/Xs2VMff/yxfv31V7377rsFLhMTE6O0tDTbKyUlpchFAwAAlIQiXdldqVIlNWrUSEeOHCmwj9VqldVqLcpmAAAA3EKR7uN06dIlHT16VIGBgc6qBwAAwG05FJz++c9/atu2bTp+/LgSExP1wAMPqEyZMho0aJCr6gMAAHAbDp2q+/HHHzVo0CCdO3dOfn5+uvPOO7Vjxw75+fm5qj4AAAC34VBwWrlypavqAAAAcHs8qw4AAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmFSk4zZgxQxaLRWPHjnVSOQAAAO6r0MFp165dev3119WiRQtn1gMAAOC2ChWcLl26pCFDhmjRokWqXLmys2sCAABwS4UKTtHR0YqIiFD37t1v2jczM1Pp6el2LwAAgL8iD0cXWLlypfbu3atdu3aZ6h8XF6fY2FiHCwOAm1m27YeSLgG3qKLuW8PCGzmpkr8+Z/w7dafxdOiIU0pKisaMGaMVK1bI29vb1DIxMTFKS0uzvVJSUgpVKAAAQElz6IjTnj17lJqaqttvv93Wlp2drS+++EJz585VZmamypQpY7eM1WqV1Wp1TrUAAAAlyKHg1K1bN+3fv9+ubcSIEWrSpIkmTpyYJzQBAADcShwKThUqVFCzZs3s2sqVK6eqVavmaQcAALjVcOdwAAAAkxz+Vd31tm7d6oQyAAAA3B9HnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADDJoeAUHx+vFi1ayNfXV76+vurQoYM2bNjgqtoAAADcikPBqWbNmpoxY4b27Nmj3bt36+6771a/fv307bffuqo+AAAAt+HhSOc+ffrYTU+bNk3x8fHasWOHQkNDnVoYAACAu3EoOF0rOztbq1at0uXLl9WhQwdn1gQAAOCWHA5O+/fvV4cOHZSRkaHy5ctr7dq1atq0aYH9MzMzlZmZaZtOT08vXKUAAAAlzOHg1LhxYyUlJSktLU3vvfeeoqKitG3btgLDU1xcnGJjY4tcKACgYMu2/VDSJeAazvg8hoU3ckIlcDaHb0fg5eWlBg0aqHXr1oqLi1PLli01Z86cAvvHxMQoLS3N9kpJSSlSwQAAACWl0Nc45crJybE7FXc9q9Uqq9Va1M0AAACUOIeCU0xMjHr16qXatWvr4sWLSkhI0NatW7Vp0yZX1QcAAOA2HApOqampeuihh3Tq1ClVrFhRLVq00KZNm3TPPfe4qj4AAAC34VBweuONN1xVBwAAgNvjWXUAAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwyaHgFBcXp7Zt26pChQry9/fX/fffr0OHDrmqNgAAALfiUHDatm2boqOjtWPHDm3evFlXr15Vjx49dPnyZVfVBwAA4DY8HOm8ceNGu+klS5bI399fe/bs0V133eXUwgAAANyNQ8HpemlpaZKkKlWqFNgnMzNTmZmZtun09PSibBIAAKDEFDo45eTkaOzYserUqZOaNWtWYL+4uDjFxsYWdjMArrNs2w8lXYIk96kDuFW5y7+xYeGNSroEt1LoX9VFR0frwIEDWrly5Q37xcTEKC0tzfZKSUkp7CYBAABKVKGOOD355JP68MMP9cUXX6hmzZo37Gu1WmW1WgtVHAAAgDtxKDgZhqGnnnpKa9eu1datW1WvXj1X1QUAAOB2HApO0dHRSkhI0Pvvv68KFSro9OnTkqSKFSvKx8fHJQUCAAC4C4eucYqPj1daWpq6dOmiwMBA2+udd95xVX0AAABuw+FTdQAAAKUVz6oDAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIeD0xdffKE+ffooKChIFotF69atc0FZAAAA7sfh4HT58mW1bNlS8+bNc0U9AAAAbsvD0QV69eqlXr16uaIWAAAAt8Y1TgAAACY5fMTJUZmZmcrMzLRNp6enu3qTAAAALuHy4BQXF6fY2FhXbyaPZdt+KNLyw8IblXgNzqqjqJzxPpyBsQAAlDSXn6qLiYlRWlqa7ZWSkuLqTQIAALiEy484Wa1WWa1WV28GAADA5RwOTpcuXdKRI0ds08nJyUpKSlKVKlVUu3ZtpxYHAADgThwOTrt371bXrl1t0+PHj5ckRUVFacmSJU4rDAAAwN04HJy6dOkiwzBcUQsAAIBb4z5OAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJhEcAIAADCJ4AQAAGASwQkAAMAkghMAAIBJBCcAAACTCE4AAAAmEZwAAABMIjgBAACYRHACAAAwieAEAABgEsEJAADAJIITAACASQQnAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMKlQwWnevHmqW7euvL291b59e+3cudPZdQEAALgdh4PTO++8o/Hjx2vKlCnau3evWrZsqZ49eyo1NdUV9QEAALgNh4PTyy+/rEceeUQjRoxQ06ZNtWDBApUtW1ZvvvmmK+oDAABwGx6OdM7KytKePXsUExNja7vtttvUvXt3ffXVV/kuk5mZqczMTNt0WlqaJCk9Pb0w9Zr22+VLRVreGfUVtQZn1VFUzngfzsBYAEDxK+p371/hb2Hu+g3DuGlfh4LT2bNnlZ2drerVq9u1V69eXd9//32+y8TFxSk2NjZPe61atRzZdLEbVdIF/Mld6nAHjAUAFD93+O4trhouXryoihUr3rCPQ8GpMGJiYjR+/HjbdE5Ojs6fP6+qVavKYrG4evNOk56erlq1aiklJUW+vr4lXY7bYFzyx7jkxZjkj3HJH+OSP8Ylf0UdF8MwdPHiRQUFBd20r0PBqVq1aipTpozOnDlj137mzBkFBATku4zVapXVarVrq1SpkiObdSu+vr7srPlgXPLHuOTFmOSPcckf45I/xiV/RRmXmx1pyuXQxeFeXl5q3bq1Pv30U1tbTk6OPv30U3Xo0MGxCgEAAP5iHD5VN378eEVFRalNmzZq166dZs+ercuXL2vEiBGuqA8AAMBtOBycBgwYoF9++UWTJ0/W6dOnFRYWpo0bN+a5YPxWY7VaNWXKlDynHUs7xiV/jEtejEn+GJf8MS75Y1zyV5zjYjHM/PYOAAAAPKsOAADALIITAACASQQnAAAAkwhOAAAAJhGc8jFjxgxZLBaNHTv2hv1WrVqlJk2ayNvbW82bN9fHH39cPAWWEDPjsmTJElksFruXt7d38RVZDKZOnZrnPTZp0uSGy5SGfcXRcSkN+4ok/fTTTxo6dKiqVq0qHx8fNW/eXLt3777hMlu3btXtt98uq9WqBg0aaMmSJcVTbDFydFy2bt2aZ3+xWCw6ffp0MVbtWnXr1s33PUZHRxe4TGn4bnF0XFz93eLyR6781ezatUuvv/66WrRoccN+iYmJGjRokOLi4tS7d28lJCTo/vvv1969e9WsWbNiqrb4mB0X6Y87tx46dMg2/Vd6tI5ZoaGh2rJli23aw6Pgf0qlaV9xZFykW39fuXDhgjp16qSuXbtqw4YN8vPz0+HDh1W5cuUCl0lOTlZERIQee+wxrVixQp9++qkefvhhBQYGqmfPnsVYvesUZlxyHTp0yO7O0P7+/q4stVjt2rVL2dnZtukDBw7onnvuUWRkZL79S8t3i6PjIrn4u8WAzcWLF42GDRsamzdvNsLDw40xY8YU2Ld///5GRESEXVv79u2NUaNGubjK4ufIuCxevNioWLFisdVWEqZMmWK0bNnSdP/Ssq84Oi6lYV+ZOHGiceeddzq0zDPPPGOEhobatQ0YMMDo2bOnM0srUYUZl88//9yQZFy4cME1RbmhMWPGGMHBwUZOTk6+80vLd8v1bjYurv5u4VTdNaKjoxUREaHu3bvftO9XX32Vp1/Pnj311Vdfuaq8EuPIuEjSpUuXVKdOHdWqVUv9+vXTt99+6+IKi9/hw4cVFBSk+vXra8iQITp58mSBfUvTvuLIuEi3/r7ywQcfqE2bNoqMjJS/v79atWqlRYsW3XCZ0rC/FGZccoWFhSkwMFD33HOPtm/f7uJKS05WVpaWL1+ukSNHFni0pDTsK9czMy6Sa79bCE5/Wrlypfbu3au4uDhT/U+fPp3nbunVq1e/pc63S46PS+PGjfXmm2/q/fff1/Lly5WTk6OOHTvqxx9/dHGlxad9+/ZasmSJNm7cqPj4eCUnJ6tz5866ePFivv1Ly77i6LiUhn3l2LFjio+PV8OGDbVp0yY9/vjjGj16tJYuXVrgMgXtL+np6frtt99cXXKxKMy4BAYGasGCBVq9erVWr16tWrVqqUuXLtq7d28xVl581q1bp19//VXDhw8vsE9p+W65lplxcfl3i8uOZf2FnDx50vD39zf27dtna7vZKSlPT08jISHBrm3evHmGv7+/q8osdoUZl+tlZWUZwcHBxrPPPuuCCt3DhQsXDF9fX+N///d/851fGvaV/NxsXK53K+4rnp6eRocOHezannrqKeOOO+4ocJmGDRsa06dPt2v76KOPDEnGlStXXFJncSvMuOTnrrvuMoYOHerM0txGjx49jN69e9+wT2n8bjEzLtdz9ncLR5wk7dmzR6mpqbr99tvl4eEhDw8Pbdu2Ta+++qo8PDzsLkrLFRAQoDNnzti1nTlzRgEBAcVVtssVZlyu5+npqVatWunIkSPFUHHJqFSpkho1alTgeywN+0p+bjYu17sV95XAwEA1bdrUri0kJOSGpzAL2l98fX3l4+PjkjqLW2HGJT/t2rW7pfaXXCdOnNCWLVv08MMP37BfaftuMTsu13P2dwvBSVK3bt20f/9+JSUl2V5t2rTRkCFDlJSUpDJlyuRZpkOHDvr000/t2jZv3qwOHToUV9kuV5hxuV52drb279+vwMDAYqi4ZFy6dElHjx4t8D2Whn0lPzcbl+vdivtKp06d7H7ZI0k//PCD6tSpU+AypWF/Kcy45CcpKemW2l9yLV68WP7+/oqIiLhhv9Kwr1zL7Lhcz+nfLU45bnULuv6U1LBhw4xJkybZprdv3254eHgYL730knHw4EFjypQphqenp7F///4SqLb43GxcYmNjjU2bNhlHjx419uzZYwwcONDw9vY2vv322xKo1jWefvppY+vWrUZycrKxfft2o3v37ka1atWM1NRUwzBK777i6LiUhn1l586dhoeHhzFt2jTj8OHDxooVK4yyZcsay5cvt/WZNGmSMWzYMNv0sWPHjLJlyxoTJkwwDh48aMybN88oU6aMsXHjxpJ4Cy5RmHF55ZVXjHXr1hmHDx829u/fb4wZM8a47bbbjC1btpTEW3CZ7Oxso3bt2sbEiRPzzCut3y2G4di4uPq7heBUgOsDQnh4uBEVFWXX59133zUaNWpkeHl5GaGhocZHH31UvEWWgJuNy9ixY43atWsbXl5eRvXq1Y377rvP2Lt3b/EX6kIDBgwwAgMDDS8vL6NGjRrGgAEDjCNHjtjml9Z9xdFxKQ37imEYxvr1641mzZoZVqvVaNKkibFw4UK7+VFRUUZ4eLhd2+eff26EhYUZXl5eRv369Y3FixcXX8HFxNFxmTlzphEcHGx4e3sbVapUMbp06WJ89tlnxVy1623atMmQZBw6dCjPvNL63WIYjo2Lq79bLIZhGM45dgUAAHBr4xonAAAAkwhOAAAAJhGcAAAATCI4AQAAmERwAgAAMIngBAAAYBLBCQAAwCSCEwAAgEkEJwAAAJMITgAAACYRnAAAAEwiOAEAAJj0/wD/rRtoMlX59gAAAABJRU5ErkJggg==",
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",
       "text/plain": [
-       "<Figure size 600x400 with 1 Axes>"
+       "<Figure size 1200x400 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -363,9 +478,39 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 600x400 with 1 Axes>"
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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DBtq7d2+pbT/99JMcHBysvzheakGQ85Xk37dvX6ltFx6rdevW+uKLLxQSEqL69etX+BgVVfKhyMnJSf3796/Qa/bt26e+fftanx8/flyHDx/W7bffbm27nK8HAKDqMdb+n8oea5OSktS5c+cyF1VduHChkpOTFR0drWuvvVb169evUKbyXGocLnnve/futSl+nD59WhkZGRUe78/XunVr/fDDD+rXr1+5/w6tW7dWcXGx9uzZo65du160H58TAODqcJK8fFV1QVpFTux27NhRe/fu1SeffKK1a9fq/fffV3x8vJ577jnrifWLjYMlC71WVTbAXjC1C3CFzpw5o88//1zOzs7WM5q33367ioqKtGDBApu+c+bMkcVi0eDBg62vHT16tHx8fDRv3jwtXbpUOTk5mjJlSpnHOn9/hmFowYIFcnJyUr9+/crs7+joqAEDBujDDz+0Oduek5Oj5ORk3XLLLXJzc5MkNWzYUNK527svxdvbW127dtWyZcuUl5dnbV+/fr327Nlj03f48OEqKirSrFmzSu3n7NmzFTpeeZo3b64+ffpo4cKFOnz4cKntv/32W6m2xMREnTlzxvo8ISFBZ8+etf67SOe+HlebDQBQORhrq26sPXjwoFJSUjR8+HDdc889pR5jxozR/v37tWXLFjk6OmrgwIFavXq1srKyrPv48ccfrcWMirjUONy/f385Oztr/vz5Nr88L168WHl5ebrjjjsqfKwSw4cP1//+9z8tWrSo1LZTp07pxIkTkqSwsDA5ODho5syZ1rveSpyfhc8JAHD1yjpJfujQIR07dsym36VOknfr1k1jx461GS9LlJwkP19NOUn+xx9/KCQkxDrd3fmP66+/vsLHvRINGzbUfffdpyVLligrK0t33HGHZs+erYKCAknnrhQvaxy8cPo1e+Dv7699+/aVGtcv/H/l7++vw4cP6+TJkzb99u/fXz1BUaNwRTpQQWvWrLH+wD1y5IiSk5O1b98+PfPMM9ZflIcMGaK+fftq+vTp+vXXX3X99dfr888/14cffqjJkyerdevWkqSYmBjt3LlTGzZsUOPGjRUUFKTnnntOkZGRuueee2yukHZ1ddXatWs1atQo3XTTTVqzZo0+/fRTPfvss+WejY6JidH69et1yy23aMKECapXr54WLlyowsJCvfzyy9Z+Xbt2laOjo1566SXl5eXJxcVFt95660VvJYuNjdUdd9yhW265RQ8//LByc3P1xhtvKDAw0PpBSJJ69+6txx57TLGxsdq5c6cGDBggJycn7du3TytXrtS8efN0zz33XPLr/vrrr5e6xcrBwUHPPvus4uLidMstt6hLly569NFH1apVK+Xk5Cg1NVX//e9/9cMPP9i87vTp0+rXr5+GDx+uvXv3Kj4+Xrfccovuuusua5/u3bsrISFBMTExatOmjZo3b65bb731kjkBAFePsfac6hhrk5OTZRiGzRh4vttvv1316tVTUlKSbrrpJkVHR2vt2rX6y1/+ogkTJujs2bPWTBW99fpS4/C1116riIgIRUdHa9CgQbrrrrus/Xr27Gkzf2pFPfTQQ/r3v/+tv//97/rqq68UEhKioqIi/fTTT/r3v/+tdevWqUePHmrTpo2mT5+uWbNm6S9/+Yvuvvtuubi4aOvWrfLx8VFsbKwkPicAwNW62EnyxMRELViwQBEREda+lzpJnpGRoZ49e2rKlCl66623Sh1rwYIFmj9/vqQrO0leUnCvzJPkzzzzjPXOuJKT5OefKBg+fLji4+M1a9YsvfDCCzb7OXv2rI4fP64mTZpc8phX4o8//lCzZs2sz52dndWpUyetWbNGZ86ckaurq1q3bq28vDylpaUpKChI0rk54FetWlUlma7G7bffrs8//1z/+te/rPOkl3x+adSokXr37i1JGjhwoBYtWqRFixbpiSeekHTuRExcXJxp2WHHTFniFKhBylpt3NXV1ejatauRkJBgFBcX2/Q/duyYMWXKFMPHx8dwcnIy2rZta7zyyivWftu3bzfq1atns4K4YRjG2bNnjZ49exo+Pj7Gn3/+aRjGuRWxGzZsaBw4cMAYMGCA0aBBA8PT09OIiooyioqKbF6vC1YbNwzD2LFjhzFw4ECjUaNGRoMGDYy+ffsa3377ban3uGjRIqNVq1aGo6NjhVYef//9942OHTsaLi4uRqdOnYwPPvjgoqt3JyYmGt27dzfq169vNG7c2OjSpYsxbdo049ChQ+Ueo2TV77Iejo6O1n4HDhwwRo4caXh5eRlOTk7GddddZ9x5553Ge++9Z+1T8m+4adMmY9y4cUbTpk2NRo0aGSNGjDD++OMPm+NmZ2cbd9xxh9G4cWNDknXV74utMF7WquYX+1oAAMrGWFtaVY+1Xbp0Mfz8/MrN0KdPH6N58+bGmTNnDMMwjE2bNhndu3c3nJ2djVatWhlvvvmmdbw+n7+/vzFq1Cjr88sZhw3DMBYsWGB06NDBcHJyMjw9PY3x48db/71KXM4YfPr0aeOll14yAgMDDRcXF6Np06ZG9+7djejoaCMvL8+m71tvvWV069bN2q93797G+vXrrdv5nAAAFVPys3/mzJnG8uXLjeXLlxuvvfaa0b17d0OS8cwzz1j7FhUVGX379jUsFosxbtw4Iy4uzhg6dKghyZg8ebK133PPPWdYLBbjyy+/tLbFxMQYkoxPP/3U2jZq1CjD1dXVaNu2rTFy5EgjLi7OuPPOOw1JxrPPPmuT88Kxfffu3UbDhg2N6667zpg9e7bx0ksvGa1atTJcXFyMzZs3W/sdPnzYcHR0NHr16mUsXbrUeOedd4ycnJyLfj3WrFljODg4GJ07dzZef/11IzIy0nB3dzcCAwNLjQmPPfaYIckYPHiwMWfOHGPBggXGE088Yfj4+BgrV64s9+teMi7/9ttv1raKjkc33HCDcfvttxuzZ882/vnPfxpPPvmk4eLiYgwZMsTa5/fffzcaNmxotGrVypg7d67xwgsvGL6+vsYNN9xwyc8DVT1W9u7d2zouG4ZhnDx50ujYsaPh7OxsPPnkk8Ybb7xh9O7d25BkzJ0719rv7Nmzxo033mg4OjoaEydONBYsWGAMGDDA6Nq1qyHJWLp06WXlQO1GIR2wYyW/3OPqlHyI27p1q9lRAAB2hrG26jEOA0Ddw0ny0qrzgrQrKaQvXLjQCA0NNZo1a2a4uLgYrVu3Np566qlSJ50///xzo3Pnzoazs7PRvn17Y8WKFRU6sV7dhXTDMIycnBxjzJgxxjXXXGM4OzsbXbp0MZYsWVLqtb/99pvxt7/9zWjcuLHh7u5ujB492vjmm28MSca77757WTlQu1kMg9n7AXs1evRovffeeza3cePyLV26VGPGjNHWrVttVowHAICxtuoxDgMAqhNjOyrD6tWr9de//lVff/21QkJCzI4DO8FiowAAAAAAAADqpFOnTtk8Lyoq0htvvCE3NzfdcMMNJqWCPWKxUQAAAAAAAAB257ffflNRUdFFtzs7O8vDw+OqjjFp0iSdOnVKwcHBKiws1AcffKBvv/1WL7zwgurXr39V+0btwtQuAAAAAAAAqBWY2qV2admypTIzMy+6vXfv3tq4ceNVHSM5OVmvvfaa9u/fr4KCArVp00bjx4/XxIkTr2q/qH0opAMAAAAAAACwO998802pqVfO17RpU3Xv3r0aE6Euo5AOAAAAAAAAAEA5WGwUAABUioSEBAUFBcnNzU1ubm4KDg7WmjVrrNv79Okji8Vi8/j73/9uYmIAAAAAACqmzl2RXlxcrEOHDqlx48ayWCxmxwEAQIZh6NixY/Lx8ZGDQ809x/3xxx/L0dFRbdu2lWEYWrZsmV555RV9//33CgwMVJ8+fdSuXTvNnDnT+poGDRrIzc2twsdgHAcA2JvaMo5XB8ZxAIC9uZxxvF41ZbIbhw4dkq+vr9kxAAAo5eDBg2rRooXZMa7YkCFDbJ7Pnj1bCQkJ2rx5swIDAyWdK5x7eXld8TEYxwEA9qqmj+PVgXEcAGCvKjKO17lCeuPGjSWd++JczhVwAABUlfz8fPn6+lrHqNqgqKhIK1eu1IkTJxQcHGxtT0pK0ooVK+Tl5aUhQ4ZoxowZatCgQYX3yzgOALA3tXEcryqM4wAAe3M543idK6SX3D5WMn8rAAD2ojbc4rxr1y4FBweroKBAjRo10qpVq9SpUydJ0t/+9jf5+/vLx8dHaWlpevrpp7V371598MEHF91fYWGhCgsLrc+PHTsmiXEcAGB/asM4XtX4fRwAYK8qMo7XuUI6AACoOu3bt9fOnTuVl5en9957T6NGjdKmTZvUqVMnjRs3ztqvS5cu8vb2Vr9+/XTgwAG1bt26zP3FxsYqOjq6uuIDAAAAAFAmVkIBAACVxtnZWW3atFH37t0VGxur66+/XvPmzSuz70033SRJ2r9//0X3FxERoby8POvj4MGDVZIbAAAAAIDycEU6AACoMsXFxTZTs5xv586dkiRvb++Lvt7FxUUuLi5VEQ0AAAAAgAqjkA4AACpFRESEBg8eLD8/Px07dkzJycnauHGj1q1bpwMHDig5OVm33367mjVrprS0NE2ZMkWhoaEKCgoyOzoAAAAAAOWikA4AACrFkSNHNHLkSB0+fFju7u4KCgrSunXrdNttt+ngwYP64osvNHfuXJ04cUK+vr4aNmyYIiMjzY4NAAAAAMAlUUiH3SkqKlJaWppyc3Pl4eGhoKAgOTo6mh0LAHAJixcvvug2X19fbdq0qRrTwCyM4wAAAABqIwrpsCspKSmKj49Xdna2tc3Ly0sTJkxQaGioickAAMClMI4DAAAAqK0czA4AlEhJSVFUVJRatWqluLg4ffbZZ4qLi1OrVq0UFRWllJQUsyMCAICLYBwHAAAAUJtRSIddKCoqUnx8vIKDgxUTE6PAwEA1aNBAgYGBiomJUXBwsBISElRUVGR2VAAAcAHGcQAAAAC1HVO7wC6kpaUpOztbM2bMkIO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+      "text/plain": [
+       "<Figure size 1500x1200 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1200 with 9 Axes>"
       ]
      },
      "metadata": {},
@@ -373,30 +518,161 @@
     }
    ],
    "source": [
-    "# Variables à transformer (forte asymétrie identifiée précédemment) \n",
+    "# Liste des variables à transformer (asymétriques)\n",
     "variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
     "\n",
-    "# Copie de X_train pour transformation\n",
-    "X_train_transformed = X_train.copy()\n",
-    "\n",
-    "# Transformation log(x + 1)\n",
+    "# Comparaison avant / après (1 figure par variable)\n",
     "for col in variables_log:\n",
-    "    X_train_transformed[col + '_log'] = np.log1p(X_train_transformed[col])\n",
-    "    \n",
-    "# Suppression des colonnes d'origine (optionnelle mais recommandée)\n",
+    "    fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
+    "\n",
+    "    # Avant transformation\n",
+    "    axes[0].hist(X_train[col], bins=30, alpha=0.6, color='salmon', edgecolor='black')\n",
+    "    axes[0].set_title(f\"{col} (avant transformation)\")\n",
+    "    axes[0].set_xlabel(col)\n",
+    "    axes[0].set_ylabel(\"Fréquence\")\n",
+    "\n",
+    "    # Après transformation log1p\n",
+    "    transformed = np.log1p(X_train[col])\n",
+    "    axes[1].hist(transformed, bins=30, alpha=0.6, color='steelblue', edgecolor='black')\n",
+    "    axes[1].set_title(f\"{col} après transformation log({col} + 1)\")\n",
+    "    axes[1].set_xlabel(f\"log1p({col})\")\n",
+    "    axes[1].set_ylabel(\"Fréquence\")\n",
+    "\n",
+    "    plt.suptitle(f\"Comparaison avant / après transformation : {col}\", fontsize=14)\n",
+    "    plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
+    "    plt.show()\n",
+    "\n",
+    "# Application de la transformation à X_train\n",
+    "X_train_transformed = X_train.copy()\n",
+    "for col in variables_log:\n",
+    "    X_train_transformed[col + '_log'] = np.log1p(X_train[col])\n",
     "X_train_transformed = X_train_transformed.drop(columns=variables_log)\n",
     "\n",
-    "# Mise à jour de la liste des variables\n",
+    "# Mise à jour des features transformées\n",
     "features = X_train_transformed.columns.tolist()\n",
     "\n",
-    "for col in variables_log:\n",
-    "    plt.figure(figsize=(6, 4))\n",
-    "    plt.hist(np.log1p(X_train[col]), bins=30, alpha=0.5, label=f'{col}_log', color='steelblue')\n",
-    "    plt.title(f\"Transformation log({col} + 1)\")\n",
-    "    plt.legend()\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "\n"
+    "# Fusion avec y_train pour faciliter les visualisations\n",
+    "train_data2 = X_train_transformed.copy()\n",
+    "train_data2['Classification'] = y_train.values\n",
+    "\n",
+    "# Histogrammes par classe\n",
+    "n_cols = 3\n",
+    "n_rows = int(np.ceil(len(features) / n_cols))\n",
+    "\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(features):\n",
+    "    for classe in [0, 1]:\n",
+    "        axes[i].hist(train_data2[train_data2['Classification'] == classe][col], \n",
+    "                     bins=30, alpha=0.5, label=f\"Classe {classe}\")\n",
+    "    axes[i].set_title(f\"{col} selon la classe\")\n",
+    "    axes[i].legend()\n",
+    "\n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Histogrammes par classe (après transformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n",
+    "\n",
+    "# Boxplots par classe\n",
+    "\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(features):\n",
+    "    sns.boxplot(x='Classification', y=col, data=train_data2, ax=axes[i])\n",
+    "    axes[i].set_title(f\"Boxplot de {col}\")\n",
+    "    axes[i].set_xlabel(\"Classe\")\n",
+    "    axes[i].set_ylabel(col)\n",
+    "\n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Boxplots par classe (après transformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatter plots jittered par classe\n",
+    "\n",
+    "fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "for i, col in enumerate(features):\n",
+    "    for classe in [0, 1]:\n",
+    "        values = train_data2[train_data2['Classification'] == classe][col]\n",
+    "        jittered_y = np.random.normal(loc=classe, scale=0.02, size=values.shape)\n",
+    "        axes[i].scatter(values, jittered_y, alpha=0.5, label=f\"Classe {classe}\")\n",
+    "    axes[i].set_title(f\"{col} (scatter jittered)\")\n",
+    "    axes[i].legend()\n",
+    "\n",
+    "for j in range(i + 1, len(axes)):\n",
+    "    fig.delaxes(axes[j])\n",
+    "\n",
+    "fig.suptitle(\"Scatter plots (jittered) par classe (après transformation)\", fontsize=16)\n",
+    "plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c582a520",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### Objectif\n",
+    "\n",
+    "L'analyse exploratoire initiale a révélé une **asymétrie marquée** (distribution fortement étalée à droite) pour plusieurs variables : `Insulin`, `HOMA`, `MCP.1` et `Resistin`.  \n",
+    "Ces distributions comportaient de nombreuses valeurs extrêmes susceptibles de nuire à l’apprentissage de certains modèles (régression logistique, k-NN, SVM...) sensibles aux écarts de grandeur ou à la non-normalité.\n",
+    "\n",
+    "Afin de rendre ces distributions plus symétriques et de réduire l’impact des valeurs extrêmes, nous avons appliqué une **transformation logarithmique** de type `log(x + 1)` à l’aide de la fonction `np.log1p`.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Comparaison avant / après transformation\n",
+    "\n",
+    "Pour chaque variable transformée, nous avons comparé la distribution **avant et après transformation** à l’aide d’un histogramme :\n",
+    "\n",
+    "- On observe que les longues traînes à droite sont **fortement atténuées**.\n",
+    "- Les distributions deviennent **plus compactes, moins asymétriques** et souvent plus proches d’une forme gaussienne.\n",
+    "- Cela améliore l’homogénéité du jeu de données et facilite les étapes de **standardisation** ultérieures.\n",
+    "\n",
+    "Ces figures constituent une **justification visuelle explicite** de l’intérêt de la transformation logarithmique.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Mise à jour du jeu de données\n",
+    "\n",
+    "Les nouvelles variables transformées (`Insulin_log`, `HOMA_log`, `MCP.1_log`, `Resistin_log`) ont été ajoutées au jeu de données, et les anciennes supprimées pour éviter toute redondance.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Visualisation des variables transformées par classe\n",
+    "\n",
+    "Afin d’observer l’effet de cette transformation sur la répartition des valeurs dans les deux classes (malade / sain), nous avons reproduit plusieurs visualisations sur les variables transformées :\n",
+    "\n",
+    "#### • Histogrammes par classe  \n",
+    "Ces histogrammes permettent de visualiser les densités relatives dans chaque classe, après transformation.  \n",
+    "On constate que certaines variables, notamment `Insulin_log` et `Resistin_log`, présentent toujours des différences de densité entre les classes, mais avec une **distribution beaucoup plus régulière**.\n",
+    "\n",
+    "#### • Boxplots par classe  \n",
+    "La transformation log réduit clairement l'impact des **outliers visibles** dans les boxplots.  \n",
+    "Les médianes sont plus représentatives et les intervalles interquartiles moins éclatés.\n",
+    "\n",
+    "#### • Scatter plots jittered  \n",
+    "Ces visualisations montrent que les points restent bien séparés verticalement entre les classes 0 et 1, tout en bénéficiant d’une **distribution horizontale plus contrôlée**, ce qui est favorable aux modèles à base de distance.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "### Conclusion\n",
+    "\n",
+    "L’application de la transformation logarithmique a permis de :\n",
+    "- Réduire les effets des valeurs extrêmes,\n",
+    "- Stabiliser la variance,\n",
+    "- Améliorer la structure géométrique du jeu de données en vue de la standardisation et de l'apprentissage.\n",
+    "\n",
+    "Ces transformations constituent une **étape essentielle du pipeline de prétraitement** avant la construction des modèles.\n"
    ]
   },
   {
@@ -409,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "4b77fbe5",
    "metadata": {},
    "outputs": [
@@ -501,7 +777,7 @@
        "Resistin_log -1.680419e-16  1.005479"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -522,6 +798,38 @@
     "X_train_scaled.describe().T[['mean', 'std']]\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "3e525eb2",
+   "metadata": {},
+   "source": [
+    "### Objectif\n",
+    "\n",
+    "Après transformation logarithmique des variables asymétriques, nous appliquons une **standardisation** à l’ensemble des variables explicatives du jeu d’entraînement.  \n",
+    "Cette étape vise à **mettre toutes les variables sur une même échelle**, en les centrant autour de 0 et en les réduisant à une variance unitaire.\n",
+    "\n",
+    "La standardisation est particulièrement importante pour les modèles sensibles aux distances ou aux écarts d’échelle, tels que :\n",
+    "- la régression logistique (convergence plus stable),\n",
+    "- le SVM,\n",
+    "- les k plus proches voisins (k-NN),\n",
+    "- les méthodes de régularisation (Ridge, Lasso),\n",
+    "- ou encore les techniques de réduction de dimension (PCA, etc.).\n",
+    "\n",
+    "---\n",
+    "### Méthode\n",
+    "\n",
+    "La transformation utilisée est la standardisation classique (Z-score), via la formule :\n",
+    "\n",
+    "$$\n",
+    "X^{(i)}_{\\text{std}} = \\frac{X^{(i)} - \\mu^{(i)}}{\\sigma^{(i)}}\n",
+    "$$\n",
+    "\n",
+    "où \\( \\mu^{(i)} \\) et \\( \\sigma^{(i)} \\) désignent respectivement la moyenne et l’écart-type de la variable \\( X^{(i)} \\) sur l’ensemble d’entraînement.\n",
+    "\n",
+    "Nous utilisons l’outil `StandardScaler` de `scikit-learn`, appliqué uniquement sur les données d’entraînement (`fit_transform`) pour éviter toute fuite d’information.\n",
+    "\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "d374b93f",
@@ -532,7 +840,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "28a4ffe0",
    "metadata": {},
    "outputs": [],
@@ -559,6 +867,25 @@
     "    print( \"Mismatch between train and test columns\")\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "c4a5689a",
+   "metadata": {},
+   "source": [
+    "Les transformations précédemment appliquées sur le jeu d'entraînement (logarithmisation + standardisation) doivent être reproduites **exactement à l’identique** sur le jeu de test, sans réestimer les paramètres.\n",
+    "\n",
+    "### Étapes réalisées :\n",
+    "1. **Transformation logarithmique** sur les mêmes variables (`Insulin`, `HOMA`, `MCP.1`, `Resistin`), via `log(x + 1)` ;\n",
+    "2. **Suppression des variables brutes** pour éviter la redondance ;\n",
+    "3. **Standardisation avec les mêmes paramètres** (`μ`, `σ`) appris sur `X_train`, à l’aide de `scaler.transform()`.\n",
+    "\n",
+    "Nous avons également vérifié que les **colonnes de `X_test_scaled` sont strictement les mêmes (et dans le même ordre)** que celles de `X_train_scaled`, afin de garantir la compatibilité avec les modèles d’apprentissage.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "Cette étape complète le pipeline de prétraitement et nous permet désormais de passer à la **modélisation supervisée**.\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5fd9b3f0",
@@ -569,7 +896,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "a2e1af5c",
    "metadata": {},
    "outputs": [
@@ -611,7 +938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "7afddd86",
    "metadata": {},
    "outputs": [
@@ -696,7 +1023,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "d0267905",
    "metadata": {},
    "outputs": [
@@ -738,7 +1065,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "dc106736",
    "metadata": {},
    "outputs": [
@@ -774,7 +1101,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_67750/2534653591.py:23: FutureWarning: \n",
+      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_69987/2534653591.py:23: FutureWarning: \n",
       "\n",
       "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
       "\n",
@@ -884,7 +1211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "ff150ac7",
    "metadata": {},
    "outputs": [
@@ -948,7 +1275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "5dc01116",
    "metadata": {},
    "outputs": [
@@ -984,7 +1311,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_67750/3329826649.py:22: FutureWarning: \n",
+      "/var/folders/kz/yn6r06915yl8rm1zpm_51j800000gn/T/ipykernel_69987/3329826649.py:22: FutureWarning: \n",
       "\n",
       "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
       "\n",
@@ -1107,7 +1434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "ffe2bff1",
    "metadata": {},
    "outputs": [
@@ -1174,6 +1501,14 @@
     "plt.tight_layout()\n",
     "plt.show()\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33c1f1b0",
+   "metadata": {},
+   "source": [
+    " Les résultats très similaires entre les versions du modèle suggèrent que la régression logistique capture efficacement la structure du jeu de données, sans sur-apprentissage apparent. La régularisation n’a pas apporté de gain de performance notable, ce qui est cohérent avec la petite taille du dataset et la simplicité du modèle. "
+   ]
   }
  ],
  "metadata": {