diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb index 64ab800..cd23551 100644 --- a/05_support_vector_machines.ipynb +++ b/05_support_vector_machines.ipynb @@ -545,7 +545,7 @@ "plt.plot(X1D[:, 0][y==0], np.zeros(4), \"bs\")\n", "plt.plot(X1D[:, 0][y==1], np.zeros(5), \"g^\")\n", "plt.gca().get_yaxis().set_ticks([])\n", - "plt.xlabel(r\"$x_1$\")\n", + "plt.xlabel(\"$x_1$\")\n", "plt.axis([-4.5, 4.5, -0.2, 0.2])\n", "\n", "plt.subplot(122)\n", @@ -554,8 +554,8 @@ "plt.axvline(x=0, color='k')\n", "plt.plot(X2D[:, 0][y==0], X2D[:, 1][y==0], \"bs\")\n", "plt.plot(X2D[:, 0][y==1], X2D[:, 1][y==1], \"g^\")\n", - "plt.xlabel(r\"$x_1$\")\n", - "plt.ylabel(r\"$x_2$  \", rotation=0)\n", + "plt.xlabel(\"$x_1$\")\n", + "plt.ylabel(\"$x_2$  \", rotation=0)\n", "plt.gca().get_yaxis().set_ticks([0, 4, 8, 12, 16])\n", "plt.plot([-4.5, 4.5], [6.5, 6.5], \"r--\", linewidth=3)\n", "plt.axis([-4.5, 4.5, -1, 17])\n", @@ -625,8 +625,8 @@ " plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"g^\")\n", " plt.axis(axes)\n", " plt.grid(True, which='both')\n", - " plt.xlabel(r\"$x_1$\")\n", - " plt.ylabel(r\"$x_2$\", rotation=0)\n", + " plt.xlabel(\"$x_1$\")\n", + " plt.ylabel(\"$x_2$\", rotation=0)\n", "\n", "def plot_predictions(clf, axes):\n", " x0s = np.linspace(axes[0], axes[1], 100)\n", @@ -684,7 +684,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -709,12 +709,12 @@ "plt.sca(axes[0])\n", "plot_predictions(poly_kernel_svm_clf, [-1.5, 2.45, -1, 1.5])\n", "plot_dataset(X, y, [-1.5, 2.4, -1, 1.5])\n", - "plt.title(r\"$d=3, r=1, C=5$\")\n", + "plt.title(\"degree=3, coef0=1, C=5\")\n", "\n", "plt.sca(axes[1])\n", "plot_predictions(poly100_kernel_svm_clf, [-1.5, 2.45, -1, 1.5])\n", "plot_dataset(X, y, [-1.5, 2.4, -1, 1.5])\n", - "plt.title(r\"$d=10, r=100, C=5$\")\n", + "plt.title(\"degree=10, coef0=100, C=5\")\n", "plt.ylabel(\"\")\n", "\n", "save_fig(\"moons_kernelized_polynomial_svc_plot\")\n", @@ -774,8 +774,8 @@ "plt.plot(x1s, x2s, \"g--\")\n", "plt.plot(x1s, x3s, \"b:\")\n", "plt.gca().get_yaxis().set_ticks([0, 0.25, 0.5, 0.75, 1])\n", - "plt.xlabel(r\"$x_1$\")\n", - "plt.ylabel(r\"Similarity\")\n", + "plt.xlabel(\"$x_1$\")\n", + "plt.ylabel(\"Similarity\")\n", "plt.annotate(\n", " r'$\\mathbf{x}$',\n", " xy=(X1D[3, 0], 0),\n", @@ -794,8 +794,8 @@ "plt.axvline(x=0, color='k')\n", "plt.plot(XK[:, 0][yk==0], XK[:, 1][yk==0], \"bs\")\n", "plt.plot(XK[:, 0][yk==1], XK[:, 1][yk==1], \"g^\")\n", - "plt.xlabel(r\"$x_2$\")\n", - "plt.ylabel(r\"$x_3$  \", rotation=0)\n", + "plt.xlabel(\"$x_2$\")\n", + "plt.ylabel(\"$x_3$  \", rotation=0)\n", "plt.annotate(\n", " r'$\\phi\\left(\\mathbf{x}\\right)$',\n", " xy=(XK[3, 0], XK[3, 1]),\n", @@ -852,7 +852,7 @@ "outputs": [ { "data": { - "image/png": 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EGFuYZZN1AJ7inHMA7zDGqhljF3DOqYUVkcqKF1cyW9347UCh1YqTEJcm0DkAb/s2RKPbMbrUXA9wBmbq8bLhJjHuxlIUglCKENPKPG9h/GMlqLphJWZW28vmUCCf7Dhg3xryuQC6RT/3TDxHgryAySxPCbi0BjRf3CQ+ckHlKfIIGaThJWGUNi/CwmvXAv9ni9XDMh03XA8slt5wh851opCpm1WM0OyZGL/hIluKcTVNgKSwqyCXSrFIFiYyxu4GcDcA1NfXYzjyrpHj0kycjxbgGD8h+4qS4yRiExaFHqC4JHlqBCJAjIcQiBi5tEB+KmzN7V6cP18+5fnq6nE88+SO1M/GjxHgsQnbME/SOSKfxWoxHsa5yEF9B6YzMR5Gb2hP8gcPwEomZkci9vqeHuFj6I50GH6c2FiGXdx4CEWRUYxfNobiqz8DNn06EsUV6D5q/DfXzDhs9DmfCx6L57we7HzOs1gUABAtiqK3UnR+az7XF8i+ouWcNf6clx/39bfPxoBELK6pHkfrk2+mfjbrutSKE8ZpxRhjs+L4oLoOibJrED1dgfFzueNaZIybEv8EeMIDrmBccthVkPcAmC/6eR6AM1Ibcs4fBfAoADQ1NvPKMnuXmg9H3kUhjFFuIWcm2Y6TKk2BdE1qILIbvrLL8x5jLrJ5mAcHpt4AAOD8+fK0MRk9Rr2ygOciBzG7bMr6alvRG9qD2eF5ts8Sdkc6ML+s2dBjCLXhsVn9KBoLTT7fEkX5QvPrKjPjsJHnfC5igUFF14PdznmpkhQ9ziW5hZyZaDmO0ed8Ng/zgEwsHjhfnjYmM65LPXDCOK0YY+DUAOZ37EJ42SB6L25QlCHvPhrB/IvKTBjdZO24GzPkGwHcwxh7DsnFnINUP+4slIjxGpnmPEY6p6ghm7XhdWvyX9mth52iG6bjlSIIFVZJ7bkza8NLmxehwteMeH3SkLfRhtO4ZqJUjNsJo8uvlIhxuzfnyeYA07JGPnueC6e6zhQirGMfxkNncMIzAi8arB6OJFrEOGCd7eGzAFYCqGOM9QD4RwClAMA5fwTAq0haHh5D0vbwLivG6XSMtBtUchw5tm0ZlXxeTojLCdjq6hXY8mxoyvN2R4udYiEt2pyyYNNmpSlmIgjx8ej29NpwIoWdxfgn19dLC78ZUWx9yK+bEFeaDRc4uOWU5n37auJ45gl7l1jIQa4z9keYDext2Ieh5XPgbbnKdvXjWpxVxFjlsnJ7jtc5gG+aNBzXYpTdoJ77U5INlxOqyRru/AW5kxr/FKIQB2gRGwAEN29DxZmdONl4HJUNPnhvWGO7G5LV2FmMA1mE32Cprue4kULSSPFKmWpCikDnAKb3HkPJol5ULWvGXBsnIbRmxwH7lqwQLscOZSlOafxTKOUpJMTTCW7ehvIzO9HbeBye2+bA17KOhLgEdhfjRG4oU03IUTerGB1zo5hnUzGuV3YcIEFOyGBGd00ne4hnW/CpFyTECwd/2wEAQHE4Gdy9/pMYnX4UwVVheJcss13zC7tQCGKcssfZybbgk3A+PGyv2Wop9MiOAyTICRmMLHdxshAXMLKkpVDKU0iIpy/SrF/oASoBXlmBruZ+lC5pQiMJcVnE14ldmTzHZ+e9D8oeZ4e+lLifWK20k47bIEHuQtQusiSMIVmjPlVQMcbB+VSr/doZ8YLIipMQTwrxaTtexnjRfgwvCYMtX4qB+knngCqAylOyYPfrRDjHb/rmRQgMllo8GiI5yzDVjUUuFlN2nVCC1kZAmZAgdyG5xLic3WC+1NQkDP0CIFceUl09btgx9UCuFp1zlrZwlDLihYWwSPNE43F4LpsDb4t9W0DbEaeI8TJfVU4xrrfwkyvfMHLfThCvcp8J54xKf2xM0UgfUDnd6mGYBgnyAkPOclALv/55EACw/pu1OD+ovzCXKw9JdgPMvwGJGXXgcgQHikiIFwCZteHlZ3aiZ1kXqpbX0yLNPLCzGFd7nquxHFSKICzV2h+q2bcU3RqbIVop9qn0x5742w7Ae3wT9q/qReks+8VJPRdzCpAgLzBWrpkGQNviTLFDCjBZE26EGDcSO1gb2lFY6EWhC3Hv8U3obzwOT2UZUAXEqsuAZmDGkhZapKkBO14zUzzzFSA0tDEiQ+s0kUkZakJA8B3vb9iHyk/4UHXDatsmLvQsVwFIkBcsSspapLapnpHMHue7MNOM7LNTMEtYyDYlqYnj9Va/xDu0UchCPNA5gMS0AKI9L8C/LAzvcnJI0Qu7LuLMR4yLySWejcoeO6HUxE2QW45yGpZWYqjZ3r7jRkCCnJDkxdawbCYcUC/G394yoMOo0vniHSsmmgOlY8fGPlZilktDIQtxdr4XgR1HUHFmJwJ/dgX42mlYuOKrVg/LNdixVEWrEFeK3mJN71IZuQWTJDTTIbcc92BEuQpAgtyV5LvIUhDgCU8CoeGw7e0JpcQ4YJ/GPrUz4ggO2vsz1INCFOLh1hcBAGw8KRTj0TOp2vCSmmosXLreyuG5EieKcSMXWdoFJwjNQvg7uAkeGkbM57V6GFnRu1wFIEHuSsS14ULNuBSZGXAgmQUPRJjtxbgVJG0MpcW+lGvKyw8NYu09F0h+cXDDdHEhCnGhNrxroo292B93xqxkbXj3UY0r3Ig07Nb8R01mXJwhFmrGCe1ccnODpF0hYxwHXu2a8vybrT24/vbZGHBpLCbcAQnyAkdP4W2la4kZZMu8i11TxOLh109ux+yyFsPHZhaFKMIBYGBPBzx730a0aH+qNnwe1YYbjt3qxs0qU9GKky0KlSAlxrM9DwCtT76J+WXNRg2J0InicACotHoU8hhVrgKQIHct/+0LnqyuJ7U1Cd2z4ErqtuWyzFbUfes9Fjtl8fSm0IV4uGg/AiviKF3ShIUkxE3FLtdVvmI8lwWhESJZSe22nRYZ2mkshPWwSi+AMauHIYsR5SqAywQ5B08rw/D6PBaOxhykyk4A4PygfKmKEQsslSKXZbai7ttOYzESLdmyQhLiQht7oS4cAMqiZ/DBsi5ULa5HVctVtrXfciN2KlXRkhnPJsaN8CJXip1qv+00FqNw+6wFoR1XCXKG9NrnAQmx6lSRLie8AfVlJ59ZP8MVLiTV1eOyLiuFil4Wh4UkxIHJ2vCTErXhs1tuJiFuMnYqVTGyTOXj6+c5PgNMQlMayvqrJ9A5gGn+k+idcxZAjdXDmYKR5SqAywR5JplCdSAQzypsrRLr2cYkoGd5iVsywM88uQO+stydOvsj5/C9Y1/BDxt/BV/ZLNXHmRQHygPEpDCenfa8Ud7fAlozTYUgxIXGEwBQFBkBgGQDn9vmUPdMG2GH7LjRNeNuyAC/2dqD7khHzvpsf6QP3zp2D37c+CDqymaaNDqxME5fVGu0MC6ErL+eCEmRD5Z1oWphPbz1DVYPSRKjylUAlwvyTLKJ2lxiXS8ES8FMyNXEODac/nfsG34HG07/O+5b9G+K35fZ2j6bdVZmNshJwZgF/GCeKNiw37UiHMjoALfCBzazDkAJYj4vvKAGPnbBLtlxpyzgdAqPnP4Zdg+34+HTP8P3Fv1Q074Y47IuK5k4KRYXIkKp4FjRLowuC2DG8sLtZFxQgjwbZglishQ0l/7IObzibwVHAq/4f40vz/2Woiy5lGOKkZltKxBnw1lJsWuFhxDwo9HtGF0aRlUBdoBzGlZnx0mM64s/0oeX/L8FB8dL/hfw9bn3asqSS1kbEs6lblYxvE1z0b/4Yviacs96uxV31C4QU7BrHbXcuIwa74bT/w6O5L4TSGDD6X/PeUxfTRxeX0XeouCT6+vzep9ZsIA/TXC4SXQEOgfSHmOPP4HxnT9Ab9PriH7lI1h4x72qxLg/FMQdr96H/lDQwFETAnbIjustxu1aSy03LiPG+8jpnyGRisNxPHz6Z6aM5ePr52l6P2Eiw8NZX7Y6FkeGAoaWqwCUIXctr7QO4ro19lsUYeZiUiE7HuXJRi1RHknLkr/88/Qsi15ZObOnQuUWcmbi5qyfkAUvi3Sj2jtZEnZwwQfwXDYH3paVedWGP7K3Fbt7D+Hhva343vJ79BwyIYOV2XEjrpE3W3ts2RTIrIWFQnY8yqMAgCiPTsmSGzUWM2NxLntLIjfxenkD8kKIxSTIXYzbG/XkQpwdF0gggceO/wh/N/MHAKyfGtcDJTcB34yoK4U4MFkbfrJhHyobfBiaWZdqu+yrz3+Rpj8UxEvHtian2Y9txdcvW486b62eQydE2CE7DhjzhdXuTiSBTm1WuLFZcQROSe/jp6P/lsqOCwhZcq215HZCqRi3y9/cSRRKLCZB7mLcYG2ohYMj7ansuECUR3BwbLdlQtzsYLz7mQOuFuLe45vQ33gclSt88N2gr0PKI3tbkeAT0+w84erMjF2wQ3bcCOxqc5c2s1Q7IQfGspcOSBH6+LWYuWeT5Gsds/+IaHk07bkoj2LfyG7Vx9ETM2OxlX7zToCHs2sVq2Ox0XaHAiTICdfy1CVvTnFKsRqzF4a6RYwHOgdSWbiikT7D29gLGZloIgYAiCZirs7MWI3V2XE3l3MJZGbBE109Ke/9qiubMTTxfMwn31ROjlioCB/+ufT7foy7wHceQtlhD2oTH0X4suuSx6+YOWVMvibzyizt+iWpYKn2Sj5tl1hsdP04QIKccCF2E+FE/ggZvFDRLrBPrELJwQ0AgJ4VUUPb2IszMgKUJTcWq69VN4vxcOuLCBXtQlX5ZDvyMzMGUPkJfWaWuo9GMD/btdi0Gqc629BzeA98JzoBACUnx9M2SVR4MfxWHcbmr0L96ks0jYdwD4UUi0mQE64gM8Nm5c3djHrR9On12bLbORVBiI9Ht2N4SRilzYsQrZyO8W/eAACoAgxt4LPPfySVkRGIJmLY5z9i2DEJa2AB9/rvC+sreibWV8QuXpZaOOeDsddQJguaVqOvvgHRj099rdg/jLHAaUQ7jqDs8EmEW69H6KqVmjPmdq/dJ3JTSLGYBDnhWHgsjtiw/bLh4rKUc5GDmF3Wotu+pTppuu2mE9y8DRVndqba2HtvWIOZ1U3oPhoxTUC8sO4hU45jNGbVPmohFhi07No1sm7cSgKdA5i242VEi/ZjdKkxZV35IHv9VgNouhy4Fjj9zib0dryOsp3bEW7XJszFZSlKuolqwW1x2CyKRvqyvm51LDYzhpIgJxxFWibcYx8RbiS52tk7uRbS33YAAFAcTgY9r/8kxor2I7gqDu8Se4gIpyB14zCj7tHpuCk7Lgjx8aL9GG4Jgy1falhZl1HMvXYt+i7qRKRmB052bUbDG0fg71pr+zIWJ8dhqwh0DmDa3rdxem4nBj1F8KLB6iFJYlYcJUFO2B65cpShiLv7WuUS4k5G3D2zfqEHqAR4ZQW6mvtRuqQJjQ4TEWYjl7VxmgC3cjEni0Vzb+QghJmlE43HNXnv24GZ1U3ArU3oO9+JgT/twHDXT+F9dDFCi+0vzAllCOVUJxbsmzhfr3Ls+aoXJMgJW2KnmnAzkRLhcg0nfDVxR2RlhCy4QGXXrmQGb0kygzdQP5kVMbo23Km4Oftt5bXthi+6wc3bUH5mJ3obj8Nz2xz4WvS1/7QSQZif6myDv/IQyg4/jrHHP4rRFetMdWQRcHostguBzgEsxAmEPlGKmYs/AV/T5VYPyRZYIsgZY58G8J8AigE8xjn/14zXVwJ4GcCJiad+xzn/vpljJMynUEU4kD0bLtdwwu5d4YQs+FjRLsy+gKeeP90SBBbXOTqDZzRuFuB2gAX8YJX2vn5yIZSniEu8Frh0ZklYEBpa3I4Te7ej4Y0zlpSxODUW25bhYSTTMARggSBnjBUDeAjATQB6ALQzxjZyzg9nbLqdc36L2eMjzEUvEe6P9OK7x76GBxr/Hzh46v9Ca2Y74uaSlCndMy++NOXu4AVlwTPJFOCFIL6t9h53KlJ14nYq8fKHgvjWtgfw45XfAQdS/9fqGT2zuglY0YS+FipjcRPCfcGORIYCpsZiKzLkVwM4xjn/EAAYY88BWAcgU5ATLsWITPhjp3+CPcPv4rHT/wEOpP5//6J/zfleM8l0dXCjEDeye6ZbKEQBLoUVs2Apm8PIWdOPrRXh+rJznfgje1uxu/cQHt7bCgCp/+vlGS1VxqKXTSJBWIkVgnwugG7Rzz0ArpHY7jrG2D4AZwB8i3N+yIzBqeEz62cgODB1YWFtTaLg29ZnYmQ5ij/Si03+58HB8bL/OYADHBwb/c/jK3P/1hZZcjdmw8W14cXhALz+k4Z2z3QyJMCN5ZPr62Vre83ujmsE4kXQwvVlx/IUoasiB0/+y3nq/3p3VlzQtBpoWo3T72zCBXu60dnVA5AgJxyMFYKcSTzHM37eDWAB53yEMXYzgJcASKYBGGN3A7gbAOrr6xGI7NZxqNkJDkgHxOBAkew4YjyEQGQ3vnjHCpw/Xz7l9erqcTzz5A5dx6kWYYxa4TGR/6oHKCqZ/PIyFFG+n2A0gP/vxI/w7UX/gNrSyYAe42GcixzEQ10/QxwTbXX55I7jiOFnXf+AbzTcm/8voQEWiyJWFEVvaE96varqzNwC2Ve6Ix35DS6DCB9TvK/YWBxFoWHElwwjUcHBJv6uweIFYKWLUVZeBcST3fv0JDLGdd+nEUTGOLoOh9Ke4yUZ07Ln7P97qCGfOMw9cd2ckgIDN8o8X4xzkYOT44xFAQ/AIsWpc379HR/HgEQsrqkeR+uTb+oyvnwZj4/h1Ll3EascxcCa6WAV61A2rdqQ60sJwUgQD3zw7/jOhfehtmxS/ArX5oMfPo14ItlVMRKfdLGJJxL4t23P4J6PfE33MUU81+FwCzCeGMdYlhimJsbJY69YbBVaxxibFccH1XVIlF2D6OkKjBsUD7XeM3jCA25irLZCkPcAmC/6eR6SWfAUnPMh0f9fZYz9gjFWxznvz9wZ5/xRAI8CQFNjM/eV2WO1rtw4ApHd8JVdLinGAeD8+XLZ95qFMEa1GJUFf/z0/Tg0ehAb+15NK0E5FzmIYtSjLbgVMZ4U5Fz03S7GY/hDcCvubfihaVnyzJKU3sqzmF+hrRlFtoYTejW6UNI0Q8jSDUS3I7IkjPLmRZh77Vpdjq+E7qMRzL+ozLTjqUGcAT/X48Gsy7wWjsZ81MZhM5sBiRtzseHJrpzCOS8lxgFg4Hy5oY1klHBi6DCWHDqF0Oyj6L3pIsysnmfpeJ7Y+QIODR/GxpHfppWgdB+NoKJhBH9474/ysbi/Dfet/KKuWXIAONW5D6GTnfDuLEZtQt6BRY/GQHaJxVajdYyBUwOY37EL4WWD6L24wbCyKy33DLPrxwFrBHk7gCbG2CIApwF8AcB68QaMsdkAejnnnDF2NYAiAPZvOWcAcmUxYqwskTHaGUVcjiJVgvLY6Z8ggYTs+xNImFJLLluSokOdqh3stMTdM+1au2om2VxQzMyoEMrR2pVTzvJOjBH2dzw8CFRb/wUvsxwlswTlkb2tSPAssZgndK0lF0g5sPiMd2CxQywm3IvpgpxzHmOM3QPg90jaHm7gnB9ijH1t4vVHANwG4OuMsRiAMIAvcM4zy1oKglxiXOk2emG2NaFYcEuJ6/0j76eVqWQS5RHsG3nfkLG5sS4cSNaGT+89Bjae/FvHo2dc6XGsBrIhdAdarlMl1nZ62d8Js1F8VSX2N7+P0oVNWGDxdScW3FLiep//CKKJmOz7o4kY9vmPGDI2sQPL9K1HUX9iL7o759EiT8JRWOJDzjl/FcCrGc89Ivr/gwAeNHtchDRW+YML2XFBcEd5ZEqW/NlL/mDKWATc7JIidkgZvzopNmO1yel87yx7LiIzElqISViB2DK0bPp6VF2x2vIvwUJ2XBDc0URsSpb8hXUPWTnESSZmE4pG+gCQILcjyb8NkQl16tRAbU1C1mXFyfBYHLHhSRFuVYMeqXIUs0pQMnFbNlzIggskVs5CtOeFgnZIIQFuDkbUj2er7QW0l6uYzfxFwNCyZiRm1GFm9RyrhyNZjmJUCYpWTnh6MTTrIBa3dyN4ejlqb1lp9ZAIKSqnA7CnG53UjKgZkCDXgJa6bTuJ+SkNOjz26JIpVY5iZAlKJm4T4UB698zRpgBKapLuH9HqNcBXPoKFBSbESYS7AyXWhnLXcC4xbzbF4QBQCcR8XhRZM4QpSJWjGFmCki/i0hX/4nbUvLkZ4dYBhK5amc0ghTAZfvosxoq6ccLjhxcNVg9HEivuBYoEOWPscwCeAXAh5/zUxHP/CeAWAMs5573GDdGdWOlTLtUhTyzA9bIi04rZ5SiAO0U4MCnEx6PbMbwkjNLmRWhY+Bnw2dUAJlaj5yHGP37FKgT6p7pU+OrG8eauN7QOW3cKRYD7R4P4btsDeOBG7R0S3Y5dFuoJpSq9DfswdMkceOuvwvg5q0eVxDblKAqZWd2Evhag+uxReE6MIJT7LY5HbtGxEQuN8yWVEIpuxwfL4yid1WR5OZbRqInFSjPkLwD4NoB/APBVxti3ANwO4GMkxqWRc0eprl6BLc8qDw9ymfTMbbKRS4AXOm6uCwfSHVIqG3zw3rAGM6ubppj/54OUGM/2vBUYLcLtKH4f292KPWcP4bFdrbj/enuVFJjNJ7/gQ2Bw9pTna6pnY/uzyhWvXCY9c5t8CLe+mJy1WhpAVXNzyk60mxx7NHHigmEsPsTBOvYBCy6wejiGIndu6rXQWCupL5xLj4AtX4pGA2Zj/aEgvrXtAfx4pTNjsSJBPmE/+F0ArzDGjgP4ewCf4Jx3MsbmA3gawEwAUQD/zDn/nbZfwfnIieik/7hyQZ5PJp0EeG7cJMLlMiO15YPYcvP/zuqQ4rQMtxLMzoLbTfz6R4PY1JG0p9vYsRVfuWJ97jeZhFRsMprAYKnk83L+43IYlWUMdA6gYVYxvLOr0H/ZxfA12aOXhtOZWd2EU7O60LGsE96dG5EIfh6B4QFDnVe0ZKkn35teW2OnDLdWGpZWYqh5EeYaVBr5yN5W7O49pGltg57142pjseIacs7564yxdgA/BLCWc94+8VIMwP/inO9ljM0EsIsx9hrnvBBmiSyHxLdynCrCcwV5uQxIcHwG+r9ZBS/kHVKckOFWglWlKNIBd3rW7Y3Opj+2O92e7rFdrYYcJ18oPskTr6/MvRGhmAVNq4Gm1Tg9axOi8SGUvfY0/F2r8vYozzcWa7HMtEuG2+5I+eRnjcVZsul63T/UxmLFxcKMsU8AuBQAA5AqU+Gcn+Wc7534fx+AAQB1agdOKCMWGEx7AMkbnPhBpMMC/pQYL/NVpR5OIVugDnQOZH3vgqbVrrUrjAwFUg8gGUSFh1moDbjibLoRCF8QxPZ0Gzu2AkW0gN/O8LA93Sbcwtxr14JVlKFhqbYvPCSatcFDw4btW8onP9f2QjbdCPKJxYoEOWPsUgC/A/DXAF4C8IDMdlcCKAXQrW7ohBSZ4luwCyMBnhtBhLOA35EiXCkVbzxs9RBMgydiaSJcLMCtWJwpF3CDEekvSZnZ9P5QUPcxib8gCCR4AqiC9d55FuAou0MbdON0NSVFhgpCQhkxn/7nuZxPvmwszsim2yUW5xTkjLEFSDbx+Q/O+QYA/wjgJsbYyoztfACeAvCXhdpVM1+khDeJb/UUiggX478tbOnxfXXjqp5Xix2y4HLIBdznup/Pub1RpST7e6Xt6VCaZe6WsBRqkmIuxWFrPKaNRm5BsVX2nWYi55Pf2iMdi+Wy6XrWj+cTi7NOYzLGagG8BmAz5/z7AMA5P8gY+y2SWfLrJrYrB/AigAc45zs1/RYuQc4dpbp6nOq+dcRtNoWZJSiJrh5kM9BduMLaBXtGLPyUqwfnNnOckAu4R4aOTtlWLpv+lSvW61pL/uxt0vZ0V/zTmsO6HcRhyLmj1FTr86VRK0lP5gFbezK7hb7KQXg/PIlAp7GLO63A7gs/BX99I5DzyT8yLBGLs3SdrYJ+9eP5xOKsgpxzHgRwscTznxf+zxhjAJ4A8EfO+dMKx+p6Xv55l+Tz5z0fwOv9qMmjcRf9vYfxnXP/G3+78G+wwOceD1PBFio2qx9FY+I10bdkfZ+vblzWKSUXWt6rJ2IRbofstxKeve0h+EeDWPfsXRiPR1BeXIaN6x9H7MOpCRC5bLpdnFnMwIgOnUqQEyrdkQ4AzeYORkSgcwDTdryMsaL9jvRkFi+Ky7Z4zi6UlVfh7DU14PF3UbZzP8Lt1yN01UpdhbmWJlN2a1BlBKzSC2BM9/2+sO4h+ENBfPqFyVj8+9seR7hr6nmZrevst1tu131satBjoc/HAHwewH7G2H+beO5LnPMDOuzb1mSz8JK78dil6Y7TEGfCN4Qex56x3XjW/xwum7HCwlHpg9AsIRrdjtGlyaY9Fb7mlOOC73fZRbOWLLXw3u6jEcy/qCzv/ajFLQ16pMpQ7qy5e8p2ctn0fb326nRImINwzRd/pBPRGz9iiCez0YgXxd1ZO/WctyMLmlajr74BkZodmH74LEa6egAVgjyXaNaSpRbe2x3pwPwy674oGoG/7QC8Z3aivbkXpTDmS6dUGYrUeWnnrrOaBTnnfAdUuLU4jVy+uV5fBT65vl72IlXS0pmQRqocxR/pw0vHfwsOjq3B13FfpA91ZTOtGqImhAzZeNH+VPfMhRMNQcQ41Q88E7eIcAG5MpRbL/8cZmNW2rZy05eEfkjH4dm29XGum1WMUN0MeOqdV6aSuSju1ss+h/kZ57xdmVndhNMzj6LydAznYrm3F2PH88jOiJNNZ1fFUbqkyRDXL7kyFKnzUq7rrJ714/lSsFZYShtUKJliJSsk/chVE/7I6Z8hgYlvwUjg4dM/w/cW/dC08eVLoHNgoh58clFRxZmdONF4HJ7L5sDbstJR09VKcZsIF5NtUef3L7/XolEVLk6Lw062OszMRrb2PI9LP+qccz7p9JG9wzWhDUGMj9XsQaKpBI23ftWwY2Vb1KnmvLT6/uQyQc5VdYKjhZT2QOnCTH+kDy/5f4sojwIAYjyGl/wv4Otz77V1llyoDU/M6IK3thyoBE7NGUHJ8irJ7pl2RE1HTzeLcDFqFnUShCQOtDqUykZu9bfhvtAXbdOu3M1o6QZqNnWzihGaPR2Ji40twVGzqNPOuEyQk8h2Cvm4o4iz4wIJxG2bJfe3HUDioiD62VOoXOFD2Q03QFgqWQU4QogL5OroWSgiXIxcGcq5g/ZygyEIPcm2KC7fduVWwCq9KD5jfZmCWpw2EwQY34FWrgyl+6izYrHrBDlhT/RoW79vZHcqOy4Q5VHsG9mtaWx6M7CnA569byNatB/Ry9fA+6llmOfARVtKEXuEE9YwMuY8YUE4E6lsZIzbY1EcYS+cUpYlNJqzGhLkhGHoIcLFvHDJq2k/22E1ulAbLtSFe/0nES7aj8CK5AKW8vhMzG+aZ+kYjcYOgczNKBHbZTPs/TewyvLQrji5GZBUNtJslyY9aK88gPLwMXgfP4nRFetc50tuGxxYlmUVJMh1oBD8Q5Witwi3K8KClfHodkSWhIEqIFZdhmAzUOKrQlXLVZhZ3eS4KTMp7LD63O3kEt12F9x2wHFxuHI6AGdkEN2GYH8Y8rXjxN7tmPfWEPxdq1C/+hKrh+YanPyl0ypIkOuAVdaGdrFbdLsIFzukAEmXlIozO3HSxQ4pTmzU4wTkhDcJbu2IYx4L+E2NQ2oW2vnbDsB7fBPeWdaFKk89dee0iJnVTcCKJvS1dKJq61HMPncCXZ3zKFOuA4HOAUzb+zZOz+3EoKfI1ue4nRJOJMgdjJWLO8wS4f5IH7517B78uPFBS5xUBIeUnoZ98FQmp2RjDWW2cUhR436Si2wi3Fc/joBf4jj19mg/bjdIeBcWSmJxygauaBdGlwUwY3mLIZ7MRiHuzEluKlMxy/3EzjNB4pnj4ZYw2PKlWOiAc9wuSScS5IQirMqCP3L6Z9g93G66k4qQxepvPI7KFT7MvPgT8DVdbtrxlZLL/SQXqQWZCU/yX5nA9Pp+dzQn0hsp4Z1IeEh4E1NIdPVgTtN59F0zF4uqPwM+u9rqIalC3JnTSW4qiqj2gp/QVj5kVoLMbtaGmdTNKoZ39mz03nSR5Qkrp0GCXGfsUkaiB1aXogi+4xzcNL9xsUOKf1kY3uXuc0iRsijk5yK2yRLYFaVZb1bs/HUDbsCufs0l54fBL6q27Pj5kNmZ8+uXrXdlljxZ90wlK1rg4UHHLOS0i7uKAAlynXGiR6gYFvCDeaJgw0kxbmU9eHpXTv39xoXpNQBg48nsiNghxQlTbUopRJ9wrUgJcMp8Owenx2I7kdmZ021Z8hOeXgzNOojF7d3wB9fS4s48EGaVdzUeh8czx9Z143aFBHmBI5UFZ5FiyxdmZnbljPKoblnytDq3JWGU1FQiViuUeExLOaQ4HRLhytFbfPePBvG9LQ/gh2u+A98092USicJBqjOnm7Lk4sWdAzU7MNz1U1Q8cSnG5pPrihKEdVZnL+pA7SemwXeD9WurxDhp7QMJcgvQq6wl38UdVpeiKEGvrpziLDiQzIRXRM/gZONxVDb44L1hja2Ch964XYT7R4P4btsDeOBGdcHW6Oz3hvdase/MIWx4rxX3rXJPJjEfYgH7WvvpVdZi54V2WnFLZ85czKxuAm5twul3NqGhshIfDFk9IufQsLQSJz5Sh78f3oUfl62zejhpyK19sKJcJZe9LQnyCcys/dZrKlXNuJwgwsXo0ZVT+OZ+smEfKhsmL7xYbTm8s9xRG+6rG5d2Wakfd70YB4DHdrdiz9lDeGxXK+6/XlocmF16EowE8crhZL3tK4e34stXry/4LLmapkBOjMV2X2inBanOnNGEuztz8tCw6ve4+UtZLnhoGK3972P3+cO2+qIWjDhr7QMJ8gncVm/oNAGeSWZXTjUIWfFodDvGV5TY1iFFK5GhALa+8QIA92fCpfCPBrGpIxlsN3ZsxVeuSAZbq2u/n+16HlxUb0tZcnVojcVme5C7HanOnG4m5vMCSKS6LyvFzV/KpBDusz3TN+HMRdPw+uAHthO+rT3PS659sJP3uBgS5Dpj5bdkp4twrQQ6BzBtx8sYL9qP4SVJD1Qn+fwqwSkNez750VWyvuV6WSg+tjt9odkv3tuAv732LgDWLb7sHw2ire+PafW2lCW3hkLOWBLaYJVeQH2S3JYY4TYUGwqj7K2n0bv0CGY2X4QNiVPggxyAfcqZ/KEgtvb9EVE+de1DFcy/f46MBXLel0iQ6wx1yDSHQOcAEpXnMfzaz1AUGQEAVAA4oUP3TLstAnHi4kwpMZ7tebWcCh7Dxo7X04Tva8e246srvmyp8N3w3tR623giTllyCyi0jKUbsSIWe+obsGdhO4bi76P80Z0ILXa264pRs//zFwFDzYtQ9tGP4aUXHrPdot9H9rZOWYcWT8TxUPsGfGfZXRaNKjtFVhyUMfZpxlgHY+wYY+x+idcZY+xnE6/vZ4y5r94gD1jAn/YAkiJceBQK/rYDqHjjYYyXnsfgih6c/0IJ+r9Zhf5vVsH3xXVYuGK9poWa4kUgqscWCuKOV+9DfyiY9/GBpAgXHsCEV/jEoxAZGQsgkYhhZCyAkbEAnj76GjjnadsI5SFWcvDsEcR4er1tjMdx4Kx7620J5fDQ8ERJBKEEK2LxzOomLFyxHjOWt8C/rBve45vgbzug+vhuJdA5gKJICH70IubzZl30ayX7/NKxeH/gmG3vo6ZnyBljxQAeAnATgB4A7YyxjZzzw6LN1gBomnhcA+DhiX9dgZqp1ELOgmeS1j3zEz6U1FZj3vX6ftPV2gBDazc7p5SkGI1UHTgrLklN+R08K73QzGrh+9T6hxDYHQFvHsGfPXEXIvEIyovL8JN1P7B0XIQ0VNZiX6yOxQuaVuMUgLmhBD4ctmfNsZmI7YKjt67BmRsvwIKm1dh3+He2XPT7wrqH0H00goqGEXz6hbswPhGLf77iPtPHoqRcBbCmZOVqAMc45x8CAGPsOQDrAIgF+ToAT/FkCuwdxlg1Y+wCzvlZowZlZmDOVtZCAjxJoHMg9f+ikb5U98yzq+LwLkk6pHQf1b8jopYGGFI3EGB6zveRCE+SKcKnBrDJv/dT6+290GzDe620sDNPzIzFVNZiX6yIxVL0VQ7C++FJDOzpQM2y5rz24XQEMR7xvIXE1SUoqq5Krc+y+6LfzPPolye24P559ozFVgjyuQC6RT/3YGr2W2qbuQCmCHLG2N0A7gaA+vp6nIsczGtQTz0h/9o5HXVfjIfTxshi6dZ+8ACsRHQzihj2HUSWCB9Dd6TD9OMCQGwsjqLQMOAdQ9HE2RmriSOweB6YZzHKy6uAONB9NILIGNdVlAcjQbz4wda0RSAvdm7FrdM/h9qy3O2UH/zwacQTyQs/nkjg37Y9g7vn/JXkGHlaRsEDXjLxy+p5sqkgFuY4d9CcYwvHSWRkVQAPWLE4JKWPJxbiCOy2f1v6vsEAXjmU3khl86Gt+Kznc6hRcB45kcw4HIhM2pNyTxxDEeXVkVpjMfNEwSK562PNjnOxS+M4zJYhFoLiuKV3jDMKJ8fibBThenRfMgTeOI6i0W4MnQkgMb0aJRXGua/pf14ukH1F6XFis+IYu2kWEmVrEa2qAI+WO+K8PDccmHIevXx0K26dpuw80oPkfc4DVpz787JCkDOJ53ge2ySf5PxRAI8CQFPjhXx2WYu20RlMb2gPZodnpT1ntyx4d6QD88uMzwSIs+AAMG3HywgW7UdkSRilzYtStZZFAKbVN2Bm9dz0cR6NYP5FZbqN54mdL4CzRNqZxpHAxpHf5szM+ENB/OG9P6Zq1mI8hj/0t2H9vM/j0osm/952zYafOxjB7Bb9Pktf/bjkAs6aujCmN07aF6hxQwnsjsB3ubIx6t0pU83+HvrNb8AzFhNxJPBi+Le471p7Zma0kh6Hm7mvLLnsR2gKpMaHXCtsWJntoVlxTsC/7wCaSvZg341FmK/Q/UnvGGcUTozFyqlD3/lOhA62I7T3DBqOLTZ0oafe52W2GSelxwm+vg31oXdx/MYRTJ97FcbPLVD899Z7Ya6a/T346m+kz6PR3+L+y82JxSNjw4rvc1YI8h4A80U/zwNwJo9tHEFmCQo89hPgZiNMf5VFulFdWwKMJQXawQUfqHJICUaC+IdXf6zbha6lAYbcwpbWnudx8cI/Tz1nJxFuJGJrw9ylKPqjd6dMNfvrGO6wZX27VZgpxgnz8YeCuO/gv+DBhu/q5qphVCy+9KP35jWemdVNwIom9LV0YuBPOzDc9VNUPHEpxuavsr0Di5ayrODmbSg/sxM9y7owtLge3parMLO6Cd0qZnK11vJr2d8RmVi8r9eesdgKQd4OoIkxtgjAaQBfALA+Y5uNAO6ZqC+/BsCgkfXjejJFgCNdgCuZSnUzmd0zh2bWIeabBgDw1a9T5Y7S2vN8Xhe63DdsLbVwcjeQI8PJC79QhLiAFSJcoH9U306Zavf3s2U/VZzJJwin88jeVhwazq9Do7mx+Gje+xSYWd0E3NqEU51tCOw8hLLDJxFuvR6hq1bC1+SecjShp8dY0X4EV8UxY0lLXj09tC7M1bq/hy79KeZfVIbIUMCSe7CUOUE2TBfknPMYY+weAL8HUAxgA+f8EGPsaxOvPwLgVQA3AzgGIATAnqaRyC3AiSRpDikrfJq7Zwqm//lc6Hp/YwcmbyCZJSnnDkbA6wpDnImDj1WNeQD9F1TSAk2CkMZqJxQp5MS8njXPC5pWA02r0bPxcZzs2ox5b3XD32X/bHkuxM31BlbEUbqkCY0amutpWZhrxv7MQM290JLGQJzzV5EU3eLnHhH9nwP4ptnjUgIJ8NwEOgeQ6EpOkxWHA/D6TyJatB/+ZWF4lycdUrQiNv1Xc2Hq/Y0dcGbjHj2wMgsuRf9oEPdv/j46+z/UrVOmkB2nzpsEMRW9nVDs0IhNDfNuvQuBzt0YPLLPUWUsUgQ3b0PFmZ2p5npVE+Up+eAPBfE/276PowMf6tYwSDhf1O7Pqux4PljSGMhJ5GrGQ2J8kkDnAMKtLyK068eoLnkO1SXPobJyK3pW7EH0Kx/Bwjvu1aWVvXBhxjJa4ippACF1A8mXyFAAp3uP4Stv/hB+LyuIxj1CYx5BjJfN8KUeVrPhvVYc6u1ALJ4+XS10ysx3n1yiHtXqBkSENCygbEEnoR05gaS0EY+esVgYjx5N2dTia7oc8269C1VXNiOw9AiiPY8j3PriFNMCuzKwpwNjjz+BXu/T8N8W1q253v5+6Vic7985nwZEfIqTl3ko9R4XY0mG3K5Q9js/xA0DhiccUgYuuij1ehWg6eLOJNuFmS07k+83bDGZJSm/3P4s9vR34LFdrbj/entMnX3yo6skHU589eNpiy2VYrdMuBRCJhsAEhmGTFo6Zdq1ARFBWE2+cRjQJxZLjUfv8hc1zL12LXAtcPqdTejteB1lO7fjhv/9FIJj06Zs66uJW+KBL+44Ksxeh4v2I7Ai2d9Dz4QZIB2L820YlO9CXyclyQpakJMA144wzXWy8TgqG3zw3rBGV/EtRb4XppYbiJRdoX80iE0dySnXjR1b8ZUr7DHlKiXGsz0vh11qwpUgzmSXFpXgxgs/jrbO7Zo7Zdq9ARFBWIURTij5imk7lb/MvXYt+i7qRKRmB4LPTRXjACRtCI1ESJpFo9tRv9ADAOBzKtDV3I8SX5Wm8pRMxH/b0qISrFn0cfz+5PZUp8xHbsovFqtd6Ju8Z3vyOpZW1C7mFCgYQU7iWzvCt+vicPJkKz+zE72Nx+G5bQ58LeocUvI6/sSK/Edu+gHqvLWqvW/V3kByeYY/tjt9ytVOWfJ8cZIIF5Cq8/790TdQVJSsyKOFmNYQCwyS5aGI4nAAbI4XwJjVQ9GMPxTEtFIvtn3+16bE4lzYbbGf4MaCv5bfRpytBoCihnm6OLWI13AByfNOnDQbuGGyD6Pes9dSMx+bj6fHYjP/NqmGexaQz/3TlYJcSnwDJMDzRbAqLJvRBW9tOVAJ8Mrkt2u9prmUoHVKUviGnauxgJLmPUJ2XBx47JQlV8PIWACJhEdVAwM7IVnnjQQSE536kp0yX3fUQky9GxsRhJ6YFYuVYET5ixlUlzyX+v9IqBglb9XB37UKuD5/Vy5hxjpWH0zeqwGcah5ByfIqU5JmkjMfGbH4xc7XDf/bpBZy6tD52j8axHfbHsADNyo7R/PNjgOuE+Q8beGlXfj4+nmiKarJNrZW1ZEpRbBAihbtx+jSMNjypRivb0i93mjwxS1GakoSmJ7XvqRuJmo7aIqz4wJOypJnBg1WXOJIMQ5I13lnEk3EHJUl17uxEZHEqbHYThgdi/PZh57lL2YxcPtkprrYP5xyavH6/wLBPerbrohnrL0tN2B84nkz79NSMx+ZRBMxQ/82ma5nWnlsdyv2nD2k6t6e773UVYKcgdlKiAvI1YuZXUemmHhsigWS0u6ZRiE1JXln7d2q95N5M/nLxjWoq6gGoG7xx/5emSlXm3YAE5AvSdHPo9dsMuu8/6L1m+js/zDtOQ6OPafTp4iVYna2Wu/GRsQkjovFNsSoWJxv1lTv8hezSLufVgNouhynOtsQDUQRbN6kfofNMHXGWorMOu/bXv4mjganxuJdvfnFYqUzKnot5FS7TkxLdhxwmSAn8sPfdgDTe4+BjQ8CABKfXISeWc+hanm9KdNcOccnMyV562Wfw3zMUrWvzJvJL09sySuj/ext9l3s56sfl1zAWVMXtk0W3EiRKwj0//vGg9h86PeIJmIoLSrBsrn5eQObna2mRkSEXTEyFmstf7EjvrpxBPolHK/qxiW2TjYc6o5HMP/arxk9tBR6lA3JIfxtfrDzQfyuczIWXzErv1ica0ZFb8/xfNaJabnHkg95AeNvO4DRR/8F/eynCFz9Ns6tO45z644jWpPAjOUtmr1I9UJuSrK153lV+zndewwvdb4+pe7bbN9ao3l9/xt488Sv0x5vB1/Dqx+8afXQUohFrhHINfQJjKr7W2dmq9W+Xy16jZsgjECvWKzVw9wpvLnrDRw89dqUx5u71NvPGoVY5BqBXn/rzBmVzPfrXaoit07MyHOUBHmB4G87gHDriwi3voixx5/A2ONPINrzOPzLuuH91DLMu/UuLFyxHgtXrEf59FpLp70ykZuSPDJ8VNH7I0MBRIYCeOzIS1N8UYVvvW7Brk17xJghcvVq6COVrTYStzQiigUGTT+m3GJ+Qj+0xmKBfJq8EPqTS+TqgV5/62yNpAQxblR2XCCbXsinEVAmVLLicgT/0bGiXRhtCqCkphIAEKstB5v1ESy0kfCWQ25KsvuofN2z1CLNfUMnHFn3nQ3/aBDf3voD/OPH74HPU2078S2FGSUZejT0kctWG1nT7aZGRFZYHtpxDZGbyCcWS+HUuu9sGFn6YRRm2EXq8bdW4qSjdwMgK9aJkSA3AV9NXHLRkK8mbtgxpbpnzr/2zw07nl3I5pZi57rvfBgZC+Dh9sexv7cDzxzZ4og6Y7NErh4NfbJlq436rKkRkbFYFYun7XgZY0X70d4cRymsLwO0GjvXfeeL1Z1C1WKWXaQef+tsWfZvt9xuSDdONXpBj+w4QILcFMR2Wt2RDswvazb0eFZ0z7QatbaFTkW8inuohGHLse2OcuOwQuTmi5uy1UQSs2Ox0MPhXMsRsOVL0eiAGUlCPXbqFKoUJ9lFymXZ9547CLRYNKgJtDqriCFB7nAEhxQAYOODiEfPmNo900p4IobI0HDy/3mKcLWm/1YhZVe44Y0HHefG4SSRqzZbHUwk/0ZxeBBMDBsxJElqi9z7BdQNNCytxFDzIswlMZ4VJ5Z8CNitU6gSnFQ2JJVlN6JuPF/0KhUlQe5QhMxLf8M+jF+dPBliE525vLOs9SI1mslsuEfzxZiP6b+ZyPmGW1HfrAdOLckQxHYuplX4MMwimFZh3k0imCVDY41Y55bUjxPOxmklHwJO7RTq5LIhu4hxPbPjAAlyx5HZPbOquRlzr11r9bBMIbMshWtsi6vW9N8s5Jv3TOKk0g8nkU14mymy1ZBtXNnEOkHYBSeWfAg4qfTDDdhFjAvoaaRAtocOIdA5gLHHn8D4zh/gXMu7iH7lI1h4x70FIcYF20JgQojrdCFKmf5biZRloRxOKv1QQv9oEF9/4T7T/LaDiYDkY1qFT/bhRJw8djWwgJ8cVhxMNks7u+Ok0g8l+ENB3PHqfbb0hLeTGNc7Ow5QhtyWCA4psUg3iiIjAIAKwDZt7M3A6EWacqb/VmTJlWTEM3Fq6YccRnfDlMp8F4JQJayHh8xbT+BEnFryIeDk0g8p7Fo6ZCcxLqC3zTAJcpsh1IafbNiHygYf2Mw6xHxeAICv3t2LNAHz3FKymf6bVUuejxB3I5mNgrTWwZP4JuyGEMOJqVDJh32wa+mQ3cS4XjaHmZAgtwn+tgPwHt+E/sbjqFzhg+8G94tvMWbbFlph+g84X4T3jwbxvS0P4IdrvqPb4lGtjYJIgBOEc3FbyYdZGOFKY0e3GDuKcaMgQW4Bgc6B1P+LRvrg2fs2okX74V8Whnf5MsxzsUNKJlb5h5vdJEgvIW6EIFaD3qUl+brFZIpwEuAE4UycWvJhtU2j3qUldiwdspsYFzAqmUaLOk0k0DmARPA8yt56GjP3PIqZex5FXedL+KDlHUTWTsPCO+51tV2hGKMWatqNRCKmeKGmGLlFjmJBnO8+8iWztESP/WZzixETTAQQR0x28SVRuLCA3+ohyFIcJpcbpyO3yFEsiPPdh5YxiUtL9NhvttIhK7CjGDcyOw6QIDeNcOuLGN/5A0TLhzD038fw4Z9PSz1mr7sZC1est3qIplAoQlyNY4oUUsJbrSBWI96VjimztEQr2dxixO4nAFDESmQFeGAkiHufM8+lhbAXdnZYYZVUP+5kpIS3WkGsRrwrHZPerjR6lQ7p8eXDzmLcyFJTEuQG4287gNFH/wUnZ29G4mMlKKquwtxr12JB0+rUoxBqxe0ixP2jQXx1o/JgoXb7TCHOitVXhckJbzWCWO9stlxpidb9PrX+Ibx975bU45V7nsEr9zyDn37h+6qy4E++3YoDPYfw1E7n2KURRCGjVrhZYccnJ7zVCGK9s9lypSVa9/vCuodw8K4tUx5qS4q0fPkQdIJdk3VGr/siQa4jgc6B1GNgTwfGHn8C0Z7HcXZVL7yfWoZ5t96F0uLC6mBnFyEuIO7Mqef2WjPiYqSEt1pBrHc2W2lpSSZKymbkfMCVEhgJ4rWDyRvea4f0KaUhCMJY1Ao3vbPMSo+ZKbzVCmK9s9n5lpaY8YVGy5cPO2bFBYwuVREgQa4Dgc6BVElKycEfoeTgj1B08pfoWbEH0a98BI3rvlYwteECdhPiwNTOnLmChZLt9RTigHwm+hdvbVAsiI3IZufbiEiubEarCBfz5NutSCD52cR5grLkBYSd68fZ+V6rh2Bb1Ao3I2qmlY4xU3j/5P0NigWxEdnsfEtLzPhCk++XDyeIcTNc0chlRQNCA5/x6HYMLwmjtHkRxi+6KPV6FVAQ5ShirHJNUYJUZ04pz3H/aBDfbXsAcypnyW5vlH2hXCZ654n3FAvibNnsfJ1R8mlElFk289kr16B2WnXqdbEAD4wE8c+bH8A/rlXnHiNkx2Px5GcTi8fw2qGt+Ivl2rzMCedg1/rxwI4jKB3Yg/bmkyhFYd0HcqHUXk9wMpk7fZai7Y0ao0CCJ/CnHulYLCWIjfBYz8eVRqm/uBbnmHxcWuysF8SYZVFMgjxPgpu3oeLMTpxsPI7KBh+8N6wpOPEtxu4XlprOnI/tbsXuswex99zhVDAVb19RxAEYc5HKZaJnVtbjtb/6jaZ95Mpm6434i0GcJ/Bc+4u479PfktxWXAP+Nzcpv1GJs+MCQpZczX4IQi+E5m69DfvgWT4HVS2FsU5IKWqE2yN7W7Gr9yD29h1GXBSLzbDjk8tEz55Wjx3rlcViu3isK/0CpMVKUe2XDztnxQXMKlURIEGuAH/bgdT/i8MBlJ/Zid7G4/DcNge+lsJq4JOJ3YW4gNLOnIJwF17P3P4X723A/Z+SFpV6kE8m2oh9aOXY8DG8cvj11M0olojhD0e348vXf3lK5jqzBlxNdvvwmSOp7LhALB7DoTPUVIQwn0DnAKb3HkPJol5ULWvG3GvXWj0k26FUuAnCHUBKjGfbXm/08Ee3g8e60i9AWrt0Kv3y4RTNYGapioCpgpwxVgvgeQALAZwE8D845wMS250EMAwgDiDGOb/SvFFOImQ6ymZ0wVtbnnyyEji1agTeJcsKri5cjFMuKgGlnTmlhLt4+8OBE4aN0Q0IFoXPtr+EBHjaa3KZa6kacKXZ7cfuSL/hiUtf8iHf0hnCfFjAb8tylbpZxQjVzUCpqHyRmESpcJMS7tm2J6RR+gVIa5fOzC8f4vIXATVZcaF09IEbzW+8ZIUYB8zPkN8PoI1z/q+Msfsnfv62zLarOOf95g1tEqE2PBrdjtGlU2vDGykjDsAZQlxASWfOzLIWACgvLsWzf/YTXDB7sZHDczzizpnTKnz4oPeEosy13jXg+Za+6PV+giCyoyRrnJnVBYDy4jL8/rbHLesa6VSUfAEyokunuPzl2y23p55XqhvEDmdSa72MxmwxDpgvyNcBWDnx/ycBbIO8IDedQOcApu14GeNF+1OLNBfSlCMA5wpxNUiXtXA8c2QL7ptN4kwKQYhnOqRkZq7l0LMGXEvpix7vJwgA4OFBq4fgeIxYDFmoKPkCpPfnnV7+8jr+snENfPOUJ7UyHc6k1noZxchYwBIxDphveziLc34WACb+nSmzHQfwOmNsF2PsbiMGEugcgL/tQOoR3LwNFW88jBMLtiOydhq869ZQ/d8EdrMvNAq5shazF0PagVz+4ZmWhfmiZw24VvtDsk90DnYtV0lRTd05tWCXxZB2wAz/cL0/7/TyF45fntii6v1SjmhmYPYizkwY5zz3Vmp2yNgfAMyWeOnvATzJOa8WbTvAOa+R2McczvkZxthMAFsB/DXn/E8yx7sbwN0AUF9ff8VTjz2Tc4yxoTBYZBiR8hCKikTfScpLUOTxGtq8JzLGUVbBDNu/Hghj5BMXKC+x59rfWJijxKPPZ5kQBaN8umvKEQtxlHjzG2MwEsT/Pfrv+PZF96GmbMploit9gwH8x6kfp4710LGH8dq532PN7E/jG41fS20XR/JzKmLmnxPxUY7iadKfZTASxFfb/wqRRCT1XFlRGR676lFFn53W9ysdp1WsXb1ul5FrcTLj8BOPGXsDZbEoWEmxpn1E+BjKmL6xPhYaQ1l0FAlPHNFpZZrvJU64XwDOGKeWMQYjQTzwwb/jOxfeh1qDY/G54QB+fOrHqWM9+OHDeLX397h51qdxz0e+lnsHJpDtswyM+fHlvd9AhKfH0l9d8aiizy4YCeIvd02NxUrfL0aNRhA0gJ73fyluuVE+Fut+ZM75jXKvMcZ6GWMXcM7PMsYuANAns48zE//2McZeBHA1AElBzjl/FMCjAHBh44V8flmz7NiERZo9DftQ2eBD5YJL4Wu6XPHvpgfdRyOYf1GZqcdUS9fhEGbNCQOwd3nKuYMRzG7R/lkauYAjsDsC3+X5jfFXb7yAQ0OH8WL4t7jvWmOnaR/6zW9Sx7rrkvVoe/uP4OBo87fhG5/5Ipgn+cV9hoZsuFaG342g8hrpz/KXW19AgmVMubIE/mvst/gbBfWHWt+vdJxuRRyHmxov5LPLWgw9HhvWniHvjnQg2/1CLf62A/AefwXHl3WhanE9pl94lWYHLifcLwBnjFPLGJ/Y+QIODR/GxpHfGl4y8+Crv0kd62uXrccf3kvG4j/0t+G+lV+0RQ291GcpzKT/6siL4CwB8Zp+jgQ2jv4W91+e+7N7fPsL4BlljGreL0apRrBqEWcmZpesbARwx8T/7wDwcuYGjLFpjLFK4f8APgngoJaDBjoHUm3sA0uPoOrKZsy79S7TxbjdsWN3TSMRumwq7bCppA28XmQ21THymP2jQbT1/TF1LHFX0DhP4OF3N2guTTEaraUvZJ/oHOxWriJ0ah7zPw//sm7MWN6ChSvWF7QdrtGYUcYhPpZZXUL9oSC2TsTizK6gajpfmomgGwTNoNTRTA6t71eLXcQ4YP6izn8F8BvG2F8C6ALwOSBZogLgMc75zQBmAXiRMSaMr5Vz/lq+BxQa+Jxb1g22fCkWFrBVYTbShPi5SI6tnU8+F6G4DXy+HS/VHIuLArGRx9zw3mS9Xpwn8Pujb6RqqbP5h9sJpYtIjXo/Ubgkunowp+k8gs1VaFj4GfDZ1VYPyfVoaWCTz7HM6hL6yN70dSybj0/GYrMaIimBJ2KIDA0n/5+RuFPiaJYNre9Xg53EOGByhpxzHuCcr+acN038G5x4/syEGAfn/EPO+aUTj6Wc8x+pPQ4734vg5m0YffRf0Ot9Gv7bwvCuW1PQvuFyZH67dTtqs+ICZmesXzmcbkFl1DGFY8X4ZAMfOdcTgrAaFvBbPYSskBg3HrMz1lJ2gEYcUzhWtlhsdZbcTbPodhPjgPklK4bCYzGMPf4Ewi9uwWj4NZxd1Qvvp5bR9KEEmRdWIaDlApTKWBuF+FgC4/EIfvHW46YcKxMq3SDshJ3KVQR4aNjqIRQMUhlrM44lEIlH8JP39Y/F2RohCVjhNCNohTQhblOjB6XYUYwD5pesGAovTuDcuuMAADZrHhopIy4JCXF1yGWsv3y1MT7VB89OraEDgLdOvmfasRrrP0JlHAShgpiPrA6NxogGNtmQsgPkAN7s0T8WSx0LAC6q/YgiL3G9cWvvEbuKccBlgryouAQLV6y3ehi2pdCEOKDPxSeVRTayrvup9ZPBt380iD974i5E4hGMRccQGA3q+iXgp1/4PgAgsa+y4JxBCGdht8WcAsXhAFBp9SgKA7MbBomFsD8UxKdfuAvj8QjCsTH0h4K6fgkQjmWlY41bRbiAncU44LKSFUKaQi1P0evik8oim9UwyKhSGaGxDzC1y6YRBEaCuPc5cxxqCMJsWCVlx83AyoZBZpbKGInYoUZcjiJeS+ZGnWB3MQ64LENOTKXQhDig/4UnzlibiVGlMmYKcYEn327FgZ5DeGpnK/7mJmp9TajDjtnxpO/4JvQ2HsfQwjnw1l9l9ZBcjxWlG4D5pTJG8ov3NmB37yE81L4B31l2V0FoAyeIcYAy5K6lELPigHMuPCVkK5XJFyvEeGAkiNcOJl0RXjtkrEMNQZiB0GTOv6ybjAMKgGylMnZHnAE/3XsMG7u2g4Nj46nt8OfZRdpJOEkTkCB3IW6xJVKLky48JehdKmOFGAeS2XGxty5ZKBJqsKvV4fxFQGnzIrLTLQCsLJVRQ2YJSmYZyi9PvpZWdvPYLnfH4sTE38wpmoBKVlyE2xdkyOE2IS6gV6mMVUIcmMyOC10wY/EYXju0FX+x3BiHGsKd2K1cRYCcVQoDq0pl5BDf68Vku+/7R4PY1JFedrOxYyu+coXzym6UkNQFHkfpAsqQuwTKihfO76wGK8U4kJ4dF6AsOaEUu2bHi8PSgogg9EIq2y3VmEfpQszHdkuX3bgxSy7oAlbsrJyzs0ZLTKFQs+KA86ajzMZqMQ4Ah88cSWXHBajREKEGu2XH/W0H4D2zE++v6kUpqG6cUIdcdluAJzyybem1sL9Xpuym112xOD1JF7F2MCohQe5gCnHRpoATp6PMxA5iHAA1FyLyxm7OKoHOAXjbtyEa3Q7/sjBKlyyl+nEHkksQm0G2ezY/FzHknv7sbe6OxW6YLSdB7lBIjDtvOsos7CLGCcItCGJ8rGYPEk0l8N6whlxVDMIowSxkngvxnul2nCLGhXuzHKRoHEYhC3HA2dNRZkJinHAydsuOA0DdrGKEZk9H9IYrSYxrIGfJhkH3NqMyz4S1OEWMK4EEuYMgMe6eC88ogokAiXHC0dh1IScPD1o9BMeRjxsIQShB0AOAMzRBruw4QILcMZAYJzGeCyUXPEE4Abtlx1NUk81hNqQEeKHeswjjcJoeUFpGSoLc5hS6EAecd/FZAdWNE27AjtnxQOcApu14GWerD2LA44EXDVYPyVZEhgKGOYMQRCZO1QNK7s0kyG0MiXHnXnxWQGKccAN2yo772w6govsNnFiwD57L5sDbchXVj2NqJpyXlBT0fYowHqdqATUz1yTIbQqJcedegGZDpSqEG7DbQs5A5wAW4gRCV43Bd9M6EuLI0vfiHC2wJ4zD6VpAabKMBLkNITHu/AvQbCg7TjgZO5aqAMmFnN3l/ZhXwGK8kJvPEdbidB2g1mSBBLnNIDE+iVMvQjOh7DjhFuyUHRcTqy23egiWQEKcsBI3iHG1kCC3EZGhAAU+JC9Ep16EVkDZccLJ2K1URaBopM/qIVgCCXHCSpwuxMWovTeTILcBlBWfROwtShCEu7FrqUpw8zaUn9mJ/at6UTqrMMpVSIgTVuI0X/Fs5DtzTYLcYkiMT+Kmb8YEQSjDTtlxwVWlt2EfPLfNQVXL6oJYzEn3IcIq3CTEAW0WxCTILYSC4FTccEGaBXXlJJyMXUtV5i8ChpY1Y+61a60eiuHQPYiwErcm4fK9L5MgtwgKhOlQqQpBFA52LVUpDgeASiDmc3dHTipPIazErUJcq8kCCXILIDEujdsuToIgpiKIcTtlxwOdA/C2b8NYdDveb46jqn611UMyDLr/EFbhViEO6NMtmwS5yfBELPkvBcMU5KpCEIWFXcS4IMRDRbsw3BRAafMiNLq0VIWy4oRVuK1OXA6tJaQkyE0kGRA9FAwJgihI7Fg3XjerGN7ZVei/7GL4mi63ejiGQFlxwgoKRYjr1Q+EBLnJ8BL6yMVQdjx/aot8CI7Rwk7CGdi1blwgXl9p9RAMgcQ4YTZuLk3JRI9SFYEizXtQAWPsc4yxQ4yxBGPsyizbfZox1sEYO8YYu9/MMRoFNf0hCKJQsWPduAAPD1o9BMMgMU6YxchYIPUom+ErCDEuoFdSzOx07UEA/x3A/5PbgDFWDOAhADcB6AHQzhjbyDk/bM4Q9Udcu0dMQs4qBFE42FGMp7pxVrvLVYWEOGEWhVKWIoVepSoCpgpyzvkRAGCMZdvsagDHOOcfTmz7HIB1ABwpyCkwZqfQLmAjGKWyFcLG2LFuPNA5gETleYT3P4/9y+MoXdiEBS5pAET3HMIMClmIA/qWqgjYsaB5LoBu0c89AK6xaCy6QIGRMIraIp/u39IJQi/sWDcuOKsM31iFyNppqGq5yjXdOEmME0YzMhZAIuEpSBGeid6JMN0FOWPsDwBmS7z095zzl5XsQuI5nuV4dwO4e+LH8ZYFaw4qOIaV1AHot3oQOXDCGAFnjNMJYwScMU4njBGw5zgXGLnzzDh8xZoL7B6HgaeFv9PTVo8kG3Y8l6RwwjidMEbAGeN0whgBe45TNhbrLsg55zdq3EUPgPmin+cBOJPleI8CeBQAGGPvc85lF4vaARqjfjhhnE4YI+CMcTphjIBzxqknTovDgDPG6YQxAs4YpxPGCDhjnE4YI+CccQqY6rKikHYATYyxRYyxMgBfALDR4jERBEEQBEEQhCGYbXv4WcZYD4DrALzCGPv9xPNzGGOvAgDnPAbgHgC/B3AEwG8454fMHCdBEARBEARBmIXZLisvAnhR4vkzAG4W/fwqgFfzOMSj+Y/ONGiM+uGEcTphjIAzxumEMQLOGadROOX3d8I4nTBGwBnjdMIYAWeM0wljBJwzTgAA41x2vSRBEARBEARBEAZjxxpygiAIgiAIgigYSJATBEEQBEEQhIWQICcIgiAIgiAICyFBThAEQRAEQRAWQoKcIAiCIAiCICyEBDlBEARBEARBWAgJcoIgCIIgCIKwEBLkBEEQBEEQBGEhJMgJgiAIgiAIwkJIkBMEQRAEQRCEhZAgJwiCIAiCIAgLIUFOEARBEARBEBZCgpwgCIIgCIIgLIQEOUEQBEEQBEFYCAlygiAIgiAIgrAQEuQEQRAEQRAEYSEkyAmCIAiCIAjCQkiQEwUDY+yfGGM843Euj/1cxhj7NWOshzE2xhg7wRh7hjH2UZ3H+42JfY8xxnYxxq7X4z25tmGM3cAY28gYOz3xGd2p469FEAQBwFkxWWlc1CMGK92GcBckyIlCowPABaLHJWrePBGE3wcwDuDzAC4EcMfEy/9Tr0Eyxj4P4D8B/AuAZQB2AtjCGGvQ8h6F+50O4ODE7xPW63ciCIKQwBExGQriol4xOJ/4Tzgfxjm3egwEAcbYEQAjAFZxzkdEz78O4ATn/K90OMY/AbiNc96S5/uvA7AdwH2c859IvF7LOQ9qG2VqX+8C2M85/6rouU4AL3DOv5Pve9TulzE2AuAezvkTevxeBEE4A4rJWY8rGRf1isH5xH/C+VCGnLALnwfQAmCl8ARjbC2AqwF8T7whY+y7jLGRHA+56b2PTEw5nmCMPccY+4iKMf4YwLtSgR8ApAJ/PmNljJUBuALA6xm7ex3AcqljK3lPPvslCKJgoZisAr1iMMXpwqXE6gEQBABwzvczxnYBuAjA5omg9GMAP+Cc92Vs/giA3+TY5WmJ594FcCeAowBmAvgHADsZY0s554FsO2OMNQG4DsDtuX4XHcZaB6AYQG/G870AbpTZh5L35LNfgiAKEIrJqtErBlOcLlBIkBN2ogNA88T/75349+eZG01kPVRPQ3LOt4h/Zoy9A+BDJOsN/yPH2y+f+Pd9lcfMa6zC2zN+ZhLP5fOefPZLEEThQTFZPXrFYIrTBQaVrBB2ogNAM2NsJpJTon/HOY9kbqTXlONEXeQhAE0Kxuad+Hck61b6jLUfQBzA7IznZ2Jq1kTNe/LZL0EQhQvFZOXoFYMpThcolCEn7EQHgL8D8CMA73HON8lsp8uUI2OsAsnp2DcUjO3gxL8fB/C8xL68nPOQxPtUj5VzHpmYKr4JwG9FL90E4L+kdqDkPfnslyCIgoZiskL0isEUpwsXEuSEnfgAySzAX2ByOnIK+U45Msb+HcAmAF0Tx/kegGkAnsz1Xs55O2PsVQA/Z4x5ALyF5PTh5QC+CuCfAezQa6xITtc+zRh7b+JYXwMwB8mbifD73IPkSv+LlL5H4X6nA2ic+LEIQANj7DIAQc55Vx6/C0EQzoRi8uRYlcRFXWKwwm0It8E5pwc9bPEAUAogBuBBg/b/HIAzACJIZkD+C8CSjG3uRDKoL5R4fzmA/w1gP4BRAAMAdgH4PoAKA8b7DQAnkfTX3QXghozX/yl5CSt/j8L9rpz4DDIfT1h9jtCDHvQw70ExOe1YiuKiHjFY6Tb0cNeDfMgJ2zCRgRgCcC3n/D2LxvDPAG4DcCnnPGbFGAiCIOwAxWSCMA9a1EnYiUuRzDgczLWhgdyMZBkIBX6CIAodiskEYRKWCHLG2AbGWB9jTPIiZ4ytZIwNMsb2Tjz+j9ljJCxhGYAPuPRCHFPgnF/FOVeyoIggCMLtUEwmCJOwpGSFMXYDklZFT3GJlrmMsZUAvsU5v8XkoREEQRAEQRCEqViSIeec/wnGGvMTBEEQBEEQhCOwcw35dYyxfYyxLYyxpVYPhiAIgiAIgiCMwK4+5LsBLOCcjzDGbgbwEmQ6dzHG7gZwNwBUVFRcMX/+XNMGmQ+cA4xZPYrsOGGMgDPG6YQxAs4YpxPGCNhznJ2dx/s55/VG7d9pcRiQ/jsleAJFcYBzBlZcbM3ARHBwMNjsZJLACePMNkaeSACJBHhRHGAMrKgYzKKL2I7xIxMnjBGw5zizxWLLbA8ZYwsBbJaqIZfY9iSAKznn/dm2u/DCRv7iHx7UZ4AG0X00gvkXlVk9jKw4YYyAM8bphDECzhinE8YI2HOcLQvW7OKcX2nGsZwQh4Gpf6e+852I/GkHFuz24ZzvZtSvvsTC0SXpjnRgflmz1cPIiRPGqWSM/rYD8B7fhK7G4/BcNgfelqsws1oyF2gYdowfmThhjIA9x5ktFtsyQ84Ymw2gl3POGWNXI1laE7B4WARBEITL6DvfidDBdoT3nkHDscU4t9geYpwwn/rVlyDQMA8L27dhYNN2hI5vwanlXVjQtNrqoREFgCWCnDH2LJJdr+oYYz0A/hHJjmDgnD+CZBOArzPGYgDCAL7AqYMRQRAEoSOCGK95M4zZ56/H6Kp1qG+qsXpYhIX4mmqAps8i1LkStTteRvDwfhxb3onSJU0kzAlDsUSQc85vz/H6gwDsP+dJEARBOJpFZyvhKb0Q3StuSYoxgoAgzO9ExeZtmPHGThw/fxAne3stKWMhCgNblqwQ7qXvfKdu+4rGZ6Hv/CkKjgRB5EXY34VI/yBCQxRDCGlqb1kJdv5izNtxBPUn3sVxtKOvBXTfIXSHBDlhCqc62xA93AnfiekoGh3XZZ+j19+Mc++/itDiespaEAShmFOdbYievwjeFz9ErPR6hK5aSdlxQhZePQu8uQzlHd1YdPYsenNaURCEekiQE7pwqrNtynMlgWS3Zd7Xj1BXAA3HFmN8znLEWi7VfLyikT6gZAzzer+A8j070bX3ZUSvnFxBH/N5p7yH6v8IghCSA6XeS1DhuxWeW1bCY/WgCEcQGJqOyAd9iJT3o+8GypIT+kKCnNCEOPNdd74q/cWKSgDA+WAFyud/CdPuvgTTdDtyDUYiHai9ZSUCnZdiYfs2xH7XjeraEmBsGMBo2tYH6z6g+j+CIAAAV55ZjD1LpqH2FlOcIAkX4GuqQQAr4W0Hit7ajtAAObAQ+kKCnMiLTKuw8TnL0bdMPvNtpHOBsCo+0DmAPplt6rp64H1hE7r2voxIgw9sZh0AyqQTRMHC6PZHqEPswFLTvg0Dh7fj5JJDYMuX0n2D0AxFJEIVQvOM4YkSlNDi/6Vz5jt/staANtWk/GVjXZRJJ4hCpSQQAvMa1rSUKAAEYT7S1ogZezaha3gP3TcIzZAgJ2TpO9+JsL8LwGQ9eLTjBMoOe7Cw9BaEVq10lGevkkz6rI59KH9hZ1omXciie+obKNgShIM5/c4mRDtOoOtQBbDI6tEQTqd+9SXA6kswa/O21H0jdNkcLFyx3uqhEQ6EBDkhiVAb7t1ZjBnjyfKORNl0lJR9EqHlK+FpqnHsQqjsmXRRTXpXN4oiIwCGAABdjUmRXnbDChLmBOEgxDN787ouxdj8VSipsldLbcK5CGuZFu14GcHu/TgWeIQaCRGqIUFOpCG2A5uVWIbwZddh2rLmtG2cKsSVImTSxQQ6B5LtlLuTi3lONx9NvZZZh06ZdIKwF9GjR9Fyeh46+ZdQeeclqATQHemweliEi8hsJNTVTWUshDpIkBMA0hdpepuTdmAVt6xEhUHH+/j6eQgMFE953lcTx5utPQYdNX8yF/PEDnUDQFoGXeD4sklvdGCB+YMlCGIKzFuZeakScF4stju1t6wEsHJKGQsJcyIXJMgLHKlFmmP1Zai9pTn3mzUgdQPI9rxdkMqeixnY04EL976N4OH9CB3fgtjS/4GTO/6Yep2CMkGYhzi+dXVVAPOtHpH9cGostjuZZSyh42STSGSHBHkBIyxwylykSVO5+VOzrBlY1ozyzgHUtG9D39xyzPr9YgBAsGg/hgJtCC+hoEwQRnOqsw1856HJ+PYxZy1CJ5yPUMYi3A8Em8TS5kWYe+1aq4dH2AwS5AXCqc428N5eAEBJMNm6XljgFPnYlxy9SNOOCJn0okgHKu66EwDg2dOB2h1vI7hzP04uOQQsrkttz2bNIpFOEDogXpBem7gGoyvWUXzLk0hgssanzFeVZUsiG2KbxMpDb6BneB94X3/aNrHa8uS/FZ/Aqc5DdD8oQEiQuxzh5lS+14P6kYtSz/PyGSif1YjKOy+xcHSFhZA9L207gJrOY2AHB1OvBYv249jyTlqZTxB5IqyDGTrux+I9DRifs9zQdTBuQCy4peC+pF87C/hT25Iwz5/61ZcAuAR1bQcw/b1jqefZ+OS9oPdT5Sj97Yd0PyhASJC7FKlOmhWfW5m2DWWMrEEIymLEK/N7jnSRtSJBqCTs78JlB+rx4fBqTLt7pS2albmFTGFOolwbUvcAgaJIB0rn3YUL3tiUuh+IETLpAM2sug0S5C5EXDs5O3E9Rlety+69bQG+mrjsyv5CRFiZX9d2AN4/bkJXV9Lz3HPxpfA1XW718AjC9iSbl1Ug7vFZPRRHIGS81cRiQZhHAn4AlC03CqHhULZMOkAzq26DBLnDyawNjw0Mo+ywBzWlyQY+FU01tpyyJTstaepXX4JAwzwsbN+G/r5dGB7YgfCRfanXY7Xl5NRCECLETirdXZeSk4oKuK8er7f683ofZcuNJ1smHQBK2w5IZtJjteWUPXcgJMgdSvrCpY+mnuflMzAyrxGe1Zc4siQlV02jGO6JIzLsvrpGYQGQt3MlvO3bUs+z8UEEi8g+iyAEyEnFOsSiHJVWj6Ywkcqks/FBxKNn0NWYFOk0y+ocSJA7DMna8FtWpm1jRyGuVGgLU6KKto30TplCVYoTBLyU53mmfRYAxKqTLcBp2pIoFMRCXJgNJCcV8xFEOY8lkyNOiKtuRCqTXtd2ABU73kBP1x8xvHPH5AuL62iW1aaQIHcIUg18pt19ie0WLskJbzVCOx/U7j+XgLfrjUVsn1U6BBSHA0Av4PWfRHAn1RMS7iYzIRFavNaxs4FWomYmMhfcVw8e6U3t166xs9CoX30JAp3zUNe1KtWhtjgcQPmeZPfQSIOPzANsBglyByDXwMdqrBLfavjk+nqZBUvZayezCXY73HCSGZF0xE4tJ3t7KQtCuIaploZfIicVjegdp9NKWCYQx8qPr58nu3iU1hQZQzKBk64VAp2XYmH7Ngx0b0doYAtONx+lJkU2gQS5zeg735n6f/To0ZQQn2WDaVkpAW4n8S1Fvm2h5X6vzBuOgB1EuuDUMmvzNpS/kMyChC6bQ8KccDSCGJ/xfgKzT1+L8FXXoXZZs9XDcix6ZsczEcfNTO/yfGMxoS/CLGuoc+Vk+WPHz6h7qA0gQW4ThEWaC85MTz03EipGSe/FGJu/ypJpWScKcKOR+v3tJtJrb1k5mQXZtB2h45QFIZzNorOV8EQuQPeKW2xn4eokhDhlRhwXH0PtGh/CeOS6h1IZi3WQILeYzJrI4TnLJ310y4CaOy8xbQF7KliL3EsKXYArIZtIt8oJRpwFqXzr6VSwpRX3hNOIHj2KSP8gQkMkErRgphjPJNcxqfbcOsTdQ5OLQKm+3CpIkFvEVLcUa2oiMzO7wgIdEuLaED4/4bPMVltpJElhfm/aivvwkX0kzAnbI3ZSiZVej9BVKyk7nidWinElcF+9bBadhLo5CItAF7bPT9WXk72uuZAgtwCrO2mKhaFdA7TbkKutBMy54YiDrdBwaCxwGhW+uYjXVyIan4W+86coI0LYAiFG1u+ZT04qGrC7EBfjhHJAtyOeWa3d8TKKirtxCm0kyk2CBLmJ9J3vRGRwGiLte1KWXRWrLzGlk6YdRHgoMKbr/hKeBELDY/D65D9BNW2hzSLz8xdnhoy80WQ2HOo/vgsl5X0oARD62BoMHWtDeAllRAjrKQmEsDR0MToXr5J0FCKyY4d4n0k+sVhu7FLZdBLp+uFrqkGwYyE+MjyEs1YPpoAgQW4C4vIUb/NfoIqb4yFuZlBWIrZLfDN0PSaLFKPENwOhwKDsNi/9vFv2tVAg/edswt5I5BY/GXWDEQvzmDCGsi7M27GMvMwJywl07gbv68fw4EKQr6E67CjEBbLZzKpF6ncjka4vqbVshGmQIDeYzPKUs1fWo371EsOOJ1UTridywltvsa0GPY4dCwxO+d3WfXM+goPSGR09by5ihL9XpmWYEYjLpEKRPlTcdSd5mROWIW5+Nq/rUpybfz1lxxVgZxGuF/L9JCZjcS6Rzj1xoMy4MRKEViwR5IyxDQBuAdDHOW+ReJ0B+E8ANwMIAbiTc77b3FFqQ7Ax9O4sRm3iGoyuWIeKphqURDoMOZ5RQVlKgKsVwJ9ZPwPBgaIpz9fWJPBKq3x220ykficpMQ4kfXOlPhc9M+xmZ80FMr3Mjx9/FaHF9STMCUMRJy4Wlt6C0Mfs0fzMzuQT85UIWzuiRz8JHumdkrCiDHpuSgIhgEK/KViVIX8CwIMAnpJ5fQ2Sp0ATgGsAPDzxr+2Z2lFuOSpuWWlYnbjeQjwUGEvVZgP6ZJ+lxHi2551A5ucilWHXS6CbmTUXELzML9zxMoKH92MoQPXlhP4IiYvyvR7UjyQTF1Y2P7M7WuN9oTfnsXpxvdNg3koA+q79IuSxRJBzzv/EGFuYZZN1AJ7inHMA7zDGqhljF3DObb2+QBDjH3mnHv2J1Zj+Py7GtOpZhhxLTyGeKSRZSbGlJShORE6gi7/caBXoZgvzZK35nfDs6UDtjrepvpzQlb7zneC9vbiwczH6PR9FxeeMS1w4nUIoSzEbqxbXOwkeGkbM57V6GAWDXWvI5wIQr8brmXjO1oIcSHaUq0jUgDdfCl6t/5SrXoE5U4SnCcpI3rslJhA+T2HhaWYGXYs4N1uY1yxrBpY1U305oTvieEmkI24s5jYRrrfjlh5YVSZIEAJ2FeRM4jkuuSFjdwO4GwDq6+vRfdQaNRmNj4GPTEOo/gow33QkvGcRivRN2S7Cx9CdZx05j8UBD8BLSid21qt6H4lYIvkfTzITPjmwyf/GeAiBiJ4l+/LZVC3H0X+cmciPe83tXpw/Xz7l+erqcTzz5I7Uz6kxitqt8lgc50OTPxeV5Fm6M7FPFosmV1og42+qAkXn5ScvwCj+DN7+AOLjIQwdBYY9/SgrN+eGFRnjll3fanDKOPVEbRxWGi+NREssNhIem7AB9ADR4hjOVvbmFeulmS37yrnIwbz3GuPhKe9P3WskYJVq49RC2VdW314jG4t//eT2rGOURSK2AvnHVzXY5byMXRrHYbYMsRCmXM9OiXFOGaeAXQV5D4D5op/nATgjtSHn/FEAjwLAhRc28vkXmb+M+lRnG4reTS5Iqim9HqGrLodvtnR2vDvSgfllzar2r7W5gzgboaQUJRDZDV+Z+i6OA4FJP9n136zF+cHcQrNoeDIzVuNTF+zyHadSamsSsotRgwNTbwAAcP58edqYJMcoOkVjIsvGvLPmE/tjGrI6qs7LOcDAng549r4N//SjGL8sbEoZS/fRCKy4vtXilHHqidI4LJT1jU90KA4tXmuZk0o+sdhIpGY/z0UOYnbZFN8DVcgt5MxEy3HOhPajKtw45Xm9Sh/zjcVVw5NjGqo8pv53FJ3GWuKrGuxyXvr3HUBTyR7su7EI8zNiu1NinFPGKWBXQb4RwD2MseeQXMw5aNf68b7znVi4NwRP73J0L79F9wVJeolxPWvCxcJbjNc3+ZsrEeM1NYnUe0KBsOx+v/jXtZLBuLp6BbY8G5J4hz5kc4C5bk3+5UjprjOT+6mdEcfLD3XnLcwzS1nMKGOZtnkbFu55F8d9veir76QSFkIWsfOU0KGYnFSMrw9XIsaVNEqTE/a1M+J4coOx1rf5xmJhTLHAIBKxqet51LjOWLG4nigsrLI9fBbASgB1jLEeAP8IoBQAOOePAHgVScvDY0hOGN1lxTjVwDz6ByMtYjwUGJP10VZrNygllMXi+7PrPRhQ4Ziybcto1v1lIufGkpymzF+QW2XHKOs6M5je6EiLMDfrpsGbL0V5RzcWnT2LXm2JPMKliIX4rMSylAVsIS3g/Pj6edLCb0YUWx/Sr0ZcaTZcYPszJ1P/z2yUloncfoODxZpLOYyOxSW+Gan1PABSMTYf15lCEebF4QDYHC/IZcU8rHJZuT3H6xzAN00aTt4I3rmnD3tQU9oENOi370gg/yAtZMXlfLSV2g2KhXg2waxGjOuNeIxqS16y2THKZevNIPOmkY8wNzNbHhiajoH3zyESOoFTy8kakUgi7lDccGyx4RawdkZW+A2W6poVV2tfaBc3LbOtcfX4vQtFmBPmYdeSFVuTeaMJLV4Lz+pLdCtVyVeM61WeEo9xDAwnBWk2IW4HxOMbCIQN2a9VZLqzaBHmgmuA3jeMpDXiZzHS1ojKQ2+gZ5gcWAodzjlO7mgVCfEvYdrdKzHN6oG5HDs6l+iBlckRJZAwJ/SCBHkehP1dWHZyAY6HVut+o8nsJKYUPcS4EPiKKovw539dK5n5rqlJ4MVW/YSvnpgpomtqEpKfT/WMRPoNpHLKJqoQ10CGAmO6lLEYcbNILsy7BAtbX8TApu3USKiA4fE4yjaNpurEfVQnrolsdc4v/bxb4h3uIldcVxKL1c6eAlAdb82clTSSQOcApu14GaPTj6K9MoxSatNpGiTI84QPhxD3+HTdZ74143qKca/Pg+GIfBmKleUpdiL7l5LJhari2YZ8bgoCepWxGH2z8Kz/LEKdK1G742X49x7FscseoUZCBQbjxShf/r2CqxM3ilx1znYpO7GKXLFYMAyIe5KxWE0czicJYvSspJH42w6govsNnFiwD57L5qCqZTnNdJoICfI8KAmEAJ1vNVrdVMRBWW6BjBwDgbgtSjTkkM2AVI9bMBrlJGcZbpzyPGMcnE+12q+tkfftFRCXsdixhAWY7PA5bfM2fHT4GPbSoqCCghUXU1Z8ArnFnHphphjPZj1oZ7w+z4TxgLpYrDUJYkYCxAgallZiqLkZc69da/VQCg4S5HnCvJVAftUlsuRbN54ZlHOJcXEA1aM+T04w64VcBmQ48i6Srpj5ITfuGp1uMHKfCedMk3uAVlEOmHez4MMhADSrQhQmucS4ErtBNciJZj3IFq8CGnuvyI3bDrFYS7x1oijnoWHEfF6rh1GQkCBXQd/5TkT+tAPDXQF0dVWkty7SQL514/nw9paBKc9pzY4LgnnlGnOWbYUmFm8mPAmEhnPXs8v9flbWwgtOLvmWsYizN7rYI2qsdZdCKOkqCYRAZYgEkc6uLed036cgLLX0SchE3LxMDu6JIzacvp2a7P0rrYNpZZNmouQLTKGJcsIaSJArRLA4rN8zH+WLv4TKOy/RVcPolR3PhRCojfba1ouQhHOKIGIDEaZI0Ga6r9ipPEeLKAeg2bdcuFnwWDytK51eMG8lyMeWKERyJVquWJNsYy/VhEYgW/t5I1HbQXgoUpS2XSgwlrYPJfepGl8xBgJxhAJh02O0kjhcCKK8OBwwJDlDKIMEuUIWnkSyG+eqW1zRXS5XVsCoco5s75cS34D8Ysgv3rFiojlQOplfNsTvFwK+gJXi3OubXHCkVZRny2Ll6kbHffVAqEf3m0VRwzycaT8GdvgATnb8DGz5UlrcSRAZyJW1hAJjgMe42m2p96sV4oAQX6bWZwvxRSzOcwlzN4vym/56iWwcfrO1R9W+jIRVUjMgqyBBroC+852YdT4EwLhunFYiFfz0LueQ6s6ZLfutBCkxDmT/siEnzq0S5oIo14qQKZe6SSjpRsdLSjWPIROxR/mMPZtwHAfJo5wgFCA4Z7GSYt1nMqXKFvMR4gK54kt65jx31twKUa4mOZIrASJHPl1BicKCBHkWhAZAQ8f9mLanAX2LLzMkO65npzZA3cIecfADjBOmWsW3EaSLc2VZ8+RqfWX+7GoWu2rNkgtoXegZCfh1n1KtX30JBmrLcO3p9xCeM4heXfdOEPZDaO7mq4nnLbhKfDMAjYslc6FFiOeDcIxcWfNc9yU1cVh4PlcsVpMcyZYAcSrsPEVmqyFBLoMgxme8n8Ds09didNU6x5SqiDMqShb3CEJQCIDixZJKBLoQxKpneHB+UHpq1WrxnQsl4lzuJgBIr+J/sTWM/3Z7iWQmX1y6o2eWPJ/MTSZG1Dkmps/UdX8E4QTEteFCzbgZ5CpzyUeIs4B0nTsg/3sJ78lMOikR5pn3pbSuzCr7ZCiNxYVM8MR5eEb70YuzAJyhddwGCfIsLArPgicyA6cvu7ogfHWlFksqbUdf4yvGludyi0E5j3Q7LTLNvBEIDAyod5F5+sm3UFmWvzWjWrRmboTFRwRBOBe5WBoLDCIWSP7/v/31/KxrS4CpIlztF/UyXxUigaG0/YjFuVJhrscsrtmx2CkEOgfgbd+GcHQ7Asvj1MjNQkiQyxD2dyFy7CzC/ulINBuT3ROmNbUQCwxKTvnlag6kdEGQ3pltuTEZ5Z2bjVxfDjLrzY1Cj+y43hjmBnA+pP8+CcJGZK4LkltULaC3F7kUUhnxbDXNTKZxWKBzav05sED2uML24oRWREKcy305yIzFk8LcHItdtyOI8bGaPUg0laDqhpW0vsdCSJBncKqzDdHDnfDuLEY88VGMrlhn2+y411eRWvyTSS4xbpdstBaqq8dlXVaUoObLgRElN2Ihrvf+xbXkcnWsckLAqCw588wAcFb3/RKE3RAnWnKJcTnLQ72I5WGLKiXEve3bUBbpRrU3PYFQV/EA+semJoXqKgYxc8+jAIDzb3kwNn8V6ldfktq3OHMeGJAue8mMxUaWPhqdGFEbh82iblYxQk0XILG4Cj4S45ZCglyEIMYveGMWxucsR8UtK+GEJRtyWXI5rMhGK0Ft/fPTv2pHdfhCmX1N/r8/1od/DvwNftj4K/jKZmkZYlYkA3pl9m30vsEks/5Tv0Dmc+O3u2cuQTgdObGeTLYM5u0JredizeDmbag4sxO9y7pR2rwIQV96dvrJP/8hYqFLUeLdN+W9H05ksvnOQxjuOIK//eNh/GP1v6Km8qLUNrkSXkotE7UgxGU943E2u9mtPz9MsZWYAgnyDK48sxgfzvkoam9ZafVQFCFkydWKcitIBlb54Kv2xpHZjEKOJ4/8HPuG38Zjx3+Ev5v5A9Er+s18ZC5cnSyH+UTGdh5DZyfkvmypdXqgWnKCsB4eS3bAVBrb9Rbi5Wd2orfxODy3zYG3ZY1sOUP30QjmZ6k77qtvwENtD2Lv0Ck8OfD3+NapywEAo0MJhNuvB/C/ZN8rvscBuYV5Zq355GL89FhcU5PAr38enPxZhRhXkjxyms1hvJ46AlkNCfIJ+s53ovhIF4Z7fYj7fIYfT4/6cQG1ActIsgUqKyyi/JFebBl+ARwcW4ZfwNcX34e6spmypT7ZyOZckCmy7VQrbzeK/cNAtdWjIAh74/VVYCiSjBdSXS+lYq06xxR5d5Sxx5/AWNF+BFfF4V2yLG2RX2QoMGV7nvAgMjQsu7/oOMMfR0+CA3ilqht//rkvo7aiCok/7cDJrs3IJsiBqYs/a2dUITgoXXOeuQhUbjG+4MiSb1bcTZaHAMVlO1DwglywNwzvPYOGY4txbvHNqF99idXDUs3U1erG1r3nK7zNrqN77PRPkECypjyBBB47/R+4f9G/5hVM3VB3bzmVzsrC+ENBfGvbA/jxyu+gzltr9XCIAiQzVoU0ZMHFizXlYnFNxQB6VuxB6ZImNE4I8UwRzuvSk1b8XGTKc2J+uf1ZJHgyDnNw/PbDt/G95fcAtzah73wn8G+5x8x99anf9+WHulOvy/mYKyEfMR5zmf+4UyiEWFzQgvxUZxv4zkMoO+zBrNJbEFq10hSvcSO7cwqBonZGXDKDoARhmlTJcdRi9AImMf5ILzb5n0eUJ7trRHkEG/3P4ytz/xZ1ZTNlb0i1M+KSGSmlfGa9vUuHrKK/N46xyFmEIyfQV1/piNX8j+xtxe7eQ3h4b2tSQBCESrQ0B5Iin9grLj8TapfF7dqF8pTjy7pQtbge3pbVmFndlCbEswnubPhHg9jUsRXRRAwAEE3E8NKx1/GXjWtQV1GNmdVN8NWNI9A/dYG+ryY+xTpRLMzFM8PA1FitdyzWo88DoN4+0kicEpcLIRYXpCAXO6nUJq7B6Ip18DTVwMzm6Xp358xk63N+2UUlmYIzk6JKZbXZepJPvTLzRMGG5d/3q75/SWXHBcRZ8uxfDpQFfCnMLkvJZXGpBb0WdvqaahDASnjbgfBb2zHE2xBe0mVrv1t/KIiXjm0FB8dLx7bi65etd21mhtAXFvCnYvzrrfKx2AyHDTkLQ2BSiPcs60LV8nrMbrk5JcgEMS4nxEfGJsV6IuHByJh0ycrD7Y+nsuOp7TnHL09swXcuvh2RoQC2vvECyqqSxxEnymoTH0Wgc9LpTBDmwmcrvk9JlW3qFReVONXksre0I06Jy4USiwtKkAvlKUPH/Vi8p8ESJxUeM8/iSInglGLIwHbN2YS3WuHHIsVZ37O/a18qOy4Q5RHsG3lf8TGyTRcD1tbrCyi56eRz49d7YaevqQZo+izCm2swf8+7OO7rRV99p60zMoKQSPCEqzMzhH4IGV0xZs4MCkhlxQUCnQOYtuPlVJ34jCUtKRGWTYiLRTgAlM1IbsOKI6n/Z3I4cCKVHReIJmLY13sE/PqJ9/cHUsdd0LQaffUNCC1ux4m929Hwxhn4u9ZmWCZO7QAqnTXXNuOtZpGsUjFutc1hJkJcHtuzBLU73kbRcDdOoc1WojwzFj/UvgHfWXZX6nXhy5zTKQhBninEq+Z8AdPuXml6a4FIYAjwGJ8dtwtSYs7Mqbr/Wvb7Kc+lbpQyneNyIZeRAZSJc6Ue6Xqxa8s5U4+nBN58Kco7urEoPIheqwcjg5CRSZ9md29mhnAX2Rr7eNu3YTy6HcMtYbDlS1N14oAyMS4nvOV4av1DaT9HBiUWhdalC/OZ1U3Aiib0tXRi4E87MNz1U3gfXYzQ4klhnlnGIqB0dlcqFmtZKJuNXVvOZZ2psAM1y5oRPH0WixHDWag3PTAKfyiIlzpfT4vFG09tx1c+9uVULI70T5ybDhfmBSHIw/4uzDlZhtkHr0X4qutQu6zZ9DEIQpCXlJp+bDOwWnwrJXNM2do650JenMtnZWhhqDMQZ2QEKEtOqEFcWmHmMQHp2OtvO4CK7jdwsmEfKht88N6QbmMoJ8bFWXG1YlwKYR+RwUBq39MrfKlji7PlM6ubgFubcKqzDf7KQyg7/DjCrdcjdNXKKWUsgLr4/fLPu9L6VQgYUa5pdzEuhg+HANjHDewX721AAjztuQRP4LFdrbj/+mQsFs5ZpwvzghDkADBzeAY+rF9orRj31QMRu+YE1eEUAZ4L8Zj1EueEQs6HrB6BLPv8R6Sn2f1HLBoR4SSkylaMJFd5ird9G8aKdmF0aQDe5cswL6McIZcYzyXE44ghmJC3Pawtmvr+TGEuFuXAZLa8rMqXLJ9oWo3T72xCb8frKNu5HeH26+FZ/1nJzp9KYrfZMdsJ98e4J/nZlwRCgE0qCfcHj8mWPGUi/kLnRFHuekF++p1N4B0n0H3iYsTnm/sHShPiLiBThGsJMIHOASS6eqY8XxyWSFnIELtmOoLvbpN8TQgsYnLZWeolzpW4t+hVe26GxaURMM8MAGetHoYsL6zLmGYXuU1I+TCLyfRkduKNgdAHo7Pk2YS4QKKrB3OaziPYXIX51/75lNdzLd7MJcaDiQAAD6ZVSG83OhZAMBGQFOXC/jNFuTCeTHE199q16LuoE7O8R+E5MYLuzoFUplxKmPtqrFtM61S6TwBR7wmc8tmjjvzZG38EQLnLj3DeOBHXCvJ0S8NPIvQxcywNBdwixvUU4QLC1GlPwz54KsvSX6wCYtVl0m/MpHwtgs2bJF8qOZ++mDM8HEHFE5dibP4qRT7zcuJcyd9TvIDrXOQgZpe1iF6tmFJ7nhpzHt34APO93fXEzs0ocnkvy5HpyRyRuDmQSHc/4jpnPe8DSkR4Jjw0jJjPK/+6ggWcmSSFODCtwodhJu8EIAj14MT+5LLlSkU5AKA6+bsUjfQhMyEhFuZbf344uR9fvUQs1hfZODwj6ojsOJBMWgU652FW+zYMHN6OY8s7UbqkyVJhXlbly5kEkSL5Hmf1vXCdIM9s9BNavBae1ZeYZmnoBiHOYul2glqCib/tAKb3Hkvud3wQ8egZ9DceR+UKH3w3rNPksNF9NIL5135N0banOtsQ2HkIZYdPYuzxjwIAeHlSAI/Maswq0qUyL0D+f2O5qdJMBxel+zDawUEv60Mx/b1x9PuHEA+dwAgGbJGJEZMra6iGzH2Ia2QFSKC7E71EeT6JEaFUJRrdjveXx1EqUYOQS+jkyo7LZcXlth3NIvIFUZ6JlCg/4enF0KyDWNzejeDp5ai9ZeXU/WXEbeaJAgpzPfmQGYedVDcuRuyGteTMfuxbYvWIkrD+gOosOU/EYOgfXWdcJcgTiTjOvfzqhKXhl0x1UhHXCzpVjKeCvkd7EBGy4P0N+zB+9eRFFKsth3fW1BpGoxFqEE91tuFc73GUBMeT4xkYRvHxXQi3HktbKCSFlqy5EuxYh6639SEwGfC9nSsxbcfLCB7eb4tMDKCvEJdDat+ZWXQS6O4h06pPTGbsyLzWxL0WlMZkQYiHinZhuCmA0uZFaLx2rez2Rp7rUuQqXxkZTM+SA+llCGIHFv/idoT3Po3yR3emHFim7FP43ELQPWbL4VQxLsZO9eRCllytKEePfdcpSeEqQV7EGa7t/RhOX3W1qYs3nZ4Vz5wCZZH8mxsI/rbRov0YXRqWXEBkJUlhnv5c5kKhXMIckM6aG/X3z9ZUxAp/Y71ICvM7UbF5G5YOH8Nei622zBDjcoiPmZlBJ3HuDqTEmZRIF2+Xq9eCHHWziuGdXYX+yy6Gr+lyyW3yKQPIZHQsoCpLrgVe50OkfzJLLgjzU7PkHVjEsJLiKXaJgLq4rSQWu0GMA0BRwzycbZ+Pofhm8L5+lN2wwtKeEcLfXUheKI3TTlrgaYkgZ4x9GsB/AigG8Bjn/F8zXl8J4GUAJyae+h3n/Pu595y0xklMn6nbWLPhpqy41uAhCPHxov0pf9uFJgpxfyiIb217AD9e+R3VPtHCQqFIzQ6c7NqMhjeOpBpR5MIMYS7XcMKsrnDcV49IwG/oDcZqqy0rxXgmmWOg7Ll7Meqa4uFk+Vu8PnsNrZbzvbbIh2AiMFGGMnmcwEgQ/7z5Afzj2u/AN20yFo9mqSHXQqYDi++tbvi75NcKaVm8nysWu0WMA5MzmXVtjfD+cRO6ul5G6LI58LZcBWCBZeNSky3nJUmJ6xRRbvodkDFWDOAhAGsALAFwO2NMqkppO+f8somHAjEO8DhHYGi6jqOVR5wVL3QxHty8DRVvPIwTC7YjsnYavOvWGFJ6EBkKpD14IpYSUo/sbcXu3kN4eG8r/KEg7nj1PvSHgor3PbO6CfNuvQu+L67DwCfOo5/9FKOP/gv8bQcUvb/MV5X6HFnAr3uZh5uRcsQxEzuJcSl4nS/1ANKvA4KQpVp+EadeCOI6wWMpwf3k26040HMIT+1sRWAkiHta/wbdgeNp22tB7ryfe+1aVC5fgaqrxrAQJxDoHMi5LyFuZ8bufOK3m8S4mPrVl2Bs1ddxRWglFp21xyJJQVwrcVMRx027Y0WG/GoAxzjnHwIAY+w5AOsAHNa85+JSeNZ/1vAFnIIYv+mvlzi2lIDpkPHMbL/sXbJMFyEud+FkCibBzeJ09zG81Pk6ODheOvY6QqHBlDhX28RFqhHF2OMfxeiKdTnLWADzFxKZhdFZcuatREnAb3qtot3FeCZypS1OyP4YycfXz5ONxYLTRibcE0dkWJlXuJNEVtJ5RB8ig4GcCztri3wIIILaIh+OBY7htYPJWLzl4OsYGRvEoTMdePH9LbhvlfaGWrks7XLNCGRjatM4qXv4bFX7cBOCVW2xX95v3kzUlLA4xZ/cCkE+F0C36OceANdIbHcdY2wfgDMAvsU5P5Rrx4wxfUaYhUhgKJUR11JKYGVdsFYxnqv9cj7kazEHAL88+Vqqk1ecc7zSvTMlzv+ycQ3qKqpVX4Rpi0B3vouynfsV15cDUxcSOXUWJRMjHFeKGubhTPsxsMMHcLLjZ2DLl5qyuNNpYjwTOWtFO99wjCJXLJa6/nikF9xXrygWRzLW2dgVf9sBeI9vwv5VvShd2IQFGmp+p1f4clofZvK7918D5xOlo5zjjY5kLH7l8FZ8+er1aSUsUki5rKim2gt+QntHZLV/ZzufF1rxNdXgZNciVLSfRF/vH1F21Wz0nR+1tKZcQGkJS2Y3T+G9dsIKQS6lmnnGz7sBLOCcjzDGbgbwEmRyZ4yxuwHcDQD19fXojnToOFTRAGNJT2deWSrqtin/bflc5KDk8zEexrnIQQQGbpR8PTBQLPtePWCxKOBB1oWbET4m+znGhsIo8g4i8CkvijxrUeTxojRege6j8j602eCpDlyeVL0XAODc5P6CkSD+v45/x7eb70Nt2aQYjoU5Du8+h41Ht6Y6ecVEHb3iCY7/3PUKvrngKwCSq61ZkbpTvgjXI3rlVQhfNIKRSAxl4wcx1F+Jkipl8zDR4ijOeXqAULIJEi8pVXX8JOrPM7UI52VWKifOn1BygZRuLABCC5YgNrQIReODGOsbx7HBc8lzq3jSeSYyxvM+z6TgiYlz7px++wSS5+W5g/ruMzfJzCCLxZDvua4Fs+KwPPI1rWcreyU7JKuKxROJV+H8B3S+BmTIFovFxMbiKAoNg18ygsHrrkORx4uiHHGZJzzgOc79RMIDIARWnDyXgpEg/u/Rf8e3L7oPNeJYHOLofOccXjkkF4sT+MUrz+AbjfI2tTweA+BBUVEJRiA/LhbzgBVJvx6Nz8L4jBoUXVOMSPlZhCKTswVKP8vsyJ9nep3z+ozTAK4vw8jYjfCGrkG0qAhDRzmGPf0oK7fDF5HKpJboCaXpCOlYPDVWAubGSzmsGEEPgPmin+chmQVPwTkfEv3/VcbYLxhjdZzz/sydcc4fBfAoAFzYeCGfX2aMu0pkeEhVllOuAYGS5gTi1/XOpLPh3Nnx7kgH5D5H/74DaCrZh303FmnOYirNUD6+/QUcGjqMjaO/xf2XT057njsYwcsDL4AjIfm+GI/hD/423HvTF1HnrU2b6lT3zbgMQBVOdbbh0j8k8OHwR1F7y2WK3tkd6cB8b/KzzNeNJ1vjH70aXShumlGmT7mTJHXAwJ4OXHz6PYSXDaK3sSEtA9N9NIL5F+lT/2NkdvzcwQhmt1hVp5Q8bv7nen6YFYfzwYxY/Gbr1K7DepAtFosJnBpAQ9cxhGYfRe9lF2FmdfbSCgCpbrLZr4Hk+SRkyn+1OxmLXwz/FvddOxmLA7sjeHEweyxu87fhG5/5omSWXMiMZ9odZsL6s5cc9J0/hVntXfDsmYHu5lvSZjOVfpbZyBaL55c1pxk9yKHl/ms5yVshTvTvxbJDh7HvxiLMt42LWllybZnofM4ei9OfzyyFsiJ7boUgbwfQxBhbBOA0gC8AWC/egDE2G0Av55wzxq5GcvGpZRX54jIVs8k2FXvFmmTQVSrO9ShVqezahb5LtbVrVyOG/KNBbOrYCg6OjR1b8ZUr1qe5qOzvPZLKyEiR4Ak8tqsV919/T+p4WmrJWKUXGAbY+V7w6lmq3ptvkxA7rkcwonQFMMchyemlKkrIPNcJ7WSLxS1rkplTI8V5Lnh4UNVCTjUdEKdX+HAqeAyvHH5dtgTl4NncsXjDe61pteRKhXg+SHXx1Irc3zYSGEJk4qPMFdula9MnEdY2OKEExg4e5XqRy90KMF6kmy7IOecxxtg9AH6PpO3hBs75IcbY1yZefwTAbQC+zhiLAQgD+AIXCtNMRsk3Xqsxw/5OqE080XgcnoVz4K1vyGs/asXQY7tbkeDJrItYXAs8e9tDqf/f/sI38UHgw7T3RxMx7Os9kvZcvgs8PPUN2LOwHUPx91H+mwaMz5HuEJcNo9ppm4nQLMgoUW4GbhbjYgrl97QLZlmR6onSZiuth8T14Qn8cscG3P+pb6Vef2r9ZCz+i9ZvorN/aiw+cPbIlDpxpWI8V3Y8jUpz3NYA9TOfubYT1jbICXe7xFzmrQQs7h1hJFZ0WLakaIZz/iqAVzOee0T0/wcBPGj2uDLJdaFlm76yG1ps+AQx7l/WDe/y/J1U1IpxITsuZF2iiZhkllxALM5zkY8oFzeiOFvdiQve2Al/m0+RX7kYEuUKOG9MhzXKFrsT34woAoNT12fYMRbbCaVZcqlY/NqxP+GOSz8Ln6caPO5BZHDSfeOxz2R3KlabEVdib5fG8Ahggm41simg1D6FmCtgpTgfOhsGr+lH3/lOWyzuFFDTzVMNuQS6HuLc+ip2m5PtQtNSSmCFmNdy8c5tno5+Hdwv1Fwo4uy4gFSWXMtY8smUL2hajVMA5g1X4PiZ/AQeiXJ5BHsto6CssfvY+tDRvK8jJyVW5Cga6ZvICufnLpJLxEjHYo5nD27B/dffg5GiiCFlJ8LYAPWCx+jyNys6dGceK2KV93lZGUZGLkDRW8cQGtiCU8u7THHGyjksFWVYWslW4pKvOFckyBljnwPwDIALOeenJp77TwC3AFjOOZ+6hN3hGF2qYse6YDmKwwFxI7a8yOcikaoPlypB0UIuX9ts9OIsvP4SDOzpQM0y9Ytw3CDKs3nxW1VLKwdlxwkpnBSLjUCJbZwZsViKfMW4WVgdt4XjRwJ+3PTNi2RnifSOxSUVxfCs/yxG2hoxY88mnK3uxCnAFqLcKqTW7ag9b5VmyF8A8G0A/wDgq4yxbwG4HcDH3CjGBay+2AD57I0a9HDFYJVeaK0XU5uZVFOCogVe50NETX0ihCx5G6KVe+DduR+evcqbB4kRRLlT0eLFbwVGZMf9o0F8t+0BPHDjdyRLqazAjmMyGqO/2OoRi+1KLlFuViwWY2cxbreYzX31kmIcMDYW16++BMFwAFcNH8NeG9ST+0NB/N2bP8QDa75nWdzLFOaDJQzf2vYAfrwydyxWJMgn3E6+C+AVxthxAH8P4BOc807G2HwATwOYCSAK4J8557/T8Pu4AjmLrOrqGrQ9m7ulr4A4e5PNdsvOuDUzuaBpNfrqGxDytWP8zYPwts9AAMoaB4lJinJrsuST51S6TZoTus2qwchz8LHdrdhz9pBupVR6YMcxGUm2L7YUi5WhtMGK0Zht2ZkvesdrJ8bigT0d8PpPonfOWejtaJMPv3hvA/b0d9gi7gmz7794b4PizuGKa8g5568zxtoB/BDAWs55+8RLMQD/i3O+lzE2E8AuxthrnHNjVmWZgB42h3LfSs+fL897n1ZclOy8PhMgdq/bzSdLDiQXeva1ANVnj8JzYgRaTvp8M3xavOqdluHWglHZ8UxbTkDe4cGMzLX0mAoDqWvI6FhsmC+/BVgtynXJip8PgXnycwHTSqHE4thYHOEXXkQ4uh2BFXGULmmyvFzFHwpi46k/2SoW93lYakwvHduKr1+WPRYrFuSMsU8AuBTJTpsplcY5P4uJFVic8z7G2ACAOgBdeYyf0BnN3uM7jqB0YA/am0+i1C2Go0agwv9XinwyfEKQd1IgtwKjs+OZtpx31tyddXujM9dSYyoEnF7+lS+BzgFM2/s2Ts/txKCnCF5oE6NWiHKnZMU/vn4exWIAiEQwffpZBJaUoOqGlbZwWXlkbysSmLTltE0sFo3p4b3ZY3GRkp0yxi4F8DsAf41kG/sHZLa7EkApgG7FIyZsib/tAIaf+Bl6vU8j8Jkgqj6+2vJvwGagVbwlm1HkR5mvStKesmCCvIEYmR3PtOUMRqTLIDIz1/2hoGljQlFhOGrJXUNuJNA5gHDrixjf+QP0rNiDoc9cgIUr1usijgRRnO+CdzWIs+J2FuMAxWIxlTNiYDPrbCHG/aEgXjpmw1h89PW0Mb10LHsszinIGWMLkPQM/w/O+QYA/wjgJsbYyoztfACeAvCXVjXx0QM3ZVjyvTHFxuKY3nsM5UtHUHVls25B3u5oEW0nPL04XXYUnr1vI9CpvC5VCicJCrmaWbvU0pqVHRdI8ASe634+5/ZGZa7lxoQqzNH9YDbG7GvIivtGoqsH06efReJjJYYkTASBzPoDhghzYb9OEOJOwIpYHPNpmxnWi0f22i8W/+qtDansuHhM2WJx1qwJY6wWwGsANnPOvw8AnPODjLHfIpklv25iu3IALwJ4gHO+U9NvYQPs4K6iF/mWq9TNKkbIW4IK31ydR+Q+hDryQbTjXMl2NLxxBv6utaobBgHOs0J0Qi2tUdPuclZwR4aOTtlWbZMrvceE0izFlC7D7NIVwY/fCqou8BiepdS7hMUp5SlOw9RYzGO6OK/pxT6/vWIx6w9gf/CY6licVZBzzoMALpZ4/vOpAzPGADwB4I+c86dVjtu1yFlkVVePWzCa/InXazQgdyBqGwUBk108+1o6MX3rUdSf2IvuznnAAvXHN1NQ2LEpCg/n19wkE6PdfZ697SH4R4NY9+xdGI9HUF5chmf/7D9Q2n0BRsbSj/1w++OGNrkSj0mKK/5pzWHdDuIw3BKLrUQPUW6mENcrhpiJHWNxJoHOAUzb8TL4p+ehvfKAbdaVvbDuIZzuPYZbf/93qVi8cf3jiH04Vfsa1XAw8/z+r//+iOR2LVlisR51hR8D8HkA+xlj/23iuS9xzg/osG/HIrei+lzkIIAWw4/vpLIHtQiro/9m3rcwG7N03beWRkEpNC7wBNRZIWoJ5MJ5ei5yELPLjD8vFaPDZwgY7+6TOfX55L4X8dX6e1E2I/24h/qksyVGN1YpVMTXj9Wx2C0IIlroSNjnYSmXimxuFoDJnuI6xY58cGUsnsDfdgDe45twovE4Smd8EVVXrLZNKWtkKIDHjrykaIG9Xk2upHSC1vNbsyDnnO+AwsWhhLnYoXwgMqT/Sn1hdfRz/Hl8//J7dd23QD5ZcoETnl6EvXvQ8EY3hv77zUnPoTxhAT98Ndk9j+3gUWu3L4BGnHeZ+EeD2NiRvmjntWPbcduML8GX8UXx6S8lsyWRwWQQN6rNOGEdkcCQLWKu0QjZ8l+9tSHlUpHNzcLsBj8nPL2oiZ7EtB1xBKC+WVs2cgluO8RiIwh0DmBBeC/CHyuB76Z1GD9Xi5nVs3O/0UDEM6D+8AA2dm2fUoZy6+Wfm5K0U9vkKluCTu9zuiBW3isl3zIBLd6jhDrEq6O39rXh3tAXdfcQFbLkWkpXTs1qg7/yEHi0H+HWFxG6Kt+GQUPY+vPDjqgn10OMFI30AZXTAeQ/5WxWI6qH2zcgc/16gifwbNfz+N610l8Uy2b4EBkMYGQsQKJcZ3JZ0hmJlXXkVjBYwtI8n6WED2C+GBfHX77zXZTt3I9w+/XwrP+sLvuXakEv6AYO+8dozVg4+wBMje1C0uWX25+VXdSZLWmnZDbczHUOlNnOIB/hYzcrJD0WdNi1Bs8sj2Wt2dUFTaux8I57watLccHcbiS6pgZyJZT5qlJWbna94es1ruDmbShr/y+84/09Tnh685oOFQK2kdnxkbGkoD4cOCE59Xl0eOpCIjGZ5SyEPtgtDruZTM9nKTcLs8W4mAVNq+FdtwaJj5Xg5OzNGH7iZ4gNhQ05lttnRfxtB1DxxsPY5d2GEx59GgUqJTIUSHsAydguPASULrAXnH3EzkGCy4/cw0woQ07IY/G34UwyV0fHuDFOFQL5du9MoyT5nbc4rC1ra7X7iuws0Iwotj6k7Qugv+0AKrrfQG/DPnhum4PZLTdrqk00WowDSVH91Hrpqc/A7ohhxyfsC/fVI2JTpyE9kfJ8lpqt1GU9jgZmVjcBtzbh9DubEKg8gkSsJe/ZSiWYFZvNmpEPdA7A274N0eh2+JeF4V2+LGWt2X3OmBgnlwHPhVwZyrmDyXFa+eVQDZQhdxl2zaLqQbbV0UbB63xp387z4f05xzEW2Iixx5/Q5FEu3OityJbLZh8HS3URIPMXQbPnvZF140JWHKAMN1HYyHk+y8VhrfFTK3OvXYtFn/oLYEaxptnKbJj5JcysmaBEVw/mNJ0H/+xsLLzjXsMaAyrJgGvBKWIcIEHuStyaodFrdbRahMCQz02lrLwKjeu+huhXPoJzLe9ifOcPEG59Me+xCCUsgHu+fAmzB1qaTBgtxoGkECcxThQ6Up7PMS4dh8XCykphzmdX6zZbmQ07xWQ9rHN5aFiHkUxFLMLFAtyoGO4EMQ5QyYqrsFMwMILMaalzByOY3VJmyrG1LPQEkjWNffUNiNTswMmuzZj3RDfG5q/Kq3kQMPmlKzLxN3fCos9MBE/bsaL9eL85npenrZE142IvcSOEOC3sdB+FULbywrpkHBZ/Cc4Vi4XthBgKWCOS3p9zHN6dJzH2+EmMrtDXgcXshlTZ0HORsZ7dOMVfyIx2wQIAFovl3shGkCDXATsZ+utyI0hEte/DhWgV5UJN46nONgR2HkLZ4ZMIt16vqaYxU5gD9hfnQm3ieHQ7hlvCYMuXojGP6VCjxLjRQlzYr2CBSGgnEhiCb0YUgcHSKa/ZqbGKW8h3RkpKmAPmiPOy8irMX/c1nFrShnMiBxajasqdTnE4AOjUF9BsIS7GKdlxgAS5LlhlbTh1cUfSF9RXE5e0Z1KFRus5t5KaftVQl7agaTXQtBqn39mE3o7XUbxrF7ztV+gkzIdSmRE9hPlklkVfz1lf1Qi8i2aj96aLbOOmYoYQJ/RHyEq+/px1X3DSY/HktaJLLLYZepSdiK9bs7PmwmxlaHE7Tu7djHlvdcPflf9spZ3R6o3PKr0AxrSNwQTnK7dAgtzB2N3mS4/ALXTlfODG7xjipJIv4mw5kN+NZO61axHw7Ua4Zl+yjCWPG0M27+WtP5/aoTeXSJea5izzVek6C1Q00pf8T54uPnoHeBLiziTl/2yDGSG7x2I98IeC+Na2B/DAlV+Db95i3fYrvo4j/eZkzcV+5YGdh1B8vA/h1mOakiJm+eArjcV28MYnMa4OEuQ64+QmQUIpAV9Vif1ztqF0YRMWaGyNq/VCFLpyPrarFfdff4+mfelN5vRrPjcQX9PlQNPlOP3OJswvBjpVlrxlEwKZmRFx9jwT5omCDSdfk8qo6JXlC27ehvIzO/HOsi5UeeqxsFp5qQpPxBAZSi4y0iPAkxB3LkrEuJNjsR15ZG8rdvcewi+PvIj7533LkGOYXdIiZMtnbT0K77lidGnYl1lfytSeu2qz5IIOGItuR3tzHFX1+bmrmNEtWek4nFK2QoI8A61eok7NlAhe0Ccb9qFs+npUXbFakxe0LmMSdeU00m9cK3pky2M+L/w4i8quXWDnZ4JXT+16p5VsQZlFpgp4PfG3HYD3+Cb0Nh7Py2s8+dl6XCfEaWGnepRmxp0ai+2I4D3OwbHx1HZ8JfRlQ2OxFSUtdm2GpwW1WfJUT4ilR/Je2wPYR4zzEmdJXLI9FOHmlfFKaFhaiaorm1E2o85yMQ6o78opeEXLPYxEq72Xp74Bpy8pwgct72DkN79CcPM2A0ZpPoHOAYw9/gSiPY/j7KpeeD+1TLXXeGraU2NwzfQSN1KM948G8fUX7kNgNCi7jdVfBpxGJDCESGAI3FdvizIVO2CULV0mYu9xo3s/ZCK2xMv0rNYNmzXB0xs17i8NSytR2rwob99xKz3npfCHB3DHq/ehPyQfi+0CCXLCELR+Q87syhlNJLtyZl5UmYJbEFpSDzOEeqYwV8rM6iYsXLEeM5a34Oyq3lQjoYE9HbqOzywCnQMIt76I8Z0/wLmWdxH9ykfQuO5rqoJ8pk9tvgh/Z/G5YDQb3mvFvjOHsOE984SLHFZ2S9QLO9WL2w09bemkkOrMKRWLzcAoX/MTnl6MFQ2AdezL6/12sTuUwoprxg7ZcYHHjryE3b2H8PBe62NxLpyVzzcQsxZkAPrUNrKAH74ZPl1tvszKtighW1fOe666PflzwqNKXEltGxmcKsr1KCEQyliEumelU62CA8upJW3oObwH3p374dn7Ud09c41EKE852XgclQ0+eG9Yo3rGReliILlFv1aWpQQjQbxyODm9/8rhrfjy1evhm2a/Uiu74rRYLGxvF+tbvcnWmdOqdT16rN8RmFndhFOzuvBBUye8O08i3DpAVoh54A8F8XdtP8C/XnMPfLCHIA9Ggth46k/g4Hjp2FZ8/TJ7lr0KkCCfwMx6Q63HEmrC3nzujG5jEoj5vCiywT1ErivnnrMHASRFFiuOaD5OpljLFOhaxDmv84GfS45R7U0jZc3la8cHx9/B4jfOINixHLW3rEzbzk5CQKg/7G/Yh8pP+OC7YZ3hloaZi37tUB/+bNfz4KLp/Q3vteK+VdLCpWyGDyODVEcuxkmxWOD1Vj+YSxsCSXXmNKNDshL0sKEFRFa0szbh9OntmKXC8UrIjtspFkuh1QIxF4/sbcWe/g788sQW3D/PHgYMz3Y/jwQ4gGQsfnhvK7633B5jk4IEuc4YfVEKYlzvC8uoJgD5ktmVU1ySYiTi/YvFuVZhDqi/aQjWXH0tnfAvbkd479Mof3QnxudMCnM7eBwLq/Kj0e0YXRpGVXMz5l67VvV+1FpkZS76vb1lDXyeaktrs/tHg2jr+2Pa9D5lya3BTIHkVjEOSHfmtBtam7YJzL12LU6/swkNSyvxgYoqFO6rt7Vzj9EWiGmLfm1iwOAfDeIPGbHY7llyEuQ6Y+RFaZQYD3QOYJr/JPrmDALQZ5rOiIYtZgst4Xh6CvN8bhpiz9yz8zvh3bkRY4+fRPiy61CzrDnv8ehBuPXFZMfNJWGUNi/Cwgkh/vErViHQXz5le1/dON7c9caU5/Pxq81c9PvMkS2ymWiz2PDe1On9eCKeNUtOGINZAskqr2c9kyhuQC9RbjWJWAKh4TF4fRW67G+yLCu9uZueTaukFv1abVMsVfYaT8RtnSW3ZFEnY+zTjLEOxtgxxtj9Eq8zxtjPJl7fzxi73IpxpsZjsbm+eAx6i/Fw64sI7foxzrW8i7PX1OS9stoorBDjmQ4ZcgtD80HLgqQFTavRuO5riH7lI+hZsQfh/f/PsoWf/rYDGH7iZzg5ezMSHyuBd92atKy4lBiXel78OagR4/7RIDZ2vD4lE53N1cQMDp49ghhPn96P8TgOnJWf3hfOK8J5GBWXFR+/0t3uIP7RIL66UblDRj4L6rWgx2LOUGAs7ZHrebUYXQJmp0W/Yvb3SsfifX7rS63kMF2QM8aKATwEYA2AJQBuZ4wtydhsDYCmicfdAB42dZASsIDfEmEuHLfMV6V70Pe3HcD06WfBrozAu26NLmJcz0BoVWY8m0OG2KVDSkQpuYHk68QisKBpNao+vhqRtdPwQcs7KGv/LwQ3b8PAng4EOgdSDyMQ2xgGlh6B91PLMO/WuzTXiqsR4yNjATzcvgGc87TnhXptK3lq/UPYvOJlbPrLX6OsuAwAUF5chp+s+4Gl4yL0x2oxXgiI14goRYgl/lDQFLs7LS4mgtAu8c1IPVhJcdrPJb4ZadvajWyLfq3k2dsewisfexmvffHXKBfF4kdusm8stiJDfjWAY5zzDznnEQDPAViXsc06AE/xJO8AqGaMXWDkoOTqCn018TQxrIcoz3YsAfEXACMDfuWMGNhMfX3H9SxXMVuM94+mO2TIZVwzM+YCam4gWkR5pk0iK9uKopO/RMnBH6Hk4I9Q9tbT8LcdUL1fOQQhLrYxXHjHvZq9atWeK8JnfThwQnKhWbZMtJlseK91ysJOQhlK4qNdjkVi3Dgy14ioFda/eG+Dre3uxGI8F3YW5XZe9AtMLW206/kAWFNDPhdAt+jnHgDXKNhmLoCzRg1KSS2VEHwjIlGez7djudpGFvADIm1mVrA32sc2HwTfaLORElLZan/LZvhSNebhOJvSWRSYnvV4Wl0CBHeAvvOdac9H/rQD/sM/QeXjNyBUvxBxT/b9xi6Nw78vXcAXhydPxoozO/HBsi5ULa6Ht2Wlpi9w+SwOGxkLpNlcPrX+oRzvsA7B9pAWduaHOBYLjYCMIt86c6vLGIObt6F0YA/am0+iFNY3cTMCqcZwSuuS+zxsit1drlhsJmrEuECJbwZiAeO7ifLQsCpNYOdFv8HI1H4mdl7YaYUgZxLP8Ty2SW7I2N1IlrWgvr4e3RET6mknFtLwWBwIpQt5XjLVF1xMjIdxLpK07mOxaPqLHoCViOq6IoZ9/0iO5aPjOFy0DLEQ0H100kIwMsbTflYDT3hSVn/5kkjEAHhy2hrGQhyB3dqtDwWCkSBeOZR+8W4+tBWf9XwONWXZFrsmT4iHOn+BeCJ5A4knEvjZ1mdw95y/wrmDSsZYCRaLAQiBFeVzWS5I//HCBahaMISe8DjKogkA2QVEwlOF8GUSGajiIkSKYkDJdZjuWY3i4gqMnwO6NfyNz56rBFS8Xzgf4uPFuv6944jl3ghAscow2frh80gkMhcTJfCLV57BNxq/JvkeHvdgpEi/300Mi3kM2W/aMQyKw9wTB4/06rKvTMSxWA0sFp2M1QbH6AgfS/ssY2NxFIWGEb8ihsS0S8A8V6IoXpV3vFZDttgeC3OFcU4ZwUgQG4+mx+KXj27FrdM+h9qssTjJQ8efRnyipC2eSODftiVjsZLPKVJ6DQ41lmI8HsdYjvM43/Mz4UlMnD9TX4vxEAKR3bLHG4qoLWyYLftK5nUauzSOw2yqJshESiPoce/Xm1+feD51TxYQzod7PiIdi63ECkHeA2C+6Od5ADINtZVsAwDgnD8K4FEAuLDxQj6/zETXibL0H5Us8Djn6cHs8KzJXVg05Zls3vI6zq7qRensJswXlR50H41g/kVlWd4tjV7fkEfGhhVlxzvfOYf/+PDH+OGa7+iSefzVGy+AI/3i5UjgxfBvcd+12TMz/aNBtL39RmoRSYzH8Ad/G74w//NY0jIr63snKUt1VdTHJaBuSuZcjtjpaahoHJF8rQJQnRH31Y1Lu6zUj2N2i7JzK3MNQWB3BL7Llb23fzSI7215IO3cCCbSS4NKAEzL4ZozOjGG4OgAfvz7/6foXPtgT4fEYqIYOmMdWcZfhohBfuSs3/iGX/9/e+ceHlV57/vvOwkhCSRGRq4VFCVVEavQaitixdLL1p6W0/1od/XpU6ttPVo9nr3PY4/abnfPru5t62l7PLWIRQxVW9B6ARGFAimUKF6CECAhxAS5xXCZzATIlWFm3vPHzJqsWVlrzbq86zbz+zzPPITJmrV+eWfNO9/1W9/393NqHo73Oteh82i8GZPKZpl+Het1r8Th4XgbpLGUyouWfmobjs8+y1JpUTvET/Wqzu+R/hgeWP2f+M3CnwrLOi5rUJ+LV/e/jAfn6M/Fkf4Y6t/7W+5c3F2PW8/9J1x+cf65+JP33selHePx0anPYfwC/fM43mvtDs5Ar3aGPBrfjnDZyDoWUnbcbPUVvfKfys9p7L3NuKBqF3Z+OZSjCZSoaQS980OteZtVzOxPay7uGNpjSeM4jReCvBFALWNsOoBPAHwHwK2KbVYDuJcx9iLSdpaTnHNnUxECMDJJs3iJp75DefOWipumoHrWAqH+cTdZcegl7DzaIqykXPMRdS+cEV+y3OoikeIpvHj4Jfxizn2GY5CX7gLsC3Oj7+3po3Gh58HfP9yU44236hW3aluSFuYufr8OP55/e/b5fAJcibT9os3Lsvv71y/dr/ua381+wvCFA6FPWbjaV23Jva43fs7EEgyccxZGXXyxZzEoWbp9OVpO7RFa6k6rMZwRX7JWl+flnS/h8s/kn4sT4UrHu1ZXhssxEB1CInoyr23FqhCX2PDkHgDGk3/pyj3mvOp6yThl8za7mNnfk7OfUE0A+bU8puuCnHOeYIzdC+CvAEoA1HHOWxhjd2V+/zSAtwDcCKADwACA27X2Rxgn2t6Dscc6UDr9GKpnW2ve4jRGveNSAxYr7cnVsqeAPV+ylphvPbXX9L5EtoX2CruLNgHrYjy9MHc9ODg2tG7BHdfeYesOSrQvho2tDdn93f15e/sjzMOiEUe95EZjIHJRLrw02xBGK9upbAxnBi0x39prfi42gtVzUy7K5fCKJBK9J0dsazU2IL8Yj7b3YMzbr2MotAuNFyWFrUuwe344tT+/1qz3pDEQ5/wtpEW3/LmnZT9zAPe4HVcxEK7uw6DPMixWkDdgMbL4UvlaqayhqGYtWmK+u3HA8j5FZ8vdwMusOJC2pSx+fxlSGf9oChzPb12Of/mK9ff5uXeXIwXpXOOGsuRmcc6u4q8vHCtIWXI/iHKvq6rwQecX9ZnBzsJL6fUis6fASDEvfQbM+uzli9q1sHtuqgntU/GQkKZARsV42r76BvbP2IeKK6agetaVpu6W6lUJs3t+OLk/P36/etIYiHCfSP1ulL3zAj6s3Iz9k533lDqJVJpQ8oaZaQpjtKyhKFhJqe1GQm43u7CCssGPF2K8o7cD//Pl/42NrVuQyGTIEskE1javt/w+R/tiWNe8AYlkZn+pBDa0bvG8AVGxIbLsrBW8tqrkUONNVayy6nB2jQswnK202hDGbllDJ9k2ZR9Gd201VDrW63NTDTOZ8fMGmzD2mlKEv7sQ58+71ZJ1UTnfR/pj+P7Kfx7RvO31vestv892zzetuO006xMNCfICJ9reg8HlKzEUeSnbyMXqh04PN0seafm1jdR6Fl0fWtnVUw29RkJG8dOkIUeEELcrxmOpKGKpKFY0rkLbsQ6cSSpuVycTeH6rtfdZnh2XSHFOdcU9wCvh4xehFeo77nUIOWh5tY02hFHLdtpBrymbmTlTarwWuWkQ3ewJ9P7xd3mFuV9EudlGgtlzyuJFnta4Lt2+HLuPt2UTGRJnUgnL77Pd800PvyS+PLGsOAVXlLchgNShTowdewSx+dWYdv7XwSfVeB2SbawuvpSy4zllDfesx7c+dwPGjanBuJB5QWjU/iKvV27VmqD0lmf3rbjVdt1nr1evcHLOafz9w02Wji3Hji1FjiiLCgAMJRg2tjakY1JUSOXg2NlprUnSnq7WEV8qCcENiOIn/XOB5Xe8sq94nR2XbAXvzT6E6orxqMQ0T+MB7C281Mp22vEYa9lfJGsCTyUwojSaBhNqaoF5tfik9A1MLQHaDVRIlZ+bQLoy0FdvHa9Z4cRqDXw15BcCRs/V2JrNGN211fI5pbVOSHpvgbRlUA4Hx4dHrM3Fds43o9jtC2KXghLkSCUwtOyP6J+3EOHa/LVKi4Wqs9IncSGIcWDYr22mDB4ALH6/buQVNjhe2b4Wd157S1bcGRXmSvtLvoWlIkQ5kDsBqolzNTEOQPN5IyizBiKEOCBGjI8pD+MPG36fzWSXlpTi3Jop6DzRhUQygdKSUlx+7mWWjrH0tlw/qlQG0crFmx5O+McLFTdFuddWlcRQEoOvrMRQ6EP0z47irLmzLHfHFQXrTt8NlXu1jzbHDZczBfSznVY8wfkW+/FzwkCn+fU8iXAlWFU5SrqiYCeOgdfol00cbh6YPj+jPeo1wNVEuhWsCPGeHW2oaHoXQ6FdiF2fxFkzzZ9TPCOM1b4H5O/tqFAppp41BYdPduFMKoFRoVJ8drK1udjOQl+zeLXos6AsK7yU4aNZ76F802LE1mz2OhxPkawqZzqXoamy1ZfdOM1ixB6ix96jHVlvsUQimUBLVyvGlIezJe6U9aq1sGJ/EWFfkSPdahN1u02yoCgf8uOIyoqLEuMjfN7JBA5ED+X8f12LuPUCIsW4k9lxud+30HDDIuC1/UDinIklmHZZNarmzvNcjEviRM8eYgTR2U4j9hdeWmrJ8tdYtRv9g+swuHItenYYa3hl1DJiFsmSorSmGDlWtL0HQ8v+iMFdf0DnvB0488MLMGPhXabPKb0KWmp3Pj7uOSTU9+0W0nedmxaWgsqQh0IlmLTwRkQubMRg0wsYvWQrBi78BsYvsHZFFlSkWuMHpu1E1bQwKr94Q2BrjcuxWx3lye/8R1bA/fuax/Dzb4xs8jKmPIz+obQnWU94qdlfjJZfFJUpV2JEKGtNLjxVodnYQQSisuJAWozL64mr+byVJFJJ29VW+of0zwmrqJ0Doppp+KFygFMMZyOHLQKiMLoozk2S46u8DiHLs+/U2aqOImU7RZznZuwvZjOf59UuAGoX4ODMenTu2YHKrbtQ0fQZDF5xNc6eba/5ldYFH6s4A9arfTFo5ZyMrdmM8q6t+Gj2IVRfON50JRUgV4hrdeRUu/OhJJlKCq2q4zSRwR489PdH8dsFDwtrfKVFQQlyYNj7dXBiPSJVLSjbswxDyz7jqY3lulvPld2iGm5xHj47ib8v73TkmFOnA6dcrjUu3cp0AjV7CDDW0r6ee3c5dne2aAo0I6Jcb2GpkYsFp0R5PrTeH3407sh7J1KIJ5FALNU7ormPms97xGtTSbR0Wcu+Rfti+PnqR/DA1+7FuCp3suNOlIMrVNS8u1rkenqH7QSSp9eKBaDYOFnKsPrglhx7iNW5WMR5btb+YqXc3Xm1C3B8/DQMhBvx0b73cGFjF4aapgzvc/RZGLhyvimNoXV+2W0eGKnfjbHHOtL7On0SyTNdODZjHypumoJJs260LMSB/EkftTsfShI8aflOiOiun0Z45sA67Ohuw+Km5Xh4rrNzccEJconslW17PY5ufR9lW3dhsPFa0x8aEWj5xUT5yJSUDEaBKrhqUymrFndrJ35yZHMgNXvIHWfdaXrfkr2Bg2NdywZ8b656RlsS5VrY6eopkbWvZIRZIfmIRQpxQLKoVKh22lT6vCWifTHc8sztiCfjGF1ahl/d9IilYz/7dh1autqwcttaYXXr4zrvuYjmF4VQf9wMSu8uoC7M9eZiP2bF/cjTTcuzi/Uk4fv9s83PxaKavFixv6gtkM/3eZGSfcdntSNyYSOAfQCA0thp9B6KYtqmVkQOeXdHXt6F+/RV6b8lMS69bqhy4mxLdiezDd60fN6R/hgWrrgdp5NxjC4pw5M3WpuL3U5URPpjeGNvusncqo4NuPsKe42N8lGwglwie2V7YSMONK3x/EPjJNJK/GMz9uHUZVNQOf5Kr0Myzdjy8Ah/tZY95FufvRlh6C+ykTMuFMYjb/86a29I8lReG4NWltxOV08l8mw5YF+Yh8efRjSiUmVl/Glb+zWCUSGu1S1VDckvHmLmpiu5lcXIe62kfyiKWH9Ptkun2Y6wWuiJccB+84tC9o7nQy6m46qWAPVFdsrX+gk/NQOKDMSwqmOkPeSbc27GJBNzMSCuyYudxX52hLmc4yfaEWluxGDTE6hcciFKRqWz5+PK70dsaMyIfYTPTlqOGcjNggPpTPiZ0C70XzqI6ovM3RmPDMRw/+bH8Jv56ayzqCpackS816K7fhrh2Xfqci4+nc6SF7wgB3KvbHu2vI3eQ+kPTaH4y6PtPahs3IwzZxoQmT2IyrnWrob9ipY9ZMWhl/DwF+4zvJ/u/li6aYxisZ/VLLlIJPEqQpiv32W/tKEZrGTDja4HkC/e7IXxTntqCz313msl0vv+2rZ1I+7M2MmS5xPjosrBFVN2XAu/CmxLeNQMSMnTTer2kBcPv4RfzDE+FztR9tAORkvKapFjlb3iGKTs+fJr70hnzzsuxOkpcxGed0neSi16SC3uz4R24djMQZSePbyuIHnJBTjfwvf+003Lsf1YCxY11uGh2bcDECfEAXHvteiun3qw7igigz1YfXBLTtxOZ8mLQpBLTKipBb5Zi4Pt/vGX20ES4gOhD9FbG8Woi6bjfBc9404xtjyMPpltRcsesrd3r6n9poV9bl1UK5lTJ5EL2j6Fx9jJxX9mUKsQY8aWYrRcpFyMm0VtoaeR91p+AZYaZJYX7qqRT4wD9svBFXN2nHCenRH1ubj1lDlPsOiyh6LIV1JWj8hADP/Wvi6baZY42F6PI1PbMbppHUa9sQOhwUHd/aS+fg3633xV9XenR3ejd9Yg2NxLLYlvtZhXtactGasPbsEPr7lD+PeIiPdaS9T/aPoNOKe8RvN1LFEB1m2tM3ndvnUj6qg7nSUvKkEuIbex7G9qwLRNXYi1zcW4/zLf69AM48dKKmXVYcQFLuyUvORa9pDoduMZU0Bd2EtlD/XIV3HFKeQiV545lxhbHnbcU6dVntGOL1xtPYA862xHiEuoNvTJ814ra4w//sHvbS3clTAixCXslINjHjWzIIqHVxaqz8WH9gyYWtTvRpMXu+iJc2Dk50zKNCsFm7xSS7rY3yjd4yYGQui+R+vuTjUqx08T8l0fPxXFU9uXySwZ3JHvERHvtZaof6Z1JX5+3f2ar2OhuOX5UOvic2fEuXO0KAU5oFig0TxcJvH0FPHCPHx2UrNbl1kkIX7k4jaMmzcGEy75EsK1c0SE6SvUvOR2UQp7I8LPTduKHmoC+OCRDqxuy2Q32tbjllk3IFxRo/p6uRhUG9dUqgJ9Q+qZBBGLMiX0ykWyiuFshB0xDmgv9FRD/v7KL7xELNw1I8YB635YEuPGEDkXE8OwUFpKGBXlbjZ5EYHyb1IK9MhgD1Z1bNBd/GfURnp4bxxTHbScSnFHBnuw+lCD47YhEe+1lqjffWK/7X1roXXx6SRFK8gl5N6vI1PbUbl1NYaWHcDgFVcjNXZCdjs7lhZ5acPD8TZMLTNfv1SypwyFPkT/pVGEL5ruaklDM4gsf6hWcUUU40JhxFLRrCDTE4FeZcn1eGHvuqwFJ8U5/tSqXQUkjmFxqDaerCTu2DjLUVsPkOQpLH6/Dj+ef7ttIW4Wvc6bdhfumhXjViExbhwRczGhjlRpy8nyt35B+fctXb8sx9+8qLFON3PrNmoLNZ9pWOFL25AaL87/BYDCn+MKqlOnHc6rXYAZC+/CmR9egM55O4DI85iwYwkm7FiC8k2LMbh8JaLtPZ7EFqnfjbJ3XsCBSWsQurEa07/2Pd+KcZEfGDfKAKYGGX722i8R6z+hmQk328HTDbQyzXrdKO12xxSBqm0olUDbsf2uivH+oaiuGLcDTyZIjBNiSJ3xOgJTlFWHUVadrvNtdj2D3e6fXhHpj43MNB9sQNfxfSM6HruJ8rjKLstBsA3JKYY5rugz5Eokf/mpmYdwKvNcaXQAZ9rWo2xrA4beTi8C1cJOJl0p+FOHOlG57w10z9iHqnnhrD2Fa7zeT4jKkigXeIpGqvaxctta/OC6W9A/FFUVhkY7eLqF3cZEXvH8rYtyLmzczogD+llxu6SFeAUJcUIcVWMB+Kf0oRGsZMuD2gxL09+8f+2IvyOuc5Fi97OsFPz5xj0otqFi6qlAglyFCTW1gHzRRC1w/OJ2DFyY7tI1e8ex3BeUp0sPnYglMNg41VLzIckbXlM5vAI7NiqCyOx+VM6djXMDVMZQZJMgCSesK2rVPlgFNyTKAWcEnVFE+JvdQnlnwQsRLuG8GAdCIWenVRLjRBAwI8q9qDEtCjOZZq1xkHvSeaoC8VPmK4MUuk2oGCBBbhD5ItCPI4dyflca7cv+LM+kD15xdfb51NgJCPUdR2L6EHpa2nJeX9H0brao/6mLpmc7bFaMvwTne1w5xQ5Cs+QOLKzUqvYh+cq1RDkAz4W5yMZETmBWhEf7Yvj3NY/h59/I3yjICm4IcSkr3meiXrpZSIwTQcKoKHezxrRoRGSa5WPDj8Y9FddelNLVopiy4wAJctOMyJ4DgOy/8kz61Eh79vmQ1DRu6gIgUp/z8s55fRg1s1ZIXVG/IHqBj2jril61j/CYcF6/uJowB7zNmnuJ2niZyYQ/9+5y7O5scaQmvJti3ClIiBNBJd93gd+aBBU7QbUOFQIkyAUjz6SrLcfhn4zBme9/Pue5aul1BYafrSuiPNhK0RlTZPKTqABQZjlOv6F1oWLHhiJ11eTgprppGoHEOBFUou09CI3pxyent+FkRQiVmOZ1SJbR+y7wa5OgYiTI1qFCgKqsOMSEmlrVx6iSctXnCxlR3QMl4RM/aX9/+TzY40LW6o+PKQ/nPIC0iNV6mKW7P4a7X/mJbjUVO+jFGktFEevvwUOrfomhJBvxd1pF3lVT6qYpgqCLcXmlChLjxUO0vQeDy1fi9NZHcGbsAE59fTLOn3dr4L8npOorSoJW7UPC66owThxfzTpEuAdlyAlHEZ0lF+UnN+rB1vKSGyXESjVfr7S7GGHx+8uws6slW7dbj1h/D37110V44Gv3YtyYGt1tk6hALNWb92/9Q8MKodYSKTsuddVMJBNCs+RBFuMACfFiJHWoE2PHHkF0ZilCVVWGG8oEBaV1JSjVPpSYsXY44csWbS0h65D3UIaccBytzIhVxpaHhWTJ8+G0H1yZTZc/hhJsRCZ6KMGwsbUBHBwb9zaMyFIrHy9vX4eWrja8sn2t7nZjysO6Fw4SSmuJiCy9PDsuISJL3j/kTHlKEuOEG1RPrgCbcA5GlZR7HYpQgnhOq2WildaOfFlquXgWFZOZ4xtBzzpEuAMJcsI1RIpyIN2AxQ2sWFfsIl/kKH/OqLXDafEsylqyp6s1mx2XSCQTaOkyd7s62hfDfS+mrTxOvV9Oi3HJoiI1VyGIQkX0d4GTqIlpM9YOp8WzKNEsyjrktZUnyJAgJ1xBtMCw6ic368FODTI88NqjOBzdZzpGq6iJaS1rh9bfIVo8mz2+UZbetgib71874rH0NnO3saULmLqGOgDi7264IcaBYGYQCfHwgd5s+dtCQzrHzQo3L4SempjWsnZoxSVaPJs9vlFW3LQIH/63tSMeZi1Fou8GuN3h1EtIkBOuIdq6YqUBi9SZs+4DY5NF3QfL0dLVhhcbV7qWKVcT02asHU6IZ6vWEnnm2inkFzAbWreADzKh+ycxThBiKasO49l36kwJN9FCz+gxlWLajLXDCfFs1VrixgWN6LsBxdbsiAQ54Tpe+cmVnTnziUT59htbGxDrP+G4KNcS07s6dxu2djjhy7ZqLVGz3ojmuXeHv6A454YvtoxAYpxwm5LBws8IRgZiWH1wi2Hh5oTtI2+MGmJ6+5Hdhq0dTviyrVpL3LigoSot9qAqK4SriG4YJGGkPrlWZ04l3f0xPLz2MUyunpiz/cpta/GD626xXXlFDy0xffm5l+GPt//B0D5E+bLlmLWQAObqi1vt1Jk+xnokVBs82asMQGKc8ApWVQlgyOswHOPppuVIgQPQrzkuVSeZUjXR9U6eWmL6s5Mvw8vfNjYXO1HS0UpVGqP1xe1Ug6EqLfYhQU64jlOlEPVEuX5nztzJou6D5WjqasauI3uyE7Jye6kBkGhhLkJMWxHPTqBmvdEqlWilU2f/UBTPvr0MKc5znrfS4EkJiXGCcIbIQAyrOowJt6Xbl2P7kWY0Hc2di90QeiLEtF9KOqplrtUuaOyUUqQGT/ZxVZAzxsYBeAnA+QAOAPg257xHZbsDAHoBJAEkOOefcy9Kwg3KqsOIC8yS5xPlRjtzSsJd+r3W9uNCYcRS0ayFRZQw94uYtouZ+uJWOnVK495+dH82Oy4hb/BkBRLjhBdE23sw5u3X0T92LxqrBjEKwW4EpMXTTcaEm5RxlX6fb3vR+EVM28Vo5tpul86gNnjyE257yB8EUM85rwVQn/m/Ftdzzq8gMV7YiPaTA+qVV/J15pRQE+5a248LhbOP/qFo9kGY87GbqQgjjbE07s/fugjv3rc2+3jjB3/GFVNm4f8ufMRS3EeOdOC+dY9iKCV2YagEiXFCjUj9bpRvWoz95zUguWAUqq9bUHANgSR2RowJN7WMq972hDpGfex2/d/KKi3rvvtnzJk8C0/eaG0uzi5CHTph6fVBxG3LykIA8zM/PwdgM4AHXI6B8AlO+Mm1MuVGOnMqbS0AMLqkDK9+f1nejK1UZk+eNU9TZe4PKBCMWm+MZNKl8UzxCoSgX9JQXkXHrGUlfjKK53atwq5jbY5k30iME2pE23twPvZj4JpShL+yEBNqCjMzLvHKQvW5OH4qCsl8pszqAum5ePWty8iPbBIjmWsn/N92O4lKr3+mdSV+PuF+SzEEDbcF+UTO+REA4JwfYYxN0NiOA1jPGOMA/sA5X+JahISrOCXKAaAvkynPt9hTwqitRQ+lWDzOB9A/1Jv9v1OLQf2GUeuNXib9zmtvyT43LhRGFHFdMa6somNmYWf8ZBTRgR6s62iwfMtWDxLjhB588KTXIXiO3MZIfmRxGLHeiB5vu/aXSH8Mb+xdn379wQbcM3BHUVyICRfkjLGNACap/OpnJnZzDee8KyPYNzDG9nLOt2gc704AdwLA+PHjcXhv3HTMbhIf4hTjCKrAUwmgcwC81PgpmRjkONqsF2cVUqkEgAGwkvz73fnxHtVMQtPHexA9y9p48IES8KZ0ljyJBE5iYMQ2IaYeWywew+Otv8YDl/wEZ5edben4RomciOLBJb/JHsutY+/u2KOaSd/V0QJeNXx3IYo4EgMc0e3a78NTHS8glcpYX1IpPPXmn/DjGXfljSHd8bUCS/f/CUnZ63+34U/48YX5X69EeV6yRHr/LFQKdPn7s2+VEfNwvM3jiPIT50Oex5k4NYhQ5Uk0XT0BoYpzEfqkEqePDp8jQfi+AETGWQXeOYDtB1pU5+IPD+zB0bOtHSf/94U2sXgMv2r7NR646CcY5/BcfPxUFA+s+E32WG4ce/sB9e8+rfHON5aL9r1gay5d1P48kpnF+slUCv9n859w7wXm5+KgfH4khAtyzvmXtX7HGDvGGJucyY5PBnBcYx9dmX+PM8ZWArgKgKogz2TPlwDApz89g0+9uMzun+Aoh/fGQTGqUZatvGI0U360OY5Js/LFWYY+mYVEL1v+5zlPGTquGaLb4wjPkWIcGWsspe45H1MexjMbXsGeU3vw6tDL+BeHs0JP/fkvOcdy+tiSDeX3l+f6C/Uy4LljmUt3fwz17/4NCZ6xvvAE6iP1+PHXv6uZJZevNRhMMtR/kPv6jZF63PeV75rOzCjPS9bdW/CZ8Zx5eMan+dSyizyOKD+H423wKs5oew8qGzcjXvEOei8LoebKeZhQM23EdkH4vgBEx1mGV859FIDYxjDGvi/UWdbwClpO7cHq/pfx4Bxn5+JFr/8l51huHPvlWea++/TGMtIfQ/171ufS7sMdqO9WvL67Hj+Zb34uDsrnR8LtRZ2rAdyW+fk2AK8rN2CMjWGMVUk/A/gqgGbXIiQ8QxItIhd6AmkLi96CTy+RLwyVPw5HO7CuOX3Lbm3zehyO7nNs4Wi0L4b6Y3/LVjnpOP5xTtUTq1025fEqH4D6324VPbuRkvjJaE4llbHl+rfI7cC6owUvxglrhKv7UPPpCSj74ryC942bRf5dIPr7wCxuNiWK9Mew8fjfssdq6/7Y9YZIdrEyl0rvM+uOom7fumyNevnrFzcVfpMhtwX5LwF8hTHWDuArmf+DMTaFMfZWZpuJAN5mjO0E8AGANznn61yOk/AIp0Q5MCy+5ILMDN39Mdz9irNt4CVe27YOPHPLjnOOldvWalZ1MftQIu90meQpPPrm4zlVT+oa6iwfR+uCw474VsNoFR2lEJcQXbJL+nIhMU6owdp24vRAF/ZP7s2/cZFSVh3W/D5wow28hJvdJ5XH+te/PR64zpdm5lL5BZf0fmtW4YkUflUdVxd1cs6jAEbUcspYVG7M/PwxgMvdjIvwF05185RQLvoEjC38tFPBwwxGmhjZErTxYatMrL8n3elSuj2YTOBA9GB200QygY2tDbj783fY7nzpJHpVdOQXX1q1xUXWHE57xot3ASdPnEH/kv8EAKTKxqK0bCoGrpyPcK2z3tsgINUaHwrtQtvcJEZNrKXseB6kz1FcJsqXtq6wVcHDKG52n5SOJc3FZ1IJfNwzPBcHpfNlvrlUeXGlnCe1qvAUA25nyAnCEE5myiWUVha9rLmygoeTWXIz9gurSFlqeSZeC9HHdgs1a4rTUDUVgI9i6L6nGt33VOPkvE4cmLQG5ZsWI1K/G9H2npxHsRBt78HQsj/i9NZH0DlvB8788ALMWHhXwdYadwIpgxoZ7BmuwOGwjcMpK5vRYykJSpZcjtyOIt01lD+IYdwue0gQhpFnygGxC3zkyIWaVtZcLpJFtGbXQ8t+0fSJ+KUUasdSYrfzpZsYyYY7hXSeslBxT6shFhoWmrXA8RPtiDQ3YrDpCcza8ensdicGKhA5dD3GL7jMo0jdIbZmM8q7tmL/jH2ouGIKqmddSVlxG8g9ximewtJ36vDQ7NsBiP+O0LJfbD8idi5m3VHs/qTZ0Fzs94ZIakk0Et7GKO5vDsL3ZG9XOmhhkaMmzqMDPXhzz3pdC4lIlPaLxzf9Hqt2v4UrPjXLsWPpVTDxM8q7Gm6LcEAlK16gpQ2tMqGmFphXi4MT6/Fx5rnS6AD48U70HnoClUsuxOkpc8Ev0nYqBsXuIs/6s7adGN21Fcdm7EPFTVMQnlX4TX+cJjIQw6oOhYXkYAPuufIOVCe4qhi0852htF881vB7vLrnLcyZrD0XW7mrW1Ydxqv/+DSA3MogUuWxEbjwXWgUEuDiIEFOBAK3suVyJHH3ZOOKEbYOp7PkEnaa3RQiarYiL0Q4kPtFRF9A+cmxZ2R06cH2ehyZ2o7xzWswbsf7uS8oT9ehPxFLYLDR3z70SP1uVO57AxNqSrLPddecwpHr+1A5czZZUwTxdJO6hWRx03I8PHfkXCz/zmCJCrBu64toc60y6/Gj6TfgnPIa1W1FzQda+5H/XYA734dyWCKRM5Y0/4mBBDkRGJTZcrfa0mvdttzV2awqEI12BjWCm1YZJ+nuj+HhtY/h0RseMtU9Uw5PVgDwToDLIa+4GM6rXQDULsDBmfU4ofhdabQPAMCPd6P30E5M29SKWJt+Jt0MiYlJRA9a97GH+tJtNCqa3sWZ0C5EZg+ie+6lsi3GYAYJcaGYrcAh/3yyUNzW57WueYXMKsPxbMda1YsAN5D/HWbFeaQ/hp/WP4bHvvyQ4cWhyiw4C1XR3OcAJMiJwJFd8Nk5ANbd63h2wEwFjr6h3MWhPFmB+Ml0JsGsUDdSbSUo6FWo0VtMm2MhCsU9F+MkxJ1BNYMsc3dIPvSztm1ASfMaQ/tMlVfqb1BzPUIdL6r+KjQ0sqPuiP2PGQ0A6JzXh1Eza3E+iW/H8aoCh5pVZlXHBtx9hfcVT5RzUVwhnpXfj0u3L9etUGPIgkK2PEcgQU4EFhYqTVtZXLSx5EMpGOUiss9A7XOthaQSQcySpy8s1mdsN+vx3UtuQLiiJmcbr4W2HmRN8R7Jh358Vrvh15RE8tgTBsqR+qZ6p84z443ffauW4iMKFrNWGS/RE+hGbTc0z3kDCXIi8KjVqfWDOFdiRHTKRfvuzpGr7vWsMnJE2mYkrHY5XfresqwHP8U5VjSvdbR2sChIiPsPU8K3Rv/XA3vjCNfOsRUPURwEuVmNfO7yk+2GGAkJcqJgGOkx96cw10Mu2l/69tOW92MkGy9Hbq3RwkoWO9Ifw7qOBlcaa4iARDhBEEoKoVmNn203RBoS5ETBkbPgxedZc6cwK56d8mfrNdbwS5acRDhBEIVOkGw3xQoJcqKgUcuaA8Ulzr1Eq0KNl80t8rVuJgiCKDSCbLspFkiQE0WB2ZXohBjMVKhxCmpcQRBEsVMItptChwQ5UZTo1XEFSKAHGRLgBEEQRNAgQU4UPSOy5yoCHSCR7ke02lSTACcIgiCCBAlyglCgJua0RDpAQt0tlO2aJUh8EwRBEEGHBDlBGEBL9OkJdQBgiQoAZQ5FVZhoj2cFiW+CIAiiICFBThA2yC8QB3QFu5xiybTnGw+tMWUhatdMEARBFCYkyAnCQVio1HBWV1n5xU1YokLVDuIElOUmCIIgiFxIkBOET/BSqLJQnIQyQRAEQXhEyOsACIIgCIIgCKKYIUFOEARBEARBEB5CgpwgCIIgCIIgPIQEOUEQBEEQBEF4CAlygiAIgiAIgvAQEuQEQRAEQRAE4SEkyAmCIAiCIAjCQ0iQEwRBEARBEISHkCAnCIIgCIIgCA8hQU4QBEEQBEEQHkKCnCAIgiAIgiA8xFVBzhi7mTHWwhhLMcY+p7PdPzDG2hhjHYyxB92MkSAIgiAIgiDcxO0MeTOAfwSwRWsDxlgJgEUAbgAwE8AtjLGZ7oRHEARBEARBEO5S6ubBOOetAMAY09vsKgAdnPOPM9u+CGAhgD2OB0gQBEEQBEEQLuOqIDfIpwAclv2/E8DntTZmjN0J4M7Mf0/POu+GZgdjE8E5ALq9DiIPQYgRCEacQYgRCEacQYgR8Gec5zm58wDOw4A/3yclQYgRCEacQYgRCEacQYgR8GecmnOxcEHOGNsIYJLKr37GOX/dyC5UnuNaG3POlwBYkjn2Ns65pjfdD1CM4ghCnEGIEQhGnEGIEQhOnCIJ2jwMBCPOIMQIBCPOIMQIBCPOIMQIBCdOCeGCnHP+ZZu76AQwVfb/cwF02dwnQRAEQRAEQfgSP5Y9bARQyxibzhgrA/AdAKs9jokgCIIgCIIgHMHtsoffYox1ArgawJuMsb9mnp/CGHsLADjnCQD3AvgrgFYAf+Gctxg8xBIHwhYNxSiOIMQZhBiBYMQZhBiB4MTpFEH5+4MQZxBiBIIRZxBiBIIRZxBiBIITJwCAca5pzyYIgiAIgiAIwmH8aFkhCIIgCIIgiKKBBDlBEARBEARBeEhgBTlj7GbGWAtjLMUY0yxrwxg7wBjbzRhrYoxtczPGzPGNxvkPjLE2xlgHY+xBl2McxxjbwBhrz/x7tsZ2noxlvrFhaX6X+f0uxtgct2IzEeN8xtjJzNg1Mcb+zYMY6xhjxxljqjWifTKO+WL0fBwzcUxljG1ijLVmPt//Q2Ubz8fTDWguFhqjb+fiIMzDBuP0fA6huVhYjIU1D3POA/kAcAmAiwBsBvA5ne0OADjHz3ECKAGwD8AFAMoA7AQw08UYHwfwYObnBwH8yi9jaWRsANwIYC3SNey/AOB9H8Y4H8Aar87DTAxfBDAHQLPG7z0dR4Mxej6OmTgmA5iT+bkKwEd+Oy9dHAuai8XF6Mu5OAjzsIk4PZ9DaC4WFmNBzcOBzZBzzls5521ex5EPg3FeBaCDc/4x5zwO4EUAC52PLstCAM9lfn4OwH918dj5MDI2CwE8z9O8B6CGMTbZZzF6Dud8C4CYziZej6ORGH0B5/wI53x75udepCtCfUqxmefj6QY0FwvFr3NxEOZho3F6Ds3FYii0eTiwgtwEHMB6xtiHLN3e2Y98CsBh2f87MfKkcpKJnPMjQPoEBzBBYzsvxtLI2Hg9fkaPfzVjbCdjbC1j7FJ3QjOF1+NoFF+NI2PsfACzAbyv+FVQxtMtaC7Oj1/n4iDMw2Zi8NUcooIfxtIIvhnHQpiHhXfqFAljbCOASSq/+hnn/HWDu7mGc97FGJsAYANjbG/myk8YAuJkKs8JrUepF6OJ3Tg+lioYGRvHxy8PRo6/HcB5nPM+xtiNAFYBqHU6MJN4PY5G8NU4MsbGAngVwD9zzk8pf63yEr+NpyFoLhZHQOfiIMzDRmPw1RyigR/GMh++GcdCmYd9Lcg5518WsI+uzL/HGWMrkb6lJXTiEhBnJ4Cpsv+fC6DL5j5z0IuRMXaMMTaZc34kcyvnuMY+HB9LFYyMjePjl4e8x5dPEpzztxhjTzHGzuGcd7sUoxG8Hse8+GkcGWOjkP4S+DPn/DWVTXw/nkahuVgcAZ2LgzAPG4rBT3OIDn4YS138Mo6FNA8XtGWFMTaGMVYl/QzgqwBUVwx7TCOAWsbYdMZYGYDvAFjt4vFXA7gt8/NtAEZkkjwcSyNjsxrA9zKrqb8A4KR029cl8sbIGJvEGGOZn69C+rMXdTFGI3g9jnnxyzhmYngWQCvn/Lcam/l+PN2C5mLD+HUuDsI8bChOv8whefDDWOrih3EsuHlYucozKA8A30L6yuc0gGMA/pp5fgqAtzI/X4D0KuudAFqQvm3puzj58Ergj5BeIe5qnADCAOoBtGf+HeensVQbGwB3Abgr8zMDsCjz+93QqfTgYYz3ZsZtJ4D3AMz1IMYVAI4AOJM5J3/gw3HMF6Pn45iJYx7Stz13AWjKPG7023i6NBY0F4uL0bdzcRDmYYNxej6H0FwsLMaCmodZJmCCIAiCIAiCIDygoC0rBEEQBEEQBOF3SJATBEEQBEEQhIeQICcIgiAIgiAIDyFBThAEQRAEQRAeQoKcIAiCIAiCIDyEBDlBEARBEARBeAgJcoKwAWPsZsbYacbYebLn/h9jbB9jbKKXsREEQRQLNBcTQYfqkBOEDTKdwhoB7OCc/4gxdj+A/wXgGs55u7fREQRBFAc0FxNBp9TrAAgiyHDOOWPspwDeZIztA/AzAF+SvgAYY6sBXAugnnN+k4ehEgRBFCw0FxNBhzLkBCEAxthWAFcB+AbnfK3s+esBjAVwG30JEARBOAvNxURQIQ85QdiEMfYlAJcDYACOyX/HOd8EoNeLuAiCIIoJmouJIEOCnCBswBi7HMBrAP47gFUAHvM0IIIgiCKE5mIi6JCHnCAsklnN/xaA33LO6xhjHwDYxRibzznf7G10BEEQxQHNxUQhQBlygrAAY2wcgHUA1nDOfwEAnPNmAC+DMjMEQRCuQHMxUShQhpwgLMA5jwG4ROX5f/IgHIIgiKKE5mKiUKAqKwThIIyxjUgvMhoDIAbgZs75u95GRRAEUVzQXEz4HRLkBEEQBEEQBOEh5CEnCIIgCIIgCA8hQU4QBEEQBEEQHkKCnCAIgiAIgiA8hAQ5QRAEQRAEQXgICXKCIAiCIAiC8BAS5ARBEARBEAThISTICYIgCIIgCMJDSJATBEEQBEEQhIeQICcIgiAIgiAID/n/7odlLcSIKWIAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -888,7 +888,7 @@ " plot_predictions(svm_clf, [-1.5, 2.45, -1, 1.5])\n", " plot_dataset(X, y, [-1.5, 2.45, -1, 1.5])\n", " gamma, C = hyperparams[i]\n", - " plt.title(fr\"$\\gamma = {gamma}, C = {C}$\")\n", + " plt.title(f\"gamma={gamma}, C={C}\")\n", " if i in (0, 1):\n", " plt.xlabel(\"\")\n", " if i in (1, 3):\n", @@ -942,7 +942,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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iCfKTHnv06BHz58/H1dWVTz/9FNDF5R07doy2bdvmuaEHoJhzRfncs3dQCOH1/PljIUTJZOcfCSHSxO0pijIMGAZQtmzZhhm13ilRogTu7u5mkzcrNBqNWffUd+zYwZgxYzhz5gyenp5G3xcUFMSTJ0/MJkdOiY2NNVuBR1OxFlmsUY7ExETi4uIM3qITJyqxfn19EhL+M5IcHNSMHOlviEtRFAVHR8c0CjYrEhMTSUpKMmyz2tnZkZiYaNJ7Eh8fz/Xr10lISODy5fr88ENTHjwohJNTAkOG3KRduwijxmnTps15IUSjHAuSTaQey5jr168TGhpqdd+VvMZaZLFGOfKDHlOr1YSHhxMREYFWq6VkyZJUqFABR8f/vI1HjjixaVNVIiIcsq3DwHx6LLeNvatAayHEPUVRKgDHhRA1MhujRo0a4urVq+meu3z5craMJFMx5/YHQIcOHfDw8DBY/sbi7+9P/fr1zSZHTjl+/DitW7fOazEA65HFGuVQq9UcOHAgy3ZAqWNUypcvT6VKlbJdkT4zWbLDkydPKF68OLGxsbz11lvUr7+UtWtfJi7Zwt3RETZuhL59sx5PURSLGnvJkXosJZcvXyY8PNzqvit5jbXIYo1y5Ac91qVLFw4dOkTPnj2ZOXMmL7/8corzO3bAsGHkWIeB+fRYbu+HHAD6A4ue//w+l+ezOrRaLQ8ePGDr1q0EBATw9ddf57VIkgKO8QHIKbl//z4PHjzIdkV6U7l27RpTp07l8uXLBAQEULRoUQ4fPkyVKimVJOiez5xpvKKUmAepxySWxhr1WEhICEuXLmXq1KlUrFiRhQsXsnTp0gxrTM6caT06zJylV3YBvwM1FEW5qyjKYHRGXntFUYKA9s+fv1CcOHGCChUqsHXrVvbu3UupUmavPiORpMHLywsnJ6dsb9/lpCJ9TomIiGDMmDHUrl2bI0eO0K9fP7RareH8nTvp35fR8eQEBgZmfZHEaKQek+QF1qLHbt68ybBhw6hWrRrr16/n5MmTANStWzfTYuKm6DBzY85s3D4ZnHrNXHPkR1q3bp3iH5hEYgn0AcgZ9ZTMiuQV6evUqWN2+QICAvD29iYuLo5hw4Yxd+7cNAWRK1eG27fT3lu5csbjhoWFMWfOHLZs2WJmiV9spB6T5AV5rceEEAwZMoRt27Zha2vL0KFDmTJlCq6urkbdnxMdllvItDaJpICiKAp16tTB09OTkJAQ7t69y/3791Nck1kMjH5l7OnpaZYMWI1Gw7Vr1/D09KRWrVoMHjyY4cOHU7NmzXSv9/NLP97Fzy/ttbGxsSxdupRly5YRFxeHra2tNE4kkgJAXuix288tNEVRsLW1ZezYsUyePDnbXTSyo8NyG9kuTSIp4Nja2uLm5kalSpVSbIeYqyK9Mfzyyy80bNgQb29vHj9+jEqlYuXKlRkaeqCLadm4EVxdQVF0P1MHNuv747q7uzN//nzi4uJ466235DauRFLAsIQeO3/+PD169MDNzY1nz3S9cTds2MDKlStz1C7NGB1mKaSxJ5G8IGSnIr0efUX6nPLvv//SsWNHOnToQHR0NOvWraN48eJG39+3LwQHg1ar+6lXkqn744aHh9OkSRNOnjzJ3r17qV69eo5llkgk1ktu6LEzZ87QuXNnGjVqxPHjx5kzZ062y7dkREY6zNLIbVyJ5AUhNyvSp8e1a9eoX78+JUqUYPny5YwePRoHB4ccjZWcc+fOMXnyZI4fPw5A1apVWbhwIe+8845VFC+VSCS5h7n12JMnT+jYsSMODg74+fkxevRoSpQoYdAvBQVp7EkkLwjpVaSPjCyS5rqcVKTXExMTYygAXr16dTZu3Mhbb71lluzN4OBgZs6caWgm/tJLLzF79mxGjhxpFiNSIpFYP6bqMSEEhw8fZt++fXz22WcUL16cn376iQYNGlCkSNpxCgr5bhv3RQu6ftFeryT3cHZ2ThHr0qdPAPb26hTX2Nur6dMnwPBcpVIZFauSlJTE+vXrcXd35/r160RE6CrEDx482GRD79GjR0yePJkaNWqwc+dOHBwcmDx5MtevX2f8+PH50tB7kb7XuVm+R/LikVM9VqFCBQ4cOECTJk3o1KkThw4dIjQ0FIAWLVoUaEMP8pmxV6RIEUJDQ0lMTCzwCkQIQWJiIqGhoTneRpNIkuPikjJguUWLEIYPP0eZMk9RFEGZMk8ZPvxcmqKlqe9LjhCC77//njp16jBq1Cg8PT2pWbNmmjIqOSEhIYGVK1fi7u7OsmXLSExMpG/fvixeHMKePUsoXboUVaroqtTnJ140PRYVFUWhQoXyWhRJASEnekwIwTvvvMMbb7xBVFQUn3/+OdevX6dSpUqWFt/Ajh1QpQrY2GARPZavtnErVapEZGQkt2/fRq1WZ32DicTHx+epkrK1taVEiRLEpS7BLZHkgOxWpFepVHh4eGRariAkJISePXvi7u7OgQMH6Nq1K7/99ptJcgoh2LNnD9OnT+fWrVsAtGnThqVLl3LlSsMUpQxu39aVNoD801XjRdNjhQoVolKlSoZyFhKJKeREj7m5uVGyZEm2bdvGe++9Z5ZSUqaQuo2aJfRYvjL2bGxscHJyMovXwBiOHz9uFT1pL126lNciSAoIXl5eREdHExERkWlxUpVKhZOTE15eXmnO3bx5k3379jFp0iQqV67MsWPHePXVV82iQE+ePMmkSZM4e/YsAJ6enixZsoQuXbqgKApvv2097YdyyouqxyQSc2GsHktISMDV1ZV69erx66+/WlDCzMmLNmr5ahtXIpGYhr4ivYeHByqVKk0bIltbW4NHz9vbO0V268OHD5kwYQKenp7MmTPHULeqefPmJht6V69epUePHrRs2ZKzZ89Srlw5NmzYwL///kvXrl0NclhT+yGJRJI3ZKXHnj17RmJiIoULF6ZZs2ZWl6WfF3osX3n2JBKJ6aSuSB8WFkZSUhJ2dnY4Ozvj4uKSwnhLSEhg7dq1+Pr6Eh0dzcCBA5k/fz4VK1Y0WZaIiAjmzZvHhg0b0Gg0ODo6MnnyZCZNmkTRokXTXG9N7YckEknekVqP+fv78++//+Lg4EDt2rV5/fXXs1VJwJLkhR6Txp5E8oKir0jv5uaW6XVxcXH4+fnx6quvsmTJErP0yo2Li2PVqlUsWrSImJgYbGxsGDp0KPPmzaNChQoZ3mds+6H4+HiTZZRIJNZLTEwMn376KTY2NkyZMoUqVapQrlw5q/TkpSYv2qjJbVyJRJKG3377jQEDBqDRaChVqhQBAQEcOnTIZENPo9GwZcsWqlevzsyZM4mJiaFz5878+++/bNy4MVNDD7JuP/T06VN8fHwyzSCWSCT5l0ePHjF//nxcXV2ZPn06586dA/7b2rV2Qw/ypo2aNPYkEomBK1eu8MYbb9C6dWt+/fVXgoODAcyyZXv48GEaNGjAoEGDCA0NpX79+vz666/8+OOP1K5d2+hxMmo/9Pvvv1O9enXmzJlDy5YtTZZXIpFYF7t27cLV1ZWPP/6YFi1acPbsWfbs2ZPXYuUIS7dRk8aeRCIhJiaGkSNH4uXlxfHjx1m4cCHXrl2jWrVqJo+t74/bsWNH/v33X1xcXNi+fTvnzp2jbdu2Jo0thCA6OhoAd3d3ateuzalTp9i7d6/Jckskkrzn3r17huLHNWvWpFOnTvzzzz98//33vPLKK3ksXe5y4cIFs40ljT2J5AVGX9S3UKFCnDp1ipEjR3L9+nWmTZtG4cKFTRo7NDSUQYMGUa9ePQ4fPkyJEiVYvHgx165d4/3338fGxjT1c+HCBTp06ECHDh0QQlC2bFkOHz6Mt7e3SeNKJJK8JyQkhLFjx+Lm5sbMmTMBqF+/Pnv27KFu3bp5LF3ucvbsWbp3727WkknS2JNIXkA0Gg1ffPEFjRo1IjY2Fjs7O86fP8+aNWsoW7asSWNrtVpmzpyJh4cHW7ZsQaVSMW7cOG7cuMGUKVNMLvAbEhJC//79adCgAX///Td9+vTJtNaWRCLJP9y8eZNhw4ZRrVo1PvvsM/r168fs2bPzWiyLcPLkSTp27EiTJk344YcfTF5wJ8cixp6iKOMURbmoKEqgoijjLTGnRCJJixCCQ4cOUa9ePYYMGYK9vb2hj23qBuPZJSkpiU8//ZSAgAAWLFjAs2fP6NmzJ5cvX2bVqlWULl3aZPlPnTpF9erV+frrr5k8eTI3btxg/PjxeV4RXyKRmIdVq1axfft2hg4dyo0bN9i0aZNZwkmsFSEER44coXXr1rRs2ZLDhw9TtGhRpk2bZoiZNge5buwpiuIFDAUaAy8DXRVF8cjteSUSSUpiYmLo0KEDnTt35tmzZ3zzzTecOXOGqlWrmjSuEILvvvsOLy8vxowZg1qtplmzZpw5c4ZvvvkGd3d3k8ZPSkriypUrALzyyisMHz6cq1evsnjxYkqWLGnS2BKJJG8JCAjg3XffNbRZnDVrFjdv3uTTTz+lcgEuoCmE4Mcff6RZs2a0b9+e3377jZIlS/Lxxx9z+/ZtFi5caNYuO5bw7HkCfwgh4oQQauA3oIcF5pVIJOjKkQAULVqUl156iVWrVnHp0iV69uxpcpmCP//8k5YtW9KjRw+uXbuGu7s71apV49SpUzRt2jTN9dlp/i2EYN++fdSuXZv27dsTHx+Pg4MDq1atwtXV1SS5JRJJ3nL+/Hl69OhB3bp1+fHHHw19sJ2cnHB2ds5j6TInO3osNVqtlv3799OoUSO6du3KH3/8QenSpfHz8yM4OJi5c+fy0ksvmV1mRR+gnVsoiuIJfA80BZ4BvwLnhBBjk10zDBgGULZs2YbWkkodGxubbhV/KUfeYy2yWLMcGo2G+/fv8+DBA2rXrm3WavKJiYncvXuXR48eAboCzRUqVKBs2bI8ffo03ffkyBEnli2rQULCf62NHBw0TJp0lXbtIlJc+/TpU+7evUtsbCyFChWiUqVKlChRIlsytmnT5rwQolEOXl6OkHpMypFdrEUWS8sRHBxMVFQUKpWKcuXK4eTkhEqlspr3AzJ+T7Kjx1Lz8OFD7t+/z7NnzwCws7OjXLlylC1bNsOENbPpMSFErj+AwcDfwAngM2BlRtdWr15dWAvHjh3LaxGEEFKO9LAWWaxRjoSEBLF69WpRpkwZAYh+/fqJ0NBQs8wTFRUlJkyYIOzs7AQgChUqJKZNmyYeP36crizJcXUVAtI+XF1TXvfHH38IQJQvX15s3LhRJCUl5UhWdItKi+i41A+px9Ii5UiLtciS23JotVpx8uRJw3d53bp1YsGCBSn0hiXkyA6m6jE9iYmJYsuWLcLDw0MAAhAuLi5i7dq1Ii4uLks5zKXHLBLVLIT4AvgCQFGUBcBdS8wrkbxoxMfHU79+fa5cuUKbNm1YunQpDRs2NMu4a9euxc/Pj8ePH6MoCh988AG+vr5Gd6vIrPl3VFQU586do2PHjjRu3JgNGzbw3nvvWc0qXyKRZB8hBIcPH8bX15dTp06xe/duevfuzciRI/NatByTmR5LTkJCAtu2bWPhwoWGRAs3NzemT59O//79TU6Iyy4WMfYURXESQkQoilIZeAvdlq5EIjETCQkJgK5eXt++falfvz6dO3c2OSZPq9Wye/duZsyYwe3nnbtfe+01li5dmu0aUBk1/y5RItqQbXf37l2KFi3KsGHDTJJbIpHkHUIIfvjhB3x9ffnrr79wcXFh7dq1dO/ePa9FM5mM9Jg+l+TZs2ds2rSJJUuWcPeuzq9Vo0YNpk+fznvvvWfWcJrsYKk6e3sVRbkE/ACMFkI8stC8EkmB5vr16/Tq1YuLFy/y119/Abpsti5duphs6P322280adKEvn37cvv2bby8vPjpp5/45ZdfclTs089P1+w7OYoSx+PHI2nevDmnT5+WnjyJpACg1WqZOnUqkZGRbNy4kevXrzN69Giz1o3LK9LTY46OMGdOPMuWLaNq1ap8+OGH3L17Fy8vL3bv3k1gYCD9+/fPM0MPLOTZE0K0sMQ8EsmLQlRUFD4+Pqxbtw57e3t69OiBp6enWca+fPkyU6dO5YcffgCgQoUK+Pj4MGDAAFQqVRZ3Z4y+9+PMmXDnjkCI21Su/DmbNw8xuW2aRCLJO9RqNbt372bDhg0cOnSIokWL8tNPP+Hi4lLgamCm1GNQqZKWJk2+Z8qUoURFRQHQoEEDZs+eTffu3U3uFGQurEMKiURiNElJSdSvX581a9YwcOBAgoKCqFChgslesfv37zNixAjq1KnDDz/8QNGiRZk/fz5BQUEMHjzYJEMPIDAwkIcP1zxv/q1w8uRdbt70kYaeRJJPSUxM5IsvvqBmzZq8//77PH78mJCQEEAXn1bQDD09ffvC+fNRzJo1hydPXuLbb98iKiqKpk2b8uOPP3Lu3DnefPNNqzH0wEKePYlEYhparZaffvqJLl26YGdnx/Lly6lVqxa1a9cG4OrVqzke++nTpyxfvpwlS5bw9OlTVCoVI0aMYO7cuZQrV85k2e/du8fHH3/MF198QYkSJejXrx+lSpWiefPmJo8tkUjyhsjISBo2bMidO3do0KAB+/fvtypPVm4RHh7OihUrWLduHbGxsQC0bt2a2bNn06ZNG5PDZ3KLgv1XkUgKAEePHuWVV16hW7du/O9//wPgnXfeMRh6OUXfH9fDw4OPP/6Yp0+f0q1bNwICAli/fr3Jhl5sbCzz5s3Dw8ODrVu3MnbsWK5du0apUqVMGlcikeQNcXFx/PrrrwCUKVOGHj168NNPP1mlJ8vchIaGMn78eNzc3FiyZAmxsbF07NiREydOcOzYMdq2bWu1hh5Iz55EYrUEBgYyZcoUfvrpJypXrsxXX31Fx44dTR5XCMH//vc/pkyZwsWLFwFo2LAhy5cvp1WrViaPryc6OpolS5bQuXNnFi5caHLbNIlEkjc8efKEdevWsWLFCqKjo7l79y5ly5Zl1apVeS1arnP79m0WLVrE5s2bSUxMBKB79+7MmjWLV155JY+lMx5p7EkkVohGo6F79+5ERUWxePFiPvzwQwoVKmTyuP7+/kyePNmwOq9SpQoLFiygd+/eJq/KxfNej1FRUQghqFixIkFBQVbf+kgikaTP48ePWb16NatWreLRo0d06tSJmTNnUrZs2bwWLddJSEhg8ODBbN++HbVajaIovPPOO8ycOZOXX345r8XLNgXX5yqR5DNiY2NZunQp8fHxqFQqdu/ezY0bN5gyZYrJht6dO3f44IMPaNiwIb/++islS5Zk2bJlXLlyhT59+qQx9NRqNbdu3eL06dMcO3aM06dPc+vWLdRqdbrjnz9/ntdee41u3boRExPDgwcPAKShJ5HkQ8TzNqqRkZHMnz+fli1bcvbsWQ4dOlTgY20vXbpEv379uHjxIps3b0YIwfvvv09gYCB79uzJl4YeSM+eRJLnqNVqNm/ezMcff8z9+/fx8PDgzTffNMsWQXR0NAsXLmTVqlUkJCRgZ2fHmDFjmDVrVrrNtoUQXLx4kaCgIEDnYdQTHh6Ov78/Hh4eeHl5oSgKkZGRjB8/nh07dlCmTBnWrl1LrVq1cHJyMll2iURiWe7du8eyZcsICwtj165duLu7ExwcTKVKlfJatFznwoUL+Pr6sm/fPoQQNGjQgMGDBzNt2rQCEYIiPXsSSR6h3/Z8+eWXGT58OFWrVuXMmTO8+eabJo+dmJjImjVrqFatGosXLyYhIYHevXtz5coVVqxYkaGhd/r0aYKCgtBoNCkMPcBwLCgoiNOnTyOEoHDhwvzxxx9Mnz7dUDjVmoOUJRJJWpKSkhgzZgxubm6sWrUKOzs7gxe/oBt6Z8+epVu3btSvX5+9e/diZ2fHyJEj8fLyYtOmTQXC0APp2ZNI8hRfX1+SkpLYt28fb775psmGkhCC/fv3M3XqVK5fvw5A8+bNWbZsGU2aNMn03osXLxIREZHGyEuNRqPh9u3bFC1alHr16nH58uU8rQwvkUhyzoEDB7h+/TobNmygf//+BcaTlRUnT57E19eXw4cPA1C4cGFGjBjBxIkTqVixIsePH89bAc2MNPYkEgty+/Zt5s+fz8KFC3FycuLbb7/FycnJLMbS77//zqRJkzhz5gyg68e4ePFiunfvnqURqVarDR49PSdPurBrVx2iohwpXTqOPn0CaNFCVzDV3t6eGzdu4OXlJQ09iSSfceXKFWJiYnjllVdo3rw50dHRXL9+HVdX17wWzezs2PFftwsXF8F7713k99/H8ttvvwFQtGhRRo8ezYQJEwp0+IncxpVILMDjx4+ZMmUKNWrUYOfOnfzxxx8AVKxY0WhjaccOqFIFbGx0P3fs0B2/fv06N2/epFmzZpw5c4ayZcvy6aefEhAQwBtvvGGUt1Bf9V7PyZMubNjQiMjIIgihEBlZhA0bGnHypIvhGkVR0twnkUisl4CAAN59911q1arFhAkTAHjppZdwcXGxmKGXkR7LrbmGDYPbt0EIuHNHYdGiqvz2mzMlSpRgzpw5htIqBdnQA+nZk+Rj1Go1ISEhhIWFkZiYiL29Pc7OzlbVj1EIwZo1a5g3bx6PHj3i/fffx9fXFxcXl6xvToZeacXF6Z7fvg1Dhwq+/PJLjh4dwsKFCylcuDATJkxgypQpFC9ePFvjh4WFpfDq7dpVh8TElO9hYqItu3bVMXj3NBoNYWFhuLm5ZWsuiUTyH7du3cp1HXbhwgXmzZvHd999R9GiRZk6dSofffSR2cY3lvT02LBhut/1PWfNyYwZgri41IvdIpQsuZ7gYChRooT5J7VSrOM/okSSDYQQPHv2jAMHDgBZZ4zmJYqicObMGRo0aMCSJUuoX78+kHJroXJl8PPLXNnNnPmfgtTz7JnCzz+3RFHUlC5dmmvXruU4mFpfLFRPVJRjutelPp6UlJSj+SSSFxl91vvjx495+PBhrukwIQSKovDnn39y/Phx5syZw7hx49JN0MoJ5tBjcXG64+Y09jQaDd988w137vQC0r5/0dEleIHsPEBu40ryGfqM0YSEBKMzRk0hu/XmAE6fPk3z5s0JCAgAYMuWLRw+fDiFoZd8a0G/us1sO+POnYzOVMbf358qVaqYlDVnb2+f4nnp0nHpXpf6uIzXk0iyR/KsdyGE2XWYEILjx4/z2muvsX79egAGDhzI7du3mTdvnlkNPXPpsYz1W/ZISkpi69ateHp60qdPHyD9gStXNs98+Qlp7EnyFfqM0awUoEajISIiwtAOLLsIIQgICODAgQP4+/sTFhZGZGQkYWFh+Pv7c+DAAYMxp+fatWu89dZbNG/enFu3bnHv3j1Al+WVfHWe2eo2I8qWfZbucVdXG7MU+SxRogQJCQmG5336BGBvn9KgtbdX06fPf69ZpVLJoskSSTbJTtZ7dnSYEIKff/6ZFi1a0KZNGy5duoSjo84Tb29vn+3QjqzIiR7LyMgy1fhKSEhgw4YNVK9enYEDBxIUFISbmxuDBt3A0THl/wpHR50H8kVDGnuSfENGGaOjRnWmd++ejBrVOUUCgX51nJkXLr05bt68yQ8//MCVK1ey9B7GxsYihGDKlCnUrl2bX375BR8fH65du0aHDh3SnSM7q9vAwEC6dOlCRMRg4GmKc+ZQWteuXQOgZs2aKWKEWrQIYfjwc5Qp8xRFEZQp85Thw88Z4vX0ZDf2UCJ5kclNHTZ8+HA6derE7du3WbNmDTdv3mTAgAG58TKAnHnp/Px0eis5puixZ8+esWbNGtzd3RkxYgTBwcHUqFGDbdu2ce3aNb744jU2blRwdQVFAVdX2Lgxd+IDrR2LxOwpivIRMAQQQAAwUAgRb4m5JQWHjDJG9YkE+oxRIIVREhISkmUSQfLOEVmtuPVoNBrUajUXL16kUKFCDBkyhLlz51KuXLlM76tcWbflkd5xPffu3WPOnDls3rwZrVZLsWLF6NTpF/74ozt379oYFR+TGQEBAYYeuYGBgVSvXp3atWuneP0tWoSkMe70qFQqPDw8rCYRRiLJD6TWYSdOVGLDhvo50mEajYZ9+/bRunVrypYtS58+fWjcuDEffPBBmrCM3MAYPZYavb7KTpxfesTGxvLZZ5+xbNkywsPDAfDy8mLWrFn07NkTlUqVYs4X0bhLTa579hRFqQh8CDQSQngBKuDd3J5XUvDITsaoHn3GaGak7hyRmsxW3kIIgoKCmDNnDuvXr8/S0IPMV7exsbF8/PHHuLu7s2nTJhRFYfTo0Vy/fp09e97kzh0btFoIDs6ZAgsLC2Pw4MG8/PLL/PnnnyxatMhQcsHLywsnJ6cUijI9VCoVTk5OeHl5ZV8AieQFJrUO27GjdrZ1mFqt5ssvv8TLy4tevXqxZcsWANq0acOQIUMyNPTMXfIkp166vn11+isneiw6Oho/Pz+qVKnC5MmTCQ8Pp0GDBuzfv59//vmH3r17Z6m/XlQstSy3BQoripIEOAKZ//eVSNIhtzJGM4qhOXnShS1b6hEb64A+o8sU76Ge9Fa3Pj4anj79Anf3OYaV6ptvvsmiRYuoUaOGUeNmRUxMDLVr1+bp06eMHz8+TX9cRVHw9vbOsDeura0tQgiryXSWSPIbqXVYZGThdK/LSIdt2bIFPz8/bty4QZ06dfj66695++23M51zxw4YNw6iov47Zo6SJ+by0hnDw4cPWbVqFatXryY6OhqApk2bMmvWLF5//XWpi4wg1409IUSooijL0KXFPAMOCyEO5/a8koJHehmjkZFF0lyXnYzRjGJotm6tT0yMPeml7Zuj3px+a0HfH3fq1KlcunQJgMaNG7Ns2TJatGhh9HgZoVarOXToEN26daNYsWKsWbMGb2/vDGVVFIU6derg6elpqGGYlJSEnZ2d1dUwlEjyG6l1WJkyz3jwIO2iNSMddvDgQUqWLMl3331Ht27dsLHJeHMuPSMvOeYoeZLbW6QREREsX76cdevWERsbC0Dr1q2ZPXs2bdq0KfBG3rNn6Sfm5QTF1NIUWU6gKKWAvUBv4DHwDfCtEOKrZNcMA4YBlC1btuGePXtyVSZjiY2NpWjRonkthpTjOYmJicTFxRlqR/32W0XWr69PQsJ/xoeDg5qRI/1p2fIuoDNeHB0dM9zaSD4m6GJoUo+ZHooi2Lv3OxRFQQiBnZ1dtt+buLg47t69S0xMzHPZHahYsSKlSpXK1jiQ/t8mOjqau3fvEh8fj6enpyEzL7fJ68+JnjZt2pwXQjSy1HxSj0k5ssIYfZNahwkhcHBwoEiRImi12kwNPD1HjjixbFkNEhIy39JUFMHRo79Z3d8mKSmJ+/fvExkZiVarBaB48eJUqFDBYnLm5XuSkJDA/fv3iY6OZty4cWbRY5ZYorcDbgkhHgAoirIPaAYYjD0hxEZgI0CNGjVE69atLSBW1hw/fhxrkEXKoUOtVnPgwAE0Gg22trY0axaMRqNJ07+1WbMQ9MlrKpWKtm3bZuiNOn36tGFbAOCrr2plaeiBbuWtVquxtbVFrVbj5OSEt7e3Ua8jODiYmTNnsnPnTgBKlSrFrFmzGDp0KA4ODkaNkZrkf5u//vqLyZMn89tvvxn641pyqyOvPyd5hdRjUo6sSK7DAFq2vJulDktKSqJatWrZKrE0YAAkq6SUIZUrK7Ru3dpq/jaHDx/m66+/ZvPmzYYt7+7duzNr1ixeeeUVi8qSV+/J8ePH6dy5M/b29gwdOtRs41rC2LsDvKooiiO6bdzXgHMWmFdSwLC1tcXDw8MQTwamZ4waGweYnJzWm3v8+DELFixg9erVJCQkYG9vz4cffsiMGTNy5M1Lj/j4eLp06YKiKKxbt44hQ4bIwscSiZWQXIcZk/UOUKdOHerUqZPh+fQwpkixNdWbCwoKYuHChXh5efHZZ5+hKArvvPMOM2fONEsdUWvnwoULhIWF0blzZ7y9vfn4448ZNmwY5cuXZ82aNWaZI9ezcYUQfwLfAn+jK7tiw/PVr0SSXfQZo1l5qYzNGDW2c4QOQbFiCdmuN5eYmMiqVauoVq0aS5cuJSEhgffee4+rV6+ydOlSkw29hw8fcv/+fTQaDYUKFeL777/n+vXrjBw5Uhp6EomVkZ2s9woVKuQo6z2rIsWlS1tHvblLly7Rt29fatasyZYtWxBC0K9fPwIDA9mzZ0+BN/TOnj1L9+7dqV+/PpMmTTKEBM2ZM4fy5cubdS6LFFUWQnwshKgphPASQrwvhDDCwSyRpEWfMerg4IBKpUqjMG1tbQ0ePW9v7yyNQmdn5xTXpNc5AgRFi8YzduyffPHFgRSGnqIoGXoPhRB88803eHp68tFHH/Hw4UNatWrFX3/9xY4dO6hSpUq2X39yEhISWLFiBe7u7oSGhnL69GlAl6VWrFgxk8aWSCS5g16HVahQAdB545OTXR2WHumVRQGdkffVVxAZmbeGnr+/Pz179qR27drs3LkTGxsbBg8ejJeXF19++SWenp55J5wF8Pf3p2PHjjRp0oTTp08zf/58zpw5k6uhNjKtTpJnqNVqQ8ZnYmIi9vb2RmV8KopC4cKFad++vUkZo7du3WL27Nl07NiRQoUKAf+VU0kdQ5PeNotKpcLW1jbdlffp06eZNGkSf/zxB6DrULFkyRK6du1q8hdaq9WyZ88eZsyYwa1bt+jYsSO1atWiZcuWJo0rkUhyn4cPHzJnzhw2bdrEggULiIyMpGXLlhQqVMhsWe+WLIuSHc6ePYuPjw8HDx4EdElpgwcPZurUqVSuXJnjx4/nrYC5iBCCpKQk7O3tiYiI4MKFCyxatIhRo0ZZZHEujT2JxUnerQJS1nILDw/H39/fqFputra2uLm5ZavkCeiUrZ+fH2vWrMHW1pamTZtSpEgRo2NoFEXBxsYGDw8PoqKiUsh47do1pk2bxv79+wEoV64c8+bNY/DgwWYrWaLVapk/fz7Fixfn8OHDtG/fvkArSYmkIJCQkICDgwMODg7s37+ffv36Ubt2bTp27Jgr81lT54hTp07h4+PD4cO6qmuFCxdmxIgRTJo0qcD31xZCcOjQIXx8fGjRogVLliyhQ4cOBAcHU7hw+nUWcwPZG1diUVJ3q8is7+zp06fJjdJAY8aMYeXKlfTr149r164xatQoo2JoQLcSbdCgAd27d08RNP3gwQPGjBlD7dq12b9/P46OjsyZM4egoCCGDx9usqF35coV+vfvT0xMDLa2tvz888+cP3+e9u3bmzSuRCLJXa5cucIHH3xAvXr1UKvVFClShOvXr7Np06YcZ9/nB4QQHDlyhFatWtGiRQsOHz5M0aJFmTp1KsHBwaxYsaJAG3parZZ9+/bRsGFDunTpwr1796hVqxbw3+6UJZHGnsSiZNStIjUajYaIiAguXrxo8pxCCHbv3s2NGzcAmD9/PhcuXGDz5s1UqlTJEEPj4eGRaRxgzZo16datG1WrVjUYb1qtloULF1KtWjU+/fRTtFotQ4YMISgoiHnz5pnsng8PD2fkyJF4eXmxf/9+/v77b0CXECLbAkkk1ktAQADvvvsutWrV4ttvv+X11183xOdZ+h+9JdEXim/atCnt27fnxIkTlCxZkjlz5nD79m0WLVqEk5NTXouZ60yZMoW3336bmJgYNm/eTFBQEAMGDMgzeeQ2rsRiZNStIqP4OL2Hz9PTM8eesRMnTjBp0iT++usvJk6cyLJly3B3d09zXXY7R2g0Gr766iuePHnCjBkzAHj99ddZsmSJWXrGajQaFi5cyOLFi3n27BkjRoxgzpw5L4SSlEjyGzt2pIyP++CDK/j41DV4sj766KMC/93VarV89913+Pr64u/vD0Dp0qWZMGECo0ePpkSJEnksYe6SlJTEzp07ady4MZ6engwaNIj69evTu3dvq+g6lPcSSF4YQkJSxsGdPOnChg2NDI3AM+o7GxwcjEqlSpHIkZiYaChqnB5Xrlxh2rRpfP/991SqVImtW7fSr1+/LGU0Jg7wl19+YfLkyfzzzz8sW7aMevXqsWzZMl577bUsxzcWlUrFiRMnaN++PQsXLjRbf1yJRGJeduzQ9ZmNe1616fZtWL68Bn37/sjq1a+m6D9dENFoNHzzzTf4+fkZdmLKly/P5MmTGT58OEWKpG1pWZBISEhg27ZtLFq0iFu3bjF16lQWLVpErVq1DNu21oDcxpVYjLCwsBRevV276hgMPT36vrN6NBoNFy5cwN/fn7CwMCIjIwkLCyMuLo4DBw4QEBDAjh2CKlXAxgaqVNEp3/Xr13P06FEWLFjAtWvX6N+/v8nbnv/++y+dOnWiQ4cO/PPPP7i4uODm5sb58+czNPR27CCNbBnx888/07hxY27fvg3AgQMH2LdvnzT0JBIrRQjBhAnPDIaenrg4hVOnOmfL0MuOrrA06cmWlJTE1q1b8fT0pE+fPly8eBEXFxfWrFnDzZs3mTBhQoE39D7//HPc3d0ZPnw4ZcuW5YcffmDhwoV5LVa6SGNPYjGM7VaR+rgQIk2Mn/7YF188Y/BgLbdvgxC6VfWwYVC7th/Xr19n+vTpJsfHhIaGMmjQIOrVq8fPP/9M8eLFWbRoEVevXuWll17KsFelfsWfWrbUSvyff/6hQ4cOdOrUiaioKMLCwgAM5WAkEon1cfbsWVq0aEFERPpJFsZ0sdBjrK7IC9KTbdCgJJydJzFw4ECCgoJwc3Nj48aNXL9+nTFjxhTomMTkvY2vXLmCm5sbP//8M3/88YdZSmvlFkYZe4qi3FUUZUKqY3UURYlXFMV6/JQSq8bYbhWZd7FIyY4dtdM0+46LgwULipocIxMTE8Ps2bPx8PBgy5YtqFQqxo4dy40bN5g6dWqWCm3mTNJZ8euOg85gHTJkCPXr1+f8+fOsXLmSS5cu0bRpU5PklkgkuYMQgrjnX+qkpCTu3LlDqVKx6V6bVReL5GSlK/KS9GRLTLQjMvIjatSowfbt27l27RpDhw5No+MLEtHR0fj5+VG5cmV+/fVXABYtWsSJEyfo0KGD1Rp5eoyN2fsdSN2FeBWwSQhxyawSSQoszs7OhIeHG7x0ffoEpIjZg7R9Z/WkTuTo1+8SzZoFZ+gdzM6qOjVJSUls2rSJuXPnEhERAcDbb7/NwoUL8fDwMHqcjGS4c0cACoqiUKRIESZOnGjW/rgFlZwW4ZZITEWj0bBv3z58fX1p1qwZ69evx9vbmxs3brBnj12KmD3IuO9s6kSOfv2caN06M12RKy8nW+j1VWoUxZXAwMACXxUgKiqKTz75hNWrVxMdHU3nzp0pW7YsQI7aUeaVHsuOsTdK/0RRlDeB+kCvXJBJUkBxcXExZGmB8d0q0kvkWL++PhqNhtKl44iMTBsXkp1VtR4hBD/88ANTp07lypUrQB/s7ZeTlFSec+cUzp6FbNh6VK6s2/JIjaLc5Y8/Qnn11Vf55JNPsi/oC4a5inBLJNlFrVaza9cuFixYwJUrV6hRo0aKTjV2dnZGd6tIL5Fj2bIaeHpmrCtyosdSk9rANLaTRnR0NGvWrEFR+iNE2t7flSsrBd7QE0LQtGlTgoKC6NGjB7NmzaJBgwY5Hisv9Zixxt4fwHJFUV4CngLLgPlCiCizSyQpsNja2uLh4ZGi/EpW3Sog/USOhARdIkd63sGMVtWZ8ddffzFp0iROnDgBgJPTeB4/XmoYVx9DA8ZXpffzI82KH55So8Y2ihZ9M3sCvqDoi3BnVJtRfywoKIjo6Ogc9xKVSJIjhEBRFGbMmMHSpUupU6cOX3/9NW+//Xa6Bo4x3SrS2w5NSFAxc2b6uiIneiw16RmYWemxqKgoVq1axZo1a4iOjgYuYWPzBVrtf2Er5pDNWgkNDWXjxo20bt0aRVFYtWoVlStXNqmkljXoMWMTNM4DiUAjYDygBj41qySSFwIvLy+ju1XoySyRo0WLEIYPP0eZMk9RFIGrK2zcaLxBduvWLfr06UPjxo05ceIEpUuX5pNPPqFQoRVpDMzsxtD07QsbNwoKF44AtNjahjJx4jUCA2eapRbfi0BeFOGWvLjEx8fz6aefGoqXjxgxgv3793PhwgV69eplkicrs61ana4AV1dQFLKtxzIiO7GA4eHhTJkyBVdXV3x9fYmOjqZ169b8+usQtm8vZHbZrI3bt28zatQoqlatip+fH0+fPgWgc+fOJutra9BjRnn2hBAJiqL4A92A/sB7Qogks0sjKfDou1Vk5M62tbVFrVanuCejrVp9IofeO+js7Iy3t7dRcuj7465du5bExEQcHBwYP34806dPp0SJEowfn/59t2/rSg9ktRVy+/ZtXFxc6NvXhpiYfdjY2DBo0CBsbSsaJZ8kb4pwS15Mnj59ysaNG1m6dCn37t1jypQpNGzYkKpVq1K1alWzzJHVVm1u9LLNyMBMrsdatw4lJCSEzp078+zZMwA6duzIrFmzaN68ueGegmbc6YmJiWH8+PFs374dRVEYOHAg06ZNM5TAMhVr0WPZKb3yOzAa+F0IcdBsEkisGrVaza1btzh9+jQxMTGcPn2aW7dupTHIsoO+W0X37t2pX78+zs7OlC1bFmdnZ+rVq0f9+vVTrKD79AnA3j7lfA4OKRM5VCqVUX0WExISWL58Oe7u7qxYsYLExETef/99rl27xqJFiwxV3jOLlcmsLEJUVBTjx4/Hw8ODPXv2ADrvwLBhw6QBkk0yKsIdGVkEIRRDEe6TJ10yvU8iyYxPP/0UNzc3JkyYQM2aNfn1119ZtGiR2efx89NtfybHwUGTq9uhWemxAQMScHWdTkREBM+ePaN79+6cPXuW//3vfykMvYLIo0ePAChSpAgBAQGMGjWKmzdvsmHDhkyL6mcXa9Fj2TH2LgBaYEIW10kKAEIIAgICOHDggKGgsVqtJiwsDH9/f0NBY329oZyg71bh7e1N69at8fb2JiIigqFDh5KU9J/jOPVWbZkyTxk50j9NrJ+LS9og4uSvZ/fu3dSsWZNJkybx6NEj2rZty/nz59m+fTuVU2nF9BRzclJvhcTHx7N06VKqVavGmjVr+OCDD1IEckuyT06LcOvrFEokGfHo0SO0Wi2g275s2LAhp06d4ujRo7Rt2zZX4j7T26qdNOlqrnrMstJjarUDGs18SpUqxYULF/j+++955ZXUhTcKFhcuXKBnz564u7sTHR2NjY0Nf/zxB5988gmVKlUy+3zWosey42roC2wQQgSaVQKJ1ZEXwaQ3btxgxowZ7Nmzh3LlyqHRaLCzs8swkUO33av7XaVS4eHhkaHnLHl/XIDatWuzZMkSXn/99QzlTp5hl5E3P/kWyeuvv87x48fp3LkzixcvljF5ZiCnRbiTLxQkkuQ8ePCA0NBQunfvzpdffskbb7zB3LlzMyyMbm5Sb9UePx4B5F6p2pR6LOMSKlWrVuXll1/ONTmsgbNnz+Lj48PBgwcpXrw4Y8eONZzLzb+/teixTF+hoig2iqKUUxRlKlAHmJXdCRRFqaEoyoVkjyeKoozPobwSC2DpYNKNGzfi6enJwYMHmTNnDtevX6dPnz5GJXKoVCqcnJzSNa6uXLnCG2+8QatWrfjrr7+oUKECmzZt4p9//qFz585ZGqh9+0JwsG4Fnh5OTvEGz+a0adM4cuQIP/74ozT0zEROi3DnpPaVpGBz7949Jk6cSJUqVbh//z6vv/66oWampQy9vKJ27Qs0atQTSH/VWrlywc9ev3z5Mk2aNOHMmTPMnz+f27dv4+vrawjbyU2sRY9l9SlvCdwDBgBvCyEeZXcCIcRVIUQ9IUQ9oCEQB+zP7jgSy5BRMOmoUZ15++03GTWqc4rYAn0waXZj+OLj43n48CEAjRo1on///gQFBTFv3jyKFi1qSOTw8PBApVKlMfoURTF49FJ7FsPDwxk5ciReXl4cOHCAIkWKMHfuXIKCghg8eHC2M+rS2wpRqeIJDx/EgwcPAF1Ac0b9cSU5w9nZOcvYzdRFuI2N3ZS8OAgheO2111i5MhxFuc3kyRP488+v8fcv2M2fzp49S7du3ahfvz579+5FpfoYW9uEFNcU1BIqQgh+/fVXVq5cCYCnpye7du0iODiY2bNnU7JkSYvJYi16LFNjTwhxXAhhI4TwFEKcMcN8rwE3hBDmSXORZEry5Ipjx44ZlVyR28GkWq2WHTt2ULNmTSZM0IV/NmjQgM8//zzNhzuzRA5HR0e6d+9OnTp1DIZeXFwcvr6+uLu789lnnyGEYNiwYVy/fp2PP/44x0259bE2lSqpAQHcxs5uNIsWvWyopC4xP6ljMNOL3Rw+/Fy2YjclLwY3b95kwoQJxMfHoygKb731LQ4O23n6tAxCKFbVe9bcnDx5ko4dO9KkSRMOHjxI4cKF+eijj7hzZyFbtzoU6BIqQgh+/PFHmjVrRrt27Vi9ejXx8fEAvPvuuxQrVsziMlmLHrN0euC7wC4Lz/nCYUql7uwEkyZPFQ8LC8swg+m/Cu4CO7twEhN/pH79l/jggw+Mej36RI7k4x8/ftwQo6fRaNi2bRuzZ882BLV27dqVxYsXU6uWeVbvffvC9u1duH//KKNGjWL27MWUKVOG48ePm2V8SVqyW4Q7q9hNScHnypUrLFy4kB07dmBra2sI4/jqq1o8/59vQJ9kZayxk9NOFJZA78ny8fExFIYvWrQoY8aMYcKECYZFaW6Ud7EWzp8/z9ChQ/H398fV1ZX169czcOBAHBwc8lQua9FjiinZlNmaSFHsgTCgthAiPNW5YcAwgLJlyzbUl6zIa2JjYylatGhei2GUHImJiSQlJaHVatFqtQghMs2UVRQFW1vbNOPGxMSk8Py9/fabCJFeUK9g797vDM/t7OzSlfHIESeWLatBQsJ/bmwHBzWTJl2jXbuITF9TZujfkydPnnD37l1DfShHR0dcXFzM9neLjIykZMmS2NraGrwEyZVHfvqMWApzyxIbG4tarc7257lNmzbnhRCNzCZIFkg9ZrocyfWYjY0NdnZ2aWKe0kOr1RIcHMyjR4+wsbGhbNmylCtXzhD31LZtqwz12NGjv2U5fvp6TMOkSVfNosdMITo6mnv37hmKAKtUKsqVK5et4vX56TOSGrVaja2tLYmJiQQFBVG+fHleeuklk5MGC5oes6Sx9wYwWgjRIbPratSoIa5evWoRmbLi+PHjtG7dOq/FyFCOzDx4xqBfQdSp81/K9+nTp1OkfI8a1TndgsZlyjxl3bqfDM/TK2h8//59GjYsTVhY2kBTV1dd8kNOOXToECtWrODIkSPPx3OlS5cdHDzYjJAQxaSVtxCCQ4cOMWXKFAIDA1m0aBFTp05N91pr/4zkBeaWJbPPua2tLUKIdD3ViqJY1NhLjtRjxsuR2d9Xb6xktBNx7949KlSogBCCjh070rBhwxSeLD1VqqSfVW+sHjL1/oxI/Z4Y6z3UarXs378fX19fLly4AECZMmX46KOPGD16dLYTD6z9M5KapKQkduzYwYIFC6hWrRqHDh0C/mtzZ0lZjCWv9Zgl9zv6ILdwzUZW5VH0ZLdSt7OzM+Hh4YYx0+s9m1Uw6dOnT1m2bBlLly7l6dMn6cqVUWX3rAgJCWHWrFnUrVuXI0eOULJkSWbOnEmZMh8yerR9tnpApoe/vz+TJk3i6NGjuLu78+233/LWW2/lTFiJWdDHbnp6ehISEkJYWBhJSUnY2dnh7OyMi4uL3LrNpxhb5umLL56xe3cCEREOVK6sMGDANc6eHc9vv/1GcHAwZcuW5eeff87wH72pvWcza3VmLozpY6vRaNizZw9+fn4EBuqqoJUvX55JkyYxYsSIHMcl5xcSEhLYtm0bixYt4tatW9SrV48hQ4YYzltzX+y81mMW0ZCKojgC7YHhlpjvRcCY8ij65Aq9oaZPrgBSxAuEhIQY4uFcXFzw9/c3nNNfl5HBqMfFxQW1Ws2WLVuYM2cO9+/fp2fPnpw5oyEsLG0eUGaV3dMjOjqaxYsXs3LlSuLj41m+fDnjx49n1qxZlC5dmipVMu8BaWyszfLly/nnn39YvXo1w4cPN2oLSWIZ0ovdlORvjNdjDQx67PZtmDevIkWLujBr1iwKFy4MZP6PPnm9uTt3BJUrK9ny/GfV6swcZNbHVqNRM2FC/PNabE2Buri4PGHq1KkMGjTI8B4UdNasWcPkyZNp3Lgxn3zyCV27drVqAy898kqPWcTYE0LEAaUtMZelUavVBis9MTERe3v7XLfSje21l5PkisyCSdPrW5s8mHTt2rWMHTuWZs2asW/fPpo2bZpmtQrZW1EnJSWxYcMG5s2bR2RkJAC9evWidu3ahmxeyLwHZGar5ejoaBYuXEifPn14+eWXWbFiBZ9++qlF6i9JJNZCftNjUIRSpdYzfbrxNfL0yQnHj/+W7e05Uz2DxpCxDhMMGJCIEPo4rirY22/Dx0ehf/+C7dGOjY3ls88+o2bNmnTt2pUhQ4ZQt25d2rdvn++MvLymYH9SchFTMl5NJaPyKKk9eImJ6QfnZlWp28vLi+jo6CxX3CqVCgcHB6KiogAYOHAglSpV4o033jC85pQrauOz2IQQfPfdd0ydOtXwHjdv3pxly5bRpEmTNFmwGa28Var0V8szZgiiotYwf/58Hj58iJOTEy+//DJOTk6ZCyaRFCDysx67e9dyxZBzqseyQ0Y6DDQIkVJnJyba8fHH0L+/+ea3JqKjo1m7di0rV64kKiqKMWPG0LVrV0qWLEmHDpmG/UsyoGCXDs8l9HEm+lVpaoNIfywoKIjTp0+b1D82PYwtj2Jjk/68WVXqzqqgsa2tLTY2Nly+fJlu3boxffp0QNdQ+s0330zzT0HfiUKr1f3MSkH+8ccftGzZkrfeeougoCCqV6/O/v37OXHiBE2aNEn3nvQKHzs6Qka26p07gnHjxlGvXj3Onz+fwkuYl+SkNqJEkhPyux4z5xaqMWRXj2UXPz8oXDj1a30KpG/smjNe0JpYt24drq6uzJo1iyZNmvD777+zZs2avBYr3yM9ezkgJ+3Ekme8moqxvfa0WgV7e3W2kiv0pBdM+ujRI0qVKsXZs2fx9fUlKSmJKVOmGIw9U7lx4wbTp0/nm2++AXTZZfPmzWPo0KFZto7JaOWdUW9bO7v7fP/9T3Tq1MkqtgPy0sMieTHJz3qsoHV+iI6OJjh4LTY2t4EZQGXs7cMZNeou+/Y1Stews7Sxm5tEREQYyo04OjrStm1bZs2aRYMGDfJYsoKD9Oxlk8zaifXu3dNs7cQyw9hee2XKxJlcqVsfTOrt7U3RokUJCwtj2rRpvPnmm1y9epVFixaZHN8WFRXF+PHj8fT05JtvvqFQoULMmDGDGzduMGrUKKN7BKa38vbzg0KFtCmuc3QUfPFFeV5//XWrMJzy2sMiefHIz3qsXLn4AtP5QaPRMHv2bIMn6+nTz2na9D1+/PF/xMeXZ+XKV1iwQEl316IgGLuhoaGMHz+eKlWqsHHjRgAGDBjAvn37pKFnZqRnL5sYG2cCGWe8mkp2yqOYWqlbCMHevXuJjY2lSpUqvPvuu9StWxcvLy+TX0d8fDyrV69mwYIFREdHoygK/fv3x9fXl0qVKpk8/oMHD/jjj/kkJDxGUfwQwgVXVwU/P4W+ffPeyNOT1x4WyYuHNeixsmXLcvfuXWxsdD4HY/SYSqWifv36+T4jOzw8nOXLl1OhQgV8fX0BaNOmDbNmzaJNmzYpFqGWiBe0NMHBwSxevJjNmzej0Wh4//336dKlC6GhoXktWoFFevaySXbaienRZ7yai5z22kuOSqXCyckpU6PtzJkzeHt788477/DFF18AYGNjY7Khp++PW6NGDaZOnUp0dDTt27fH39+frVu3msXQ27BhA+7u7qxfv55hw4oQFmaPEEquxNqYgjV4WCQvHnmpx54+fcqKFSto165diq3cF6H3sd6T5ebmxtKlS9FqtXTs2JFTp05x9OhR2rZtm+5uQ27HC+YGO3boilHb2Oh+Ju9DPHDgQL744gsGDBhAUFAQW7ZswcPDI69EfSGQnr1sYmycSVYZr6aQ3V57qe/NqFK3nhs3bjBlyhT27dtHhQoV2LRpEwMGDODkyZMmy37s2DEmTZrE33//DUCdOnVYunQpHTt2NHlsfas4W1tbbG1tadWqFYsXL8bT09PksXMLa/CwSF488lKPbd68mYkTJ9K2bVtKlSpFYmJige99nNyTpX/vu3fvjqenJxMnTsxj6cxPegWi+/dPIDr6GaNGlWTNmjWULFnSLAt7iXFIz142MTbOJKuMV1Px8vIyqvehvpdrmTJlcHZ2pl69enTv3p06depkGK927949Dh8+zPz58wkKCmLw4MFG91jMiEuXLtG1a1fatm3L33//jbOzM5s3b8bf398sht6vv/5Ko0aNWL9+PQCDBg3iwIEDVm3ogXV4iiUvHpbUY48ePWLevHk8evQIgMGDB3Pq1Cl+/fVXunTpYpQeM2YnwhoJCgpi0KBBeHh48Nlnn5GUlMQ777zDhQsX+P7773FMHYxXQEivQLRG48DcubrPnZeXlzT0LIw09rKJs7NzCsXUp08A9vYpt9SMzXg1BWPKo6hUKmrUqEG3bt1o06YN3t7euLm5pVkZP3v2jEWLFhmyaps3b05ISAizZ882uf3OvXv3GDZsGHXq1OHHH3+kaNGi+Pr6EhQUxMCBA002Ii9evEjnzp1p164dDx8+NCgQa0i8MAZr8BRLXjwsoccePHjAjBkzcHV1Ze7cucTGxgK6bEt9H21j9ZiHhwfe3t755nsdGBhI3759qVmzJlu2bEEIQb9+/QgMDGTPnj14enry7rvv8uDBg7wWNVe4cyf9JLLIyIJp3OYH8p8/PI8xpZ2YuTG1155Wq+Wrr75i1qxZhISE0KNHD7RaLTY2NpQsWdIk2WJjY1m+fPnz/rhPUalUjBw5ko8//phy5cqZNLaeRYsWMXPmTIoXL86SJUsYO3YshQoVMsvYliI9D0tkZFoDO7c9xZIXi9zWY6tXr2b69Ok8e/aMnj17MmvWLB4+fJjutXndM9ScXLhwAV9fX/bu3QvojNWBAwcyffp0qlWrZrhu0aJFfP311wQHB/POO+/klbhm59KlS9SqVYvKlZVcby8nyR754xtkRWQ3Xk5RFKpVq5a7DY5z0GvvwoULDBo0CH9/fxo1asSXX35Jq1atTJYldX9cgDfeeINFixZRs2ZNk8ePiYkxlB5p3Lgx48aNY+bMmZQunT+78WUns1pPbniKJS8WuaHHQkJCKF68OCVKlKBixYq8/fbbTJ8+3RBKkbrrTXoy5dfex2fPnsXHx4eDBw8C4ODgwJAhQ5g8eTKurq4prk1MTOSzzz4D4Ny5c4SFheXr77MQgl9//RUfHx9OnDhBQEAAfn5eud5eTpI95DZuDjA2Xg50X4Tr168TEBBgFfXR9Iq9ePHiPH36lB07dvDnn3+abOgJIfjxxx95+eWXGTZsGPfv36dx48acOHGC7777zmRDT61Ws2HDBjw8PJg3bx4Abdu2ZcWKFfnW0IOcZ1bn54xEiXVgLj128+ZNhg0bRrVq1Vi9ejUAb7/9Ntu3b7f6mFlTOXHiBB06dKBJkyYcPHgQR0dHJkyYwM2bN1m7dm0aQw9g69at3Lt3D9DtrixevNjSYpsFvc5v1qwZ7du358aNG3zyySdUrVqVvn1h40ZwdQVF0f0sKLUR8yvSs5cD9HEm+o4HWq02U0NOq9USFBREdHR0nsWdhIWFMWfOHCIiIjhw4ABVq1bl8uXLhhpXpvD3338zadIkjh07BoCbmxsLFy6kV69eJr9WIQQHDx5k6tSpXL58mebNm9OrVy+ePXtmstzWQHY9LPk5I1FiXZiqx65evcqCBQvYuXMntra2DB06lP4FtVlrMlJ7sgCKFi3KmDFjmDBhAmXLls3w3sTERPz8/Khbty7//vsvL7/8Mhs3bmTatGlUqFDBUi/BLERFRfHOO+/g5OTE+vXrGThwIA4ODobzfftK486akJ69HKKPM0keh5EZyQviWpKYmBjmzJmDh4cH27dvx93d3VCjzVRD7/bt2/Tr14+GDRty7NgxSpUqxfLly7l8+TK9e/c2i1E7d+5cunfvjkajybI/bn7FWA9Lfs1IlFgvpuixCRMmsHfvXsaNG8fNmzf59NNPqVyAg7JSe7JOnDhByZIl+fjjj7l9+zYLFy7M1NADnVfvzp07jBo1CoAWLVqQlJSUL7x7Go2GXbt2MWDAAIQQlClThuPHjxMUFMSIESNSGHoS60O6B0xArVZz48aNFKvhkyddMgxy1mg0XLt2DU9PT4t4Zv7880/eeOMNwsPD6d27NwsWLKBq1aomj/v48WMWLlzIJ598QkJCAvb29owdO5aZM2dSqlQpk8cPDg5GURRcXV157733KFeunFH9cfMrqT0skLI3rjG1ESWSnJITPRYUFMQnn3xCyZIlszRw8jtarZb9+/fj6+vLhQsXAF3f7gkTJjB69GiKFy9u9Fhr1qyhSZMmNG/eHIBSpUrRv39/PvvsM5YsWZImYcsaSEpKYufOnSxYsIBr165Rq1YtIiMjKVu2LI0bN85r8SRGIo09E8hJQVytVsudO3fMYnSlhxCCqKgoypQpQ82aNWnSpAkzZswwizdMCMEnn3yCj48PUVFRAPTp0wc/Pz+zBFU/evSIBQsWsHr1anr06MHu3bupUaMGNWrUMHlsa6cgZSRK8hc5Lexta2tboA09jUbD119/jZ+fH5cuXQKgfPnyTJo0iREjRuSoLNW0adNo3LhxitJJixcvpkGDBlb5/Q4MDKRr164EBwdTr149vv32W3r06GGW8B+JZbG+T1c+IjsFcZMryYsXL3Lv3j0SExOxt7c32z/zv/76i8mTJxMVFcWFCxcoUaIE33//vUljwn/9ce/fv8/48eMBaNWqFcuWLaNRo0Ymj5+QkMC6devw8fHh8ePHDBgwgPnz55s8bn4kP2ckSvInOdFj+sLeBfFzmpSUxI4dO1iwYIHB0+7i4sLUqVMZPHiwSeWd+j4PYtMbj6DzEo4ePdo0oc3Is2fPuHHjBl5eXlStWhUvLy9Wr15N165d5a5CPsYi5rmiKCUVRflWUZQriqJcVhSlqSXmzW2MLYibupBkQkICYWFhREZGEhYWhr+/PwcOHMhxxm5wcDDvvfcejRs35tKlS4wcOdJsmb+nT5+mWbNmvPPOOyQkJFCzZk0OHDjAsWPHzGLoga7m1IQJE3jllVfw9/dn8+bNsrq6RGIhcqrHClph74SEBDZs2ED16tUZOHAgQUFBVK1alc8//5zr168zevTofFfHMzvExsaydOlS3Nzc6NatG2q1msKFC/PDDz/QrVs3aejlcyzl2fsE+J8QoqeiKPZAgSijbWxBXNBtjWSUYalfVeckY/ePP/6gVatWqFQqZs6cyZQpU7IVQ5IRQUFBTJs2jX379gHg5ORE5cqVCQgIMMt2w8mTJ3FwcKBx48aMGTOGpk2b0qFDB5PHlUgk2SOneqygxNDGxcWxadMmlixZQmhoKAA1atRg5syZ9OnTxyq3V81JdHQ09+/fp0qVKkRFRdGuXTtmz55d4F/3i0aue/YURSkOtAS+ABBCJAohHuf2vJYgdSFMXeHb9DxqSorephlhbMZuQkIC//77LwCNGjVi4sSJXLt2DV9fX5MNvQcPHjB27Fhq1arFvn37KFy4MLNmzeL69euULVvWZAVw9epV3nzzTVq2bImPjw8ApUuXloaeRJIHaDQaQkNDU3j3jNFjBaGwd3JP1rhx4wgNDaVOnTrs3r2bwMBA3n///RfC4Dl69CihoaG8+uqr/P777/zyyy+0bNkyr8WSmBkltwv9KopSD9gIXAJeBs4D44QQT5NdMwwYBlC2bNmGe/bsyVWZjCU2NpaiRYtmeo2+ubeet956E0jrlVMUwd693wFw4kQlduyoTWRkYcqUeUbfvoG0bHk32bVKinZlyeV49OgRoaGhaDQa6tSpk2Gg7JEjTmzaVJWICAecnBIYMuQm7dpFZPg6hBCEh4dz//59g6exTJkyODs7G1bwxrwfGaFWqwkLC+PBgwfY2NhQoUIFnJycchzoa4os5kTKkRZrkaVNmzbnhRDmiTUwgvyoxzQaDRcvXsTFxSXFbkJWekxRFM6dq54tHZOTz0V29ZgxxMTEEBsbS0REhKEMlaOjIxUqVDC5TaSxBAcHM3DgQKZMmcLrr79ukTn1qNVqwsPDsbW1NbSufPLkiVl2hEzFWnQHWI8sZtNjQohcfQCNADXQ5PnzTwCfjK6vXr26yIikpCRx8+ZNcerUKXH06FFx6tQpcfPmTZGUlJThPaZw7NixLK/56aefxJ49ewyPMmViBYg0jzJlYsWePXvE2LG/C3v7pBTn7O2TxNixvxvG2Lt3r7h582YKOU6ePCmaNGkiAFG3bl3x888/ZyjTV18J4eiYcn5HR93x1Gg0GrFt2zbh4uIi0C3nRadOncS///6bo/cjI1avXi1UKpUYNWqUCA8Pz/E45pDFnEg50mItsgDnRC7rt4we1qrHEhISxKZNm8Qbb7whNBqNEEKIixcvigsXLoi9e/capcf27t0rFi68bbSOSU8OY8iOHjOGyMhIMXv2bLFy5UqDrmvWrJk4dOiQ0Gq1ORs0hwQGBgpAzJkzx2Jz3r17V4wbN04ULlxY2NjYiJEjRxrOWct31lrkEMJ6ZDGXHrNEgsZd4K4Q4s/nz78FGmRnACEEAQEBHDhwAH9/f7MmN5hK6rIgffoEYG+vTnEseW/TzDLd9Ogz3fQ8e/aMFi1aEBISwubNm/n7778z3facOTNlT0LQPZ85M+WxI0eO0LBhQ/r3709ISAj16tXjl19+4dChQ9Spk/W2c2ZoNBq2bt3KN998A8Dw4cMJDAzk008/xcnJyaSxJZL8SF7qsfj4eD799FPc3d0ZMmQIoaGhPHjwAIDatWtTt27dFIW9M9JjffsGPu+Y4GKUjjEFY/VYVoSHhzNlyhRcXV3x8fFBo9HQpk0bjh49yqlTp+jUqVOBTz7YsGEDVatWZe3atfTq1YvLly+zbt26vBZLYkFy3dgTQtwHQhRF0VtFr6Hb0jX2fk6fPm1oJ5W8RABgOBYUFMTp06ctbvBVrlw5ReeDrHqbZpTplvr406dP+e677wAoXLgwX375JUFBQQwcODDLTgt37mR+PCAggNdff5327dtz4cIFKlWqxLZt2zh//jzt2rUz4lVnzi+//EKDBg0YOHAgO3fuBHRB4C9CvTyJJD3yUo/Fx8dTtWpVxowZg4uLC4cOHeLs2bOGLTz4r7C3h4cHKpWK1q3DUuixsmXjGDnybwYPLoy3tzchIekbRxnpnpyQlR7LitDQUMaPH4+bmxtLly7l6dOndOrUiZo1a3L06FHatGlToI28oKAg7t7VhQfVr1/fkGG8detWqlevnsfSSSyNpaJPxwI7nmfi3gQGGnvjxYsXiYiISKMcU5M8ucFUr1R20Pc2vXbtGlqtFsi8t2lGmW6lS6dcwh47dow1a9YYssP69etntEyVK8Pt22mPOzurGTJkBFu2bEGr1VKsWDGmT5/O+PHjKVy4sNHjZ8TFixeZOHEihw8fxs3Njd27d9OrVy+Tx5VI8juW1mNPnjzhypUrNG7cGAcHB9q2bcvgwYNp3bp1hgZO6sLe5cqF8dZbfyUr7P1f4d+MdIw5u6XldI7g4GAWL17M5s2bDYkn3bt3Z9asWbzyyiscP37cfEJaIZcuXcLPz4/du3czZMgQNmzYQOPGjWW3ixccixh7QogL6GL3soVarU7RIB6Ma+NjqXZkemrXrs2tW7dISEjI8to+fQJSVKeHlNu8oNu2TUxM5Pz585QoUSLb8vj5wbBhKbdA7OwSiYgYzhdfbMXW1pbRo0cze/Zss1bAv3nzJn/99RcrVqxg1KhRsleiRIJl9dijR49YvXo1n3zyCYUKFTK0Hvzqq6+MHsOYwt7p6RhHR91xc5HdOYKCgli4cCFffvklarUaRVHo1asXM2bM4OWXXzafYFbKhQsX8PX1Zd++fTg6OjJhwgQmTpyY12JJrASr7nmSURufyMgiCKEY2vicPOmS6X25TWBgoCGrKyuy2uYFXWbY4sWLc7zt2bcvbNwIlSvr4pBtbEJIShpAUtJW3n77bS5dusTq1atNNvSePHnCrFmzWLBgAQDdunXj1q1bfPTRR9LQk0ieYwk99uDBA2bMmIGrqytz586lZcuWHDhwINd6rep1jKsrKIru58aNuuOWniMwMJD33nuPmjVrsmXLFoQQvP/++wQGBvL1119blaG3dOlSzp49m+JYcHAwU6dONewM5ZTPPvuMX375hZkzZxIcHMzSpUspX768SWNKCg5Wbexlp42PntTJDblNRqv2UaM607t3T0aN6pxGibdoEcK6dT/x9dffsm7dTykMPZVKRY0aNUzyTAohKFbsAI6OtQAbtNrKvPrqLU6dOsW3336Lh4dHjscGXeX8devW4e7ujp+fH7du3QJ020A58URKJAUZS+gxf39/Fi1axOuvv86FCxf47rvvTO5ws2MHVKkCNja6nzt2pDzfty8EB4NWq/tpTkPPmDn8/f15++238fLyYteuXdjY2DB48GCuXLnC9u3b8fT0NL9ARnDz5k0GDBhAxYoVsbe3x8nJiTZt2pCUlMTXX3/NwIEDU3weJk2axGeffWa0w0DPyZMn6dixI2fOnAHAx8eH27dv4+PjQ5kyZcz6miT5H6uuGGlsG5/Uxy3ZxienTcTTQ6VS4eTkhJeXV47l+euvv5g0aRInTpwAoFq1aixatIi3337bLMHIp06dYsiQIVy9etWs/XElkoJKbuixkJAQFi9eTIkSJfDz86N9+/YEBQVRrVo10wVGZ9gl30K9fVv3HHLHqMsOf/75J76+vhw8eBAABwcHBg8ezNSpU6lszqDBHPD48WO8vb1p0qQJ69evp1SpUjx8+JDQ0FDs7OyYPHky7777LocPHwZ0mcJ79+5lzpw5RnlhhRD8+uuv+Pj4cOLECZycnLh//z6AWUNyJAUPqzb2jG3jkzq5wZJtfHLSRDw1tra2CCHw8PDAy8srR0ZZcHAwM2bMYNeuXQC89NJLzJkzh5EjR5plK0f/GosVK4ZKpeL777+X/RIlEiMwpx67efMmCxcuZNu2bQCMHDkS0HnVzWXoQeZlT/LK2Dtx4gS+vr788ssvgC7cZcSIEUycONFqunmcOXOG+/fv07t3b9q1a4e9vX2KXZqePXtSq1Yt1q9fD+heU/HixRk/frxR43fr1o0ff/yRihUrsmrVKoYOHYqjY4HoPirJZaza2HN2diY8PNxgaBiT3GDpNj45XbWrVCpeeumlZJluLjnaun306BF+fn6sWbOGxMREHBwcGDduHNOnTzdLNfibN28yY8YM7O3tGTRoEC+//DIXL16URp5EYiTm0mOfffYZY8aMwdbWlmHDhjFlypRc82SZWvbEXAghOHLkCD4+Ppw8eRKAokWLMmbMGD766COrq9n5yiuv4OHhwXvvvQfoFt1RUVGG8yqVijlz5vDuu+8CcPnyZWbPnk2pUqXSHU+r1XLo0CFef/11bGxs6Nq1K127dmXgwIEyLlqSLaza2HNxccHf39/wXO8ZyyiLLfl9liKnq/Zy5crh7e2d43kTEhJYt24dPj4+hpZt/fr1w9fXF1dX1xyPqycqKgo/Pz/Wrl1r2H7QIw09icR4TNFj//77L46Ojri7u9O8eXM+/PBDJk2alOsLWkuUVskMIQQ//vgjvr6+/Pmnrh5/yZIlGTduHB9++CEvvfSSZQTJJk+fPuX1119nwoQJ1K1bN90Fd8+ePalWrRo3btzAwcEhXa+eRqNhz549+Pn5ERgYyHfffccbb7zBiBEjcv9FSAokVm3s6WvYJU+AyKyGnUqlwsPDw6JlVyztfRRCsGfPHmbMmMHNmzcBaNu2LUuXLqVBg2w1JsmQX375hV69evHkyRMGDhzI/PnzcXZ2LvD1qSSS3CAneqxo0aL07NmT77//ng8++IBt27bh5eXFihUrLCKzJUqrpIdWq2X//v34+vpy4cIFQNeje8KECYwePdoq+rdmxJMnT2jdujVr1qyhW7duGV6nUqn48MMPGTduHE2bNk1huKrVanbs2MGCBQu4du0atWrVYseOHXTt2tUSL0FSgLFqYw/Ay8uL6OjoLAuSmiO5ISdY0vt48uRJJk2aZEjdr1WrFkuWLKFz584me9u0Wi0PHz6kTJkyeHl50aZNG+bPn2/x91MiKYgYq8dAFzoxZcoUSpQowdy5cxk7dqyFpPwPfVzezJm6rdvKlXWGXm7F66X2ZAGUL1+eyZMnM3z4cIoUSbtbYm2cOHGC27dvG1Uya+zYsURFRdGkSRNAt4jX63BfX1+KFi3Kt99+S48ePbCxseqiGZJ8gtUbe/o2PhcvXiQoKAgghbI0R3KDKVjC+5iQkMCbb77J999/D+iU4Pz58xk4cKBZvJjHjx9n8uTJODg4cPLkSSpUqMC+fftMHlcikegwVo/duXOHJUuW4Ofnl+eerL59cz8ZIykpyeDJ0r8vLi4uTJ06lUGDBpmls4+l0GfDfvDBB0yePJnSpUtz9+5djh49yubNm1NcqygK8+bN49ixY6xevZqtW7dy6tQpHB0dOX78OM7OzjJcRmJWrN7Yg7RtfMLCwkhKSjI5ucEcxMfH8/PPP5OQkICnp6dZvY8RERHMnTuXatWq8f333+Po6MiUKVOYOHEiRYsWNVn2S5cuMXXqVA4ePEilSpXw8/NLscKUSCTmI7UeCw0NJSIigmvXruHl5UWnTp2IjY1l6NCh+cKTZQoJCQls3bqVRYsWERwcDICbmxvTp0+nf//+uVYMOjdp0qQJX375JStXrmTgwIGo1WqqVKliSNZITmxsLOvXrzck1LVo0YKIiAiqVKlCxYoV80B6SUEnXxh7eoxp42MptFotu3fvNlQr79y5M23btuXevXuAad7HuLg4Vq5cyeLFi4mJiWHZsmUMHTqUefPmUaFCBbPI/7///Y+uXbtSpEgRFi5cyLhx4/LVKloiya/Y2Njw77//4uvry7lz53BxcWH16tXY2tqaJYPemomLi2PTpk0sWbLE0Pe7Ro0azJw5kz59+uTZot1c9OvXL8s+5nfv3qVevXpERUWxceNGjh8/TqtWrSwkoeRFJX9/s/KIqKgoOnXqxLlz56hXrx6//PIL7dq1A3QBtjn1Pmo0GrZv387s2bMNirBLly7Url3bLD0Onz59yq1bt/Dy8qJVq1ZMnTqVjz76SFZbl0gsSJcuXfjf//5H1apV+fzzz/nggw/ypScrO8TGxhIeHo6bmxsREREA1KlTh1mzZvH222+jUqnyWMLcJSoqij///JPOnTtTsWJFBg8eTI8ePYiPj5eGnsQiyMjPbPD48WNAVzvJ3d2d7du3c/78eYOhB/95H729vWndujXe3t64ubllaej9/PPP1K9fn0GDBhEaGkqDBg349ddfOXjwIIUKFTJJbo1GwxdffIGHhwdvvPEGarWawoUL4+fnJw09iSSXUavVfP3114aOGP369WP79u1cvXqVIUOGFGhDLzo62lAO6u7du0RERNCoUSP279/PhQsX6NWrV4E29CIiIpg6dSpVqlShZ8+eREdHoygKixcv5tVXX81r8SQvENKzZwT3799n7ty57N69mytXrlC+fHlDpwpT+eeff5g8ebKhKnzlypXx8/Pjvffey3EWlt67GBoaSnh4OJcuXeLYsWO4u7uzaNEio7ZKknsoExMTsbe3JzExEbVane+3WiQSS5CYmMiXX37JwoULuXHjBnv27OGdd96hb173G7MAUVFRfPLJJ6xevZro6GhAVwz50KFDdOzYscDHBd+/f59FixaxceNGEhIS6N27NzNmzJC9wyV5hvyvnQlarRYfHx8WL15MQkJCjluP7diRtoRBq1Z3mTVrFtu3b0cIQYkSJZg5cyZjx47NsSdPCJFutl/NmjWpWbMmKpWKYsWKZZqEkdEYoGvfdODAgTzLfJZI8gtqtRp3d3dCQkJo2LAh3333Xaa11/ID6emx1HZreHg4y5cvZ926dTx9+hSANm3aMHv2bBRFoXXr1pYX3ILodevjx49Zv349ffr0YcaMGVSvXj2vRZO84EhjLwOePHnCxYsXmTNnDm+99RaLFi3Cw8Mj2+Ok11B8wIBEYCZq9Xbs7OwYNWoUs2fPpnTp0jmWVwjB6dOnCQ8PR6vVpnuNRqMhKCiI6OhovL290xhr+jEyqgUmhMhyDIlEojP2XFxc2LhxY4HwZKWnx4YN0/3ety+EhoayZMkSNm7cSHx8PACdOnVi1qxZhk5BBbkoe1BQEAsXLiQuLo7du3dTs2ZNQkNDZZiMxGqwiLGnKEowEANoALUQopEl5s0uQggCAgKoW7cuxYsXx8nJidOnT9OsWbMcj5leQ3G12h6YxzvvPGPhwoVmaWB+7tw57t69m2X8i0ajISIigosXL1KnTp0U5y5evGhU0dfMxpBIJFCoUCFOnTqV7408Penpsbg4mDpVzcmTY9iyZYuhT/gbb7zBzJkzeeWVV/JAUsty6dIl/Pz82L17N/b29owYMQKtVouNjY009CRWhSUTNNoIIepZq6Hn7+9P+/btqVevHv/++y+gK15siqEHcOeOSPe4oriyZ88ekw29xMRE1qxZw9WrV1MYeidPujBqVGd69+7JqFGdOXnyv44deu+cWq02HFOr1SkKQ6c3xokTlTIdQyKR/EdBMfRAt3WbHqGhNmzYsIGkpCTeeecd/vnnH7777juzGXo7dkCVKmBjo/u5Y4fpYxw54mQW2b766iu8vLz4/vvvmThxIrdu3WLlypWy44XEKnnhP5V37tzhgw8+oGHDhly4cIFVq1ZRs2ZNs4z9559/Ym8fnu65ypXN84/gwoUL7N+/P8U/lpMnXdiwoRGRkUUQQiEysggbNjRKYfABhISEpPt7RmOsX18/0zEkEknBpHLljM6E0K9fPwIDA9mzZw9169Y125z6rePbt0GI/7aOs2PwpTfGsmU1cmQ0Apw9e5Y///wTgA4dOjBr1iyCg4NZsmQJ5cuXz9mgEokFsJSxJ4DDiqKcVxRlmIXmzJK4uDjq16/Pnj17mDJlCtevX+fDDz80uRTCzZs36d27N6+++ioJCROAlPsfpjYUP3PmDKtWrQKgcePGTJw4MYXMu3bVITEx5Q59YqItu3b9t+Wq0WgICwszPA8LC0vh1UtvjISEzMeQSCQFk2HDglGp4lMcU6kSWLGiEF9++SWenp5mnzOjreOZM00bIyFBla0xQNeXvEOHDjRp0oS5c+cC4OTkxPz58+V2rSRfoAiR/jajWSdRFGchRJiiKE7AL8BYIcSJZOeHAcMAypYt23DPnj25JosQgsePH1OqVClAVzvP0dExXQMvNjY2W23JNBoN9+7dIyIiwpCVVa5cOQIDX2bzZnciIhxwckpgyJCbtGsXYfS4T548QaVSodFoiI+P5/HjxyQmJlKrVi1sbGyIiYlJsZ369ttvIkRaz6GiCPbu/c7w3M7OzvD6zDGGJcnu30bKYTmsRZY2bdqct2TYiCX1WHYw5e/x9OlT7t27R3R0NOfP1+R//2vBo0fFcHKKZ+jQW9nSY9mVo23bVhnqoKNHf7PIGLGxsYSGhhIbG4utrS3ly5enbNmyZtuqtZbvipQjLdYii7n0mEUSNIQQYc9/RiiKsh9oDJxIdn4jsBGgRo0aIjfS84UQ7Nu3j2nTpnH9+nVOnDhBixYtMr3n+PHjRpUKiI+PZ82aNSxYsIDHjx+jKArvv/8+vr6+uLjotj0XLNBfXQio9fyRubz6Eig2NjYkJCQAujig4sWLY29vT9myZfHy8uLMmTMpPGylS8cRGZm2t2bp0nEpDDonJydDptzp06dNHsOSGPu3kXJYHmuSxZJYQo/lhJz8PU6cOIGPjw9HjhwBoHDhwowYMYKLF+vj7FwcKIwxeswUOSpX1m27pj1ufAmXnIwhhECr1aJSqVi7di2LFi1iypQpDBkyBEdHR6PlNwZr+a5IOdJiTbKYg1zfxlUUpYiiKMX0vwMdgIu5PW9yfv/9d5o3b07Pnj1xcHDgxx9/pHnz5iaPq9Vq2bFjBzVr1mTKlCk8fvyYdu3a8ffff7Nt2zaDoZdd9CVQ9AkTqb2vei9fUFAQp0+fpkKFCilWmn36BGBvnzJxwt5eTZ8+ASnGcHZ2Njx3dnZOkeCR3hgODpmPkRlqtZpbt25x+vRpjh07xunTp7l165ZM8JBIrAQhBEeOHKFVq1a0atWKI0eOULRoUaZNm8bt27dZsWKF0d93c+Dnpwt5SU52Q2DSG8PBQZPuGFqtln379tGwYUO++OILAIYOHcqNGzf48MMPcXR0lHpMkm+xhGevHLD/eQKBLbBTCPE/C8wL6LJVe/bsiVarZePGjQwcONAsHSCOHTvG5MmTOX/+PABeXl4sXbrULDW1AgICCAsLy3IcfQmU+Pj4FLX1WrTQJU3s2lWHqChHSpeOo0+fAMNxPcmNURcXF/z9/TMdo1+/SzRrlvEY6ZFZkebw8HD8/f1lkWaJJA8RQvDTTz/h4+NjSD4oWbIk48ePZ+zYsbz00kt5Ipe+YHNWhZyzO0a/flfp2/c/j6RGo2HPnj34+fkRGBiIh4cHZcuWBcDBwQGQekyS/8l1Y08IcRN4ObfnSU5kZCRr165lxowZ2Nvbc/DgQapXr06RImm3JbPLpUuXmDp1KgcPHgR0HjEfHx/69+9vlh6PR44cITw8PEUM4YkTlfjqq1rpGm4ajYZHjx6lGadFi5A0xp0elUqFh4dHCqPX1tYWDw+PFOVXUo9ha2uLfgGb3hipyapIs/6YLNIskVgerVbLd999h6+vr2GhV6ZMGSZMmMDo0aMpXry4Wec7csSJAQOyZ7j17Zs9486YMY4fjyD59nOfPn345ptvqFWrFjt37kzTr1fqMUlBoECVXnn27BmLFy+mWrVq+Pj4cPLkSQDq169vsqF3//59RowYQZ06dTh48CBFixbFx8eHa9euMWjQIJMNvbt379KlSxcWLFiQYtv25EkX1q+vn2UZFWNRqVQ4OTnh5eWV5pyXlxdOTk5ZvpbMxkhOToo0SySS3EWj0bBr1y7q1q3L22+/jb+/P+XLl2f58uUEBwczffp0sxt6O3boSp6YUkbFXAgh2LhxIw8fPgRgxIgRfPvttwQEBNCnT580+k/qMUlBoEC0S9NqtezcuZMZM2YQEhJC165dWbx4MbVqGR88nBFPnz7lgw/+x/79ryDEOmA6r732Kzt2dKFcuXJmkd3GxobixYtz/fp1pk+fbtg6AN02akJC+mVUUnvuTp50yXLrtlq1atStWzfdlaeiKHh7e2e4XaEoisGjl9V2RUZFmjOSTx+D6OnpaZZtdolEkpLt29VMmBBPVJQj0BSoi4vLE6ZOncrgwYNz3JPbGGbO1JU8SY6+jEpyr5sx/XdzyrNnz/j8888BGDduHBqNhpEjR9K2bdsM75F6TFJQKDCfxhUrVuDk5MS2bdto06aNyeNpNBoiIyOpWHEy0dFLAb1n0JXffx/EkSOmKaHY2FiWLl3KoUOHOHPmDMWLF+fSpUucOHGCyMhIw3U6xZyW1Mf1RZD1tfH0HkD4L/5OpVJRvHjxTI00RVGoU6cOnp6ehISEEBYWRlJSEnZ2djx9+pS2bdsapcQyKtKcmXz6+9zc3LIcXyKRGIcQgkGDjrB1azOE0JeSqIK9/TZ8fBT698/9fwMZdeBIfjyr/rs5RQjBihUrWLp0KeHh4Xz22WccPnyYdu3aZXmv1GOSgkK+3cYNDAykd+/eREVFYWNjw08//cTZs2dNNvT0wcovv/wyt2/fJjp6Cv8ZejqyW9gzOWq1mg0bNuDu7s78+fOpUqUKMTExgM4YS13vr3TpuPSGSXM8J4WUM8PW1hY3Nze8vb1p3bo13t7e2NvbG71aNaZIsynySSSSzImLi+OTTz4hICCALVvcESLlAjEx0Y6PP7bMej+jDhzJj5ujiHJykperOn78OHXq1OG3336jRo0atG/f3qi4OqnHJAWFfGfs3bt3j6FDh1K3bl1+/vnnFH1sTS106e/vT7t27ejSpQuBgYHPDS/XdK/NaKWaGXfu3KFu3bqMGDECd3d3fv/9d/bs2WMo8Azpl0BxcMi8jAoY7wFMSkrKvuA5QN8UPSM5MjpuKfkkkoKKftfAzc2N8ePHP/9OpW9t5USP5QQ/P13Jk+SkLqNijPfPGKKiopg9ezYVK1bkxo0bAHzzzTf88ssvtGzZMltjST0mKSjkG2NPq9Xy8ccf4+7uzrZt2/jwww+5ceOGWbZs79y5w/vvv0+DBg04erQcNja3AS2+vkMoXTr91V/GvSLTos+WrVixIjVq1GDfvn2cPHmSV199Nc21qUuZtGgRwsiR/pQp8xRFEZQp85Thw8+licUz1gNoZ2dnvOAmkFMPpaXkk0gKGtHR0fj6+uLq6sqUKf5ERPwJaFi8eCQvvWS6HjOFvn1h0qSruLqCooCrK2zcmHJ71hjvX2ZEREQwdepUqlSpgq+vL61atTIku+U0HlHqMUlBweqNvR07BFWqgK2tDUuXjqZOnYVcvnyZlStXUrp0aZPGfvz4MVOnTqV69ep89dVXqFTvY2u7Fa22MqAQEVGYmBhI/b01trBncHAwffv2pUaNGkRHR6NSqdi/fz89evTIcAtBXwIluXevZcu7rFv3E19//S3r1v2UbkmVnBRSzk2MKdKcl/JJJJZkxw6oUgVsbHQ/zZmFqvdkubq6Mnv2bB4+7IiNzRdAFcCGBw8ciY1VcqzHzEW7dhEEB4NWC8HBaePwTCmi/PTpU2rUqMGyZcvo1q0bFy9eZO/evbi7u5sks9RjkoKC1Rp7QggmTfqb99+PN6TrP3vmREDAh/zxRzWTxk5MTGT16tW4u7uzZMkSEhISePfddylX7gvUavtU10Lx4mS6Ik3N48ePmTJlCjVr1mTfvn0MHTo0W6VZjC2BkpwWLUIYPvxclh7AnHb1yC7peSitST6JxFLoEw/MXXYkPDycKVOm4Orqiq+vL9HR0bRp0wYnpy/QagunuDYneszS9O2rk8lYGYODg1m5ciUARYoUYfXq1Vy+fJmdO3dSu3Zts8gk9ZikoGCV2bjnz59n0qRJHD++BV0Pxv9IL13fWIQQ7N27l+nTp3P9+nUAWrRowbJly2jcuDEZhfw9fAj6BFm1Wk1ISAinT4eRmJiIvb09zs7OuLi4YGtrS1hYGHXq1OHRo0d88MEH+Pj4ZPuLn7oESmovoK2tLUIISpYsyaNHjwzdM7JbSDk3MaZIc17KJ5FYiswSD3Kix+7evcvSpUvZuHEj8fHxAHTq1IlZs2bh7e1tlB6zVowpohwUFMTChQv58ssvsbGx4c0338TNzY3333/f7PJIPSYpKFjdJzIxMZFGjRo9b1eT/eSIjOo0/f7770yaNIkzZ84AUKNGDRYvXkz37t0NxlTGTbOzbpdz/vx5atSogZeXF2PGjKFHjx7Uq1cvR+8BpCyBcvToUYoUKWIogaI3LlUqVaaV3fUYWwTZ3Hh5eREdHW218kkkliAniQfp6TFv72AWLVrEli1bDIkDb7zxBrNmzaJRo0aGezPTY/mZ+/fvM3HiRHbv3o29vT2jRo1i8uTJVKpUKVfnlXpMUhCwum1cRVGYMWMG169fx9U1e0HF6W2XDBmipXHjVTRr1owzZ87g5OTEgAGHefbsMj16vIGbm2LYTsk4ZkTXLke/ukv9hddoNAghuHbtGqdPn2bu3LkmGXrJsbW1xd7ePkUJFDc3N2xtbQ0eQH2MX+ptX1tbW8NKMy9a+Fi7fBKJJchu4kF6eqx//wSqVp3Fhg0bSEpKolevXixYcJsLF76jceNGKeIATYl9s0ZiY2MB3VbtqVOnmDhxIsHBwXzyySe5buiB1GOSgoHVefbs7Ozwe66V/PxSFtmEzJVWetsl8fE2/PXXmxQuPINJkybh6jqdDz8snGnhTv2K2skpnuXLC1G37kWCgrJul6PVag3tcurUqZPpteYisyLIybeX8wprl08iyW3Mocc0GgfAj379dIvhv//2zLIAcWo9Zk3xecbw559/4uvry40bNwgICKBYsWLcuHEjT/SF1GOS/I5VfzpTK62s2udkvC3iSlBQEBUrVqRKlczjZ5LHjBw//gfNmzfnwAHrb5ejL4JsrVXbrV0+iSS3yL4eE0B67Qwr8+WXXwLw+uvZ02OtW7dOM15utiYzhRMnTuDr68svv/zCSy+9xEcffYRarUalUuW5QSX1mCS/YtXGHhgXsAs6r9pLL8URFVU0zTlXV4WKFSsC2Y+fke1yJBKJqRijx/SeLCHWoCubkpLKlf8zAE0tQJxbrclM5dChQ3Tu3BknJyeWLFnCyJEjKVo0rU6XSCTZw+pi9nLCr7/+SqNGjYiKGgY8TXEu9XZJduNnQkNDZbsciUSSa5w4cYL27dvz6quvcvDgQezs5mFrm7Jzg6l6LDXmbk2WU4QQ/Pjjj+zcuROA9u3bs3HjRoKDg5k8ebI09CQSM5Gvjb3AwEC6dOlCu3bt8Pf3p1Klkwwbdp7KlUWGdZqyE7wcExPDH3/8keKYbJcjkUhMRQjBL7/8QqtWrWjVqhVHjhyhWLFiTJs2jdDQJWzdap9pvTlTkzDM1Zosp2i1Wvbt20fDhg3p2rUrn3zyCUIIbG1tGTp0KIULF856EIlEYjRWv42bHmFhYcyZM4ctW7ag1WopVqwY06dPZ/z48VkqCWPjZ548ecKNGzcMmWB6SpeOIzKySJpxZbsciUSSFUIIfvrpJ3x8fPjzzz8BKFmyJOPHj2fs2LG89NJLQNbbvtmNA0xNXpZnOXr0KB9++CGBgYF4eHiwZcsW+vbtK7NYJZJcxCLGnqIoKuAcECqE6JrTcfQNvpctW0ZcXBy2traMGjWKOXPmPK/LZxwZKdLQ0FA2bdrE7NmzKV68ONWrV8fDw4OAgADDVm6fPgEpYvZAtsuRSCSZo9Vq2b9/P76+vly4cAGAMmXKMHHiREaNGkXx4sWzPaax8czpkd0MYVNJSkoyFH+3sbFBCMHOnTvp1atXtjoFSSSSnGGpbdxxwOWc3qxWq9mwYQPu7u7Mnz+fuLg4evToQWBgIGvWrMmWoZceMTExzJ49Gw8PDxYsWGBQxo6OjmmSLGS7HIlEYiwajYadO3dSp04devbsyYULFyhfvjzLly8nODiYadOm5cjQM5XstibLKQkJCWzYsIHq1asTGhoKQKtWrQgICKBPnz7S0JNILESue/YURakEdAH8gAnZuVcIwcGDB5k6dSqXL+tsxVdffZWlS5fSvHlzk2VTq9V8/vnnzJ07l4iICN59910WLFiQwsCT7XIkEklO2Lp1KwsWLDB03XFxcWHq1KkMHjyYQoUK5bF0pnkGsyIuLo5NmzaxZMkSQkNDadKkCSVKlAB0Nevklq1EYlks4dlbBUwBtNm56fz587Rt25bu3btz+fJlqlatyp49ezhz5oxZDD3Qba0sX76cmjVrcvbsWXbt2pVuuRQvLy+cnJyyXIXKdjkSiQTg2bNnDBw4kKCgIKpWrcrnn3/O9evXGT16tFUYernN5MmTGTduHNWqVePw4cP8/vvveeLBlEgkOhQhRO4Nrihdgc5CiFGKorQGJqUXs6coyjBgGEDZsmUbLl68mIcPHwI6z1qFChUoW7ZspqvBI0ec2LSpKhERDjg5JTBkyE3atYtIc11cXBz379+nSpUq2NjYoFarM/TCxcbGpkj9f/bsGQkJCYDO65hMfgAcHBxyJYsstRx5hbXIAdYji5QjLdYiS5s2bc4LIRplfaV5SK7HypQp03Du3LlUqFDBkHRhDMbqsexgib+HRqPhwYMHlChRgsKFC5OQkEBSUlKKea3lc2EtcoD1yCLlSIu1yGI2PSaEyLUHsBC4CwQD94E44KvM7qlUqZIAhIODg5g0aZJ4+PChyIqvvhLC0VEIXSdJ3cPRUXdcz82bN0Xv3r0FIJycnMS5c+eyHPfYsWNpjiUlJYmbN2+KU6dOiWPHjolTp06JmzdviqSkpCzHyynpyZEXWIscQliPLFKOtFiLLMA5kYv6LbNHtWrVhFqtzpa8xuixnJCbf4/IyEgxa9YsUaJECQGIhQsX5okc2cFa5BDCemSRcqTFWmQxlx7L1cAyIcR0YDpAMs9ev6zu69u3L35+fri6umZ4jVqtNvQonDChAXFxKT1q+gKh77yTyPTp01m7di0qlYpZs2YxZcoUihUrlqPXJNvlSCSSrFCpVNlOPsis0LE1tDFLjY+PD0uWLCE2Npa33nqLmTNn0qBBg7wWSyKRpIPVZREUKlSIr776KsPzQgguXrxoCHrWbR80S/faO3d09e78/f3p168f8+fPN7RNk0gkEmsirwsdG8O9e/coX748iqKQkJBAt27dmDlzJrVr185r0SQSSSZYzNgTQhwHjmd1nY1NxjkjQghOnz5NREREihZmGRU6dnZWoyi2/Pzzz7LIsUQisWrystBxVgQHB7No0SK2bNnCvn376NKlCz4+PjKrViLJJ+SrdmkXL15MY+iBrtCxvb06xTF7ezUffHAFkN0sJBKJ9WNqC7TcICgoiEGDBhk6XQwaNMhQbUAaehJJ/sHqtnEzQq1Wp6h1B3DypAu7dtUhKsqRokUTsbdX8/SpA6VLx9GnTwCNGoWhVteUNe8kEonVsmPHf23PXnoJCheGhw+z3wLN3Gi1Wjp06MD9+/cZPXo0kyZNolKlSnkjjEQiMYl8YwWFhKQsYnzypEuKtmUxMQ7Y26sZM+bPZAWPVYSEhJg1mSJ5YkhiYiL29vY4Ozvj4uIijUqJRJItduxI2bYsKkrnzfvyy9w18jLSYw8fPmTDhg2sWbMGBwcHvvrqK9zd3SlXrlzuCSORSHKdfGOdhIWFpfDq7dpVJ0V/WoDERFt27apjMPY0Gg1hYWFmMfbSSwzREx4ejr+/Px4eHnh5ecntDYlEYhSWzsDNTI/dvn0bjUZDYmIi//77L6+88gre3t7mF0IikVicfGPsJSYmpngeFeWY7nWpjyclJZk8d0aJIXr0x4KCgoiOjsbb21safBKJJEssmYGblR6zs7PDzs6Obt26kZCQgBBC6jGJpICQbxI0UidZlC4dl+51qY+bIzkjo8SQ1Gg0GiIiIrh48aLJc0okkoJPRpm2uZGBa6we02q1Uo9JJAUMqzf2rly5ghCCihUrotX+1143owzcPn0CDM9VKhXOzs4mzZ9RYsioUZ3p3bsno0Z15uRJF8M5jUZDUFAQarU6veEkEonEgKUycKUek0hebKzW2AsJCWHAgAHUqlWL77//HhcXlxReuhYtQhg+/BxlyjxFUQRlyjxl+PBzyZIzdLi4uKQeOttyJEefGBIZWQQhFCIji7BhQ6MUijK9+yQSiSQ1ffvCxo3g6gqKovu5caP54/W+++47nj17Zngu9ZhE8mJhlTF706dPZ9WqVQghmDRpEq1bt8bW1hYPD48Uq9MWLULSGHd6VCoVHh4eJmfI5nViiEQiKdj07Zu7mbfx8fGcPXuWV155xXBM6jGJ5MXC6jx78fHxLFq0iLfffpurV6+yZMkSSpYsCYCXlxdOTk5Z9pxUqVQ4OTkZin+aQl4mhkgkEkl2SUpKYsuWLcycORPQtaBs2rRpimukHpNIXiysztizs7Pj3LlzfPXVV7i6uqY4pygK3t7eeHh4pNto3NbW1uDRM1dGrL29fYrnlkwMkUgkEmNJSEhgw4YNVK9enUGDBnH48GHDYtXJySnFtVKPSSQvFlZn7KlUKho2bJjheUVRqFOnDt27d6d+/fo4OztTtmxZnJ2dqVevHt27d6dOnTpmKxng7Oycwqi0VGKIRCKRGMtvv/1GtWrVGDFiBOXKlePgwYOcPXvWsFiVekwiebGxypg9Y7C1tcXNzS3X40lcXFzw9/c3PNfHs+jbtOlbs5k7MUQikUgyIyYmhsjISNzc3KhWrRo1a9Zk69atvPbaa2kWu1KPSSQvNvnW2LMUeZUYIpFIJOkRHR3NmjVrWLlyJS+//DJHjx6lUqVKHDlyJMN7pB6TSF5srG4b1xrJi8QQiUQiSU5UVBSzZ8/G1dWV2bNn07RpUxYsWGD0/VKPSSQvLtLYM4K8SAyRSCSS5GzevBlfX1/atWvH33//zcGDB3n11VeNvl/qMYnkxUX66I1Enxji6elJSEgIYWFhJCUlYWdnh7OzMy4uLnLLQyKRmI3Q0FCWLl1Ks2bN6NWrFyNGjKBz587Url07x2NKPSaRvJjk+rdaUZRCwAnA4fl83wohPs7teXMLSyWGSCSSF5Pg4GAWLVrEli1b0Gg0lCpVCoBixYqZZOglR+oxieTFwhJLuASgrRAiVlEUO+CUoiiHhBB/WGBuiUQiyTfMnz8fHx8fbGxsGDhwINOmTaNKlSp5LZZEIsnn5HrMntAR+/yp3fOHyO15JRKJJD8QGBhITEwMADVr1mTUqFHcuHGDzz77TBp6EonELChC5L7dpSiKCjgPuAOfCiGmpjo/DBj2/KkXcDHXhTKOMkBkXguBlCM9rEUWKUdarEWWGkKIYpaaTOqxLJFypMVaZJFypMVaZDGLHrOIsWeYTFFKAvuBsUKIdBWhoijnhBCNLCZUJliLLFKOtFiLLFKOtFiLLHkph7W8B2A9skg50mItskg50mItsphLDouWXhFCPAaOA50sOa9EIpFIJBLJi0quG3uKopR97tFDUZTCQDvgSm7PK5FIJBKJRCKxTDZuBWDb87g9G2CPEOJgJtdvtIBMxmItskg50mItskg50mItsuSlHNbyHoD1yCLlSIu1yCLlSIu1yGIWOSwasyeRSCQSiUQisSyyXZpEIpFIJBJJAUYaexKJRCKRSCQFGIsae4qidFIU5aqiKNcVRZmWznlFUZTVz8//qyhKA2PvNbMcfZ/P/6+iKGcURXk52blgRVECFEW5oCjKuVyWo7WiKNHP57qgKMocY+/NBVkmJ5PjoqIoGkVRXnp+zpzvyWZFUSIURcmoNI+lPiNZyWGpz0hWcljyM5KVLJb6jLgoinJMUZTLiqIEKooyLp1rcu1zIvVYtuWQeizteanHUp6Xeiy39ZgQwiIPQAXcAKoC9sA/QK1U13QGDgEK8Crwp7H3mlmOZkCp57+/rpfj+fNgoIyF3o/WwMGc3GtuWVJd3w04au735PlYLYEGwMUMzuf6Z8RIOXL9M2KkHBb5jBgjiwU/IxWABs9/LwZcs5QuMfJ7K/VYHnxGszteLn9GpR7LnhwW+YwYI4sFPyMW1WOW9Ow1Bq4LIW4KIRKB3cAbqa55A9gudPwBlFQUpYKR95pNDiHEGfH/9u4nZIo6DOD494G8pBFEVKClBR1CSIIQMoP0FIZ0SapTgQQeCjpEh7x16RZ16CYdgjCIRKI0+kMRZGVlaUVB2aFEKUhBvUSHp8PMi+O677szr/NnHb4feHH3N/PbfebHsw+/HX87k3mmfPolsGaZ73VZcXTUt43XewzYexnvt6jM/Aw4vcQufeTIzDh6ypE647GYtnOkaSxd5sipzDxSPj4H/AysntitqzyxjjWMo6O+bbyedcw6Nsto6lifk73VwJ+V5ye49MAW26dO3zbjqNpJMbNekMAHEfFtFLdHWq66cdwTEUcj4mBErG/Yt+1YiIirKS6K/Xalua0xqaOPHGmqqxypq48cqa3PHImIdcBdwFcTm7rKE+vY8uKwjl3MOnYp61iHdayP6+wtiCltk9d9WWyfOn3bjKPYMWILxQdgc6X53sw8GRE3AB9GxC/lN4Uu4jgCrM3M8xGxDdgP3F6zb9uxLNgOfJ6Z1W9GbY1JHX3kSG0d50gdfeVIE73kSESsoijEz2Tm2cnNU7q0kSfWseZxWMcuZR27mHWs4zrW55m9E8DNledrgJM196nTt804iIg7gT3AQ5n5z0J7Zp4s//2b4j6/G7uKIzPPZub58vEBYEVEXF/3GNqMpeJRJk5rtzgmdfSRI7X0kCMz9ZgjTXSeIxGxgqJAvpGZ+6bs0lWeWMcaxmEdm8o6VmEd66GOZQsLDev8UZxF/B24lQsLCtdP7PMgFy9GPFy3b8tx3AL8BmyaaF8JXFN5fAh4oMM4buLCha83An+UY9PaeDQZX+BairUOK7sYk8prrmPxhbyd50jNODrPkZpx9JIjdWLpK0fK43sdeHmJfTrJk5qfW+vYADla9/X6yNFZn5U+cqRmHNax6dtHV8cua8CWcXDbKH5xchzYXbbtAnZVDv7VcvsPwN1L9e0wjj3AGeD78u+bsv22clCPAj/1EMdT5fscpVg8u2mpvl3GUj5/Anhzol/bY7IXOAX8R/HtZedAOTIrjr5yZFYcfebIkrH0mCObKf7L4lhl/Lf1lSezPis95qh1rGEsPeaodaxZHNaxjuuYt0uTJEkaMe+gIUmSNGJO9iRJkkbMyZ4kSdKIOdmTJEkaMSd7kiRJI+ZkT5IkacSc7GmuRcSOiPg3ItZW2l6JiOMRceOQsUlSHdYxDc3r7GmuRUQAXwPfZeaTEfEs8BzFPQp/HTY6SZrNOqahXTV0ANJSMjMj4nngvYg4DuwGti4UyIh4B7gP+DgzHx4wVEmayjqmoXlmT1eEiDhEcc/E7Zl5sNK+BVgFPG6RlDTPrGMaimv2NPciYiuwgeI+gX9Vt2XmJ8C5IeKSpLqsYxqSkz3NtYjYAOwDngb2Ay8OGpAkNWQd09Bcs6e5Vf5y7QDwUma+FhGHgWMRcX9mfjpsdJI0m3VM88Aze5pLEXEd8D7wbma+AJCZPwJv4bdiSVcA65jmhWf2NJcy8zRwx5T2RwYIR5Ias45pXvhrXF3RIuIjikXPK4HTwI7M/GLYqCSpPuuYuuZkT5IkacRcsydJkjRiTvYkSZJGzMmeJEnSiDnZkyRJGjEne5IkSSPmZE+SJGnEnOxJkiSNmJM9SZKkEXOyJ0mSNGL/AzVfN7iNUmcAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -972,7 +972,7 @@ " plt.scatter(X[svm_reg._support], y[svm_reg._support], s=180,\n", " facecolors='#AAA', zorder=-1)\n", " plt.plot(X, y, \"bo\")\n", - " plt.xlabel(r\"$x_1$\")\n", + " plt.xlabel(\"$x_1$\")\n", " plt.legend(loc=\"upper left\")\n", " plt.axis(axes)\n", "\n", @@ -989,12 +989,12 @@ "fig, axes = plt.subplots(ncols=2, figsize=(9, 4), sharey=True)\n", "plt.sca(axes[0])\n", "plot_svm_regression(svm_reg, X, y, [0, 2, 3, 11])\n", - "plt.title(fr\"$\\epsilon = {svm_reg[-1].epsilon}$\")\n", - "plt.ylabel(r\"$y$\", rotation=0)\n", + "plt.title(f\"epsilon={svm_reg[-1].epsilon}\")\n", + "plt.ylabel(\"$y$\", rotation=0)\n", "plt.grid()\n", "plt.sca(axes[1])\n", "plot_svm_regression(svm_reg2, X, y, [0, 2, 3, 11])\n", - "plt.title(fr\"$\\epsilon = {svm_reg2[-1].epsilon}$\")\n", + "plt.title(f\"epsilon={svm_reg2[-1].epsilon}\")\n", "plt.annotate(\n", " '', xy=(eps_x1, eps_y_pred), xycoords='data',\n", " xytext=(eps_x1, eps_y_pred - svm_reg2[-1].epsilon),\n", @@ -1043,7 +1043,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1067,17 +1067,17 @@ "fig, axes = plt.subplots(ncols=2, figsize=(9, 4), sharey=True)\n", "plt.sca(axes[0])\n", "plot_svm_regression(svm_poly_reg, X, y, [-1, 1, 0, 1])\n", - "plt.title(f\"$degree={svm_poly_reg[-1].degree}, \"\n", + "plt.title(f\"degree={svm_poly_reg[-1].degree}, \"\n", " f\"C={svm_poly_reg[-1].C}, \"\n", - " fr\"\\epsilon={svm_poly_reg[-1].epsilon}$\")\n", - "plt.ylabel(r\"$y$\", rotation=0)\n", + " f\"epsilon={svm_poly_reg[-1].epsilon}\")\n", + "plt.ylabel(\"$y$\", rotation=0)\n", "plt.grid()\n", "\n", "plt.sca(axes[1])\n", "plot_svm_regression(svm_poly_reg2, X, y, [-1, 1, 0, 1])\n", - "plt.title(f\"$degree={svm_poly_reg2[-1].degree}, \"\n", + "plt.title(f\"degree={svm_poly_reg2[-1].degree}, \"\n", " f\"C={svm_poly_reg2[-1].C}, \"\n", - " fr\"\\epsilon={svm_poly_reg2[-1].epsilon}$\")\n", + " f\"epsilon={svm_poly_reg2[-1].epsilon}\")\n", "plt.grid()\n", "save_fig(\"svm_with_polynomial_kernel_plot\")\n", "plt.show()" @@ -1129,7 +1129,7 @@ " plt.plot(half_margin, 1, \"k.\")\n", " plt.plot(-half_margin, -1, \"k.\")\n", " plt.axis(x1_lim + [-2, 2])\n", - " plt.xlabel(r\"$x_1$\")\n", + " plt.xlabel(\"$x_1$\")\n", " if ylabel:\n", " plt.ylabel(\"$s$\", rotation=0, labelpad=5)\n", " plt.legend()\n", @@ -1139,7 +1139,7 @@ " '', xy=(-half_margin, -1.6), xytext=(half_margin, -1.6),\n", " arrowprops={'ec': 'k', 'arrowstyle': '<->', 'linewidth': 1.5}\n", " )\n", - " plt.title(fr\"$w_1 = {w}$\")\n", + " plt.title(f\"$w_1 = {w}$\")\n", "\n", "fig, axes = plt.subplots(ncols=2, figsize=(9, 3.2), sharey=True)\n", "plt.sca(axes[0])\n", @@ -1177,7 +1177,7 @@ "hinge_pos = np.where(1 - s < 0, 0, 1 - s) # max(0, 1 - s)\n", "hinge_neg = np.where(1 + s < 0, 0, 1 + s) # max(0, 1 + s)\n", "\n", - "titles = (r\"Hinge loss = $max(0, 1 - s\\,t)$\", r\"Squared Hinge loss\")\n", + "titles = (r\"Hinge loss = $max(0, 1 - s\\,t)$\", \"Squared Hinge loss\")\n", "\n", "fix, axs = plt.subplots(1, 2, sharey=True, figsize=(8.2, 3))\n", "\n", @@ -1433,7 +1433,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1469,6 +1469,7 @@ "plt.ylabel(\"Petal width\")\n", "plt.title(\"SGDClassifier\")\n", "plt.axis([4, 6, 0.8, 2.8])\n", + "plt.grid()\n", "\n", "plt.show()" ] @@ -2593,7 +2594,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.9.10" }, "nav_menu": {}, "toc": {