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a/_sources/docs/about.ipynb b/_sources/docs/about.ipynb index 315033bb..448b6012 100644 --- a/_sources/docs/about.ipynb +++ b/_sources/docs/about.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "b867a45b", + "id": "93ff5738", "metadata": {}, "source": [ "(about)=\n", diff --git a/_sources/docs/fin_cryptocurrency.ipynb b/_sources/docs/fin_cryptocurrency.ipynb index 7f8db660..368e8ee3 100644 --- a/_sources/docs/fin_cryptocurrency.ipynb +++ b/_sources/docs/fin_cryptocurrency.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "d6987866", + "id": "01c615cc", "metadata": {}, "source": [ "# 加密货币\n", diff --git a/_sources/docs/fin_futures.ipynb b/_sources/docs/fin_futures.ipynb index d41fcad8..3b46959e 100644 --- a/_sources/docs/fin_futures.ipynb +++ b/_sources/docs/fin_futures.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "668aae5f", + "id": "dbf1c646", "metadata": {}, "source": [ "# 期货\n", diff --git a/_sources/docs/fin_fx.ipynb b/_sources/docs/fin_fx.ipynb index 0df0d1b2..432ed93b 100644 --- a/_sources/docs/fin_fx.ipynb +++ b/_sources/docs/fin_fx.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "59ff9cf0", + "id": "b5c2e01c", "metadata": {}, "source": [ "# 外汇\n", diff --git a/_sources/docs/fin_option.ipynb b/_sources/docs/fin_option.ipynb index d61becfa..cf046abd 100644 --- a/_sources/docs/fin_option.ipynb +++ b/_sources/docs/fin_option.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4f90c546", + "id": "93b65011", "metadata": {}, "source": [ "# 期权\n", diff --git a/_sources/docs/fin_stock.ipynb b/_sources/docs/fin_stock.ipynb index 4036642e..10746c2f 100644 --- a/_sources/docs/fin_stock.ipynb +++ b/_sources/docs/fin_stock.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "8b7a9bdf", + "id": "3030efc8", "metadata": {}, "source": [ "# 股票\n", diff --git a/_sources/docs/fin_strategy.ipynb b/_sources/docs/fin_strategy.ipynb index a69281c5..04768a7b 100644 --- a/_sources/docs/fin_strategy.ipynb +++ b/_sources/docs/fin_strategy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "523c2d9d", + "id": "b528c9cc", "metadata": {}, "source": [ "# 量化策略\n", diff --git a/_sources/docs/getting_started.ipynb b/_sources/docs/getting_started.ipynb index a17a1522..61d35c66 100644 --- a/_sources/docs/getting_started.ipynb +++ b/_sources/docs/getting_started.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "eb92bbf8", + "id": "77ea9a36", "metadata": {}, "source": [ "(getting_started)=\n", @@ -231,7 +231,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "5c1d1b57", + "id": "53db54b4", "metadata": {}, "outputs": [ { @@ -268,7 +268,7 @@ }, { "cell_type": "markdown", - "id": "aa17b7f7", + "id": "a4ab1e2c", "metadata": {}, "source": [ "Don\\'t worry about the details for now --- let\\'s just run it and see\n", diff --git a/_sources/docs/learn_more.ipynb b/_sources/docs/learn_more.ipynb index b89c6006..aa6826dd 100644 --- a/_sources/docs/learn_more.ipynb +++ b/_sources/docs/learn_more.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "08503663", + "id": "f612cfae", "metadata": {}, "source": [ "(learn_more)=\n", @@ -23,7 +23,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "a52c4547", + "id": "f30071f0", "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "markdown", - "id": "782537f3", + "id": "0c50bc24", "metadata": {}, "source": [ "Now let\\'s take the inner product" @@ -45,7 +45,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "da1d0525", + "id": "7bd43bb0", "metadata": {}, "outputs": [ { @@ -65,7 +65,7 @@ }, { "cell_type": "markdown", - "id": "b316b75f", + "id": "671fc0ed", "metadata": {}, "source": [ "The number you see here might vary slightly due to floating point arithmetic\n", @@ -92,7 +92,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "ad366a1f", + "id": "22ce3bc3", "metadata": {}, "outputs": [ { @@ -118,7 +118,7 @@ }, { "cell_type": "markdown", - "id": "278d0c3b", + "id": "31cdf72c", "metadata": {}, "source": [ "SciPy includes many of the standard routines used in\n", @@ -180,7 +180,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f78883ba", + "id": "45465850", "metadata": {}, "outputs": [], "source": [ @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "158312fd", + "id": "4f152d88", "metadata": {}, "source": [ "We can manipulate expressions" @@ -201,7 +201,7 @@ { "cell_type": "code", "execution_count": null, - "id": "df8e885c", + "id": "8551a127", "metadata": {}, "outputs": [], "source": [ @@ -211,7 +211,7 @@ }, { "cell_type": "markdown", - "id": "04297010", + "id": "b3b184e3", "metadata": {}, "source": [ "solve polynomials" @@ -220,7 +220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe90978d", + "id": "2b058fe1", "metadata": {}, "outputs": [], "source": [ @@ -231,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "1ed16bc6", + "id": "2fcef558", "metadata": {}, "source": [ "and calculate limits, derivatives and integrals" @@ -240,7 +240,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fd8eb80b", + "id": "4898366d", "metadata": {}, "outputs": [], "source": [ @@ -252,7 +252,7 @@ { "cell_type": "code", "execution_count": null, - "id": "39163344", + "id": "09f4420d", "metadata": {}, "outputs": [], "source": [ @@ -262,7 +262,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d822f83d", + "id": "39c965a4", "metadata": {}, "outputs": [], "source": [ @@ -271,7 +271,7 @@ }, { "cell_type": "markdown", - "id": "d24a0f56", + "id": "f92684ca", "metadata": {}, "source": [ "The beauty of importing this functionality into Python is that we are\n", @@ -294,7 +294,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1ac04cd6", + "id": "7ebfc714", "metadata": {}, "outputs": [], "source": [ @@ -311,7 +311,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5aabec32", + "id": "7468a126", "metadata": {}, "outputs": [], "source": [ @@ -320,7 +320,7 @@ }, { "cell_type": "markdown", - "id": "8cff74dc", + "id": "2f8d4171", "metadata": {}, "source": [ "## AKShare\n", @@ -332,7 +332,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b37bc089", + "id": "f478a89e", "metadata": {}, "outputs": [], "source": [ @@ -346,7 +346,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3cfb097b", + "id": "0cd3a299", "metadata": {}, "outputs": [], "source": [ @@ -355,7 +355,7 @@ }, { "cell_type": "markdown", - "id": "7e226eee", + "id": "c28a3a3a", "metadata": {}, "source": [ "## Further Reading\n", diff --git a/_sources/docs/python_by_example.ipynb b/_sources/docs/python_by_example.ipynb index 10c1b26b..68d6755d 100644 --- a/_sources/docs/python_by_example.ipynb +++ b/_sources/docs/python_by_example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "ee2c8647", + "id": "9e151693", "metadata": {}, "source": [ "(python_by_example)=\n", @@ -48,7 +48,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "5250d427", + "id": "47242039", "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ }, { "cell_type": "markdown", - "id": "e9399697", + "id": "3fa4e2ad", "metadata": {}, "source": [ "## Version 1\n", @@ -70,12 +70,12 @@ { "cell_type": "code", "execution_count": 2, - "id": "9701654a", + "id": "3dff70e1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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iMROmNEPBhnxnF8ZH5PjMEl7/v3+AX/vs/a6PkYMPDkTSpyoNQ6wGHIzI2LEyIlYAP8TuqgzTs3AgEjOhDM3MjIisEaHSTD2AWPXYTBUtHdhzYt510jGXZrKFnAVZ4oxIJNSlGXZXZZhehQORmBEW70HadxvtC2pRlGb8f542tVqzhfmaelObkoKPGQ5EUkcu2XFGJBp0bZWk62aoxKUZhulVOBCJGbpba7R0X3MlMWcmJwUiZh9iELGqvKlNzteUj5lijUimsAUiLFaNRK3ZXtJksSrD9C4ciMSMnAmp+wQTTmMmwFpcawG6buQ0/ymXQEQOPuSghEkH+T1jsWo0RCZRIVZ1ywwyDJNdOBCJkVZLtxmR+bXwNhR3dmFKM7VAGRHWiGQJzoh0jrdYlTMiDNNrcCASI875Mn46EbGgxlCaOc2lmZ6Au2Y6R3YkJlisyjC9CwciMeIMRPw6Z+qdlmakjWxSUXZptnTMLFkL8/QiL9Jpwz4inaPSiAyyWJVhehYORGLEmQHxz4iYFu9SRoRaeRsB2n/ljUyVEXF2ycws1l3bfJnuIM+X4dJMNNhZlWHOLDgQiRFnBiRwRkRaUEshpu/aumYUGRFq3S2Y5Z5as4UlLgekCmtEOscSq7KhGcOcCXAgEiNtGRGfYKKhEN0JsWqgrhlvjQgFJ6tHK8ibwQjrRNLF7iPCm2YUVBqRIVMjwqUZhuk9OBCJEWcg4jcvRlXrpuxF6IzIfHuAMW12zCwbKmJsoGh8jQORVJE/I0ucEYlEzTF9F5BKMzUORBim1+BAJEacqfagGRHZ4r0YqjQjaUSUpRnja+MDJRGIsJdIuth8RDgjEglL5K3wEeGMCMP0HIW0D+BMwhk8BG3fLdmG3hn/boTtmlGUZshDZGywKFLWnBFJFzlYDTIGgGnHS6zKpRmG6T04IxIjbaUZX7Gq2TVjy4hYwlI/nGJVp6U8BSLjA1yayQo2HxEORCJhzZppF6su1VuBOs4YhskOHIjESGQfEUVGJEhpRg58Wnp7kEH/Hx/kQCQr1Jps8d4pquuGxKoA27wzTK/BgUiMhG3fFUPvopZmHBuZUydCehBZI8ITeNOFnVU7RyXyLhfyIpvIOhGG6S04EIkRZ2nGL/VOjy8qSjONlu5rPuZ8fqdOhHxExjgjkhnYR6RzVEPvABasMkyvwoFIjDg3Ft+hd632FHNB+rffzztfz+klwhqR7CFnsWrNVpuuh/HHEnlrtq8Psc07w/QkHIjEiDNw8NWINNpTzCVbIOL98872T6e7qqURkdp3ORBJlbCmd0w7Ko0IINu8s0aEYXoJDkRiJHzXjHtpJsjP0yZGQcZph6kZaUSWDRYxyhmRTODMYi2xl0hoVBoRgN1VGaZX4UAkRmoO8aivj0irfegdWbEDAUozpthx7VgFgD0j0mrpIugYGyxifJADkSzgDERYJxIet4wIaUQW2F2VYXoKDkRixJlm90u7q0R3mqYFHnxHeoM1ZiAia0Rmlxog+cGYpBHhrpl0cXY6cedMeIRGpKDWiLBYlWF6Cw5EYqRNI+Iza0aIVXP2BZUMzvxaeOluWmREpECE7N0HS3mUC3mbWNWvG4dJjvbOKi7NhKUuDM3ytq8PCXdVPqcM00twIBIj7bNmvBdEt1o3/d8vo0Kvt2Z0AIDdR0TumAEsHUm9qWORdQmpwaWZzhHXjSMjMmxqRDgjwjDBODi5gH9/9DB27ptM9Tg4EImRdrGqT0ZEMfQOCO6uWvPMiJA+pATAyIzQZF/WiaSHsxTDGZHw+GlEWKzKMMF44PnTuPkLD+P/vXt3qsfBgUiMxDH0DpBMzXxLM8YmttoMRE7JgYhwVTUyIZqm9byXyF9+62m874u7erq0xBqRznG7btjQLBp33r8ft375Ufa06UOojEmt72nBgUiMUOChmQmO4EPvwpdmdF1v04jMLjXEa8pzZgjhJbLQm4HIp+/bg688fAh7T84n/loHTi/gU/c+h5mleM+V8zPCpZnwWI7ELj4i3DUTio99azf++f4DeOrobNqHwnSZuSXjWhniQOTMgRbIwWLe9n83VD4igCxWdf/5elMHJQZWDpdBeldq4RUaETkQ6eEWXjnwOuVwkE2CT97zHD76zafw1V2HY31e+h1GzAufSzPhaLV0aUaTo2uGxaqh0XVdrBnc9tx/zFWNvWCkwoHIGQMFFsPmm+o79M5FrGq177qnSuUNbKCUx7ipBZk0Tc0oEBkbKInH9XJppiGljU/NJR+IkN5meiHe16JAhAzmOCMSjnrLOl9ts2ZKxg3AIm+ogZmvNdE0ry3+LPYf81yaOfOomoEH3Zn5iVXdRHdBxKpytqVcyGH5kBFwkJcIte8uU5RmetFLRP59T81XE3+9JTPQ88tqhYUCyNGK8V6ws2o45GvKqREpFaikyVqHoExJgTZ/FvuPWS7NnHnQpkXGSr6GZi3v0oxXIFJtWII9TdOwnDIiC3Qn764R6cWMiHwuTnchI0KLcpx3ia2WLjbS0QEqzfBdaBjq0vlyDeD5nAZGXgv4s9h/UGlmmEszZw51kREJqBFRDL2T/+9dmjGeu2zeBS4bonkzxiZNAcmZUpqRg7puaESWzG6WOBdn+XegjAh3zYSDrrGcZh+HAAT332EspiXhOmdEOuPfHz2M//fu3T3V1Uet7iNnckbkvvvuw+tf/3qsW7cOmqbh3/7t35J8udShwGO4TOZhQcWqLu27La+MiLFolIvGz1JpZlKUZs6sjIi9NNObGRE56LA0Irz4h6Hmcs0AluW733XHWExxRiQ2/vzrT+J/fecZPHlkJu1DCQwJu8/o0sz8/Dwuu+wy/PVf/3WSL5MZrEDEyIgEDUTcDM28Miq0qZULxmstM0szpz1KM6M93L4rZ4dOzXVBIyICkfgCBXqunGYJK3nxDwd9Dpz6EIBLM1GQb0o4I9IZdC73nVpI+UiCM2faE6QtVk301W+88UbceOONSb5EpqC7tUHzTfVv31UvqkFKM/RaVJqRMyK6rlsZkTOkNCMHdd3omqHSTJxiVauclke5yIFIFKyBd6qMCItVwyLflPBnMTrNlmUvsP90DwUiVJpJWSOS7qs7qFarqFatu92Zmd5JcQHWpkX1Nr8FkUov7RmRAKWZun1BtjIidcxVG6IlT86IjJ8xXTNdCEQaCZRmKBAp5kQAWeW70FC4mZnJX+PSTHCouw7gjEgnyPO7DvRQIDLfD6WZsNx+++0YGxsTfzZu3Jj2IYWi1ta+6+2MWvcbeudVmiGNiCMjcnq+Ku5yyoUcKkVrQmkvG5rJAsTJhVridtSLtSQCEes9E4EI34WGQuiqHAPvACuzGHfL9ZnMjK00w+ctKrIZ3IHJxRSPJDitli4yImmXZjIViNx6662Ynp4Wfw4cOJD2IYVCOKuW/DUiskFXMWd/Gwrm/xsem62c5geAZUOWoZnK3h2wl2Z6SdkN2DeXZktPNJiSXVxrsWpErCwWvW8ciITDLXiXv8YZkeDYSzOcEYnKQrX3MiLyKAQuzUiUy2WUy+W0DyMywlk1gEZEXiydd3dC/R8kI0JdM4OWoZmwd5f0IYAViDRaOhZqzdTTcWFwbi6n5qsi+IobOThIomvG0IhQRoQX/zDQNaUWq1JJU0erpSOXa8+aMHamFjgjEgcLNes6PjS5iGZLb2svzxpUlinkNJGhTYtMZUR6HWFoFqA0IwtRCzk3saq/s6oozQwbm/JivYkj00ZqcMyRERko5sVi3WvlmbZAJEHBqlwrj9PnQxYYV8yMCC/+7qiydm4t74BdwFr30FcxFnZDMw6Ko7JYt7ILtWYLx2aWUjyaYJCZ2VC5AE1LN2hKNBCZm5vDrl27sGvXLgDA3r17sWvXLuzfvz/Jl00Nq303ZEbE6axqBib1AKUZWnyHSnlxl/j8KWM67TJHIKJpWs9O4HWeyyQFq7LwLE5zLBKmlgs5zoj48Jv/90G84ZM/EqJrwvIRaV845eDEb7wCY2ALRPogKH54/yQ+8JXHbNb2cSBnRIDeKM+QvXva+hAg4UDkwQcfxPbt27F9+3YAwC233ILt27fjT//0T5N82dSgxW+o7G/xTgPvCjmtLRotBinNOHxENE0T7qp7TxqBiLM0A1heIr2WEXF2ICXpJSJnKeL1EZE1ItQ1c+Yv/mGpN1u4+8ljeOTAlMjuyd8DvDUiAAtWgyJvyP0QFP/tvXvwhZ/ux1cePhTr87YFIj0gWKXSTNr6ECBhjci1116bSVHkidkqHto/iXIhh2vPXxXLc+q6LnXNkFjV/Xf3XFADiVXtXTOA0cJ7bKaKPSfMQMSREQE68xLRdR1L9RYGSnn/B8eMMyhLMiOSVGnG5iPCYlVX5qsN6d/2Bd7LRySf05DPaWi29MwIVj/x7d346Z7T+Mdff6F4z7NCvdnCvLSB9kOZcMY08Hr2+Fysz7voCER6wUtELs2kTV9qRB49OIXf/qed+Pjdu2N7Tjn7QamuZktvSy0T9QApZq+MinPWDGC18FJGxKkRATrzEnnPnbtwxYfvxvEU6p/Oc9EtjUicpRlZ12O17575d6FhmZMCEfnfgPt8JoKup6xkRP7px/vw4z2n8NSR2bQPpQ3nzUg/fBap7PrciXgDEbkDBQAO9kAg0jelmaxCG3acm5m88MkRptudmWcbYoDSjNjUJJ8Q6iKhIEVVmukkI7Jz3yTma03sPhbvRRwE53k83SWNSLwZEep0krtmsrFhZok5W0bEvsB7aUQAq5smCxkRXdfFHfhiBs3CnDqxfsiIUObiOTNrHPfzUqauFzIidG2lPXkX6NNAZMWQ0SJ8aj4+nYFchpEjTLc76s5LM+1tjNTCS8RdmiHTHmf03w0sR01jAzqZoEZEDj5iFatK75kozfTB4h+WuSX3QMTrugGsjSALYtWlekscRxYDkX7MiJCW48RsNVadHD3vOSuHAQAHJrMfiAgzsxIHIqmwwmx1Xaq3bI54nUAbZSGn2YIDt6yG28A7QEove5ZmFBoRh68GlWFkOglEqJ4c1zkLA52LVSMVAMlmROTSTLOloxFTMCIExkUuzXgx61Wa8dCIAMFcibuFbaBcLXvv8/Si/RrqNCOy79Q8/v77ezq2in/2+Cx+8VM/xg+eOdnR86iQRaV7YizP0PNuWzMCADg2U828Zf4sZ0TSZbCUFxtBXOUZeQZGLqeJYMLtzsxrimjB/JrXBihvasRyp5OqIiMStWum0WyJ39EpIOwGpA1YO2YEIomKVR3BQVzlk1pTtnhnsaob8x6lGa/rBgimr+oWVJYBspkRodIMlao73Tj/x11P48P/8TN8aefBjp7n//xoH+5//jS+tDN+Z235d4yzPLNo3pytXzYgJmsfzHjnzBxrRNJF0zSsIJ1ITBtazXGn5mdK1vDIiJQCTN91WrwDiozIoLtGZCpkILIgXcBOhXg3oPO4xgxEJhdqrkLgTlms2d+zuO6u5UGFFdaIuCKXZpwZEa+hd8bX6QYg/fMqC8KzGIjQzcjqUeOa6vSz+MxxQ5C7a/9UR8/zg2eNTIj8OYgDXddt2dw4BauUERko5bFx+SCA7Jdn5jMyeRfo00AEsJxIT8ekE6k11IGI28Vd89KIFPwXU1XXDGlfiDhLM/IshVQ0IlJpRtMAXTeCkSRw3hnGFSyo2nez1GqaFexdM+r2XfdAJDtiVfkaSyN494MyIqtHjXWjk4xIq6Vj3ylj43380HTk5zk4uSC6/mar8a4z1UYL8r3LczG28NKN2mBRCkQyLlil64zbd1NECFbjKs1QRiQfNCNiGpqpSjM5/8WUtAUlm0bECjyKeU0M35MZi9i+KwcfTvOebkCB3kApJwKspFp420sz8fy+tum7UkmNsyJ2ZoOIVRXTdwErMM9CICKXZrKoFxAZkRErIxLV9+nozJL4HD9zfDZy4CXrQuLOiDiPKdaMiPk5HSwVsHFZbwQi3L6bAag0E5fo0Smi81sQxeM9fETClmaWS6WZ8cGScn4AlWvCZkTki9i5OXQD+U54xXD8XU8yTtFeXKUZ2UdE1jhUM7hJpYmXRsRr6B2QLbHqzKJ17JkuzZjlTiB6UExjJQCgpQNPHpmJ9DzflwORmNcZ53uw79RCbAGrXJrZtHwAQPZbeOnmksWqKbI8bo1Iw5kR8TZWojkyzoF38s96ilUVpZllkiZEVZYB7KWZMHc/8oaQZkakVMgl4gMjk3xpxhA0l3zKd/2Kl6FZzcN/R/66cyRAGthLM9l7j8nenUozQAeByEn7phulPNNs6fjhc8kFIrRujVQKGCzl0WjpsQULFOQMyhqR0yxWDUr/BiLD8W5mQkRnpoz91Pt18Xj3mRlei6kYoCal+CvFvCjHqDxEACsQabZ0m72zHwsZyYiU8jlMDMebzXLSDY2I8TcHIipkbYBTj+SrEaFMZAbOadbFqiRYXzFUBk2sj5qd22dmROh5HosQiDxxeBpTC3XxHEmVZoZKBWxdOQQAYhxGp9D6OFgqYJOkEcniiBNC+IhwIJIeE6ZGJDaxqqtGRP1BbJhjyos5r9KMh7Nqs700A1hZkTGFqyoAVIpWWSBMeUbeENJYVGUnWkvfk1RpJmGNiBk88gReNfauGTexqpuzaoa6ZnpEI7JssNhxOzmVZl56zgSAaBkRKstcuWU5AGONi/PakLMWZ5vGY3HpRBZr1nNvMDUis9VGpoeLciCSARIrzZh3ZCWfOzOvFHOg0ky9vTQDWL+XW0ZE0zThJRJmFHbaGZGqojRzMrGMiP28x+Yj4iinsbuqGm8fEW9Ds1KWxKqyRiSDXTPTZtfM2GBRtJNHDZioNPO6S9cCAJ45Phf6ub7/zAkAwGsuWiO+FmdWhFp3K0UpEImpc4aee7CUx0Apj5Ujxs1SVssz9WZLrHMciKRIYqUZM7Ao+ZRmGk3/0kwQsapzQSYvETeNCACMDRgfvDDR+kLKGhE5JS9KMwlpRJwZn9h8RBzvGZdm1HjOmvEdepedczqd4dKMruuiNDM+UBJBcRR31VZLx77TRkbkyi0rMDFcRrOlhxKsLtQa2LlvEgDw8vNXCVOwOHUictYi7oyILFYFgI3Lsi1Yla8rbt9Nkbi7ZqxSiVma8fECERurojRTCJBeVlm8A8CE+Xs5zc1korTwynqSNHxE5JT88gRmBckkphGp28tpNLBQlX5++ugs/v77ezJxZ99t5PZd5x1xcB+R9GvzWXZWna81hSHg2EBRMtgLf5zHZ6tYqreQz2nYsGwAl6wfBRCuPPPTvadRb+pYPz6AzSsGRSfHbKwZEStYOHuVoRF57sR8xzqOZksXa8SgObcl66ZmFOCVCznX7GI3Sf8IUoJaQBfrzVhmpzhTxiWfNkKv6btBJogK4WPRrhF520s246ZL1+LnLlvn+rNRTM3kc7SQgsW7XNagWUFJ2bw7SyVxtdc6g0eREVHchX74P57Eh//jZyJd3SvEIc6bc4hV5ecMOmsmCwFcljUiVJYll99OMiJkQLZx2QCK+RwuWT8GAHjsYPBAhPxDXnbuBDRNE+WCWDMikkZk84ohaJqxBna6jshrIzULkGA1qxmRLOlDgD4ORIZKebGYxVGeaW/f9b4z8x565/2zuq636Q2IyzeO429++QUiIlcRxUtELsekXZpZkXT7rhkwBBk+GIaaS9eM00ANMKaDAsDJhH7HJJirNnD9X96LP/3q45GfQ9d12+bT0u3ZBC//HfnrWQhESIMBZE8jQq6q4wNFaJrWUUaEOmbOWmFkGS6mQCRERoQC7qvPNcSuwxXjZilOjQi9BwPFPCrFvDAe61QnQs+radY1nXVTM9G6mwEPEaCPAxF53kwc5ZmqQyNC2o+ay4XtlWL2K83IG6MzEAlCpIyIlAVZrDcTm/PihizupWzW9GI9kQ2HFhY6T3GJSds0IkV3sSqlpBdSEAZH5emjs9h7ch7/+cTRyM9RbbTaPltyYOLnI0LnNu2hd62WbmtDzlpphsqy9BnvJCPyvGntvnmFsflessEIRIIKVo/NLGH3sTloGvDSs41AZCSBjIhVmjGe++yVVnkmjucdKhWEiSTdCGZ18N0sZ0Syw4oY/SjcSjOu7btiQfUaeqdeFGTNQpT6HgVgh6eWAv+MUxfS7YW1Jlnajw8UhdfAZALlGcpQUHdRXJua04TOS6w6a6b1w3i9pA1lfDoZJ08BmKZBCBblac/1hnsAL389bWfVuVoDcpUqc6UZEqqa3XWdtJI/b5ZmNk8YG/ua0QpWDJXQbOn4WQDBKpVlLlk/JrRttEHGOW9moW51tgCITbDqFKoCwEbTXfXg5ELXb9qCMM+BSHawRI8xlmacGhGfrIa6fdf4WkuH8kMs30G7WV17QanTRw9OBf4ZZzmm23fqsqYml9OsFt4IpYsHnz+ND//7k67aINpI48+IOHxECurFXy5PpNEqHRX6THey6Yradakg0sbyOeiVoXdyWQboLDhLAirNkN9QpdhJRsQMRMzSjKZpYo0JIlilabtXmx4kgFUyiLM0syR1zQDA2aviCUQWHQEOAKwdG0Ahp6He1HFsJvgNX7fIkqsq0OeBiKU16Lz7ok0jUvC2ePcceidlSVQLqix6VM2T8eNSM3W65+S8TVDnhXPT7vadet3RlbS8g7LaR77xM/z9D/bi3qfVQlDaSEUgEoOpUquli2DK0oioTaTma00xJTQNPU5U6LNebbTQingXKNeuhxTpeWEc6DL0zvLvSfculK4rytwt1puZctmcbivNRMuI6Lo1dfesFZYu7ZKAOhFd14WRGelDAEhi1fgMwehaoqArrowIZewGpMaBfE7D+gy38IqAnzUi6dPJZubEWZrxuzMLMvTO7efdhKpBWTFcxoZlA9B14PGAynbnhtjtO3WnT8uKiC28rZaOp4/OArDS006cgUgcaX45M2ZpRNRdM7NScNhTGRHpPEVteZbV/LQZ2TIivqWZbIhVycyMjK2aUiCaBaYWjTWPSjNRMyLHZ6tYrDfN1l0rELEEq96lmYVaEyfNG8HLNoyLr48kkBFZqDsyIqZG5ODkYkdZvAVHpoWQrd6zBnfNZIg420CdFu9+Oo+6R0ZEXmQbisXLrXU3DHTRPxIwEHFuiF3XiDisvaMa0h2aWhQLh2qTlzeM0QplRDrf1ORgo10jYj+XsndCT2VEmnZBcxRogRwqFzBUUmVEfMSqPiXRbkEZhzWj1mTbLAlWp6WuGUDq4Ap5jKQPWT8+YNOrCcHqsVnP56SbgVIhZ9vIhUYkga4Zep3lQyWMDRSh61YLcqTnFaUZ+6ZOgdmBDApWuTSTIeIszYiuGafFu0/7rmpBzec0kdJVl2bsQU8UqDzzyIGpQI9fkFrUgO7fqTszThPCoj/ce0fZEECtyJcXzThLM/QcOQ0omG9upaguzcgZkbgnkCaJnBGJeodJqfgRl9JM0KF3aYtVqTSzfKgk3u8sCVZFacaREQkbdKvKMgCwbqyC5UMlNFo6npKuOSfkZzJmthETwtAsAWdV6prRNE3qnIlenlGJVQFLsMoZEX/6OhBZLgbfJecj4nZhi6F3Ln4IXtN7VZN3w3LZxnEAwQWrdLFR8NbtO3Xn+aUW3rDv3dPHrEVRFUzJm8WoaYUfx6YmT96lBTdYRqTPAhHpTm3EQ6zqFoRnRaxK7bGjA0WhHciSl4glVu0sI7LXFKpuMTtmCFmw6qUTcWZmCKERSaA0I2s5rJkzHWRERPuuPRCh594V8Gavm7BGJEPEOfgurEYk6MwMz9JMIXpp5uL1Y9A04PD0Eo7P+qu6aUOcMAOAbmZEmi1diDfpvETtmtl9TM6ItC+6lD4vFXJiwYqlNKOYDeQ29E4OROZTcLGNinyeopdmjJ8bLhcwVM7bvgZIGRE3sWpGLN5ln46KuUFlqTRjte/au2bCZ0TsZmYywurdo/zrbCMmhEYk1oxIe3dLHJ0zTn8S4iVnr0Axr2HvyXk8G9NwvbiQS6BZoK8DkYkYfURcp+/6zZqJILrrVKwKGAv9OWbE/ugBb51IrdESCzsFIt3MiNQVQs+J4WhlNbk0o86IGK9VKVi21/FkRNpnA1nOqu6BSE9lRJpyRiSqWNXYmOSuGXqfdF2H12gE+etpa0RmzPdwtCJlRDIUiLQbmpFwOqxGxG5mJhOkc8bZRkwMl01n1QQs3uUSShydM25i1ZFKES/eugIA8O2fHYv8/ElAmaYRDkTSZ7lUZug0bdouVvVW7/uVZgoed3ZOY6yoBC3PyJshBQDdHHwn36VZGZHwpZl6s2VbcLxKM5WiNQIgzoyIXE6zumacpRlZI5KdzcuPuEszwyV7ICJfC25Gfn43AN3CKs0UhH36UqZKM2bXzEB0jYiu65aHyER7RuTCtUYg8uyJOdfW5WmXjEg3xKoAsNXUiHQiVl1QZFqIGy5cDQC4+8mMBSJcmskOw+WCCBw6neRKvgXO0ozr0Duf0oxX101VchnthMtIsOrTOUMRf6mQE3dQ3ax3y+eAArcVEbpmnj85b9vMVHdbdG4HSvnI3goqnHNm5H+3i1V7NCMSQyAiW087xaq2zJhPJjFtsars05G1jEi92RI+QGMiEAmvETkxV8VCrYmcBmwwPTNkqHW51mi5ZlBFG/GAW2kmfh8RWSNCXU0LtWbk7IubWBUAXnGBEYg8tH9StClnARarZghN02LzEqk6MiJWitila8bMiJCi3olXaSYOjQhgZUQeOTjlabYkR/yDIl3evUVVFqqS0JNEs7PVRuBAQRaqAuqszmKNSjNWRsRtU6s1Wnjg+dOBLJxVnU7uYlVr8V2oNSObg3UbeyASLRCYl+7UnD4i9oA0fADfTahrZrRSFNmGrAQi8oypUcesmTAZEeqYWTc+oFyLBkp5EeC4ra9CrOqiEVmqt2J5L3VdV5ZmjDZx4/80aDIsItOisFNYNz6Ai9ePQteB7z51PNLzJwEHIhkjLi8RYbjl1Ii4ZUSa9sc78SzNxNA1AwDb1oyilM9haqGOA6fde90p6BgqWRdtN+/U6w4PEcBY4CmICxpE7jb1IVvNNLIqmLJKMznfxfnOB/bjTZ/6MT70tSd8X1v1nrnNmnGmo7Oygfkh6zI69RGRMyL0PtHz5zSjxV1F0adtvluQodnoQFFsfFnpmiFdxmilIM5jlIwIlTOcHTMyy0wx7OSC+hp1du8QsogyDmF8tdESs3+cfh+rzKzI8YhW7NaNmnpTf+UF2SrP6LpuC/izQN8HIstjGinvbCv0E82JoXe58G2I9JydakRKhRwuWDsCwMiKuDEvZURIGd5Ni3dV0JbLaWJAVtD3jjIiLzhrGQAXjYiYB5OXBoGp30NaiD//0314xpFtcaLS9bhN351xBCK94q4at0bE6pqxa0TcsiHy97JSmpHFqlnxEZk2yyFjUhYiWkaEOmbahaoEBSJuNwtT4ljsYtViPieCozh0InJpaMCRuVhpCvBPRCydCLFqWZ2hfpWpE/n+Mycy8RmoSs0HnBHJCCtEaaaz+l1714y3WNXpFOqEvk6iVhnauDotzQBSecaj112kHqU0ZjeH3rkZuK0I2X69+5ghVH3BJo9AxDy3A8W85dLpsjjTeWnpwO3ffMrztdUaEf/SDNA7E3jj1og4WzidXjIqslaayaJGRAhEpU6VcoSMiNUx454RoRs9v4yIUyMChO+cmVmqu94QUNaiVMi1ZdNWjhqByPGZiKUZh3W8kwvXjmL9+ACW6i0xaThN5PM55JLF6TZ9H4jENYHXzdAsytA7+88n1zUDAJeaVu+PeghW56UaqNCIdLU0o74TXhGihXep3hQK/xecNQ7AHC7n0F8syqUZn9Ho8l3Wd586jh89577IqHxE3J1VezMjUm12HojIKWNn+65fOROwbgDSbN+tNy1x5uhAwfIRqaUbHBFTCl0GBchLIYTZzqm7KihrOTmvFp26dc0A4b1E3v2Fh3HDJ+6ztegTqo4ZIq6MyEBRvalrmoZXXrAKQDbaeCnrOFTKI+dS4uw2fR+IROm+UOE0NPOfNePnEOklVm33pIjK5RutXv+Gy7EuCPObvMiIpNE14+wSWuFo4X14/yTe9fmH8LZ/uL9tqvCzx+eg68YdmrxwLjg2zKrUvuuXrna6zf7FN37mKiz18hFpC0QcnQK9EojEIVa1/A2KbbNmrMGH7ounKGmmWJqZkcSgIxn0EREaESkLUXEZwOiGPHV384R7aWa5GWD4Z0RKbd8L4656YraK+545AV23mxYSImuhEJSu6jAjQuujW0YEAF514RoAwLd/djx18XnWWncBDkSk0kxMGRFq36WOC9+hd94W78rSTIwZka0TwxguF7BYb+JZF1MfkREpFYQgq5vlAreUPAWR9z1zEr/4tz/GGz/5I/zHY0dw3+4T+JcHDtgeS/Muzls9jLKUnnVu8kKsWvD3EaFhV7973TkYLhfw+KEZfPWRQ8rHqjqd3EykKCNC309j8N3//M+n8PN//YNQAacciETZdJstXXyuhsp5sRFVGy00mi34mQDK30tTrDojmUXlc1oGNSLt5RCREQl4jCfnapirNqBpsE3ddTLuoRGpNpriczKmyIgIL5EAgfh3fnZMiFGdNyGAdQ1VksiI+JRmAODKLcsxUi7g5FwVuwKO1ZD5150HYyvrZM1VFeBAJDab96pD8yEyIorSChDEWdX954VGpIPpu0Qup+Fi04rZzWGVrJGHynkhIOymRkToaRy23hRE3rf7BO7fexrFvCY0L1984ICtJZnuks5fPQJN00Rmx5n2FRoRyUek1mgp25tpcduwbAC/c+3ZAICP/edu5WIuNCI2QzNKh1sbuK7r4g5wzZih5u9mGYz44gMH8MjBaTx5ZCbwz3SqEZF/T7k0AxidMxRceGlEZJG4W0v6fbtPiKmxSSDPmQGQua4ZVTmk4iPMdvLDZ41Ncf34gCgxqvDSiNBx5DS1wyfdsQfJiHxL6kihjiUZr9IMdc1Ebd/18hEhSoUcrt1mlGfCds8cmlrEf/vSI3jPnQ9HOj4nWXNVBTgQkYanRRer6roe2uK94SNWpdbUuiIjElfXDEGbt1ukPi/VQOlC7mrXTEMdtJ1jzokYLhfwW9dsxX1/eB3+6R1XolLM4Znjc3ho/5R4LNWNz1szIn4GaM+ILEpttnIpSJXZkhe3X3/pFqwZreDQ1CL+8UfPtz1WmNApfETkQGep3kLDTN0Ks6Uuu6u2WjomzZR5GDO3Ttt3aYEs5Y3W6VIhJ87XXK0RKCMiv2cNRQp8z4k5vO0f7sfN//xQ6OMLCm2wpHGoFMPrL5JEnnhLyGVIL08hwPjc/4+7DHH2m3Zs9HzsMo+M87RUIlJpFUaEoZ23qdl8tYEfPGtlC7wyIoMKHYfIiASYueWk2bLWfrf2XULoREIGIkenjeM6NV+LRYRNAT+XZjLEihjad+UFr5w3Lmi/9l3fmRkePiRxOasSlwnB6pTy+7JGhC62bvqIOO3ziVdftAZffddL8cP3X48PvPYCrB0bwGiliJsuWQcA+OID+8VjKSOyzQxEBstqIZxcmpEDPdWdojxjYqCUx++/+nwAwN9899m2jICVxWoPROTnp46ZnGY5U8Y5byMIM0t1YdIWpp1TDlqCag1kVN4GlIGbrzZcM2My8mdEJRQ/ZuoAjkxF84wIgtwxAyBz03dVXTOVovdnXebT9+3B4eklrB8fwG9ds9XzscvN0gxpQWSmFCUimaAZke8/c8L2XssaHUJlZkaQRuTUfM1VJ+eGvA56lWYA4NrzV6GQ0/DM8blQGbkpKZuk+t3CMivEqhyIZIblw9a8mag1XPkisCze3a2mdV2X2nf9HCI9SjMxZ0SeOjKrPAeyRoQ+vPWmHqtXw4HTCzgyrTZVcxOrappRinGaIb35SuMu7euPHMHsUh3Ti3UcMe8qzl1tBCJOsyxCDL2T2ncB9cbqVMu/cft6DJcLmK02cHDS/ruoNSL5tu/PyLNWyt0P+gB7mTJMQNFpaWZWCngJ2ea97qIVkpEzjF5C7ySDO9nMDAAGSsbxZkasSvbzttKM9Fn0eM8PTy3ijnufBQC8/8ZtnuUIAFg2ZLyGKiMizMwG24WqQHCNCJVlqNyq8h2h8rLTQwQwvE7yOQ26Hr5ET8FlTvNfj8cGirhgrVEGVwlq3ZiUgripGAIRFqtmkJFyQSxeUXUi8gLcphFRLIayJXiU0kxcFu/EurEKRsoFNFp62wYKWBfbUDlvW3jiusNbqjfx2r/6Pn7ur3+oVJT7zeVxcsVZy3D2yiEs1pv4+iNHhLfAurEKRivGwjgs3WnbjoVmzRQNO/mSh+jYOVY8n7NGBkw5auKqicnFvAbTsV5skJQRGakUUxEGA8CkHIiEKc10KFa1zMysDVIuoQUxNMvnrHOqes8o0CQBbBLIZmYAsidWVbiZFnIaco7Poor/ftdTWKq38MLNy/C6S9f6vpbsrOos+TgH7zmhjdLL0KzRbAnr9BsvMY7HszSjCJzyOU1kxsPqRBakmzQaP+EF6XLCBMLyWjIdQyBCax5rRDKEpmmiDTTsSHmCgo2cZvmC0AbW0tE2i0TOcviXZlQ+IvG17wLmzJ1h9QYKWDXFgaK9bh+XiPLw1CJmlxo4MVtVpoWdc3z80DQNb37hJgBGeYYcVUkfAqCtNZSgCal0h+jW2aLrulItv0y0K9oXDNV7pmma9PxUmjEXiUohFWEwkF5GZE6xQMotnG6ZMRlN0zw7Z+RNNqkAz1mayeqsGVmsqmmapWVxec937juNr+46DE0Dbnv9RYE2XgpE6k297Vrz8hABJI2IRyDy4L5JTC3UMT5YxPWmGDRsaQaQWnhD6kTE2uiTGSJGAgRXTmSh77SixBUWem3OiGSMTjtnVGZVRY9atZzlcG3fzbk7q6o6MDrFy4qZxJKUJicr47hKBiclfY5qsRZi1RCB1xtfsB7FvIZHDk7jqw8fBmB0zBBuYlXKiFiBiNpLRJ5dIS9C4y6zNdxarp2mZrRIjFaKUlmiuxvY6agZEZtYNXy2QZUylkszfuVMouzhJSIHVkn5s1hdM8axZ0kjouu6VZpxZCLos6kS1bZaOv7s608CAH5xx0ZcvH4s0OsNlPLi93eamnm5qgKSRsTjfaIOlFdsWy3WMOeIBMC7awaQBavhbkb9ntfJiJntc7one2EvzXTW3Qlw+25mIT+K0xEFq6oF0haIOFLA8gLpN2tGlV6OuzQDWHfyKlHZvKMEQaZAcU3glcdjq+6kVUPv/JgYLosZD/c/fxoAcJ4UiDhdO63XJ42Icf7lzhYZeVOR1fLWeXQLROzvmdPm3SrNpDNgEHAGImHEqtZjnRmkIAjHR0VGxCjNBPsceHn4yJtsUoFIW2mm5J1p6CZz1YbI0DpNxCous48A4MsPH8KjB6cxXC4IUXZQ3Fp4pxf9NCLmpu3yPum6LgKRV124WgR+qoyIpedyyYiM0OC7aKUZt+d1EiUjMhVzRqRvSzOf/OQnsWXLFlQqFezYsQPf//73u/GygVneoalZXdFO6yWaoy6bfE5ztdj1Ls34p6jDItrsFKUZSyNCGZF4bd79AhGVviIIVJ4hzl/THog4sw3W9F1HacaxIVNZxjm7wsqI2BcMtyyWM+Mil2bS0ohEDUTiKs3Ig7hE10yt6drG7cRLKG7LiCRWmjF+j7aumQyUZmjzLxVytk4ZwDsj8s/3Gx1ov3vd2aKbKyhCsOpYW3y7ZkRpRr35Pn1sFvtPL6BcyOGa8yZE4OelERlw6RSh3ymsqdmCY230g7I8qqyNG3ImicWqEfniF7+I9773vfjgBz+Ihx9+GC972ctw4403Yv/+/f4/3CVII3IyopeIyvlT0zRXwWogq2qP0owYKR9nIOIxrnveoTi3Bt/FlBGZlQOR9t83iH+EiqvPmcD68QEAhn6HfEcAd7HqoiMQKblmRNS2zssG1VoblY8IAIVGxBKr0uLWbY2ITawacPOUO8GAiGLVqhWEEarSjJ9WyGtytRwgJV+acWhEMlCamZKEqk6Nh1dGhILTK85aHvo1xdriuNFT+ZnI+M2aufsJIxty9TkTGCwVRCCyVG+1lRSXFHoumag27+SuHLg0U4lSmolXrNqX7bsf//jH8Y53vAO/8Ru/gQsuuACf+MQnsHHjRtxxxx1Jv3RgOi7NuGgY3O7MKCPiVpYxftZ9MU2yNONcLACFRoS8RGK6w5PvQlR3Y7UA3RIqcjkNv3iF0cp71oohW4vikEtWpyq17wLuE3ItgyRHIDJE59EpVnXJiBTtd6EzCrFqt31ETkXIiDRaOuSmiChlCFVGJGzXDODT+i79PkmdVxGIOAzNFutNX7OwpFHZuxMiI6K4rmccJm1hcNOf+YpVfXxE7v6ZVZYB7Hf4ztLHgo+oNKrNe3dKM9ZaEmdppm8yIrVaDTt37sQNN9xg+/oNN9yAH/3oR22Pr1armJmZsf3pBp2WZtxmoYjyilMjEmCKaMFjMY1aqvBCTMl0fNB1XRebNWVC4u7mODFrnfclxV2j07U2DG9/yVm44cLV+L1XnGP7urtGhDIipBFRi1XdbJ1dxap1dfAonr+ta6YomcelV5oJWmJpyxhF2HRVGhFbRkQE/N4aES9X465kRKhrZtCuEQHClbqSwGvzLxfVn3Vd1y0RtUv2wgs3jYhqCrCMCEJrzbbOw6PTS3j04DQ0DXjFBUYgks9pQvfg1In4akQids3QTVrQjMhoyInCQPwZEas7Lfx7mRSJBiInT55Es9nE6tWrbV9fvXo1jh492vb422+/HWNjY+LPxo3e9sFx0WnXTM2lrZACk1rD2b5rPL7gMYLZe/pucl0zzoxItdECrQGDjoxIXDX2kz4ZkailGcAIDD79tivwxu0bbF+37rTVKdwB39KM5R8g4yb6dbPl9xSrxtydFJQoGhGlHiPkpuvVvmsXqwYrzfgdUxKBiK7rlqGZmYavSO952uWZKYWHCOGWEak2WuLz20lGxHmTY5VmXMSq0ms5M5c/2XMKgOEKLWtWKFByajAWfUozK4eteTNhAmg/7YmTsKWZxVrT9pmNRSMiAv74Muqd0hWxqrMWqeu6sgf91ltvxfT0tPhz4MCBtsckwcQwBSIdakTaSjNuGRH/FLPbXV2rpQeulYfBTSMi343T5jxYijcjYherumtESiG6ZvyQ77QJXdfbNCJ+pRnnHZbbeaxK4lYZpxhW1km4eZ0kTaRARBUwhyzPzCn8DeSAsR5YI6K5HpMtI5JAULBUtzZt2hQLect7J23B6uOHjcGWNOhNxtlKTlCGR9OA4Qi6AqtcaX2umi1dBAtuGZFywXI3dpZnDk0ZxovnSrovwAqUnBmRRZcMJkHBzFK9Fep6WwitEQlXmnHrNIqKruuYy+CsmUSPZGJiAvl8vi37cfz48bYsCQCUy2WUy+EU2XGw3BSrxtm+C8DVldNv4B0AFHLq0oz8XHFM3yVosXDeydNdY6VodYfEmRHRdT1w10ycXUJCrCrdadWbusj+VMySSdllKqlbzXlcyojIAbd7+6571wwFS0v1Fpot3dadkxSLtaZtswzqI0LvUaWYQ6Opo9EygroxBE//qrtmLJtvMX3X53PgKVZNOCNCm3Y+Z014BozzUmu2Ug1EFmtNfH2X4anzukvaXVErLg6wlOEZKRdcu/y8UGlE5EDBTawKGJvl6flaW3BADtDrTDE6YWVE1KUZt8F0A6U8RszxDMdnqyJz4UdoHxGREYkWiKjsFcKwUGsKLVfflGZKpRJ27NiBu+++2/b1u+++Gy95yUuSfOlQUGlmPuK8GVX7LiCVVxybWBBjJrfSjHyXGadGZLl0Jy/brIv2tJK8OVAXQOcL+Vy1YcuCqBbqoEZWYVBpROSyEAUgJZc0v1uqlxbdWrNlyya5G5rZnVvtFu/Wc3erPONssQya1ahKOim3Dc0PldGScuidn1jVQyMidwElkWmShapy1pcC1jRLM3c9cQSz1QY2Lh/Ai7euaPu+W/uu/JmMgkojQnf2w+WC5/sp5s04Nu7DZkZkvTMQoRbeRXVpxktUunI0vKmZX4DjZFjKxDp1Lyoo8KBy5fRiu1V+GOgzn89pbe3baZL4kdxyyy34+7//e/zDP/wDfvazn+F973sf9u/fj3e+851Jv3RgRiudzZtxE6u6ZUSClGboew1HRqTatIYseWlMwkIiy5Zuv+hpAxyU6olxZkROOrJQnqWZGAMvVdmDNk5NGmAVVqw6WLLSyfLCG8VHpCx5lHRLsOrMCobViJQK+ciW5qr2XZtGJKCPiOiaUXjwJJ0RmXa07hJZmDfzxQeMUvebdmxUZjasoNhZmokuVAXkjEi7H4ZXNgSwb9wyIhBZ5syIkE+HMyPiX0KhzpnjIQKR8BkR67MdJBCmLNJZE4MAjL2jk6ya1bqbD2TR3y0SD0R+6Zd+CZ/4xCfw53/+57j88stx33334Rvf+AbOOuuspF86MJpmDSuLUp6puSyQbqK5IKUZN2dVufsizg9SqZATF718V2y1qbbfpcZxl37S0S7nVZpJIiOyVLeGny3VzPKCdG7dSzPqBUjTNFt5BvDW9TifX+6a0TQrvd8tnYhTJxW4NCNlBWlDC50RWXIvzcyFcVY1z3HVJyOShEbEOWeGSHvezL5T8/jJntPQNOC/7tigfAwFxe4ZkWiVfHkQJN3N+3mIEMOKFl5d10Ug0laaUYhBWy1d3OB4zYQh3Uy4jEi4WTPyVO8gglU6T+vHB8TnvpPyjHBVjZjdSoqu5GZ+93d/F88//zyq1Sp27tyJa665phsvGwrSiUQRrNZcatduw7eCqP9dSzMJ6CWIcTGwzQpE6IOrzIjEYGh20nHRqwy0hDYg1kDE+n1oQ7LmzFivQ6/p3JAtQ7P2xdlZE/fS9chi2KV6s607wTI1684G5jYjxw9ZxxPFSbTasH53tVi14dqd5sRyJU5BI+LomCHSLs186cGDAICXnbuybfMmXDMiLr9TUGhdabR0Ydfu5yFCiMF3VWvznVlsiGt27ZhddCs0IovqkqtnaWY4fAvvfMiMCOBv1CZDnUbLBksiaOtEsKrSYWWB7BSJUoY6Zw5PhesjB9zFlG7OqrSxug28A6R5GW3D1uJ3VSVULbwqjYjomkkgI+KlEYkz+CoX8iLYow3Jae8OSBmLujojolrYnAGdl65H9hGhbIjcnUDnOi47fT9OmRlBuh7C+ojIGpEwXTNyUGvXIxn/lkuGQS3e/TQiyZZm7At9mjbvzZaO/2+nEYj80hXulghWmVCdERmNmBGpFPPic0xri5+HCDGs6DI5OLUAwPiMVhzXHx2jXJpRdf6pEDbvCZZmgHCdM7SGjEuBSCcZkdkMtu4CHIgILt1gTJN8cN/p0D/rVjpw14j4Z0TI+VDl6wHE6yFCqEzNVCUIsTnGcJd+IoBGJInSDNAuWBXpW2mxKuWNfzvfQy9fAsvm3TiPXroeOSNCC/5wyepOoDuXrolVzc/b2rEB87iCtu9a7clRSjOUeh8s5W3dQYPFPKgCSYtycGdVbx+RJKYaz7hoHwYiBGdxcd8zJ3B0ZgnLBot45YWrXB/nrhFR617C4MwSWn4mag8RQqURoZtFVWbHEqtaaxgFC5VizrPrZ1WEQESUZorBg7QwXiJTIiNSjCUjYrmq9mFpphd40RZDRf7TPeEDEb+umXaNiL9YdcJME56cs6ukLVfV+CNalc27SuRFG3gcd3d00XvZS0eZvhsEp2CVfp9ygIyI152Q8E1wZERKhVybrkd+flmoSgyKY+xuaYZS3kE3TjkrGEUPMVu1uihkcjlNvE9km+/3ObBuABRiVemYkgjuxKbtWOgrpfQyIl960BCpvmH7es91w10j0v65DIuzc4bG2QfNiMgaEaEPGVMEIkKsaj3eumnwPv4sZ0SWDZZEQ8H0YjSbCUBtGpgFOBAx2XHWMuRzGg5NLeLg5EKon3UrHbj5GTiHyKmgi6LWbNkuKrc20DhQmXFR1mOw3F6aiSO1TaWZDab6fUlxB55E1wzQ7q7qtHcHAhiaKRa3cWdGxCN4lLtmZKEqEbedvh9UmqG7zaBiVXX7bvC7f5WZGUHngD6XQYfepeGs6tc10+1A5NRcFXc/acxk+UWPsgzgpRFRB1dhENlWM5ikmSluk3eJEWVGRN0xIx+jnBEJOg/GsnkPkREx388wpQ5ad4JM4J2USlhxlGasFnkuzWSSoXIBF683yjP37w2XFXGbpuvmZ+C2WMlUinlxEco6CjeHzjhQBSILjjkzxr/jm4FiBSJGe5qnoVnspRl7R4oIRKSAwd/iXVWacWREPHQ9qtKMKiOS1Mh6J20ZkQhi1SgZEQrOVSI6Idg1z0FQi3e/WTPJ+IioW11FINJlseq/7TqMelPHpRvGcMHaUc/HigAygYyI85qYDtm+K2cPDrl0zABqQ7OgnS0kVj09X1N+dlSEtXgHwpZmzIzIUNxiVS7NZJYXb1kOIHx5xrobtH/Q3aaA0mLldxFOmFkRubMkyYzIcsXkWJVhz6DkStrpNFEKRDYuNzMiHl0zSWtEqooWP1cfkbr74uacreHmIQLYbbVVC77VNdOt9l0zEBkPqxGRu2bCa0RmFa27hPNrXsMiAWsUgJ9GRG7djosZF2EnfU667SNCZZk3+WRDALk82gWNSMCuGdIyzFbbA5H14+029SpDsyUPPZfzGEnD5RTRq2g0W+Ladk7h9iJUaWaeSjNSRqSTQMQj85gmHIhIvGirGYjsPRXq59xKB8LPoKHOiPgGImbngjya2ivN3ylUUpB9ROYVGhEKSnQ92rh3Qtd1nDQn73plRJJqWXYKQRc9SjPOjIjlr+IlVqWMiHtGR2RE6i2x4NtKM+Qj0nWxqrHIN1t6oM1alRFRtWK74dVWOOS42wzqI6Kaeu10s4w70+SW7UzDR2Sp3sRTR2cBADdevMb38db03S5oRHwG3hFCrCplD9w8RABLI7JYb4rPZNDSTC6nCW1eEJ3IgvReBvURAaQJvD6BSEMqy48PlkTQFk9GhEszmeWKzcuR04DnTy3g2EzwNt6wQ++sOwzvC1sIVqWLopZoRsS+gQLSmGtpg5Av6E7aSueluSZCI+LhrJpURmTOqRFRlGbafUTcBXBtYlUvjUjRen6xSMilmS76iDSaLbHIyf4MKt2OE/G5zEfzEfHWiNi/5vfZt8pp9qBDFeTGLVh1MzRLozQjt4PTCAcvXDMiMWpEKNAN7CPi8NyoNVpCw6EKRORAlkofbi7IKlaFsHmn9zKnhVuPg5Zm5IBjfKBoBSIxtO9yaSbDjFaKuHCdUUelMdNBsDQMLhqRyBkRq3OGEHqDGAfeEfRBl62Y5xUakXxOi2VhpQBroJgXQZBX10zcGpFhl/ZdW9dMQZ3Vsha39mMSYlXzPFZFN44qI+JTmumij8jUYl0MxFotTWcNktmQg/FyBLHqvEdGxHn3FlQj0uZKLL2HdFcat2DV1dDMfO+7mRGhoGg44LC6SpIZEalcqet6YB+REUf24NjMEnTduC5XDLUHV4V8rk0MGqazJYzNu1y2DuNyHbQ0Q6XdkUoBhXwu5vZdLs1kmis3G228YQSrbqWZkss48qB3GFYg0l6aiXtTBuwlBdJ+uN35Dymm14aFfq+VI2XP1HUS03cBhVi10Z7C9ROrqkRqdB5nTVvymkt7t/w1IxBp/1yohvMlBd2tjg8WUZRG1wfRicgakUqETXfWKxCpOEsz0ZxVlyShN92VxtkW3WrprtnOqIMAO4E2uqCZDFVGpCm5oXamEbGsAeZrTTTMEtl4wNIMHcMhadid2+YvTM3MddYaeOe/+YbJiIS1dyeCTuClzDTdpFEZa4rbd898LJ1I8EAkbPuum+mRk4kR44Nn75pJ0NDM3EAbLV18YN0sjOOweaffa2K4JMohzrvoVksXi1bcPiLW72C/c7JrRNrFqg0puFBpRMYGisKEa2qhLvmIuLfvLtWbLmJVcrFNfgOjQIQWPrdskAq5synKgLcwpRl/QzPv8QiVQs421Tcu5moNkVFytXjvZkZkMdyMGJW2R+4s6qhrRtKI0AYrB61uDEulGa8ZMzLOzhm3uVAqwti803oxFDIQGVa4v6qwWncpEOm8NKOacJ0FOBBxcOVmIxB59vhcIOU0YC1wbUPvXGrVYUszJ1SlmQQ0IgOlvFgYqHNGtO+WnYFI5zbvJ4SdeFks1M4yQL1lbSZ+3RJhEaUZ83eoilkzqtKMZITlI1LL5zSxEU0t1Dw7neShd16GZt3MiFAa3U28qKKqEKuG8hHxuFMbdmSdAvuINNUZkXIxn0imiTb+snQOiEqKGpHQGREp8JR/p04E8ssl1+YpyUPEr6QxYmoZdN0IKA5NUiDS3jFDjDoyDoshMhcrQwy+i9K6C4QpzVgdM4BVxppZarSJroPw0z2ncGTaOH88aybjLBsqYduaEQDByzNuGgaV1XSj2RJZBr9U50pF+26SzqqAXMs1LgJhaOa42OKweaffa2KkbNmCOzY9uSQSv4+IU6xq3jH7dM0EEalZvgn1YD4idclHRBKSxenZ4scpt4xIgIDC3r4bISPicafWlhEpBHNWdc2IFHPivMapvfHyB7IEvN2zeA8qiicoWKo1WqI0qzLZiwJtos2WjgOnDcNIvxsx45hywvJ/rtrA4ekgGRF7aSZo1wwQViPS3lEYhFERiHhnNqYkV1XAfr5mQuhEdF3Hp+97Dr/89z/FUr2FyzaM4Xxzj8sKHIgoeJHwEwkmWHXtmlFsYrKbnt8QqZWSRoQWhiR9RID2Ft5FIVZ1akQ6n4FyQpRmyqI0U2/a20VlD5a4u2aGHen5pXr7gqUqzQQRqY1LAZ1X8OgrVnXoWJKEPAtWDFNGJEJpJuqsGU+xakiNiIuzqtwVZZ3X+AI8L3+gNHxEZhXt4F7Iawq952GDGffnzov3ce+peQD+QlUA0DTNZmp2yGPODEG/Lx2711woJ2Fs3sOUfFTHR+UmNyYdgt5iPifKQEEFqzNLdfzO5x7CX3zjKTRbOt64fT3++bdebJvnlAU4EFHwoq3m3JmAGRE3509VrZo+QMNlQwntBZVmqo2WEGvR3XUSzqqAvYW31dJFGcKZ1rRKM51nRFY6pmjKqWE6d/mcFvvF40zPe82aqdkCEf9UL2VE5NKM6j2jTbvR0oVR0YhCrNpNjQjdgblNY1UhXwPlhNt3gw+9sy/ysr4qkdKMx5TaNNt3w2pEAOtcxZURAawNde8JIxDx8xAh5MF3hyWxqhuWWDV81wwNvjs+W/U1awyTaZGh96Ole1/XzowIIHXkBQhEDk8t4uf/+oe464mjKOVz+PAbLsbHf/Ey35k7acCBiIIXmjqRp4/N2jw13HATq6qm71odM/4fhoFSXkTAtGknnxGxWniXGk0hvnNqRKySQTxdM/LvI981JmXvDsilGYfFu236rhUoUKYmyMImu6t6l2as56BymF0j4i6qPDK9iH/68fOx3WW7iVWDaD1kf5tOSjMjCn8D52cvqEakvTRjZUSEmV2MgYhXaSYNQ7Ow/h/FvFUGoRJpmPXKD/pc7T0ZPCMCyJqKekdiVaduR4WY8dVo+c6CiTLwDjACFzrPXjoR0uktk87TaIgW3k/e8yz2npzHurEK/uWdV+GtLz4rVJtxN+FARMHKkTLOXjkEXQ+mE6m7lWYUKeIgc2ZkhM37nH2SaxI+IoA9I0L6D02zm3wBks27I7W958Rc4M3xpCRWzeU05QTemjAzi/8CcvMRqUjvo9ydRMeyqCjhOJFLM16dTvJnRtVxQcdYbbTbkX/8W7vxJ199Av/jrqddjyMMp52lGRczNxX29t3oYlXVMK720oyfs6q6bX5Jeh+SmGp8dNooGyxTmIel0TUTxf/DeQ2qWsqjQudFBCIB10B6/w9OLoqgQjbcc+IcfBd0+i5gBCsUdJ3w6ZyJKlbVNM0WXLlBNybjckZkwMq0elFvtvCNx44CAD76C5fi8o3joY6x23Ag4kKY8oy1Wfq374YORBxeIl6eFHEwLs2EEBF/Md9miOSWEbnta0/gT776BN71+Yd8B0edlDQiAJQbWFKTdwG5NGN3VpVLLvLdt9My2jsjYi4Y83XpPVN32Dg31mFF1wzQbke+x1zQP//TfTgewgnYjVPO0oxo5wynEfHLiDy8fxJPHZ0R/9d1XekqS8hf0zT4lujcxapyRiT+9t37dp8AYEzydjIgCUGjdDxEIcqMGHn2kfEc5CESX0bklORXEwR6/5827eonhsue2Q0hVo1gaAZYWRE/wSrNmwrbvgsEm8A7qSjNkP7IT6z6w2dP4vR8DRPDJbzk7BWhj6/bcCDighCsBpg746YBUNWq3Syg3aB5M7RpJ9m+C8jahrroKFBF/APC8dPabHRdx+OHpgEA33nqOP7bvzziuujOVxtiQ6esj0rkmGRphtpCa+bwKlVppiClq+l99rJ3J8aHFBkRl/dMDlCGSnnbRlsq5ESg4gz6KE1dbbTwqXv3eP6uQRBi1aGy7XjD+YjkPcWqM0t1vPnTP8Eb/+ZHwqthoWaVAJWlGek8F/M53/Syu1iVumas9t24ZvhMztfw0P5JAMB121a1fV/OnnVLsDoTY0YkDo2IM1M0FsB2HrA27d3HjEBENexOxpkRCWs8tmokWAtv1NIMEMzm3SlWlf895eMl8rVHDgMAXnvJWl8tYhbI/hGmxEXrxgAA+04u+D7WtX1XcWcW1EOEcM6bsTa1ZEszp+drrh4igJQRke4oT87VMLlQh6YBhZyGrz1yGH/61ceVoi8KrIxWyrz57/Y7aTFnJpGMiDQzp9qQSjP239fZxhpkdoUc0PkFj/LXVQu+yjyu0WzZ5iF1mhXRdd3SiJjBr5vlt4qqojSzWG+2vffHZ5ZQbbSwWG/i02bwRNmQfE5TGlzJpZlygEXVuu7Us2bKhfjFqvc9cwItHdi2ZkQppHTTQCVJlBkxbRkRYVnfeUZkmSMDEnQNpECKAhEvfQjQrhFZDCkqDdo5Q9dj2NIM0D5Dx4lhg29mRIbaMyJeGpGlehPfeuIYAOD1l60LfWxpwIGIC/RBCTLq3m0QnerOzG0WhRvioiCNSJfadycljYjqzn9Q4fj5jLlQbFo+iE+8+XJoGvD5n+7H//jPdg2DLFSlO9wBRWmGzODibt0FjGwHnce5akMI9JyboSU6Nr4fxD9gmawR8XnP5K8rSxOKVuljs1W0dEMPsX3TeMdZkblqQ5SQhKFZlIyIFIi09PZgQL6T+9xP9+HkXNXSh5TyymyH3DUTJCAVJdGGszRj6ausQDqeoOC7Tx0HoM6GAMZk1yjW950Qi0akGmNGxDEbJqxGhDRlvoGIyIjYu+GCZi5oAOdzJ+Y8H7dYj+YjYhyjt6nZfK0prh05gBujGxyPQOR7Tx3HXLWBdWMV7NjUXibMIhyIuEAfrpbuvRA3mi1Q9aFdI9IumoucEelSaUY2NFtQDLwjVEZbdMdy7qoRvO7SdfiLN14CALjjnufwd/fZN8kTs5ZQlSgrMiI1l2xTXAxL7bGq0gzQ3j0SJCU7Lhma+c3KkYXHqk2DXke+e6KyzNqxAbzvlecB6CwrQgr9gWJeZHpCGZpRW3nebtvtNKiT7+SW6i383X17ROuu22ZXKlhzb4KIlt3FqnJGJD5/lmZLx72mPuR6l0AEQKRuok6IohFx6oLEjVOMGhEisEbEUa7zz4jYLdTDTN8FgMtMYefD+6c8Hxf2eWX8SjNUJpU1V4C1b3iVZqgs8/rL1gUadpgFOBBxQc4CeC1W8h1fkFkzIl0a8MIWNu9mmlBkXxKYNQPYN1Ar9dh+oYm2Uuku/eljxh3E+WuGAQBvuXITbr1xGwDgL+9+2nZH7xSqAla3inzHSHe1SZRmALmFt27TEMhQGYw2tgWXgEVGHiC4JIJH9eN9SzPl9rt3q42xgpedO4EXdJgVOTVvvB/yZiHm4ITsminlc2LWzlJNHYhQwPV/f7wP+0ynTS/baQocgmTG/J1V8232/p3w8P5JTC3UMTZQxHaP7gTLSyR5d9WWNC8qUkak4dCIxDA23qkR8Rt4RzizhF4eIoCVEVmoNVFtNMX7HrQ0Q+/h7mOznqW7qIZmgL/NOwUaywbtNvh0ztzEqrNLdXzHzM71SlkG4EDEFXnUvVf61mZB7tgsy4padVix6soRp1i1OxqRWqMlXtPpqgpIRlvV9tLMeast++DfumYrNi4fwFK9he89dUJ8XRmIeGhESgm07wLW73F63rqw3Uoz1RAZEXmA4CkzpRxMI6I414qg75Dkp6BpGt7bYVbE6SECSM6qIX1ENE1TltkAKxC55ryVuHTDGBbrTfzVd54B4D2anN6nIJkxekxLh63l2cp4xasRobLMy89b6SkMrHSxhddrAJ8XFWdGRHTNdB6IODMiY0F9RMrhAhH5Gjo+Y+k8ghp5rRqtYP34AFo68OjBadfHdSZW9Q5EVB0zgCRWdZnA+60njqHWaGHryiFctG409HGlBQciHgQZdV9tWotKwZEG8/IRiVKa0XU9cY3IYCkvFnLa7AYVYtUBx+ao67qtNENomoabLjEi8288dkR8/YTkqiqekzYv6Xy5mcXFBW3yp6QBh26lGSqLWRoR94VtoJQXP0eiUrcsllyaUYkCnW3GANocJjvNiigDkTA+Io7yk5uBF93pjQ0U8XvXnwvAGDAJeE8EpQxGkIyI/Bj5JkAO4odimB5NUCDiVZYB5HkzyQcitMEZpbLgG6VrRiRmsWpOCz6K3hmgeg28AwztF13XdO1pWvsNhhfku/HwgUnXxwRZB9ygcpPbBF7LQ0Qt8HUTq1JZ5ucuW5dZ8zIVHIh4EOSuSV6AnW+8mDWjLM2EC0SW6sawPJpOm9TGrGkalg0Zx0aTLpUZEfNrdFdwfLaKmaUGchqwdeWQ7bE3XbIWAPCdp46Ji1dkREbkjAjdgbe37yYhVgWs95i8DQo5re21hFjV4SPil+qV3VUBo7VVhV9phhZVubR12DFzQ86K/PP9+9vMz/xQByL2DgovnG3WbnoIWkDHB4p4xQWrcPF6667Na2MSgYjPwDvA/lmpuWZErKCgE1+PQ1OLeOroLHKakRHxops271EDCKeXj6URicPi3d79EVS/IP8O5UKuLbOi/hnjeI+ZGZGBoloI7cb2TeMAgF0eOpEkMyJWacaRRfLQiJyaq+IHz54E0FtlGYADEU9E26THwkF3XKq2Qnn6LnXehM2IDJULYgE7OVtNvDQDWB9+kREJoBEhs6HNE0Ntd2AXrx9tK8+QAn6lojQjL9R0fpMKRGiDowyN6u7R2T0SdAFy3s24ZkSk91K1GQ96ZERkh8mrz5lApZjDYr2Jg2YQGRQacqjOiAQIRByZq7KLl8iM9PnXNE1kRQA/jUiYjIi14dRtgYiUEZFeqxOdyPfMbMj2TcvaukKcdHPwXdQAoiJlwZbqTfG+xpERKRVy4vMddP0D7J+L9WYp0g/S4B01MyJh58FYGZEp167J+RgCkTmf0sx4m/eKcd6qku8R8c3Hj6LZ0nHRulGcvXI49DGlCQciHgRxX6x5iCkpENF1Qyug67qouYa5ECdMncjx2Soa5t1bUqUZQApEJikQcS8XLNUNp0gqy5wnlWUITdPwWjMrQuUZdUakXRxZS3jIH90ZU0ZElb51ZgaCquWddzOuGpGinBFx14jYMyLtw79yOQ2bVxjZKL/WQyen59oDEUsv4L1xtlq6CBhFaabgUppxBOKvunA1LlxrZEW8NCJhSjOaptluAoiq1J5dLuREKbUTncj3ApZljNftZmkmWkbECiBbomygaZb5X6dQsBbUzAyw/w5+HTPEqMiImIFIyGDh4vVjKOQ0nJitihsyJ8KfJMK5oeOj9mgnlPFYPmTfJ0bKBWF46CzPyGWZXoMDEQ8sI6kApRnFAimnketNo7RCaeAwAjLKGhyasszVkuqaASBKM7Me8z/ku4CFWgPPmB0z561WR+KvM3UiVJ4hgza1WFW2eDc3uKRLM2ZgpMo0tZVmAs6uWOZYRKJ2zTiH880u1UVAu9axMNOd0B5zwmlQvDUi3hkRufxB58q6+1eLVSkQ0TQNH/2FS/CycyfwCy/Y4Poa9BkM+jkQLbzSsctmgJqmSQMFowUGS/UmfvickQq/7vwQgUgXSjMzEWfEVKSJy1Q2GC4XYmsDJZ1IUA8R4/Wtx/oJVQnKBFEgEjZrUSnmcaEp9tx1YKrt+41mS3zuByPM/YoqVtU0TejI5EBkaqGGB543xpG8jgORM4shhWmXEy8xpU0019DFB8fpteAHbdaHpHR7Uhsz0J4OVG245YJlfb5Qa2L3cTMjsqY9IwLYyzP/8egRkdacGJbvwBUW713yEaHOFnVGxC7aXAxgaAa0n0dXHxG5NKPMiNg9W46Yw9XGBopt5QzS5+w5GTIjoirNFO2/txu2QCRPYlV1aUYEIlLZ6tIN4/ind7xILPwqrNJMsA2RMpRuGRGgfehhWH685xSW6i2sHavggrXqz73MQBcNzaKYmQH2Tqkozqx+UEYkqIcIYM+UBc+ImKWZacqIhM9aXO7hJ7IgvYed+Yi4BSJk796eORoX1gBWILJz3yR03bj+gwZrWYIDEQ+GSvY7URVeZlWFnCb8FGrNFqYXLA+RMMIpKl9Q3T+f0xKdH7C8LRBpv9A0TRN3AnNVOSOiXpDl8sz//fE+AMYGL2+kqoyIVfpKtn2XSkWqRcVZmhHTd30WIOd5jGzx7igRHvIYhU4ZkeciZkRWqHxEfNp3bS3sAcWqYUqTQLjSjPw4cuY1jsXuE9NpCy+VZa49f1Wg67mbhmZRgwhVRiQOfQhB10SYjMhgMS/WUb+OGcKZERmIkEEWglVFRoSyWjktWplcnr6r0qAIe3dFwDYqBKtWC+8DzxvdPS88a3noY8kCHIh4ILwyPMRsbpN3AWPzFQtisxXJ6RCQMiLmBpSkPgRov1txu/OnDfK543OYqzZQkDQKKqh75jFzMJ5s7w5YQjnlrJmESzOUEXDOmQHaSzORxaoRNSKy+ysg60PaF2WREQkbiMy1z7UIXJoRnU2aSOGrXHJ1XRfBeNhARGREAn72vTQi9Hs5S15h+d7TwfUhgOQj0pWumc4yIrJGJI6OGeLsVUagvGXCfZ1wkstpQqMSuDRjBmBHRWkmSkbEsEd/7NB02wBFuhaHSuFuKgl6X+pNXXl9uYlVASuIk0szD5plmSs294aluxMORDwQPiIeNeS6R0YEkBbERivy3SB5bXQrEHG2x7n5O1DGiO4YtkwMeYpKL1k/ho3LrYVE1ocAPoZmCf3OJEimmxLvrhnyETEDkaKPRsSZEXGpJculGdUd7KAjM3fYIyNCC/zJuarnYCyZWqMl9EArIviIqHRSlljV3rVCgXvYa+ClZ09g1Ug5kBYDULurtmdE/H2C3FioNXDgtPE+XLkl2F1oN31EogYR8qBDCmbiGHhH/MbLtuBffvsq/MqLzwr1c5duHMNwuYAL1gYz6aKuGXrPo5RPNq8YxPhgEbVGCz87MmP7HmXRojwvQAGM8W+Vl8jUvOWs6oRucOj6Xqo3hfHaCzdzRuSMI5BY1Vzo3KaCUk273oxec6UN+7AIRJJr3QXaN1C/jAgFIm76EEIuzwDtgYgQONq6ZpLViDg9Urw0IrWG0YYdtDTjFKu6/Q6VkF0zR0wPkbVj7YHISKWIVWYpb0/Azhm6+8rnNNtn0zl3xA2VTmqg1J7dooUzn9M8W3VVXLJhDD/9wCvwX3e4C1plVGLVJWdGpANTs5OzlqYo6Ebd3UAkYkZEmquUhEakXMjjyi3LQ2c4//H/uRI/vvV63xZpwnnMUQSlmqYJnYizPBN2kJ4TOcvjbOGtN60bA+daDLSbmj12aBq1ZgsTw2WctWIw0vGkDQciHjhT4ir8NAzW5NboGRHSiAgfhAQ7ZoD2KZluaU36OkXjqtZdJzdJgQjZ1xMqTUKtSz4ihJ+PyFK9JbInYcSqmuYutJQDS1ULq9NH5JA0Z0ZF2PIMCXWXDdpNpsKWZuRApFJoz25NOzxEwhLmZ+SSKFF1ZEQ6EauekEYUBD2u7vqIRJuaK2clk9CIRKWYz4X6XZyZoKiZi+1meebh/XaH1YUOWncJt84ZEqFqmjqjNe4wNaNumRduXtZTbqoyHIh4oJp66sSvq0O2eQ878I5wZg6S7JgB2tOBbhvukOP8uLXuysjlmfbSjNlVUOteacZZdlIGIlJmQNYLBXVWBawZLCpow68Uc8qAa7hsz4gcnm73EJERLbwBO2cmFR0zxvFYaXovqopARLXpkrgubCAeBWvgpBE16rpuZUSKdo1IpEBE0X7uRzfbd6OWVWRhdhIakW7hzIhEDkRcBKtBO+e8cOucka+TvKJtetSREXnQFKpe0aNlGYADEU8CiVWDakSa0czMAHuLK9D9jIibRsSZKTnXpWNGRtM0/PY1Z6OUz+EahyW22tCsO2JV6xjcjelqzZa4EyoXcr7eCnJA51VOo0DE7Y5vUCohNFu6aEl0a2XcGtJLhMzc3AzYAmdEZI2IogMqakYwCk6xar2pi0wWvRdUWpyLUpoxMyIrR4IHIt2dNRMtIyI74mYpIxIW582en57LjcvM0szzpxZEZxnQ2eRdQu6ckZl0sXcnRPvuYh2tli6EqldyIHJmYqnqA5RmXDZKWTTXSeuivEEmrREZKRdsA/xcNSLS10v5HDYHrE++9cVn4ekPv6ZNWDWg0CQkP33X/rupumZkP40wteHRShF0Gr0yOpRxcVvwSctQa7ZweGoR9aaOfE4TWhAnVJoJ6q5K03qdd/eyNqblMY/F0ohY54R+dtGlNJM0TrGqHNwKH5GS/42GG6rp0X5YgUi4OUBRsKbmhpw1I2dEEtCIdIs2jUjEgGFsoIizzetplzQAL+i8KS/cSjMU8Lh5rQiNyEINu4/PYmapgcFSPpCXTVbhQMQDlbW2E7/psHJpZjriha1pmm3BS7prRtM0cRF49cnL2YStK4dCeZuoyhRpdM04MyJqHxHL5Mm6E/Jf4HM5TSwaXu8Zzd9w+o4Q8vTjZ83gYs1oxfV8nz1hZESeP7UQaKAbtVNvc4iN5S4fWWvhRJUVVJVmuhmIkB6Hsjl0HJpmZUs6ad9VTY/2g86Jn2V+HMxGdFZVZ0R6LxBxBvWVDjIX1MZLA/B2HZjCVx4+BCCe0oyza2bKxVWVkLtmyD/kBZuWJeotlTS9l3PrIqrx606ofddtoxHqfalrJspCPDFcFoZmSQcigHERnJyrefbJyxehm5FZGCoK58lq0qWZtq4ZDx+RpqURCVpzXjZYwuRC3fM9u+rsFXjH1VvwigvUranFfA6lQg61RgvPmsZx8rA7J+uXDYjHH5pcxCafTNUjZv2b0tCEfMzVest1nDwFImVl+25agYg9I2LZu1tanU7EqlFKM92aNVMzRdVAJ4Zmskak97YJZ/AUpWuG2L5pHP/60EF868ljePjAFL7/jGHrn9PQVl4Ow7BLRsRyVfXOiEwt1nveP4TovU9YFxkK0b7rtlHKC2InC7GcEUkqOyBD0figYs4MIWcTgghV/ZAzIrquQ9O0xA3N8jkNA8W82BxUAYMQ8NVboUd/02LiVU6rFPP4k9dd6Pk8Q6U8ao0WnjGt9L2srvM5DZtXDGL3sTk8d3LOMxCZWqjh+VPGDKNLN4zZvlfIachpQEsnwar6c1trtg8mrCjKbPT5D2PvHRVh8W4GSZaZmfU+DAbwCXKDpkdHKs0kLFaVNQdegwRVnCkZkVIhZ7uuO8lcUAvvU0dn8dTRWeRzGt64fT1+99qzhR4rCmICb1UtVnXNiJj7x8xiHQ/spY6Z3tWHAFya8YQWqsV60zXF7edzIdeqO1Ghy62uSWtEAMsDw5kxkIk/I2I8X0u3uh38xMBxMKSwmZeh97YqiVWD1oZpMen0+KkU9MxxIyPiN3Mj6PA7ar02zJvaB2w57e1VqEszKWtEHF0zlpmZdYwi46kovS7UGp7dQqI0E0asWupORmRGGlan6rrwwuqUkjUivXm/KmdyonbNAEbJcuvEEIp5Db/8ok245/evxcfedFlHQQggTeBtE6u627sD1v7R0oHD00vI5yy/k16lNz9hXUL2mFioNZR3Bn4akZJCI9JpRqRbpRnA+wJOqjQDGOLCUiGX+PRdwGiPpU5XVYBhDQJrRsiIGOex0/eMPotUmlHZu8sEFay6lWWIcjGHxXrTc1P2cla1t+92rx1ULokC8sA7ybPFpTSzWGvi5f/zHkwMl/HN97xM+fydiFWT9hGxOmbCL++yQJmykb2YEQGMjf7YjDlDqoPSTCGfw9fffTVauh7ruXATq55UjFuQqRTzqBRzIri+aN2oa2djr8AZEQ/KhZzoenAzNfO7Y6eSwly1GbluCzgCkYTbdwHrIvDOiBjfKxdy2Li8c0e/Uj4nbI9psU66NAP4Z0QoK1BrWBqRoLMr6K7Gzd49KJSdI8dFv4zI1gnKiPgEIgenAACXbRhXfr8SYPCdykeExIFyt4oozXSxa4auT1kjQlhDLe3X9u5jszgxW8XPjswo7bfnqw2xHkxEaN+tN3Wb9XzczCxGb7uVP//U7tyL7buAPeCNMmtGZqhciD0gUwUiuq6LmwOneFxmfMAKUq7o0UF3MhyIeKBpmq+y3q99l2rVp8w7KE2LdmHbMyJdKM2YG6iXRoSO6cJ1o6FTwCo0TbM2vppxXrtfmlH4iEh+GgsB7d0JCug6zYg4A0LfQCSAu6qu69h1wCjNXLZxTPkYq3XZozSjyAoKsWrN+rlOxNphcYpVlxQZkSHHVGNi70nrnJGdvoyY1FzMi866IFRKUsYvwaxI1I4ZoP1zWirkXEXKWUcuKXVSmkmKkXJ7aWbfqQWcmq+hlM/h4vXqaxKwX0Mv7HGhKpBwIPKRj3wEL3nJSzA4OIjx8fEkXyoxaANYcBG00ULnttFQupoWr5FywdcIS4Vci+6GWPUFm5b51h6v3LIcf/HGS/Dff+HS2F6XAgHaOCwxcHLWxcO+GRHJ4j1kaYZ6+7eGmDaqwvl6/oGIkRE5Plttq0ETR6aXcHKuinxOw0XrXAKRglWWckNp8V5s/zlRmuyCWNVpaLakyoiY77tTAyYHIjTfSUaUZUZKoSy1S3krw5qkTqQTI7JiPme7qehFDxFCzohkMhBRZEQe3Ge0416yYczzhlO+hnacAYFIojm3Wq2GN73pTbjqqqvwmc98JsmXSgy/CZ2+GhFzBg3V/aLWx2V31W5oRK7YvByP3HaD53CyfM4Qb8XJQDGPSdQzVpqxDM2sGRPBFrbrzl+F7/3+tdjUYelKfh+GSnlfAeHYQBETw0YL9t6T87hUUXqRU8Bud72hxKrSe+QUZuq6jqlUMiJGgOGlEQHsGjA5EDmkCEROzIbvmAHMjF8xj4VaU2T8kqBTa/ZKIYd583Peq0JVwB5EddK+mxTU0TQjBSI7zUDkirO8gwu6hjavGMSqEW+9WC+Q6I72Z3/2Z3jf+96HSy65JMmXSRS/eRS+pRlHRiTqIizXortRmgHaB8J1A6c1eM3HpyUOhqXyk1dppiaVZoJaRmuahi0TQx2XruQS2brxgUB34pQVcROs7iJ9iEfWSw7C3FC9R1SaabR0NJotzNesrINc304K59A7KyNid3+l90Vu4X3+lHdGhAberQwZiADdsXmPOnmXkPVMIz04Z4aIq2smKShQmqtaGcud+4x23B0+gQjprHp5voxMpjQi1WoVMzMztj9pQynxeRexatWvfZcCEbPdL2qqc6RcEBtiNzIiaVF2LNT1hKfvAnb9hZdYtdoI7yMSF/Ix+pVliLN9dCKiY2aDey06qkZEXviXpI6xUj6nDPbipl2sah94B5gaMMfgRl3XsfeET2mGBt6FEKoS3TA169SavSK9j2dCRsTLHTpNKFBcqhsdStMLdew2u+Je4BOI3HjJGmxeMYhfvGJj4sfZDTL17tx+++0YGxsTfzZuTP8k+7kv+lmQk1iVSjNRMyKapok7sG50zaRFRTJUAiSNSJo+ItJr04ba7TuswQiBiNU50x6INFs6Hj9kBPreGZF2YzInqtKMvPAv1pqYllp3uzGqnDRFlljV9BFxZBOdGc9T8zXRmQQYPg1OOsqIUMkqQVOzTo3I5IzImaARGSjmu/KZC4uccZ5dauAhc5bNlokh37Lf9dtW454/uA5XbunTjMiHPvQhaJrm+efBBx+MdDC33norpqenxZ8DBw5Eep44GfRxVw1amqENtZP6OOlEulWaSQPZa0HXdV/DuDiQB98pfUSkTZXMhjrxJYiCfIx+HiKEl5fInhNzmKsaw7LOXeXeJhimNCMHbIYZmhVUTi1SIN6dO2zn0DvRvusI4p2mZrI+BIg/I9INL5FOrdnlz3uvtu4C1rEPdNi6mxSFfE5kVmeX6tgpzY3pN0K/QzfffDPe/OY3ez5m8+bNkQ6mXC6jXA5/cScJLVSuPiK+XTP2SLyTuQ0v2roCTx6Z8ewv73Vka/CG1MmQbCDi3b4rv7d0Z9/10kw5QkbE1IjsPTmPVku3dWvtMssyF68f89SvyE6bblRdsoIDpbzRaVRvinKB0701Kaxhk6azKolVXTMixvcpEDln1TCePT6Ho9NLaLZ02zkSc2ZCDLwjuqERsQzNYsiI9LJGxPz9u32thmGkUsBCzbDTF0LVM6ALJiyhd8WJiQlMTEwkcSyZhGrIrqUZc6Fz75qxf72TjMitN27De15xbs+76HkhD76TTZ+KhS617yqyTZqmoZTPodZsWRmRrpdm7GLVIGxcNoBiXkO10cKhqUWb6ZxlZOauDwFgy2q44eb1YpzLOpbqnbkKR6HNR6ROXTP2Yxx2eIlQIHLlluXYe3IejZaOE7NVrJGGDJ6IMPCOqHShNEOGZlH1HbJGZKSH15rLNo5j68oh3HDhmrQPxZUR0/11cqEmbg78hKpnIol+yvbv34/Tp09j//79aDab2LVrFwDgnHPOwfBw50PSusGgxzwKwL9911my6WQhlg3WzlRka/CadBeeaEbETN2W8jlXj5dywQhEaEPt1KkxLDax6liwQKSQz+GsFUN49vgc9pyctwciwshs3PM5ZA8VN9zKZwOSu2q3A5E2sWqjvWsGsN5HEqs+TxmRlcNYM1rBoalFHJpatAUiJyO27wLAgGLCdNzMVjkjAhifte/+t2vTPgxP6Cbo/r2nsVhvYrRSwDkdzrDpRRJVPf7pn/4ptm/fjttuuw1zc3PYvn07tm/fHllDkgbDPhM6g2pEiF6+sLuBsAavt0SQp2mIxbnVDQruvLo5SFtA1aK0SjOaBqweC74BkpHaM8dmxdeW6k08ddQUqrpYuxPlAKUZt4wIBTGLtaaYM9O1QMQpVnXNiFDp1Z4R2TIxhHWmFufItKUTma82RBARLRDpgkYkzoxID2tEegE6v/c8fQKAkQ2JYnjZ6yQaiPzjP/4jdF1v+3Pttdcm+bKx4itWbXqLKZ1f50DEG5ERaTRtrbtJqt6XmzbsXu+N291+t6BjXDc2EEqsfIlpE/2X39qNbz1xFADwsyMzqDd1LB8qYcMy7+xKIGdVF51URdp00y7NVF38aEgEPFdtotXShYeIEYgY50YWrNLU3cFSPlJ2MumuGV3XRXYn6lpzpnTN9AJ0fh87ZGQo+7EsA/D0XV+G/cSqPrNQnF/nC9sbuX1XGGUlWJYBgPNWD+MPXn2+sGNX4Rxa1+2MyHmrh/HHN12AC9aOhvq5X796Cx7YN4n7dp/Ab39uJz742gtEdumyDWO+AV6o0oxTrCoJM9MKRGrkrCoyIu7tu0dnlrBUb6GQ07Bh2YAUiFgtvFGm7sqI4MyjC6kTFiTjuKjZDM6IdA/n+d1xBgywiwJ/ynwYdBgeOfFrL41TI9IPyHfR9S54iACG9uZd153j+RjnnXRQZ9W40DQNv/GyraF/bqhcwD+8/Qrc9rUn8Pmf7seH/+NnGDfnVPjpQ4CwFu/2Td6aN5MFsapL+66U8SR9yKblgyjkcyIQkW3erUAkWvePCM4Ssnin1t1CTovcYl45QzQivYAciORzmuvwyTOdM9cZKyaGHDVkJ76GZo72XQ5EvBmQLN4t/U36NVNVa2qvUMjn8OE3XIw/vukCaBqEXiNQICKcVf1LM21dM8V2sep4FwbeycdiiVW923fnqg3sMQORzaauhvxaVKWZKB0zQPLtu/LAu6jlTDno5kAkWWRB8UXrRrsugs8KHIj44PQZkGm1dOF1Ebg00yVDp17FVprxCfK6ibw4F3JaJo4pDJRR+dRbd2CgmMdgKY/tAQKRShhnVbfSTC2FrhmXjIizNENi9IVaU2REtpiByNoxhUZkLnrHDCB1EiUUiAh79w7Os3yOuDSTLPL57Vd9CMClGV+Ej4giI1KTfS5c7trlkk2lmDujXVHjoCyXZnw6krqJ2xyVXuPVF63Bd3//5VisNQOZi1FGxEvT4DZvqSxlt7peminYu2YoI9IuVrUyInsdGREqzUwu1LFYa2KglLfMzCJmRCrFZMWqsx0OvAOsc6RpwHCf3qF3C9nDqJ8DkfRX+IwjSjOKjIh8V+MWYMj6Bhaq+iMPBaOumSQ9RIIiv79ZdmoMwtqxAeG66ofVNeOVETGuA7eMyEK9YQUiXSrNWM6qTo2IozQjaUT2mh0z1PI8WimIjeKw2cJLpZnIGZGESzPC3r2DtYauweFyoS9bSbuJXJrhQIRxhRaqWrNlM9gCrEF2I5VCIEMz1of4Q4p9w0dEvcGlgXwn3U913EBiVdf2XZo8XYNu+q90vzRjds34ZERmlurYf2oBgJUR0TRNeIlQeabTrhnKVJyer7k+Zmqhhuv/8h7c9tXHQz//TBwZEfN94xun5CHR84ZlA6IU2I+kv8JnnEFp2JhTsHoqwKJU4kAkFHINneaEZK400+WBd2kSdegdYN1ZH5tZMv/fvdKkEKv6aETIR+Tg5CIaLR3lQg5rRy0XVaeXSKelmXNWGZmoZ4/PoSXNUpL50XOnsOfEPL6086DrY9wgjUhUV1XA0gWxPiR5tm9ahj949fn4n//1srQPJVXSX+EzTjGfE4uas4X3pBCuudfaS9KMFFag+yMPWav7mMV1k/IZohEJi9U1o86INJot4TbbZvpmvpdHzUCkm4E4Ba/Nlo5mS/d1VqWMzeYVQ7ZyBN2lHppagq7rVtdMxIzIWSuGUCrksFhv4sDkgvIxTx0xXG8Xau6PcYM0Ip1kMyhLtKxLAwr7mXzOsA646uwVaR9KqqS/wvcAJFh1mprR3dGKIfdFiUsz4aC7scWaZWiWtI9IEM4kjUgYyj5dM7Jguz0jYvz/2LQRiIwPdG9jk8Xj9WbLd9YMQR0zBLXwHplaxHytKTIrEyPRfpd8TsO5Zlbk6aOzysc8JX39KZfHuDEjJu9Gz2Zcc94E3nLlRtx8vbe3DsPERforfA8gK+tlRGnGY1GSA5Gosx/6iYrUpWFlRNIXzHFpxttZGHAvzcya100aGRHAft26ZUSIzY5ARJRmphdx0syGDJXyHemEzl9tOPjuPqYOMp6Wvu4WrACGzoQCD0JkRDo41yOVIm7/L5fipef0z5R1Jl04EAkACVadnTNBPAXkxZkzIv6onFWzJ1btn0CkIrXgqqBARNMMfxXVzxLdLE3KZaK5JSsQcWZEKsUc5MPe6haITC3hhLjxiFaWIc5fYwQiTx+ba/vefLWBfaescoxbIDK9WMcrP34v3vg3PxSW7gAwG0NGhGG6TforfA9AgjanlwhlRFZ4BCK2jAgHIr7IG181sz4i/bPIyxkRXW8XTsoeIk4nT2cg0s1APJfTRGBEWYKc1u73o2mabXidMyOyXrJ571QfQpxHgYg5AVnGmSV5SvEYAHho3yROz9fw3Il53L/3tPi6MDTjjhemh0h/he8B5MFYMkJB7yVW5UAkFHLqnFLqWQhE+l0j0tIhXIRlvNxvnSWsbtm7E/S5oSxBpZhX2p4PSYGlUyOyerQCTTMyP6TXiNq6S1BpZs+J+TZLAMqAnLfa0JE8f2pB6cL68IEp8e9vPHZE/NsSq/ZPsMz0Pumv8D3AoHBXtS8Ip0wvAK+MCJdmwiHfRc8sGosql2bSQx4Sp+qcEROSFe+RU4/R7c8/ZT/IW0N1jICV8RwuF9o64EqFnMiAPHZwCkB0oSqxdqyCkXIBjZYu3FwJCnauOXclxgaKaLZ0PHeivYSzSwpE7nriqCjPCEMzXmuYHiL9Fb4HcM2IBHBZzOc0UYPmQMSfYj4npdSNRTUL7btnisV7WORzX1XcmXtNn06zNANY75mcEVFBgtUtE0PKjAnpRB49OA0AWDlcaXtMGDRNs8ozLqWYbWtHLS2JQyei6zoeMQORnGa4vT74vFGeicPinWG6TforfA9giVWtQGSx1hQZEr+R4JQi5rptMGjDoLu7LEzftWVE+qhrJpfTRJChzIh4lGacG39apRkq8blnRIzr26kPIUgnQhnQTjMiAHDe6nadiK7rIujYtmYE21wCkb0n5zG9WEe5kMPrL1sHAPjm40dRb7aExUAnhmYM0204EAmAyIhIpRnSh5QKubYWQCfnrxnBSKWAjcv718I3DJTSz1RppihrRPrrbtMSrLqXZtSBiHPydFoZkYZ5POoAkt5Ppz6EIJt3olONCAApyLDKLsdnq5hcqCOnGQ6slBFxeok8vH8KAHDx+jH8/OUUiBwRQlWAMyJMb8Gf1gCICbxSRsQSqpaV6VyZf/ntq1Ctt/guJSAkkLQyIukHInLpoZ9KM4ChE5mtqr1EvAIRp1i1+xoRe2nGLSNy/bZV2LnvNF6xbZXy+84ZIFHt3WXOU3iJUMCxZWIIlWLeNSNC+pDLN47jpedMYKRcwLGZKu55+gQA47xn4ZphmKDwpzUAg4qMyKk5Eqr6p2krxXzXpo6eCdCdNN3JZmFRlUWb/SRWBazAUOUlUs2wRsQKRMzSjEtG5JdftAkP/cmrcNnGceX3SSNCdNq+C1hdMftPL4gZVmTtvm3NqPkYIxA5OrOE6QUr2yEHIuVCHq+6cDUA4IsPHAAAjA7w/SXTW6S/wvcAw2X3jEgcaVrGDmUc/O5ku0m5zzMigItYNYxGpNulmbzdR8StNAPAM6u53hGIxHHNrxgui+d5xjQ2k/UhgKHzoNcmEetSvYmfmQHL5WbgdOMlawEA95uCVc68Mr1G+it8D0A1ZHUgwoOh4qYiSjNZzYj01x2nmDfjqRFp3+TzktAV6L5GRGREfMSqfsgakeFyIbZA9Pw19pkzVJohbYj8b+queeLwNBotHRPDJWxYZgQpLzt3wqZTYw8RptdIf4XvAegiX7CJVf09RJho0J0reSNkIhCRNtp+mjUDBBSrurxHFMANlbqvWwjavuvH8qGSOAdx3nicv9oowTx9bBb1ZgvPHjcyI1SaAdAmWCWh6uUbx0UWp1LM4xUXWPoWzogwvUb6K3wPMOghVuXSTPw4uy2y0DVT6lNDM8B78F3N/JpbtoGCtvEURsq3aUQifo40TRMlkjiEqgRlRHYfm8XzJ+dRa7YwVMqLTAdglWl2m4EI6UO2b1pme64bL14r/s1mZkyvkf4K3wNY7btWIHJKDLzj0kzcOO9cs+Yj0n8aEbM0oxCremlEAOu9TGNzbLd4j77crTXLM3HeeFheIrMi43HemhHkpCl8cmlG13WbUFXm2vNXigCZW3eZXoMDkQBYzqrtPiKcEYkfZyCSBWfVfp01A3RWmqHNfyyFTo5SwdjQafpuRaFjCco6s4U3zuv9XDMQOT5bxY/3nAJgZUCIrRPDKOQ0zC418NihaRycXISmAZduGLM9rlLM43qz/XhiiG+OmN4i/RW+BxA+IrWGmEDKgUhyZLE0MzpQQKWYw7LBYkcbWi9CgYhq+JqXjwhglWbSGG9AGRFquy93kBF5xQWrMVIp4OXnrYzl2ABDe0ZlmG+ag+tkfQhgnNezVxolnDvN9txzVg4rdSB/fNOF+K1rtuKtLz4rtmNkmG7AObwAUEZE1w0vhWJew6TZ1x/ER4QJh3Ojz4JYdbBUwL/89lUoF/K21Hk/QBkqVUak6lOaobLO+ED3rxNnlqaTAPI1F6/Bqy9a7WteGJZta0ZwcHJRrCfnOzIi9LWnj83ia7sOA2gvyxBrxir4wGsviPX4GKYbpL/C9wByl8RctYHT5syJnAYsS0GEd6bj1GBkIRABgEs3jCs3ijMdb7FqwIxICoZ+RccxdZIRAby9RqJCOhHCWZoBrOCEZuZcvmk89uNgmDTJxgqfcXI5TZRnFmoN0bq7fKiEfJ/dHXeDNo1IBkoz/UwgHxFfjUj3A5G2jEgG267lwHbNaEXZXeQMTtwyIgzTq/AKHxCyeZ+rNlgfkjDONsssiFX7GctZNdzQOwC4ZP2YUlzZDZzdVllw6HUiZ0Tcsm3y1weKeZy/uv+ycsyZDWtEAjJUyuMEDFMzDkSSpa19t8BZpzTxLM2YGhG3Tf5d152DX33x5nRKMz2QEdm6cgj5nIZmS1eWZQDDYn64XMBctYFL1o+hwIE5c4bBn+iADEkZkTAD75jwZLF9t58JZvGufo80TUtt4KPzmMoZ7HYqF/LYOjEEANi2Vh2IaJomhuRtZ30IcwbCGZGADJnzRRaqnBFJGqeFelbEqv1KJz4iaeL83HQqVk2K99+4Dd964pjNHdXJL16xEYemFvGG7eu7eGQM0x04EAnIUNnyEjnJGZFEyaKPSD9DG7jSR8SnfTdN4mzfTZJXXLAar7hgtedj3nzlJrz5yk1dOiKG6S7ZWz0yymDZmsDLGZFk4dJMtqh4lGaqPqWZNGkTq2Y0I8Iw/Q5fmQEZLlkTeE/NG4HISg5EEsGZEXH6QTDdxeqa8fARyWCw6PzcZDUjwjD9TvZWj4wyaJZm5qoNnJzl0kyScEYkW3QiVk2Tdh+R7B0jwzAciASGxKrz1YbIiHBpJhmyOH23n/EUq2ZZI9LmrMoZEYbJItlbPTIKte8emV5CvWkMvlvOUy4TQQ5EinktEWttJjhBLN6zaBbW5iOSwWNkGIYDkcBQ18z+UwsAgJFKIZMGSWcC8obBZZn0oUyCp7NqPnvXQnv7bvaOkWEYDkQCQ6WZfafnAbBQNUnkoXcsVE2fXi3NOEt6nBFhmGzCV2ZAKCOyZN4VslA1OeTuBjYzSx8RiHh1zWRwk5ePqZDT2BqdYTIKX5kBGSzZvd9YqJocuZwmSjJcmkkfKkH2ctdMFjUsDMMYJHZ1Pv/883jHO96BLVu2YGBgAGeffTZuu+021Gq1pF4yUUisSnBGJFnIuyKLG1y/QZt4rdlCq6WLr+u6bpVmMhgwytk01nMxTHZJzOL9qaeeQqvVwt/+7d/inHPOweOPP47f/M3fxPz8PD72sY8l9bKJQaUZgjMiyVIp5jG71ODW3QwgizxrzRYqubz4N5HFgLHIGRGG6QkSC0Re85rX4DWveY34/9atW/H000/jjjvu6M1AhEszXYUG32Vxg+s35E28Wm+J7EJNKtVkcaMvFawgljMiDJNdurp6TE9PY/ny5d18ydhwlmYmuDSTKOSCyWLV9CnkNOTMPV32EpEDkSyWZuSWYg5oGSa7dG367nPPPYf//b//N/7yL//S9THVahXValX8f2ZmphuHFojBEpdmugndwXIgkj6apqFcyGOx3rQJVqk0U8hpyOWyV0IrckaEYXqC0Kv8hz70IWia5vnnwQcftP3M4cOH8ZrXvAZvetOb8Bu/8Ruuz3377bdjbGxM/Nm4cWP43yghyoUcCtJiu4IDkUShFt4spvz7ERIPL9XbMyJZzTbYxarZPEaGYSJkRG6++Wa8+c1v9nzM5s2bxb8PHz6M6667DldddRU+/elPe/7crbfeiltuuUX8f2ZmJjPBiKZpGCzlMbPUAMClmaSplDgjkiVUpma9FIiUefIuw2SW0IHIxMQEJiYmAj320KFDuO6667Bjxw589rOfRS7nvWCVy2WUy9nNNAyXC5hZaqBcyGG43LWqVl9CLpjcNZMNLC8RKyNSbWS3dRewHxdnRBgmuyS2mx4+fBjXXnstNm3ahI997GM4ceKE+N6aNWuSetlEGTSDj4nhMg9iS5iK6JrhO9ksYLmrtmtEspoRkY+LMyIMk10SC0S+9a1v4dlnn8Wzzz6LDRs22L6n67rLT2WbIRGIcFkmaayuGQ74sgBt5L1Umsmb3T4tnTMiDJNlErs6f+3Xfg26riv/9CpDpm6BharJI3xEMpr27zcsjYhCrJrh94h0Itw1wzDZJbsrSAaheTOcEUmeChuaZQrqmlFlRLLc2URBUpaPkWH6Hb46QzBs2ryzh0jyXLF5OUqFHHactSztQ2EglWZ6SCMCAMUCZ0QYJutw60cIrtyyAv/x2BFcuaU33WF7iVdduBpP/NmruX03I1BGYUlVmslwIMIZEYbJPhyIhOCXX7QJv7BjPSvwuwQHIdlB2TXTCxoR012VMyIMk12yu4JkFA5CmH5E6SPSC6UZyohwIMIwmSW7KwjDMJnB21k1u5s8l2YYJvvw1ckwjC/looePSJZLM9y+yzCZJ7srCMMwmcHSiPSWWHX5kNFqv2KIW+4ZJquwWJVhGF+UpZlm0/a9LPKhn7sIDz5/Gi/euiLtQ2EYxgUORBiG8YVE2ks9lhHZMjGELRNDaR8GwzAeZHcFYRgmM3g5q2ZZI8IwTPbhFYRhGF/UpZnsZ0QYhsk+vIIwDOOL0kekB0ozDMNkH15BGIbxZXSgCADYuW8Sdz95DACXZhiGiQdeQRiG8eVl50zgmvNWYqnewm/904P47A/39oRYlWGY7MMrCMMwvhTyOXzm7VfgLVdugq4Df/b1J3HfMycAcCDCMExn8ArCMEwgivkc/uKNF+PWG7cBAJbMAXhZ9hFhGCb78ArCMExgNE3Db7/8bHzyV14gApDxQXYtZRgmOmxoxjBMaF57yVpsXTmEnfsm8dKz2bWUYZjocCDCMEwktq0ZxbY1o2kfBsMwPQ6XZhiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSQ0ORBiGYRiGSY1MT9/VdR0AMDMzk/KRMAzDMAwTFNq3aR/3ItOByOzsLABg48aNKR8JwzAMwzBhmZ2dxdjYmOdjND1IuJISrVYLhw8fxsjICDRNi/W5Z2ZmsHHjRhw4cACjo6OxPjdjh8919+Bz3T34XHcPPtfdI65zres6ZmdnsW7dOuRy3iqQTGdEcrkcNmzYkOhrjI6O8ge7S/C57h58rrsHn+vuwee6e8Rxrv0yIQSLVRmGYRiGSQ0ORBiGYRiGSY2+DUTK5TJuu+02lMvltA/ljIfPdffgc909+Fx3Dz7X3SONc51psSrDMAzDMGc2fZsRYRiGYRgmfTgQYRiGYRgmNTgQYRiGYRgmNTgQYRiGYRgmNfoyEPnkJz+JLVu2oFKpYMeOHfj+97+f9iH1PLfffjte+MIXYmRkBKtWrcIb3vAGPP3007bH6LqOD33oQ1i3bh0GBgZw7bXX4oknnkjpiM8cbr/9dmiahve+973ia3yu4+PQoUN461vfihUrVmBwcBCXX345du7cKb7P5zoeGo0G/viP/xhbtmzBwMAAtm7dij//8z9Hq9USj+FzHY377rsPr3/967Fu3TpomoZ/+7d/s30/yHmtVqt497vfjYmJCQwNDeHnfu7ncPDgwXgOUO8z7rzzTr1YLOp/93d/pz/55JP6e97zHn1oaEjft29f2ofW07z61a/WP/vZz+qPP/64vmvXLv2mm27SN23apM/NzYnHfPSjH9VHRkb0f/3Xf9Ufe+wx/Zd+6Zf0tWvX6jMzMykeeW9z//3365s3b9YvvfRS/T3veY/4Op/reDh9+rR+1lln6b/2a7+m//SnP9X37t2rf/vb39afffZZ8Rg+1/Hw4Q9/WF+xYoX+7//+7/revXv1L33pS/rw8LD+iU98QjyGz3U0vvGNb+gf/OAH9X/913/VAehf+cpXbN8Pcl7f+c536uvXr9fvvvtu/aGHHtKvu+46/bLLLtMbjUbHx9d3gciVV16pv/Od77R9bdu2bfr73//+lI7ozOT48eM6AP3ee+/VdV3XW62WvmbNGv2jH/2oeMzS0pI+Njamf+pTn0rrMHua2dlZ/dxzz9Xvvvtu/eUvf7kIRPhcx8cf/dEf6VdffbXr9/lcx8dNN92k//qv/7rta//lv/wX/a1vfauu63yu48IZiAQ5r1NTU3qxWNTvvPNO8ZhDhw7puVxOv+uuuzo+pr4qzdRqNezcuRM33HCD7es33HADfvSjH6V0VGcm09PTAIDly5cDAPbu3YujR4/azn25XMbLX/5yPvcRede73oWbbroJr3zlK21f53MdH1/72tdwxRVX4E1vehNWrVqF7du34+/+7u/E9/lcx8fVV1+N73znO9i9ezcA4JFHHsEPfvADvPa1rwXA5zopgpzXnTt3ol6v2x6zbt06XHzxxbGc+0wPvYubkydPotlsYvXq1bavr169GkePHk3pqM48dF3HLbfcgquvvhoXX3wxAIjzqzr3+/bt6/ox9jp33nknHnroITzwwANt3+NzHR979uzBHXfcgVtuuQUf+MAHcP/99+P3fu/3UC6X8ba3vY3PdYz80R/9Eaanp7Ft2zbk83k0m0185CMfwVve8hYA/LlOiiDn9ejRoyiVSli2bFnbY+LYO/sqECE0TbP9X9f1tq8x0bn55pvx6KOP4gc/+EHb9/jcd86BAwfwnve8B9/61rdQqVRcH8fnunNarRauuOIK/MVf/AUAYPv27XjiiSdwxx134G1ve5t4HJ/rzvniF7+Iz33uc/jCF76Aiy66CLt27cJ73/terFu3Dm9/+9vF4/hcJ0OU8xrXue+r0szExATy+XxbBHf8+PG2aJCJxrvf/W587Wtfw/e+9z1s2LBBfH3NmjUAwOc+Bnbu3Injx49jx44dKBQKKBQKuPfee/FXf/VXKBQK4nzyue6ctWvX4sILL7R97YILLsD+/fsB8Oc6Tv7gD/4A73//+/HmN78Zl1xyCX71V38V73vf+3D77bcD4HOdFEHO65o1a1Cr1TA5Oen6mE7oq0CkVCphx44duPvuu21fv/vuu/GSl7wkpaM6M9B1HTfffDO+/OUv47vf/S62bNli+/6WLVuwZs0a27mv1Wq49957+dyH5BWveAUee+wx7Nq1S/y54oor8Cu/8ivYtWsXtm7dyuc6Jl760pe2taHv3r0bZ511FgD+XMfJwsICcjn7lpTP50X7Lp/rZAhyXnfs2IFisWh7zJEjR/D444/Hc+47lrv2GNS++5nPfEZ/8skn9fe+97360NCQ/vzzz6d9aD3N7/zO7+hjY2P6Pffcox85ckT8WVhYEI/56Ec/qo+Njelf/vKX9ccee0x/y1vewq13MSF3zeg6n+u4uP/++/VCoaB/5CMf0Z955hn985//vD44OKh/7nOfE4/hcx0Pb3/72/X169eL9t0vf/nL+sTEhP6Hf/iH4jF8rqMxOzurP/zww/rDDz+sA9A//vGP6w8//LCwrQhyXt/5znfqGzZs0L/97W/rDz30kH799ddz+24n/M3f/I1+1lln6aVSSX/BC14gWkyZ6ABQ/vnsZz8rHtNqtfTbbrtNX7NmjV4ul/VrrrlGf+yxx9I76DMIZyDC5zo+vv71r+sXX3yxXi6X9W3btumf/vSnbd/ncx0PMzMz+nve8x5906ZNeqVS0bdu3ap/8IMf1KvVqngMn+tofO9731Ouz29/+9t1XQ92XhcXF/Wbb75ZX758uT4wMKC/7nWv0/fv3x/L8Wm6ruud51UYhmEYhmHC01caEYZhGIZhsgUHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpAYHIgzDMAzDpMb/D7I2tfgg6PZgAAAAAElFTkSuQmCC", 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" ] @@ -95,7 +95,7 @@ }, { "cell_type": "markdown", - "id": "cc93b9fb", + "id": "bea940a4", "metadata": {}, "source": [ "Let\\'s break this program down and see how it works.\n", @@ -124,7 +124,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "777995e1", + "id": "6193337b", "metadata": {}, "outputs": [ { @@ -145,7 +145,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "e0d23fe5", + "id": "7c79c3b4", "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ }, { "cell_type": "markdown", - "id": "c0cab1b4", + "id": "7a114439", "metadata": {}, "source": [ "We could also use the following syntax:" @@ -174,7 +174,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "3dc499eb", + "id": "ed15c1c3", "metadata": {}, "outputs": [ { @@ -196,7 +196,7 @@ }, { "cell_type": "markdown", - "id": "a21a3635", + "id": "863cf12e", "metadata": {}, "source": [ "But the former method (using the short name `np`) is convenient and more\n", @@ -253,7 +253,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "348209dc", + "id": "34fcce27", "metadata": {}, "outputs": [ { @@ -275,7 +275,7 @@ }, { "cell_type": "markdown", - "id": "4fb1b586", + "id": "f513b3cc", "metadata": {}, "source": [ "Here\\'s another way to access NumPy\\'s square root function" @@ -284,7 +284,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "430640a7", + "id": "55aee892", "metadata": {}, "outputs": [ { @@ -306,7 +306,7 @@ }, { "cell_type": "markdown", - "id": "59e8619a", + "id": "8f9064a8", "metadata": {}, "source": [ "This is also fine.\n", @@ -328,12 +328,12 @@ { "cell_type": "code", "execution_count": 8, - "id": "b5305025", + "id": "c03c3890", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -350,7 +350,7 @@ }, { "cell_type": "markdown", - "id": "cc3bc43b", + "id": "cbcfbff3", "metadata": {}, "source": [ "The first line generates 100 (quasi) independent standard normals and\n", @@ -383,12 +383,12 @@ { "cell_type": "code", "execution_count": 9, - "id": "9261cc3b", + "id": "9f7dfa18", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -411,7 +411,7 @@ }, { "cell_type": "markdown", - "id": "579987f0", + "id": "80ec312f", "metadata": {}, "source": [ "In brief,\n", @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "2e2feb05", + "id": "2a80dd68", "metadata": {}, "outputs": [ { @@ -464,7 +464,7 @@ }, { "cell_type": "markdown", - "id": "d67afc07", + "id": "2091ad52", "metadata": {}, "source": [ "The first element of `x` is an\n", @@ -480,7 +480,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "cafb2844", + "id": "290389a8", "metadata": {}, "outputs": [ { @@ -501,7 +501,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "87aa49eb", + "id": "5c0159d3", "metadata": {}, "outputs": [ { @@ -522,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "4ad11945", + "id": "1e46efc7", "metadata": {}, "source": [ "Here `append()` is what\\'s called a *method*, which is a function\n", @@ -542,7 +542,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "d67fc8e7", + "id": "9d357042", "metadata": {}, "outputs": [ { @@ -563,7 +563,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "02fee969", + "id": "9bc97ef6", "metadata": {}, "outputs": [ { @@ -584,7 +584,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "090263f4", + "id": "118f14e6", "metadata": {}, "outputs": [ { @@ -604,7 +604,7 @@ }, { "cell_type": "markdown", - "id": "be2c8080", + "id": "7346229e", "metadata": {}, "source": [ "Lists in Python are zero-based (as in C, Java or Go), so the first\n", @@ -614,7 +614,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "06b1a9e4", + "id": "c82a25f1", "metadata": {}, "outputs": [ { @@ -635,7 +635,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "f9186a14", + "id": "4ef43f38", "metadata": {}, "outputs": [ { @@ -655,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "3297aaf6", + "id": "ec3546f0", "metadata": {}, "source": [ "### The For Loop\n", @@ -668,7 +668,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "75b25a88", + "id": "829cf500", "metadata": {}, "outputs": [], "source": [ @@ -679,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "a7e46cdc", + "id": "444634bd", "metadata": {}, "source": [ "Python executes the two indented lines `ts_length` times before moving\n", @@ -701,7 +701,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "ccb04934", + "id": "40acd94b", "metadata": {}, "outputs": [ { @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "87001e60", + "id": "fdd16dda", "metadata": {}, "source": [ "This example helps to clarify how the `for` loop works: When we execute\n", @@ -788,12 +788,12 @@ { "cell_type": "code", "execution_count": 20, - "id": "04641559", + "id": "8acf6d38", "metadata": {}, "outputs": [ { "data": { - "image/png": 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1GzgQCQEtNkXc6eQZ0b5bci5H6j5YbcZ3rr3adwFwRiQkPSkjMiUyIsMakUatLM73eAciTlaPxNBFLEWpnU3jXqpQu+TYXTUbOBAJAT2kirjTyTOOWNXJiFD3QZw7FKrZqxbv8tfGvUsgLjpyaaY2HIist/qf23TVCUTGOYB3lWYK/H4n2eId4NJMVnAgEoJ2l0szSUAPNbk042REYgxEPNp3+69NGRH+bE3o9pwsVmPw4NWVZlwakTF+qHWk0ozwTSlgRmTyDM24NJMHOBAJgSNW5YdVnNB5LWtLM3EGIj6lGVE+GO+FNy5o6F3JsjBVG+6aWWtpfEQK+GA2peUqzQwyIgXMnFLwRJ+ZqqEYN9RAi71EsoEDkRC0uTSTCMJZtZRwacbDWRVgjUhYREakrNeIOGLVstRFMr7ndty6Zsgxd+w1Isr7W+aMSCZwIBICukk3CrjA5Bld+24iYtW2T2lmAgSVcUK19ZJl0L47AT4i8piCeoF9ROj6p6nKrTEvzXS5fTcXcCASAs6IJAPVad1i1f5CGGtppuvdvlsvO4PvmGBo6F1FNjRziVUnzUfEMTQrsliVjnlmYN0/7tN3yUeEDA3ZXTUbOBAJAS024zy8KwscZ9XhjMhKqxPb4DvHWXU4IzIJD8s4oeCx7OEjskZi1eqktO/qumaK935FaaY+WaUZmhDNGpFs4EAkBI6PyHjfnGnjeDAMa0Rs2xE+jorX9F3A6dgZ54dlnNDzqVyyMFUbdM1In9MGzZqRMiJFzBCY0pZa0AvdNaMM71OdR8cNWns2T9cAcGkmKzgQCQG37yaDzllVHh4WV3nGyFl1zHeAcdGVMiJitkpnuGumUZ2M9l16oNWkjEgR1wnStYiMSAGDqTDQdbxpepARGXOx6pfuPoDf/teHYssyxwUHIiFoscV7InQ0zqqWZYk6dVydM077ro+PyJgvvHHhsnjXte9S10ytMhHtu3JGpD4WGZH+exj70kzPnRFZHnNn1d/4xx/iD7/xKJ44upr1objgQCQEwkekgAtMnqHFriy17wLxd844XTM+zqpjvvDGRU83fbetL800qpMTiLg0IgXcsDQ7SmlmzO8Hen+UERl3QzNyPF7P2bXJgUgIaLfQ7dljf4OmieOs6r4caVcWX0bEWyMyCYLKOOloZs2sS91ka+3+Z9aoTkb7rq40U8T32xwSq+YrhR83nQnTiNDnmbdhhhyIGNLt2a6ecy7PxINt2y5zLJk43VV7PVsEkrWyTqw6/jqGOOlqMiLuWTP98zg9Me27UmmmwEPvJq5rRpRmxr9rxradNTBvnysHIoaoHxx7icSDPP1Sbt8FnPTwamv0xUEOMKiGL8POquGQAxHqmtENvZuSxKqdni1KOuOGXJppFNpZdeAjMjGBCJVmBhqRMS7NyGtt3jJdHIgYMhyIFG+RySNyilDNiMRp8y67XOo0IuysGo6uJFYVGpGBLsS2bcfivVZ2ne9xDfTk8iJlRIq4WWkqzqp5e2DFDa0/W2b6gUir0ytkAGmC/AxTh/1lDQcihqg35LherGnTlm4Ir9JMHHVb+rxKVv/hqVJjZ9VQyEPvRGlmcI6bnR5o89WQSjNAMW3PTaA212rZGo9ZM/V+qWJcA0dCiFUHhmZAvGMl8kS7I2dE8vW5ciBiCJdmkkHOiAyXZuKzeXc8RMqwLE0gwhmRUOiG3pEuRM4WTlfLqJQs4QnT7I7nIt/SWbwXcI1Q23fHffouXce1SgnTgzb0cW3hlYPKvGW6OBAxRH1AcWkmHmihK1lAqeRVmhn9XPt1zACYCK+LOJGH3qnTd8nMrFYuoVIuwbKssT+/silfkcWqqqFZzx4eDDdOOK7OJfGex1Ww6irNcCBSTDgjkgxtoTUYvhTnYuyacczMPAIR4SOSrxs0r3Rt53MThmZKINKQgr5xb492SjPFHnqnWrwD+Uvjx4kYuFmyMNeI10Axb7RdGZF8faYciBiiPqA4IxIPHantUWVGGnw3KnJpRketwN4PWeBq3x2cU/LX2ZBcVYlagbMEJrRlsWpBnVU73Z74XGelQGScdSIdqaQ22xjvFl4ORMYA9YMr2iKTV0RqVCMgnYkzI+Ljqgqwj0hYZEOzRs05p+vtrsiIUKYEGO+MiG3bio9IMWfNyNe+KyMyhp8ZIV/Hc6IUPKYaEUms2slZuY0DEUPUB1TRFpm80vVwVQXiNTQTpRkvjQiVZsZ40Y2TntS+WyuXQHHkRqsrSjRTkl/LOA++6/Zs0AyxmstHpFjvVQ4SG5WS2Bzk7aEVJx3h/2LF2qWXRzgjMgaoD6iNAtZ/80jbpDQTp1jVqzQzeP1xfFAmgbyTtCz3vBlhZqbJiBSxkyQI+UFdkXxEivZeKRApWf33QffkOGaxCKFRK5eERmRpIgKRfAWXHIgYMqwRGd+bM006PmLV2UTad4PEqvy5miAPvQMgdc70XGZmhJMRGb8AXg5eq1Jpptnp5m7cuh90j9BnVZ0Abx2RESlZmB1zsWrL1TWTr8+UAxFD2Fk1GeTUqEq8zqqDllKvQGQwmG2cd39xQt0GFIjIGRGhEZFLM2PcvitnS6slJyPSs4tV1lCzho7JX3HeQxh6PVsY77k0ImObEWFDs8KjpuyLOOI7j8h9/CoztRgDkYCMSHUC0tBx0lUzIjXH5n1dJ1YtqG7CBLlMVSpZLh1Skd5va8IyImpJbU50zYyrWJVLM4VnKCNSoAUmz8h9/CpUs211eiMvhqbtu6wRMYN8RJyMiNMpQoGIqzRTHt9ApNVxZ/XkYLdImVMSdNNnVa3038/4BiLuktq4l2Z41swYwKWZZOiIjIh3aQYYXSdiamjGGREzukrbteyuutYmQzONRmQMz29H6fyyLKuQvjT02VBGh0Yu5G33HBfy+6qUJstZNW+fKQcihsgDgwAOROLCT6xaLZfEgj7qLkX4iARYvI/r7i9u6HMrWcMaEW1GpDK+Gpy20DkNO8kWqYRL2UCRERnze0K2rp8EZ1V3aSZfnykHIoY02eI9EfzEqoDsJTLagk6LbGBpZgwflEnQs92ZrClNICKLVetjXPpSSzMACjlvRjX9o9LMOH5mwPCcKwpExjcjIhmacUakmAz5iBRop5Nn/GbNAM4U0NgyIhGdVW3bxvWfvRsf+fIDIx3HuNDpuUszIiMiG5q5LN7H30dEvobrRSzNKMG6yIgU6D2EQfYQAYDZel+sOq4ZETY0GwPog6Nx5ixWjQe/WTOA0zkTn0bEPyPS7tpa74ejKy18/q4D+NRtT+auBz8LukppZkqar7LmI1YdRx8RWhvk1nBZvFsUvLpmitSCHAbZQwSAI1Yd24wIa0QKD32Is4MHY5EWmDwjD53SMRuTl0hTEeKpyA8RXVZE/rz9UtX/eO9B/PV3nop6mIWhq2QB5PbdDY3F+zjPmmlryouFLM103F479H7ytnuOi47Sgi669KTBjeNEi7tmik9r8MCki7VIC0yeafu07wLxmZoFOqtKgZDuYSmPdPcrL3zgc/fhv37xfjz87HLUQy0EQqw6OG0U4PUNzXws3gt639i2jceOrGizZc7gRqk0Q74pBXqgtZR7pDrGJnTA8CZoRioljmN5Rm64YI1IQaFdAZneFGmByTOBGZFGTKWZdkBpRnp9XdpSFid7ZUR6PVssYDc/fCTysRaBnpoRkdp31wfnSjv0rqAPtb+87Un86O/chL/57r6hfyMNRVUKcosYeHlbvOfroRUX6pyrcsnCzCB4HsfyjJzZypsAmQMRQ2ixoYzIOKbusoBujrJHRmQ2No3IcB1fplSyRFZG97CUP2+vjIh8c9805oGImtae0gy9086aKdCDWebJY2sAgMePrA79G6W5q6X4SjPdDHQZ4h4ZBCA1oREp5mcWhE5k7LirjncgkjedGwcihjgZEQpE8vVBFhWhNfASq8Y0gTfI0Azw902QP++mx+RlOUC5/YnjYxus9qSHpGrxviHNmmloZs2obfBFgYJM3dTtliarJw++C8vJtRZedsO/4QOfuzfKoUZGNTTLavruRruLz9/5NI6tNBN9nW7PnREBnAzscnP8bN7dGpF8Zbk4EDHE0Yj0I2bdgsSER7hSerTvxjWBN0gjAsDXDdOlEfFYmNXv+e4TxyMda97paAKRRmW4fXfaNWtmkCEoaABPGdGN1vB9ryvNNKRpxGH5wcElHFlu4pZHjkY51Mg4hmZK+27KpZnP3fk0rv9f9+D3/+2RRF+nrbgDA5I4fswzInnLTHIgYshwRoQDkThQ67QqM/W4NCK029NrRAB/cZ47I+IViLi/fsuYlme6ukCk5jx4HWdVyUckwKcl71DwpduA6Esz0TMipDNK+1zRPZL10LtDpzYAAI8eXkn0dXT6tHF2V3WJVTkjUkxUsepGu6dV0DPhCBKrxtc1E1yaqVf8SjNytsOjNKMEIjc/MqaBiHTdq7NmlpttscjpxarFDOApKFjXZES0pRnRNRP+IS4CkZR3reTxQvdBLaP2XXr/zwwCkqRoa0oz4+yuyhqRMUDNiADFUsTnlaD23dh9RAxKM1ofEekB6vWAoABlplZGyQIefnYFz5xaj3zMeaXb1WhEBkHH8ZWW+Ddd+27eUsKmiNKMJrAQxliurpnoYlW61qNkU0bBy9As7dIMlUUOnFxPdLNH13FZKgvHtd7kkZarayZfm2gORAxpDdJa83IgUtB6d55wpu/6G5qNWppxPBL8SjPe4rxmiNLMltkaLt69CQBwy8Pp1vnTQO6iKIuhd/3P7/haPxAplyyXwVcRp9HK0EZkXVOSFYZmMZVmaDeedtCmBuuVjEozqy3n/R9bbQV8d3R0JTWyeeeMSLpwIGIIfYhTtQroumXB6ugEDb2L3dDMw1kVMM+IeD1M5WDnyvMXAYxneYZKM9ZgWBgwLM6crpZhWcOBSGEzIoOAWacNa2u7ZkbPiPTsdB8YqqFZVqUZOQh45mRy5RkhVtWWZsava8Y19I41IvnEtm3fXbc8T6IhmTcxo9FW/ChU4pq+G6Z9N0is6l2acRbyK5+zDQBw66NHM/GESJJub7jbQC7DAI54lSj69F3RvuuTEZEfaKPMmpE7NtI8X96lmZQzItI6fOBkcqVNkRGZELGqvG7lbUPAgciA/+9fH8ILfv2ruP/AKe2/i0CkbI3Umse46QaKVUdv37VtWwoSvEszNZ+F192a6+Uj4gQ7L9izCXP1Ck6utXGfxzVVVNSBd4DbMwRwt+4CUoagoPdMWwQiw8fvzJqJx1lVfgim+cAYclYVWayUNSLS+z+YZCDSHd4EjXP7Ls+aKQD37D+JdtfGDw4uaf+dxD21SkksMpwRGR1TsepqqxNZuNafqNv/s1FpJkgj4vEwlRfySrmEy8/bCmD87N61GRElEFH/7lf2KgJ+GpGOtDYQo/imyKWJNDU1qo6qmpGzqpz9TFLsPdnOqvnK0nIgMoBueK/drjAtKjulmaIK7/JEkFiVNCI9W/8QMEH+TH27ZnxLM8HTd9WsC5VnbhkznYgz8M4nEFEyIn7ntgh0fDQidD1UYvMRcfQJqWZERNY32+m7sj7jYIIaEZ0+zXFWHe9AJG8bAg5EBtCC4RVcyOlXzojEh1On1WdEpmtlUAUgat1W/kxrHgEP4OxoA31EvGbNKGK/K8/vByJ37juJpTESv/U0GRE1wFNLM0UXq9LC3ez0XBb3gFdpZnSxatSfjwqVFlWNSJqlGdu2sSp5tSSpEWlrNkFO++743K8ET98tAPRw8eyI6A5nRDgQGR3dCHUZy7LEeO6odVu5ZCJ3cqj4W7zL7btehmYDjcjg+tizZRrnLM6g27Nx26PHIh17HnEG3jmfWalkuYIRNUMii1XVB3kRkINT9fpwTPl0GZEIgchGNhoRWuPqGYpVN9o9l7g7SY2IrsRI9gzjqBFpT6pG5Oabb8Yb3vAG7Nq1C5Zl4Ytf/GKSLzcSojTjEVxQaaZWLjmK+ILu7vJER9NxoDJq54wsIvXDz8DJVZox6JohXjFo47310fEpz3RFIOL+ulyOmZLs3QG3fiJvaWET5N2kWiJsaTIionwbpWumGSyMToLhrpn+PZnmQ0vNeh5ZaSYWjOn0abOSs+q4OWfL911fN5ef95doILK6uopLLrkEf/iHf5jky8RCUGlG2DhXLM6IxIgYeucTiFDnzKilGb+OGcC/fGA0a0aZ1QEA5++YAwAcXkp2kmiadDUiP8CdBZlSRMGFD0SkY1bve62PSHWEjEhWGhGv9t0USzN0j8/UyqhVSrBt4NmlZHQiOn0abXo6PXvsNIBqZitPXiKV4G+Jzmtf+1q89rWvTfIlYsMRqwZrRBqV6Lsdxg2d17JHaQYY3V3VxN4dkAezDX+uJu276qwOoPjdIjo6Ht4vcgvvtJoRkRb7IupE5M9PzYjoRI+iNBNyjWh3e27PmkwMzdxdM2keA93jc40qpmplPHF0FQdOrmPPlunYX0v3uc3UKrAswLb7WRG1Lb3IqJneTtdGXt5erjQizWYTS0tLrv9Se+22t2ERIPuISKWZgnoi5AnaXVc92ncBaQJvK2IgQqUZn9ZdQBar6kozBoZm7eHMi583SVHp2cGBiNo1Y1lWoW3e/TMi8YlV1WA7VY2IErBn0TVDbbMz9TJOW2gASK6FVxdQl0oWZmvj6a7aVq6lPG2OchWI3HDDDVhYWBD/7dmzJ5XX7RtemXfNcGkmPnTKdZVRbd4dEV5AacavfdfA4l2XeSl6t4gOnREU4C7HqGJVAKgXuIVXDk6NSjMRgy7VvyLd0oy7ayaLIJoCsdlGFbs2TQFIroXXKQu7157ZMXVXVQOPPM2byVUg8sEPfhCnTp0S/+3fvz+V1+30bFC5TJd2t21bWmwkjQjPmhmZjmYUt8rIpZn2cICggxYkbdeM0dA790IOyOWe/NRjR0WIVZUOJDkLorbvAsUNyno929XJoWZCdRbvjkYk3BqhPvzSyh51uj2xBoqMyOD/abZ60vufrZdFIJJUC6/43JSAelzdVSdWIxKWer2Oer2e+uu6WjO1Fs7OB1atlMQiw6WZ0RGtjz4aEUesGtXQzFAj4uMjIj9QwnTNVAv68PWj61WakTJOutq6U5opVgDfVrpG1lv60oysg6Fz0e72gxivWUoqaiCS1nUj75bpc6IHdJopfCcQqWDXoDSTVAuvl5kizZtZGqNApCtttok8rUm5yohkhSwo0+1A5AdTTRKrRi3NtDo9fOGupxNTgxcJ3W5SZWbEHYrq7+GFedeMh1hVTPgd1oi0Cvbw9aPrkcVqBGRE6gUNylTNkJoJ1ZUXZT1SmMBLvcabKQUB8gbMcVZNvzQjumbqFZERSWoCb0fjIwL0y0LysYwD8mdIbzdPGZFEA5GVlRXcfffduPvuuwEATzzxBO6++27s27cvyZcNTZBZlfwhujUi0W7Qr/7gEN732XvwoS/cH+nnxwmT9t251LpmvMV5GwHBqtfr+AlgiwrtJEtqacbVvjs+pRlV5OeVEZGvYTk7EmbejGotnnZGpFyyRECVxbUrumakQCS5jIg+oJ4TG5/xEavKWS3qaJsYjcj3v/99XHrppbj00ksBANdffz0uvfRS/Oqv/mqSLxsadyAy/OHQh1iy+jeqY2gWbZd7fLUFAPjWo0cLl6aOm06AsyogZURG7ZoxLM2oi3+n23PtHrxLM5r23QILNL2grhl1Jznl0zUDSKWZHC2AJqiBqWpkKIbeScFHpVwS5yeMzmMoI5LS+iDMzKT34PiIZNE1U8GuTf3SzHKzk8iIBLEJKulLM+M0+E7+DGkjnafNUaIakauvvjpX7m1eyA8JXblFVcWPOtKcXm+93cUdT53A5ecuRvo940Bb2ol5MRNTRqRmKFZVa+LqgyTI0GxyfUSc9636iACj3zdZoX52Gx4ZEVVrUK+U0Gl1w5VmlBknaQWwuntEtO+m6KzqdM1UMF2rYNN0FSfX2njm5Abmd1ZjfS2vsvDsiBufPCI3W9R9tHBZwRoRqGZVGo2IsltoRFTE617jlkeORvod40LXo4VOJj5Ds2gaETU4DRarOq8jFvMxyoh0PQKRwNJMBgZZcTCkEfG0eNf7qoQp4aoZkfQCkeFsnt/Ig6SQxaoAsGshufKMbtYMMLomLY/QdVQtl0Tglad5MxyIwKRrZvAhVigQGV2sStw64YFIKLFq5K4Zw9KMx4NSTcUHilU1GZGilSP88ApEGjWz0kzRylTqznHYWVUfTNcjdAmp13hqGhFtRqT/567SvpwkQ4HIoDyTRAuvl4fR3Bj6iMjzkCjwylNphgMRqB4Rw4uGuuMZ1VlVftDdf/AUjq2MzxySsHjVaWVmB+27I/uIBDirVj1SlqpNt1dpwenO0RuaFaFMaYJnaaYyGYGIl4/IUCBCg+/CaEQGpRlaa9LyEdEHIs7nm1YaX+6aAZCoYLWjGXonv3bU9SaPyNdoFt1QQXAgAoPSjLLjGbV9V07T2zbwrcfGZ0R8WJxe/uQ1IkGlGS/nT/XB45XdEHX28nD7LpCvdrlR6HmktF2GZjpn1aL6iCg7R+/pu+7z4cybCROI9K/xzdO1/u9OWSPiLiumf+3KXTOAE4g8cyr+Fl6vTBZlY8ZKrCrcpZ1AJE2juiA4EEFw14wwLBosLPURnVVbikDzlofHZ0R8WNoGzqozNPshqsW7Yfuul/kYfc7kjeGV3RCLuSYjovu9RcUrI2LaNVO08xCUIYuzNEMPv62zfWPHtPQ0fqUZID2N08qGOyNC82aSKM1QRkS9jsfR4l1uMa9kMEMoCA5E4F4ouj17qL/aS6wauTQz+H2XnbkZAHDro0fHJm0fhm7PBr1tv9IM1WxbnV6kmyesRsRLnDjfcFT72jZvnUZEXsxzdOOPQtDQO8vSn+vCGpqpPiIGQ++AaIPv6OG3dSbdjIiYxyS9h3LJEuZXaZdmKBg4PcnSjNRJIjOqOD6PtDpOsJyFCDkIDkQwnDodatdUFpq4xKpXnLeIWqWEZ05t4LEjK5F+V5GRFzeT0gwQbXFwMhVmXTNe7boLU04gotupOgGP8zrlkgXy/SraA9gLZ+ide/mgAH26WoZlDX+eFJQlpXtYa3XwK1+8D996NF4B+JB4Wbrvbdv2NOVzRkGEd1bdMghE0tKI6PRNgHdLexLYtq0Rq/YDkWeXNmIXzLZFiVFfmhnPjEhJXKfcNZMz1Jt9aLqmaH0isepofggU2Mw1Knjp2VsAADc/PHndM3Ld2c/QrFouiSAhyuJg6qwqFt2OKk7t/512af2vuT/7bs8ZjCinty3LSvwBnDbO0Dv316k0oyvLAE4gmNRD7eaHj+LT39mHP/z6o7H+Xj+NiPxvwz4i0TMiTiCSnaGZ/Pc0ds8bbWfwHgUD2+fqKFn91z8as6jfy1l1nDUi1UpJrLWcEckZ6s2uLhzDYlVnlxAlSm9L9dgrzuubmd3yyOTpRLquRdx/KJiTLg2/MJuWZhyjH7U00/+8pqplz7q/nO1QX8dvmF4RcYbeud8n7V5P3zyt/bmkXWbJfXMtYqbSC7+uGXUOlYyYwBshI5J6acbD9M+ZwJv8cSwPOoYsy9FjVcol7JxPRifSDciINCOWgvOIM5jR4q6ZvBJUmlHFqvJk0Sg7llbX2X284vxtAIDvPH68cN0EoyI7NqodGCrOBN4IGRHheGpoaDbkrOoEMl6CS/mzGwpECmrk5YWXEdSeLdP44rtejj/9qcu0P+dV+ooLmgET98N7OBBxPuuOTzBdD/l+ez1buHmmLVb1yhqmOYGXNhmztYqrtJdUC6+Xh9GopeA80urKGpFBaSZH6xEHItBpArza84YDkSiCVXn3ceHOOSzO1rHe7uLOp06G/l1FxpkzY2k1BTLUOTOSRsSwNKMaONFn3KiWPdPt9JnKQ8OIonaLeCGG3mmCxxfs2YQdgx2sSi1CF0kY1gaBSNw7PcqQUUupHIjID2g1MAtbmllrd4V4e0vKGRGvMQhpChvVjhnitISm8Hppe2qVklgrxkUn4sgLSmJ94tJMzhgqzXgaFvUv2HLJEn+OIliVuytKJQtXnLcVwOSVZ0xcVYlRlOzGXTPSv8sPM/qM69WS5y7XL9jJYyp0FLoeQ++CSLprhrQbSWVEqHtL1oiQ4K9WLg0F02Hbd+lBXC5ZmJ9yygNp4FWaSbOsqHbMEEm5q/oN3Bw3wapLrCqcVfOzHnEgAl2aXd++K7fnNSII0cTrKRkWKs9M2twZE1dVgnZJUbxEdP4eOuSdkfy5bkilHa+HKT1sdIP1ki5JpE3Xw38hiKQzQ+uDskb8GZH+75sfdE25NCIdb0O+sLNm5I6RtFudvUz/0pyVpLqqEkm18Hr5iACSl8iYCFYdeYGjEcmTwSIHIgguzYhuCCkQidKaR6i7j1ec3xes3n/wFI6vtkL/vqLipVrXQQtDpIyIqUbEw/ODrodGteRZXtjQTN5Vf++4lGbo1IQORBLWyqwlpBGh36fLiKibCpnQGRFXIOKY56WBp1iVsnkpPLRUV1WCBt/F7a7qZUQHjF9GRNaIsKFZThlu31Xq/5rFpj6CzbssVgWA7fMNnLV1GrYNPHhoKfTvKypeQ6d0zI6kETErzcitti1NRqRRLTvzQzyuEV2w48ywyc8OZBS6HjM6gvA6d3EhxKpJaUQGhnatTk/Y3NOuWtUZAHLXjGFGZLD7nmtUPIXTSdHqDjJ6yr0o9AQpBETLIiPivodOG5Rm0hKr9o9hvAIRnjVTAIbbdz2cEyvOBTuKu6pu90FpX1pMJwGvoVM6RpnAazprBnAeKK5AhDIilbIzj2bI9ts7I+I1w6aoUEpXJ1b1I62MSGKlGUm7QNdEu+O9qw4rVqWBd7P1iuM9E3MrshdegyFrKe6eV0VGqOr6OpVmjq22IptI6vArDVNWZmxKMx05EKGumfxsjDgQgaZ912C6ZmOEeTO6QITMoNYmKhAJHnhHjDKBt2WoEQH04jx5kRa7XI/g1U8jkqcdyCh4Db0LouhiVVlESRuQOEszZKA1m0lGxJ2lJdJ0VqWH/qySEVmYqgpfkTizImJmkmb9Gbd5M7KPCHfN5BSvDghCpxFx3FVHL80AjoHPRGVEuuHFqmEDkU63JxacoNIMoBeWOhkRqWvGw3tG3zUznGUpMl5D74JIun2X7p2ejVjtwOn+r1fK4j1Q0OOncwrrIyJrRGpSOa+Xgj7DazBkmpNavbpmLMsSpmbPLsXnrkqfXVVzHY9bacblI8JdM/mEFkba4Xm5ZrozIvGWZqYHGoi11nhc+CaEEatGXRjknZxZaUaXESGxatnH9My7/CMewDm68UfBsXjPV0Zkre1cG3G+hpwRJVdlKhHoNilE2JlUskZEDgjSyEYEds2k2L6rds0AEN40zy7FI1jt9WxhJ6/TqI1baUY8wyolqWsmP+sRByJwbkLSaXg5q+rad6PULFWnVsBZtNYTEvLlEa+hUzqEj0jIQE3OXOjKJiq6FtMNuTRT8RCr+pR/aoOfSWuUetJ0fVLafiTdviuXNeN8eMtp7Sklc9nuDa8NRBwZESCdQCSwayZFjYjaNQMAO+b7TrNxBSIuV2cfsWrY9SavyM8wLs3kFHqo0HRVT42IS6waLRDpycPRtKWZ8bjwTRCp0VAZkXDnu9lxXsOklKATVDZlsapHecGvM0eUZsYsIxJWI5K07kEuayaWEaGSrBCr+pRmQnYJLUtiTXltSKrLSCYoEGmlWJrxz4jEU5rpugZuajQiYzb4zj1rhkszuYQWFVLFh/IRCbngyYuwuzQzeWLVUO27IlXaDvUaToAQXJYB9MJSuX3Xc9ZMmxby4ddJ25wqachZtRSyNON0giQrVgXiXWRb1BlTKQlR+XqrN3gdv66ZaM6qM/Wyu5U8ldKMPpBOMyMiZ4RUtlMgshxTRkSeEaRzVh0zsWpLysKnqfsxhQMRDJdmvHxEdKWUsBkRr0CEUr5xTw7NM2Had6NO3/WaoeGF3kekGBbvtm3j3X93Fz78pfsTfZ1O1K4ZyhAk3L4LJJcRqSv3va+PiOZaObXWxgc/f692nAM99Mg4Lc0A1us+qVXSG5DmdM14l2YOx1Sakd+P7rMbZaREHmmzoVn+EYFIgzQiSkbEx+I9rFhVXlTkbhHaaW1MUEZEzHowKs1Ea9/18/fQoUtFb0hZlaChd1k6qx5ebuIf7jmIv/z2U4l2WnS7EbtmpPNg2/EeX7dnu85vnIusSyNSdXfN6ITshO5a+YOvP4K/u30/fvfGh4e+33kQ99ehNIclerXvUrYgjdLMqkfXDBB/aUbu/NIN3By70ozsI1IisSpnRHIFdUV4DZrS+4i41fOmyAP0ZEOoSSzNdCKKVcM8xExdVQnd4t8UpZmStr3X/To+XTMJP1DkIC2Kv40pVJopG3xuMu6hgvEugmq3WRJi1YqkEXEyIt6lGXWNOLbSxN98dx8A4OkTw34Yavtq0u3OMo5Xjto1k15pZtlPIzLndM3EEcQGtaCPW2mmLQWapHXkjEjOoEXLyYjoSzNyCs8RrUXLiKg7jylq352k0kwEsWrPdmsBggjjqgp4dc047bveYlXvElBai7kcxCYZ0EYVq8rBYNwPV9V/J97SjBNsiMxlhzQiPqUZZY3481ufENfukeXm0CZG1UjkISMiHloJH4Nt275dM9sHpZlmp4dT6+F0Yjr8PESA8SvNiGdYxRIbPw5EckRX6mIR7btttTSjMzQrab83CC91+iR2zYRp352ulUEZ1DC7FD/HUx01TdBADx13IOKVEdG176bzQJEDtCSN8Ua1eAfiPxdqcBpnxkUONhpKCdW/NON87idWW/irbz/l+nfVJTRLjYjXuqS7H5Jgvd0Vvh66jEijWsam6f76HEd5JkgoP25D79yzZtjiPXfIN7mXj4jv0LuQOzuvnbPwJyhQRuTw0gau+P99Hb/3teF6twlhDM0sy8J01e3hYAJ1PEQtzdi27dJ/1DymonrN6pBfO/HFXDovcc7kUIlq8V4qWYm1MqsZoCTEqjWf0owumJavuf958+NYaXZw4c45nLd9FgBwQA1ENvQZkTSM8AK7ZhLWE9AD37KcTZmKXJ4ZFT+RMeCUZtpdO5XSWNLIWT0eepdD5IvMu32X0lo6jUi09l11B1XEWTN37T+Jp0+s48v3HIz0835juHWoqW4TdPoeP9QHpfxafhkR3+m7KbVhytdOkgEtLeJhMyJAci286n0Ta/uudJ02FLFqW2wsdF0zzrXwqdueAAC8+1XnY/fm/hC3A5JOpNnpiutDaERSHJboJbYWHRYJH4MIwmoVrXgUcMozsQQiAYLrmZqTlRkHd1U5mGZDsxxCD5RyyRI2695i1dENzdqBpZniBCIkEDwcMVXaDjlO3mvOix+ytbEJakZE/nwbFWnonfK5Oz4iWZZmnAUzyeuITCnDZkSA5EzN1PcbpzC4LV1DQiPSVjUieiM7eqZutHs4d9sMrt27U0yTlTMi8sOOHoJpiZw73Z4oi2RVmqG2fF3HDEGdM4eXRy/NBAnl+8+D/mc9DuUZuYRIuhi2eM8RcnsnPejULIfW0CyixbuXKKyIXTN0rCvNTqSbtRPC0AwIbxAFuFsvTaiVB6WXLgUiTqBaKZc8TaZ8NSIpuVOmnREJ274LOPdN3EGZ2jWTRPuurBERGRGfB5plWaLNHwCue9V5KJcsnK7JiAhX0VpZnFevMmDcyIHO8KyZdHbPy82+AFWnDyHitHk3EcqPk05EvoarFc6I5A75AeL1oItz6J1XCpS6ZoqkEZF3oVGMhoRGxPCB1lB2oyaELs0oXQKOvXv/571su30NzURGJNnPNi2NSNShd0Byu/xhsWoyGpEpZeq2ky3RnwvKoJ25dRpvuHgXAIiMyNNSRoT8KuSMQFpiVfn3ZzVrRmREfAOR+DQiJq7Os2M0+E5oRColsd6yRiRHyO2dXg8ZvY9INLGqlzqdFrhWpxfrCPMkkXfgUZTsIj1qmK2IkhGhLIRp10xdyXjI9u5+x+A7fTelWn9aGRHhIxJy6B2QnDdGGu27FY1GhK5h3fRdwHmYvevq88RDb/fmaQAeGRHpQVxLKYCla71cGp7HlJYL58ogI+IXiGwfiFUPxdA1Y9KCPk5eIi4fkRxavHt/6hOCyIj42Hc703I1PiIxiVVlpfhaq4O5gadJnpEnUx6OMAPCzwxKh5erqR/hxap6jQh93l4aB//pu7SYJ3vju9t3k3twiJJapNJMMkFZkmJVbfsuOauKrJ7++vrV1z8PP3hmCT/+wtPF10isemhpA51uD5VySey6ZQ8NCoqT1oj4uQ/XUirNrBhkRHYuDDQicWRESJ82caWZ0tDX8gAHIhqNiNfQuzicVb0yIvVKCZYF2HZ/d1eEQMRdmgm/S2mHLM0IoWiYjIiPz4MONdBQSy5eglkR0GpeR+hOkharppURiaE0k7SPSKxiVU37rto141Waueainbjmop2ur22braNWLqHV7eHQ0gZ2b54eclUF0hM5t7reXjtpdXw5A/+CNSKHl5vo9exIXVuEE0x7rwszYxSIOOugBQop8xSIcGlGSql7uaXqshiNmMWqLp+MguhE3KWZKBqRsGLV8Fmo0GJVj66ZuijNuMWsRNM3I5JW+65k8Z5GaWaE9t34fURUsWqchmYaZ9XBNSiyeiHs7kslC6dt6u/uqTyzrJk8W0/puhHeRh6dP0AaGhG3mZuOxdk6LKsfCB9bbY30eiZi1blx1IjwrJl8ohOrykO5bNsO0IhEE6vqdh9TBeuckXfgz0ZoqROmQiEzImEesl6lMC9UcZ5TmgnIiLSdgHb4dw68SdLUiKRg8R4pEInQgm1CkoZmjj32sKGZbvyDCWoLrxj4VncyoWllRPyCaBJaJ60ncDQy3qMYquUSts7E0zkTNGsGcLJT42DzLk+Q51kzOUS+CeWBT/T1bs8GzVjSWbz3LeLNP9BxCkRkjUiUhcFEuS7jpeHxfY1OOLHqUEbEqzSjdlZ13d+n/Z0pOqumUpoZpX035nOhBqdxLbLujYiFqZo7GO5IQUoYRCAyyIgIjYimNJO0RsRr/hXgZHqSF6sOB2I6nPLMqIFI8AaFSjPLOQxEvvHQYVz9376Be/afDPzebs8W92y1XJJmzdixT8GOCgci0k7WNZRLGBY5H1RVI1YFwi0Ufjf9dHXQwluQQGQtpvZd091kGmJVNR3eVMSqdAw92zl++ft0AU9aFu/pD70Lv3wkLVal4CiuQEfdiNDnLzQi3fClGQCOl8ggI6IOvOu/XrTBmmFxNkc+2byUNCKzPhkRQG7hHa1zpm0guM5z++6ffPMxPHlsDV954FDg98rrTrVsudbbvHRociAi7WQrJQt0XdKOt+X6EGVDM+fPUUoFfhmRomhE1pX23bDRdTvkzroRQaza9jnfOkRpZpBJEQPvKu6umf5x9Ib+7GvxnuLQuyQ1Is7Qu/A/m1T7LgUiC4N5UXGda9dGpFwS9+iQs6qHWNULtTSj9RGpplya8fHASVwj0hp+/zriMjUz0aeJCbw5G0S6tNHG95860f+zwSRi+bOrVUqu95wXUzMORNqORsSyrKFdt/whytFz/3ujaxZ0GRFn3ky+Lnwv5ONcb3dDpzC7EcWqYQzNZLW4CWIWylBGpP91XSDS6fbEwznT6bspaUR6I2REkvJUWVcCkbgenPJGpKJzVg1o3/VCdVfV+WgkJexV8SsX15TAPCkoEJNnvOjYHtPgu67BeAn6LJZzlhH51iNHRSZjyeDYXMF0qeRaC9s5sXnnQETZyaotovKOWh3G5GUJ74ffTV+0eTNq+j9sC29osWokQ7OQYlUlaFCvj7I8QXbwb/KDQts1QwZCPVs8xJNgre0ODJPCROjnRVK7fAqK52POiMjlt2qp5DIe7PVsbWu/CXvI1OzkOmzbFqUZnUYkeUMz7/EEwvwq4QfWqqZ9WQd5icRWmvHLiORUrPrNh46IP58KkRGplKz+BGwpaM6LqRkHIopiXA0uhNhRc8FGGXw3TmJVOk7aVYTViYQWq4qBc8lpRNQhX2rXjPw9onwnW2TrBH/SZ53k7jYtsWpvlK4ZJeMUF+uDa2JTzBkRWUtQKlmu62Cj09WaHZqwc6GBktVff46sNCWNRPpiVT9Ds0pKHV86jYyO2EozBpugPBqa2baNbz58WPzdpDSjeimVJAlCXjpnOBAZPExogVS9RGi3oEvtO98bTyAyXVCNyBlb+ru7Z0Mq2R3lepJi1RG7ZhSxKiDNm1GyJjQYb+h3ltMJRNZSmjXTMbDH9iKp9t31QUZEaERiC0Tci7g8xG6j3ZMClXBLabVcEsLLAyfWRVlzRucjkrihmUFpRtk5rzY7+D/++Fv4/a894vu7/9f39uMbDx72/R7APBBxSjPxZER823dzKFb94TPLrve+tGGeEZHX2bRmCJnCgQjtBlSfCLHb9U69Rhl8Z6IRKUJpptPtifdy5tZBIBJycQi7iEdxs237nG8dwxmR4d2i+oDw21Gqr91O6KFi27Zi8Z5810wUZ8ukWpmHxarxpJxVn5BSyRLvYb3dDZ1xk5EFq7qMSNpD7/SGZvoH1l37TuKufSfx1995yvP3Hji5jvd/7l78wt/c6fsebNuWfFSCMiL9QOTYanOkh6jo/DIozUTNiDy7tIE3/8lt+NLdByL9vA7KhtC1YyZWHd6M5W3eDAciqkZEce/0W2iilGb8ujhoAm8RSjNr0ns+a3EGQPh0qZi+m2BGpNkJ96BQMyLOLKLy0PfQv8mmeDpKJUtkD5LKiDQ7PchNS2kMvYs2ayYZu3tVrBp3RkS+X6ek+74TsTQDuAWrvhqRlJxV/cz4Oj2358Txtb6z6dGVpmfQ+8SRVQD9a/GhQ8uer7/e7oKkU0Eaka0zNZRLFmy7/9pRMbEOkEszUfw2/uneZ/C9J0/gs9/bH+0gNZA+5I0v6E9yXloPPjbdMyytYYamcCCiPETUjIhf4NAYoYtD6yMiSjP5SQV6sdZ0fBtommh4sSplm5ITq+rSkn4Ml2YG7btyaUYpL/gt5F6/N27U4DWp0oxt27E4q8Z5HmzbFoHxpumBRiSu9l1NRlRM4G11I5dmAGdXu//Emvj8tD4iMZexVJo+5WKvVs+Ta47F+oGTa9rfu/+E8/V7nj7p+fqUDSpZTpDnRalkYfsc6USiByJtg84v+ix6drTA/sFDSwDi2xScWm/jjkHb7hsv6QcirW4vcGOmE+xXPUpuWcGBiOqcKbpm3B0RugdZFMtxv5u+SF0z1KUwXStj53y0ljqnTmvavhtevOf4PBh2zSgGTjqxqsjMKIPx/HQoSddk1ZbvpK4h2QBplKF3cfqItLtOcDSfUPuuvIhPSdqwsF1ZMpQRefjQiviaduhdDtp3Afc5PS7Netl/fF37e/cfdwKRe/0CEUkfo3Ym6tg+WG8OnYouWDXJxk7XyqDDiVKeoSxQXPfitx7tt+2eu20GF+6cE4LToM4ZMZhR1oiUKNPFGZFc4GhEvEozfhoRmjcTj1i1US1O1wwd43St7CjZQ4pVuyHbd4U4OEzXzGBHq5uKq0Ne/G3blizeNaUZkRHxL824fiahjIi62K23u4nYN3el31kOOV8FSEb3IL/3uEszugeW8BJp9UK7A8tQRoR2zrJzK5CeRsTv+nV5Tkjn9IQUiDx9Qp8RefqEE6Dc+/Qpz9c3FaoSO2OweTcRXFuWhdlaNMFqt2fjoWf7gUhc2clvPtTXh1x9wXZYliWC7iCdiO4ZVuGMSL4ILM34aAwa1QilGZ8dVJG6ZugYp2sVl+1ymIdf+Om7gwxUlNKMadfM4Fhsu79YqYZm8nE4GhG34Nnv9yZ141NgON9w0slJ7KTljEg0jUj8u3zyT6mULHEPxe2sKmcG6pJGJKqPCADsHmREljSuqkAGs2Y090i5ZImsgPyZHV9zHn77T3hkRKQA5eFnlz2NGsMGIjsiZmBlTNeeqILVp46tiudCHOu5bdtCH3L1BdsAOEF3UOeMTl6Q1lRlUzgQGRKrum9+v66LRgRnVT/NyXSBfERI5T5VLWPboGbb6vSwtG5+w5Krn7FYNUJGJGzqXP5c2t3ekMU74Nc1k51GhBa7LTM18bWNVrKBSClKaYZ8RGLUPdD9MlUrx+5GqhP6TZFGRO6aCTn0DgBO3zTt+rv6IE7KDl/FLxCxLEvbYWGSEaGSjWX1A+MHDi5pv4+yDTOhA5ERxKqG2dioXiKyODeO0swPnlnC4eUmpqplvOTsLQCA+UY/EAkqzfhpRLhrJieoGpFhHxFaaPx8RMKLVXWlAuqaKYJGhI5xpl5Go1oWIsEw5Rm6CUwHhkXRiES1eKefFSMAZEMz5Tj8WrLV36sLRFqdHv7oG4/iboNJml7Q5zHXqIr3mkRmbdSMSBK6h3WpTBj3bBSdRqzhyoiEKy/KTNXK2CoFjkOBSEozioLE1vTevDQiT2syIuutruhqefFZ/Qen16RYmuUyF9AxQzhi1egZEaFPC1gXZiJ6ifxQCkTCZMy9oGzIy8/bKj6n+an+sQVt/nSCfdE1wxqRfNBS0urq/Bh/jQjt7mJyVq0WpzTj7EL7N8OOCDMgHGfVkBqRKEPvDDMiaiqaFml314xiaKYJVlRqPg/I2x47iv/2rw/hA5+71+gYdchZgUaCM4s6slg1J+27cpkw7oe3PiPiZC7pdEQpzQCOYBUYLs3IZawkx7X7rUmAfvDdiTVZrDqcEaFOmrl6BVeevwjAWyeyYjhnhqCMSNguPRkKqIM2QXMRSzMPPuNkf1rdnmtUQBRIH3LVBdvF18KWZrRdMwkHuaZMfCDiaERo1ox+6F1cPiImzqpFGHpH7ZLTg3OwfT58S114Z9Xwaf2wNXzLslwPM9E141ea8ZleStB71GVzKLX64KFlHIvojSB3MSUZ0JK9e8mCUYeDShIlKhGEVctSwBfPg1tXSqX7fll6AJgG0yokWAX6D20ZWpNIr5QUlPXxEnQ706MlHxEpI3JirT30oKayzOmbp3Dx7k0AvDtnVgZWAEEeIoQozYwgVhXzVwI+NzGBN2wgovimbIxwvS9vtHHnvpMAgKufs018XZRm1gJKMxrLCArAkryuwsCBiOKK6TzsFB+RFMSqRZo1s9Z0HnxAtKmYnZAeDPIO0XR4nJ99tRfyw1I7a8ZLrGqiEdHsjORS3HceP258nK7f0XbKE86o+vivo46B/4IfSQgw16UgLPaMiNZHpH9+5cmnkTMiUiCiaiTkazbJ8oxj2qd/D6rb8HqrK2UK+/+m6kRIqLpnyzQu3r0AAHjy2Jr2oambPOwHdemdXGtHvsZNxar0mYSZLL7a7GCfkiUa5V48dGoD3Z6NTdNV7Nni6IrmDTMiLW3XDItVc4XX0DtR//fRGETp4jDJiCQ5JyQu5FIA4CwOYQbf0U1gmuKX3U1NNAa2bUey4JY7XDY0QlS1NNMyyoh4p0LlwPPbjx81Pk7d75iqVqRRAcmJVSPGIdLAwGTEqtWYNSh6jUj/NeSMSBKlGXmN0J2v7z5+DD+USgBR8TNZBGR31f73katqrVLCudtmAQBPK14iVK7Zs3kam6ZrYgzEvQdODv3+VcqIGAYiC1NVca9FLc/QewnSOUWZN0Ntu9vn6i7zu6iskh5PKV2J0kyQRoSeYRqLd27fzQlDpZmKWprxTu3Xo5RmfDIs09WKeM28RKpe0A6cdgxRlOyiTmu4iDfkhdkgC9W3pe7/2VQjArgzInR9uNp3lVH2YnCiTyDi17Yql1C+/dgx4+N0/Q5JsNlIsDTTHTEj4py7+I7NVZqRdu9x6CocH5FhjciS5AgaRS8D+JdmyiVL/F41I3JitYWf/MR38bZPfNc4O+hFkEakopRmqGNmy3QNewauyvuVjAgJWPds6b8/pzwzrBNZDtk1Y1nWyOUZ08GNUUozDz7TD0QuPG3eNQ4gKnLZVYZa9QMNzbRD7wbBZU6eMxyIKDeh46zqLs3o2vOc9t0IXTO631dzvmZSnlltdvDTn/oe/r+vPGj8+nFBNwfdaGFNzWzbdhYDw/p6pVwSC7NJFkoO5nRdT15QYLTa6ggxomvWTNl9jYxq8S4vUo8dWQ2VVSIo6JhKWCPSkTQiUYi7vRZwzp9cmolLV6HzEXE0Iv17IGo2BFAyIpoHsZep2ZGVJjo9G8dWWzi8PNok2sCuGaU0Q/qQzTM1EWionTOiNDMIVC4ZlGd0nTNi4J2hRgSQ1puInTMdQ+0YHVOY0sxDA4O65+6ci+VelDcZMqalGfrc5GcObSTarBHJHtu2hwIDVRBpphExu8g63Z54sHnZKdOD1iSV94lbnsDXHzyMP/7mY3jq2KrRMcQFzZoRGpGQSnb5IWHavguEE6y2JXFdqNJMhVLvzuLjmr5bdR+DOsFZh5/Fuxp0fvvx8FkROTAUGpEEtEY926y27gXtejfavVDdT37IHVxywBlHVlFXmplSxKphsm0qNKcJ0D+IHW2R+1zJ1+aTIe/99VbXtWYFZURqip6AOmY2T1fF8audMyRW3W2QEXEMzfznzMhsH9FLJEmxKrXuXrBzDo0YxnaoZXBiFI2I6ITirpnskeuuQT4ifpbspopoeRfoZR40bRhBH1tp4s9ueVz8/e9uj2/CowlrSpQuWuqWN4xS4rKRTpiOgzCD7+TzHcbzgh4sZJ1sWUogQi2oYtaMgcW7jzaCPmsKQr8TKRCRxKpJZkTEfKBoKZHN01VR5nrmZPSuBxn5vas+MKOi0xg5GpGBo2vEjhmgX+enkowuI0LvR826yvqUMJuQWx85iud/5F9x4X/9Ci74lX/BSz76NTw1CCI823dDZkSWNtqiXEAZkb2nz6NkAYeWNoYyfk4gUjV+H2QXECV7CIQvzZi279q2LVp3L9w5H8u9SJsMVSNiamimbd/lWTP5wR2IuJ1VhY+IUM3rDM3cHTaE14PYZIc+ZdjC+8fffAwrzY7oc//fd+xP3PhIZk3ybgCAbbP9VGm7a+NEQDsZ4DbSCReImJvIya2XYVpNqyIj0h68pvvn1VkzQTtK+d90u3TKXFx25mYA0XQiaWtEogy8A/rBNu2idUZYUViXskFeluRR0Qci7ozIKKUZwCnPzDWGH8Re3Vbyg/HJY3pnUx3/eO9B8RBudno4vNxEt2ejUrKwa1ND+zNOh8WwRmS3RiNCwtUtMzWRAZuuVXD+9jkAwD1KVsQZemeeERm5NGOodQorVn3m1AaWNjqolCycu30mJo2IPiOyYGpophlTon6mWTPhgUj/A7YsJ9AYFquG8xH52+/uw4s/+m/4yv2Hhl+v67yeVyQ+ZZDKO3ByHX/9nacAAL//1hdg+1wdR1da+OoPhl8zKdYVAVWtUhIukSaLg5wRCVOaaVTNMyJhzcwI8lOgHa9sZgb4zJrx0Yg4XgzeGZGrnrMNJav/YHnmVLiHtFyeSHKKMw29i5oRAZwZK17W4GGRF2rVB2ZUhEZE6yMyukYEAH7+6nPx6ufuwOXnbR36Ny+NiPxgDJMR+f5gjPzvv/UFuOX9r8Q/vvsK/O3PvRQ3Xn+VaMFXUTMitNHYPFMTn+XyRkfszB19yJTr91Abr+onQmWPuRAZEfItOhLRd8dk+i4QftYMWbufs20G9YpTJh0tI+KvEVneaPsKlp11UBarem+MsiCVQOSP//iPcfbZZ6PRaOCyyy7DLbfcksbLBiJ7iNCOV33ItDTRJEEmV5Q2/dS3nsAvf+E+HF1pCic8GblNzmuHLrs2evH7X3sYrU4PLztnC155wXa85cV7APSDoLTQRenbQlgv00JQsoBSiIdaXTnnfoS1dydIZ7AkZUTcx+DepZqUZvwmqdK53DHfwN7T+4t12KxIWj4i3ZDzgXQ4gUg8GZG1tnuhjnPAoO4aUu/RKJN3Zf79C07HJ97xIpFql6l5ONG6MiJHzQK6k2stPHp4BQBwxXmL2LNlGntPX8Dl5y7i7MUZz59TfUSofXfLdBXTtYrYgJBOhP4v618A4OI9mwBoMiIb4TMiVMYhM7SwGItVQ5ZmfnjIKcsAzno1Siu90zWjL830bGDFJ4Ou1YhM2qyZz372s3jve9+LD33oQ7jrrrvwile8Aq997Wuxb196D00vdDtZp2vGRKw6KON0uvjELY/jI//wA/FvugjYJIUfNIH30cPL+N93PA0AeP+1F8KyLLzlxXtgWcBtjx3DE0fTEa06Ubpzc4SxXm5HbANVu5r8CDvwjqiZZkRIrGrgI+JXmhEdL9UyfuSc/q44dCAitbAmWZoRGpGIpRkAUmkmnozIhrJj9DvXYfErzRCjZkT88Oq2WlIyIia6rDsG2ZBzFmewdVBKNUFk85TSzOZBALJ7i7vURv8noSpxiZQRIY+fv/72k+IhauojAkjrZEQXaioNB2X2wpZmnNbdfhkqyYxIQ3ISXvLRieg6PykjPzGzZn73d38XP/MzP4Of/dmfxXOf+1z83u/9Hvbs2YOPf/zjSb90ILqdrCjNUP1fo5onaEE6udbGb/7TDwEAF+zoX4C6jIawUvYNRPwH3/3OVx9Gzwaued4OvPCMvqZg9+ZpYf37d7enE+DpetvD1G27IefMEKG6ZiKOaFe7ZhoVNRDxMDSreu/onMXcu313qlbCy84dBCIhBauia0YWq+a+NBNTRkSZe+RXBguLbuc8VXNfT1E7iEygMqGqiZIfjKutLo6utBAElWVIi2QKPcA6iliVJj2rpTbZzEzmwp3zqJVLOLnWxl99+ym85r/fjP/6pQdg28DzT1/AYojgiNad1YgZEcfDyKw0s9rqGvm1PCgyIoNAhDarCbTvAmamZlqxquiamYCMSKvVwh133IFrrrnG9fVrrrkGt91229D3N5tNLC0tuf5L9PgUV1VguDTj5yOitmu+99Xn4+evPheA/iHgV+YhGj6lmXv2n8S/3H8IlgX8l9dc4Pq3/+ulZwIA/vcdTwdmCw6cXMd/+ft78Nv/+hC+8dDhQNW1Dl2UHsZkqG3obKgSZuKxrn/eBPp8qDTTUD5nr1kzvtN3fazNZVfUF5+1BeWShadPrGuHiXmx7uqa6b/WWpJi1ZECkXjFqurcIyqtxStWdd6vqgWqjVia8cOrfZds0QkTncgdT/YDEZqGa4o6fddp3+0HIns26zMish050H8vzx1kCj785Qfw+NFVbJ2p4TfetBef/4XLQ5VoSQQbdS6X6XgJOUuzGvBazU4Xjx/pfw5UmoljU7CqBNoyJqZmWo1IzrpmzHNhETh69Ci63S527Njh+vqOHTtw6NCwsPKGG27Ar/3aryV5SC60pZkQzqpz9f7I9XbXxn+55jm47lXn418f6L8v3Q2iG6Cl4jf4jtp1f/zS3XjOIPNCvPKCbdg538ChpQ185f5D+PcvON3zNT5z+z5R3gH64tkLdszhtXtPw3tefb7nzxG2bUsPPucSCtPbb1qjVVG7mvzQqcVNEOnOwa5z6MEzJFYdZNaMfESGdyDrkt5mtl7BxbsXcNe+k/j248eGFnMv1nQakSQyIrEEIv0d9LPLG2h2ur4iXxPWpWwQgFjFqrryntq9kGhGxEusqmgWnjy2hhf5BBitTg/3DESil50VMiMiXbu2bePEqiNWBZzPc//xNdi27SlWBYAXnrkZ9zx9CvVKCT/3inPwn646R9stFISJls4PUx+ReqWESslCp2cPuhS9j/Wxw6vo9GzMNyo4baG/FjZiKM2si/bd4fvExEukpZmXVIlRRxUHqYhVVWGmbdtaseYHP/hBnDp1Svy3f3+y3hi62n5DSqXJs0p0u92pWhl/8BMvxJ+87YW47lX9B7gTSAxfeCY7Z795MzRI6bV7dw79W6VcMhatkobjgh1zOGvrNGy7Py3yv3/tYaNdeKvbE+1v8qK8YyBWNXF6NF0IVMK074qHSAhX1f5rDEozg12GGmCox6AOTtTh1PqHP9cNSSMCQOhEvhNCJyKXJ9KxeI8eiGydqaFRLcG24/ESUYXTcXYEmGlEUsiIKNe7sEUfvOegjMj9B0+h2elhy0wN5/gIU3WIDFOnh9VWV9xXWygjImlEjq+2xOexa9NwIPLuV52P3/j3F+Gbv3g1/strLogUhABORqTZ6UWyKTdt37UsyynPBAhWH5SEqvR8i8dHRN++C8ilGQONiEasOhFdM4uLiyiXy0PZj8OHDw9lSQCgXq9jfn7e9V+SkP+HTiPSG1hEB5VTrt27E9fuPU383U9saiJW9ZvAe2xQB94yW9P+7FtfsgclC/juE8eFOl4Hqd7ffvmZ+OYvvhLf+9CrsWvBfHqunGbUlWZMTIaiTnENZWgWMSPilGY8xKpDs2aC23frPrt0tcz1I5JOxESE2JWu0+lqShbvIwQicXuJbChdM34dSmHRWbxPZSBWVQNvCkQu2uVMtvWDyjIvPGNzKE8dwP3QIqFqo1oSa5WsEdk/+Dx3zNeH7hugryv5qR85C6ctDAcpYZDXnSglSNP2XcAxElsOEKxS6y4JVQHE6iOids0AZqZmOnnBRM2aqdVquOyyy3DjjTe6vn7jjTfi8ssvT/KljfDrmqF/19WI/fDTeBgFIj4/TyIxapdTOW1hClcNRKtf++Gznq+h/p5tc3XsHAQiRw368unYauWSaxF23FWbgcKuTsjzSpAgNFGxquia0bfvqi6pRtN3K3oDIdu2RcBA185lZ25GtWzhmVMbeMrArEoOOKak0kwSYtVeDBkRIF4vEbFQV91i1VgzIlJWTdUMJRqIeIlVB7vzi07vb9aCMiLff+o4AOBFIcsy8jF0erbQh1A2BHAG9622urhvUP5RhapxU6+UxLyjKNc5BdQmHkZzhl4iZO1O+hAAsbTSr/mWZgamZj5Bkk4j4nTNTEhp5vrrr8cnPvEJ/MVf/AV++MMf4n3vex/27duHd77znUm/dCDqwDvAvfNptrvOw8xQ8OjX9WLSTuplRrXe6ooHzhaPQASA0I4c8SmPiPY7aTEhxfoRA/W9V6pwcbYGy+rv0I+t+v+etuiaiagRSdDQrKrsQr0yIkMaEV+Ld70fhPyAofM5XauIne4DB4MF27RQkRV9HLswLzoxaESAYYFjVORATmhEfITBYdFl1dQuqiRLM2r2jaCumb2D6+SJo94tvLZti9bdF4XsmAGcrEGr03PZuxONahnbB2VZ6vYy1TZFxbIskakIMweG6ITo2guaN9PsdPG7Nz6M2x49CsCdEWnEIFYdtTSj8xERGpGczJpJVKwKAG95y1tw7Ngx/Pqv/zqeeeYZ7N27F//8z/+MM888M+mXDkT3ACmV+s6MrW7PlRExfZjJYlNVC2PSxUHKaDWtfmy1KY7Dr99+66Bsc8wns0FBwlapxEO+AkcN9B1eY6kr5RIWZ+s4stzEs0sbwuBMRydi14w6cM4PvzlBfqif9XDXTP99t7s2ej073PRdZZcuZ77klP/i4LMJGmgFSB0z1b6zaJIakV4M7btAfBmRjXYP9Pwd1ojEMX13OBAplSzUKqXIpb8wiABWuW4oW0cZkeWNDk6utV0BAvHUsTUcXWmhVi4Jw7wwuEoza+7WXWL35ikcXm7iO48fF39Pmul6GcvNTiTBapiuPdKj6Eozdzx1HL/0uftEKfwNl+zCpQPjNiAejYiuMYCg0oxvIKK5TuUsVx5IRaz6C7/wC3jyySfRbDZxxx134Morr0zjZQNxpqZ6WXj3Qpti0WLYs4d3ZLKzqhdeYle5d9+vxrt1pv/w98pIdLo9UU/cMuMECtsogFk1L83oIvTthu6qQiOSoFg1bFmNUAMXdQcs/zsFrEBQ14yzq5ShBapWKbke7mGMlFQfjbClmadPrOH//uTtuPWRo4Hf6wy9G23piEsjIneX0aIfZ2mm4+E3IQeNqWhEpMC727NFS+fibF10aHhN4SX/kOfvXtDqNoKQz+dx6piZdgcilAGhdSrp0gzgPJjDBiK9ni2CV5OMrE6s2ux08eEv3Y//8CffxqOHV7A4W8Mf/V8vxP946wtc67MTiES/Flc9Nn6AWdeMLph2Zs3kIyOSSiCSV7wcMeXUe9iH2bR0o6sPgjAakfW2+wF0bFW/E1FxMiL6QITmRFiWk9YDgMU5yogEl2b8DHYosxI0+M60j18lzKyZqDtWNVAc7ppx/r7W6opOEhMfEXVnKzuiylA3wbJB2nldEWs6nVdmi8yNP3gW33joCD5x6+OB3+sMvTP61Z7EZWq2LgnOKZCLU6zqdQ3JWbJUumYkHxHZz2K2XsGZW/sPfS890R2kD4lQlgHclvlOWdfd7aJmQFRX1SQQpmYhvUTCDtyc09i8f/ybj+Evv/0UbBt482W78bXrr8LrLj5taJM4ait9r2eL+3hUQ7OapHOqxBisx8GEByL62r7srtrW9GD7USmXxI2rqrl1mhQVr66ZE5pyig4nI6LPbMhmRPIOnDQiYcSqulShEHYFlBQii1WjTN+N6CNCqBmRSskSQjl5HLtfRoSuMfXGV1t3CdqFLYcpzQyuHfpdra5ZayN9no8d8e60Ihxn1VEzIm4vkajoguJqjLs9r6GX8ueVto8IZclq5RIa1TLO2tpvx/XMiDwZzVGVkHfP1HGnloDUDEgaGRHSiKyFdFcNO3BTlGYGgUir08Onv9O3SLjhx5+P//bmS7BpWr8uj1omlX8ucteMtjRDXTMTVJrJK161/brkJWJiQqbipMbdUeooYtXjGoGpDgpUjq+2tOI1ypSoOxrqoAkSmQL+qcI5n3qqTORZM2EMzUa0eCfUdLZlWdKMB+d9+gU8XrbjXnMknIDOvDRDxykf74ZBwEb3wdMn1gPPayemrpktMzVMVcuwbeDgCF4iuqA4TrGq1zUkn+OwgW4YdIEI3VsUrJ45CER0GZGTay08MtAvRA1EdO27wxoRJ/AolyxRLkqSKUmPFwb54WuidVLFqv9y/zM4utLEjvk6/sNlu/2PccRAZFUSoqtaNUDumgkWq8rrGq27E9M1k2ccjYhHRiSCRgSQgwn3QkjZlShD70xLM/Tv7a6tbemijMjWGbeQ1CnNBGdE/EozptMqw/Txy9RDPGRMSmE61M9al+mga4QyFpWS5bsz9jKmUlt3CdOADhgWD/enSQ9+v0FKmPx0bNt7V010B5/bqGLVvpfI6IJVnV4pifbdYQHzcAYmCXQlPbJ3p3vtrEFpRvfZ3bkv2qA71zFIpRmvDdEeqRRz2kIj0SwRQdN6w2pEZFtzk89O1Wv91befAgD85EvPDHwuCIPMiKUZVYiuEtXQrDJJPiJ5x7s04zzsoggevSJ1qvP67aC8fEiOr/h7iMg/Tw8xXefMMdF+586IUGlmudkJ3BXLs1FUTLUNkS3eQ/mIRNSIBJRmAOcaWfLwGlHxGnq37iH8pfNoMn5cDQwtywrVwisHdY8dDghEBhuoUQMRIB6dCGmp5FKJV9AXBZ2PCODenSb50BU+Im1NRqQenBEZtSwDyB44PZxcI6G7ex06bWFKBL9plGUAJwsWViMit6CbmLvNSj4i9x84hTueOoFq2cJbX7In8GdHnb6rCtFVqDSz2up6Bt66YLrGGpH84Fmakdw725q0VhCi80W5+EyMr7x8SERGJEAjIn+PrsxCAc0WJSMy36iIizNIJyJmH9Q1GZGGaWkmWvtuI4SzqtdDJAh1iJkuI6LOowm6Przmn9CDVM0uzdbNNSK6xSrMLA45WAnSiXQNx6eb4HTORM+IUNZRDuTiXGS9xKppd83IASzdW3OiNON0rKhaAeqYiWJkRri6Ztb0GZFapYTTBoaGe1IQqgKOwVdYjw4xXsLwGpazvH/17ScBAD/2/NOwfS64/ETXSadnR7oevUq3BF0DgPeaq8+IDNp3WSOSPV6BQV1axE06IlTI4TFK14xcmpE1HscH4tOgjIj8PbqMiOMD4M6IWJYV2HFD+LXvCoV5oFg1Yvuu2OmHKM3ErBEBpHk0HoPxvL6/1e25Pld6kKqvIQK6MF0z0u8II5ILF4j0/5+XjIjO0yZOH5GOx/3vKs3EcC680ImzKUtGD6GZekV49sgOqyfXWrhn/0kAwGVnbol8DKQnaHW8NSKAE1imlRGZEoZm3te4TifndOyFC0SePrGOL919EADw9h85y+hn5eskSlbEy7OJqEi+UrryTH9e2nALuhAg52T67kQHIl5TU+mhIQsFw+x6vDpfWh71Zt3Pdnu2axfk+IgE13mpFqzLiBzz+T2mnTOrom7p3TUTlBFJZdZMZIt3fYbM/bX+9yx5DMZToWOwbacFFnAWp+H2XXOxqq68E8ZLxFWaMcyIjCpWBeLxElFbl4G4xap6LZMrIxJSgxQGXZlpRSnNALJOxMku/fmtT6DZ6eG5p83j3G3hBt25j6H/3k+stcV9u2l6eFjd1RduQ61SwuXnbY38WmGYCRCrnlpr46r/9k189J9+4Pq642Fk9rnRpuDpE+todnrYe/o8XnjGJqOflfVaUXQiQRkRoJ/NBvSdM3IwLl+nImvY4YxI5gSVZuT6fKhARNj6KhoRagU28BHp/7xz4ToBRPC0ykWfzMYJn99DP2damtGKVQ3nMqQhVo2qEVH1QLqMSC2kRkQ1QSO8zuVcfaC1CWVoJgUiITQirozI4VXfOUFxDL0jYhWrSkFxXGJV925SnzXV/Vuc6IIqypLNSml5oRM52s+InFpr41PfehIA8J4fPS/0oDsZen9kUjhdK2vviV+4+jzc/5HXjJR9CcN03d/Q7N4DJ7Hv+Br+5X730FUSq5rq/lQn67f/yFnG59Ot1wp/Pfq5qhJ+pmbyPVBzlWYGYlXOiGSP1/h2tSMCCCdW9XJHNcmIVMsl8Vr08+1uTzyQTDIiW3xKM2YZkRFKMw2zB2iYoVMytACG8hEJa/EeoTQTqBGR/l3ehXh2zTQcq/8gZbvQmVSHAxGTdLB8LtfbXRzyccWNa+gdIHmJLDUje4k416K024tJrOraTfpqRBLsmhHaIuf80LpE9xoAnL1IXiL9oO6Ttz2B5WYHF+yYwzXP2znSMdB7p3PtZyEQ9l4bhemAjAjdm+qmKKyZohyIbJqu4o2X7Ap1nKO08JIQV7fWEvM+pmZyIOLSiFD7LmtEssera4YU8XQBV8tm6mrCszTTcey8fX9euXApi1GygE1TwRkRas09qinNiIyIZjHZaliaoePSilUNRZZeKe8gwvmIUOAXbey5+pqur1XdwWqQRkR+cDcll0yd2BJw73aDsku6wLARojSjnku/8kxcQ+8Ax0sEiO4lstEe3jHWQhqa3bXvBH7x7+8ZGhTptZsEVGfV5JZRMfSu61+acdxVV7G00cZf3PoEAOA//+j5I2ev1PcXZCGQFsJZ1UMjQudpZaPj0orQ52p6Dcvn+S0v3hPaJn8UUzO6f3WTdwk/UzO6bkqW+/1y10yO8HI6dTIiFIiEO01eXiCmvhZq58wxqXffZFERpmZKZsO2HR8AXfeNU5rxz4iQsY++fdcpzXhNAwViaN8N4SMS+jUMMiJ0I9MuJKg0I5ugtVwZiOH2UzpmetgFZZd0pl5Tg58NkxGhY3jssHcg4li8jx6IxOElQrvhUdp3//zWJ/D3dzyNf7n/GdfX3btJ73JdskPvNBoRRawKQHJXXcNffutJLG10cP72Wbx272jZEGD4vesG62WBcFb1uMapVNGRbNIB5xo2Ls00KphrVFApWXjbS8MPaw07+0kmqH0X8Dc18yotVthZNT8EOas6GZFwp2lKDGPSO6sGPbTU0s5xQzMzYnFWb/O+2uqKY9BlRLYZmpr5CahocezZ/g/BqO27stOkX6ADjCBW9ciQuY6DgoSmmUYEAOqabg5/czizMteGRrBJQUkYjchzB+PLHzvi7SUiApGYyhGjds7orkUvzxYvKLA+pcxHop+3rOHdc1qlGZ0mSheInDHIiBxdaeJPb+nPDLruVefFouUZyohohKpZINZJj4yhnEmk+xRw7j9TsWq1XMKnf+al+Ox/+hEx3C8MQXqtp46tepaX/FysCT9Ts7ZH56DcNRO0jqbBhAciZl0zUTMiw6UZsx26Y2rWf31TV1XC0Yi4MxuUIZmqlrU1R9OuGV2nAjFVLUtzWLwfoJ2QiwEh70SDsiJixsKIzqq+hmYiIxKcrq1qMyJ6jQjgqOFNSzPy7xDp4BBdMxft6o+INyrNxJARAUb3EtEFcmEzIvQZrCgPA3k3qZZm0yrN6N7LkijNOAHBfKMq2vaXNzo4Z9sMXn9xOC2DF+r7y0tGJEisKq8/cvdZJ8Im6JI9myKbwvlpRJ48uoqrf/ubeOen79T+7KilGcdLyf0ZUmCidvFlxWQHIgFiVXoAhNUYeM2LEZ7/AQuXMz11kBEZBAZBA+8IUZpZa7kuMsqQeAU0W32M0GT8ht5ZliXpRPwCkdEyIoBBIBJRIzJUqtNavFPZpK39Ge3v1aTZaTy4WpoB5A4kf72NLisQRiBHaeuLds0D8A9EenZ8YlXAMb8aNSMip67Dds3QZ7A6JGr0FpfLQV9c50KHvn3XbfFOkE4EAN79qvNi0fEAw+9fl03NgqD2XVmnJgfzUT2MouKn13rsyApsG3j02WXtz5qVZqhrZvg8OCNK3O9V3gB2OBDJlqD2XaERCbmj9nK1NNWIqGJX04F3BC0Utt03NSIcMzP976GMyIm1lm+nBqVCvd3+qKTg/QB1evnDLQby5NtmwEM2tq4ZbUbErSMyKc2Qw6tJ+y4Ao4DO63dQF4mZRqT/Pc8bBCLPLjU9PztHrBrP0jGql4jOh6WmKYH5QdeRKnr0E1S7NCIJdorQddbp2aJjSVeaARydyFlbp/GGmLIhwPD7z0tGhNbJVY+MiBx8uDMi0TyMouKn16J722t6rl/plvAtzXhpRKQgNQ+C1QkPRDxmzYyoERFi0yGxqlnXzJBGRAyqM1sAKuWSmK4rZzeOrfgHIpunayhZ/QDmuEdWxLZtIQ4Lsh32KylEFatalqV1m9QR3dCs5Pqzrs5O1wwtakGGZvLv1ZZmfPQ2pmLVqD4ilBlcnK1j+0An9LiHTqTbpUAk8NcaMapYNdbSjHK9Ct8fzZvVBT5JoPOfoYeqGoi84ZJd2DnfwIffcFGs82+GSjO5yYj033+r09NunOT7Rs4WdDyyBEnhdy+SwHS1pW/TN2rf9TE083KXlj/TPLTwTmwgYtu2kxGp6nfA0QMRr9KMYUZEqe+HFavK3yvrPYIyIuWSJfxFjnjoRJqdHkjb5HVzmLiCRhWrAk59Psh7ggK/8IZmzvd7ZTq8Oq38qA2+x50R0TurAuZiVZ3pkalGpCc5+NYrJZy7bRaAd3mmayeTEXl2qWkUNKmsaRbq0KWZFmVEVI1IDkoz0ms32z10e7bIAKilmVdeuB3f+eUfxSsv3J7YMQDDAzOzYlqyD9B1zrg0ItJn2045I+J3L3oFS8Sa0IiMZmimroFlKbOchwm8ExuItLu2eKB6dc04c2bCLTSe03cNZ59MKRkVkckIMcZb2LxLglUT0aufKyvgLjd5uf2ZaUSiiVUB5/MKcir0SksGUS5Zor5e9/AMUAMUM43IQKneGQ5E/DqQgjQiOvGwl5eNipxValTLOHd7P73vGYjEaGgGAJunq+K4D54MX57xy4iYWrxveGRE/CZvywZqSZZm5NdudruuY5xteD+cYj0GZWhkXnxEauWSuA7XNF4iLo2I9Oeors5R8fMRkYMHXWklXGnGRyOiGfxJa2+bNSLZIe9KvcSqRFwZEdNJvl7tu6alGcAJKOQSi9/AKufn/DtnaNdYr5Q8xXCzpBHxK82EtFmWqRtmRPx2tEHQz+hadwFvXZHv79RMUvWaNQOYlWZanZ4oD8m7dFOxqnwO65USzlkcZEQO60szcVq8A6qXSPhARFcmrIY0NKOAdqg04zMiQP78w7oDh6FfinRKTY6AvmSUhYuD4fbdfAQilmVJOpHhe8SlEZHFqjEH00EIHxFdICIFD7rSSjhn1fZQK27bp1PTmTfDGZHMkIWOw4GIdz3NBBFIeBmaGXbNkAgxSmmG3FVlm3eT3xM0b8avdZcwKs2EtFmWEd4KgRmRaGJV+We8XBSjlWaGSwZ+7bsm53HdlaEKrxGhh3ClZKFSLuHc7f6lmTgt3olRBKu61uW6JuDzQh4uOVya8dGIyIGPZrcZJ7LmxUsfkiTqZ70pJ4EIIJmaaTMiso+IrmsmLbGq970oZ210pZV1k9LM4FpodXtDWcC2T6dmnubNTG4gInWwqB4BQ4FIyAdZY8SuGfnnez1baDvCZESoFVe2eTfpvgmaN+PXukvMGdi8j5IeNRardqJnXejh45XpCApe/X4nHXdPcnzU7XiERsQns7TWdsYQyA/Mhs8uTEYVbNOU1iePrWprx7RoxZURAYA9g4zI7U8cC/Vz3Z4tPuNpXfuuwU5PfjgMdc34+NCk5awKuE3N6J5KqywD9DMPdA/N1SupzpMJgnQiahm827Nd6++yxkckbbFqkEZElxHxm+tFzNYrQu+hlnf8NmN5mjeTnysqZZzWXU3aVdmdhvcRcdTcVFO3bdtYrCpbxJ9cb4NKeGF2Ils1g+9EicfHjyRo3oxOHKhCGhHfrpkRdtbGYtWI03cB57owzYhE8RHZ6OizGcRsIzigW/MQu/otfjIUCNH73LUwhUa1hHbXxn5NhoJikzgzIm98wekAgC/efRC3PXrU+OfkICuqs6r8O1Zb7rEE9MDS3f8uZ9WERY/ydSMm79bTC0QA55zmpXWX8DKPVLOI8t/b3XgF10HQpkCnaZOzIPpAJNhZ1bIsUZ5Rf4ffGhh2JlOSTHAgQjtBb9dMImppBnAuJHlRNA5EWl0cH5iQzTXC7UQooDgeOiPiP2/GxOnPRNuQplh1tNJM/BoRuvHlIEHnVWLSBu01Jtx09DhlBOj4SyVL0okMl2e6vXADw0y47MzN+KmX9Wd4fPAL9xnP5KB7y7Lc5985z3agfbX8WrbtfqC1fMqHLmfVhEsztDFqdbMpzQBSIJITe3eCrntVI7KsCLzle4iu4WpaGhEfvZara2ZdLQ32xBrmF4gAjruqWt7xE1wLsSpnRLLDy1VV97WwD7J6pQSq9tBCJ3/Ypl0za60ujq/2L6wwZRn5+6n7pd3tifYwv9+1GDBvZtUkVRhGrBphMXBS1d4PrG7PloZbhb/M6cbVBQjyMYi/G0zkVDMi9NCrV/ReJXMG3Udemh2vwYsqlBmUMz9+OpG4Ld6J9197AXbON/DUsTX83r89bPQzIgirll3l1TAeCeo1JOtEfEszlbL4PHVC4zhxZUQ09u5pkNeMyIxHRkS9Z3QZkbS6ZvwDEe+MiEmHIuHVOeMnVnUG33FGJDP8SjNqOj6K6da0ohORzZUCAxH62baTEQnbMqeWWKhjpmQ5F62ObQGlGcfF00cjIkSW3iWFsIOnZJyuGe8byG9yqgkUfHoZlQ2LVUN0zVBpJtAYrv85+YlVdWJN+e/BpZlhkz3SiegCEWHxHvMiPteo4jfftBcA8IlbnsD9B04F/oyX/bX8WQSVZ9Zb7n93+U34jAgolSz81o8/Hx9+w/MSF2+6xKqDnX76GZH+OchLxwwxLcSqSkZkQ82QZChWHbR6aw3NpMBBzWbQvVspWYGbYZrAqwYzfmLVKmtEsqfp43I6amkGcGc1AOfhUylZgUI/MWum1ZW8P8w9RAAn67G00UGr0xPurJuna76vv1Vq++1p+stNxFMmO3kxeCrCA42yFH5dM+0QpTAd9JkbZ0RCiFVFacandReQNSJ+pRl9DVluGfQrT2gzIsLUbLiFlxbxUswZEQB49fN24PUXn4Zuz8b7//e9Q7Vr9e/i/NW879cgwaq6S5UFq15mUMR/uGw3/u+Xn+37++OgJmUAV0RGhDUigHPdqzbvFLDRZSpnHqIMvRsFr01Bu9tzXX9qEGHSukt4lWb8NCJUUmznoGsm3as5R4jSjOYhMKpYFZBT4wONiGHHDCCZUbU7YmJu2NLMwlQV5ZKF7qDr5niAvTtBbb+dno1T6+2hhWdNSod7MRvG4j1K+66BWFWO8qO8Bu0gPA3N1GskREakqWhEdPbugLPr7bfldbV6Jq/AUA5ump2ep+hW1YgATiDy6OEV2LbtKnvEbWim8uE3XIRbHjmKHzyzhF/90v1YmKrhh88s4cFDS3h2qYkP/dhz8XNXngNALs24lzEypJNbc71Qd6nyNRt1REDc0LXYlMSqmWVEchaIzAwCMvUhT8H74mwdR5abHj4i6bbvqkGvusFQO15MWncJr3kzzvRdjUZk8P47nBHJDt+umRgyIqqau9U1mzMj/+y6nBExnLxLlEqWy+ZdZEQCFpJapSQual15hgSCMz47MpOSgt9AsSBMxKphMlA6RGnGy+K9rGZEzH1EhEYkoDQjL0Be51I3eRdwZzj8yjO6jMjZizOwrP4OTZ055Fi8JxOIbJur41de91wAwN/dvh9/ctNjuOnhI3h2qX8tfuq2J0WGxy87Rw/OoHkzwxmR4dJM1oEIBd4ujUhmYtV8BSJehmZ0nnYtNAD07x+6blKfNaNMU3eO0R00qEGE172tw6trxu8arrJGJHu8Bt4B7gmvQDQL56maOx3nN0Br6GclfYkwIYuwAMiC1TDurH6dM6Z97QCw0upoyzuAsyuJ5KxqIFYd9SHiOKt6ZURGL81s+MyZAfoP+yC7fEdnMpwVoMDHT7C6IQzVnOOfqpWxc76/gKstvJQRSSoQAfolj/94+Vl48Vmb8baXnYHffNNefPb/eRka1RIOnFzHAweXAPi3Npq28PplRNoii5nOA8uLmvReRNdMyqUZur635GTODCHEqk19tuG0hb5HTafnzBbLTKwaIKgdrTTTvx6GO298NCIh2tyTZnJLMyIjMvwh04RXWsBHyYjQ7xAeIiaBiPSzUVxVCdJ7HFttOq27Br9n62wdjx1Z1WZE1g1KM5Q2tu3+zUQZEpnOCL38VBbxE6u2Rtz1BLfvur/u9X26n6Fdup+rKjFbr2Cl2fEsc/kFhlPVMlqdnm8g4nUfzDUqeObUsAgwjUDEsix85I0XDX396udsx1ceOISv3H8Ie09f8J3DUa+UsIxgjwTfQGSErqs4ESW9tmPxnnZG5G0vOxNzdx/E5ectpvq6QQix6tDn2H+o75ivwxpMFF/aaKNRLQuNSFo+InJpRi51UgakZAE9e3joXaTSjKoR8e2a4dJM5pDFu1dXhPz1KBqRqaperGqyc6aby7aBg6f6O9KwpRlAtnkPlxHx65wxyYjUKyURAHjt5EcRjJlYvDuOgtFaK8NavNfK5u27tEsxSb3SA0dn/yz/Dl1WxcTUTJcRAYbF1kQ35fq6zLV7dwIA/uX+ZwD4B3KOu6q5jwigL81k8V5l5BlFQiOScvvum1+0B5/+2ZcKUWReECVwj66ZuUbVydAOviba+lMSq9LGqWe7sw9LStbmlDIrxmStJSKVZkps8Z45fhoR9euxaETCiFWlhfXAIDUeVqwKyBmRlpGZGeE3b8ZEI2JZVqC7amcEISB9Nht+pZlOtMnJxOsv3oULd87h6gu2eRyDYmhmkBFRdQsbAV0zQPC8Ga+uGcB/2BbhlRGZGrwfdafpDL3z/JWJ8arnbke1bOGxI6t49PCybyDnPLz925fXlWBW7yOSbWmGPptWRhbveWa6rjc0k43f5pS1aBTrgCjI9/eG1C5On+XpgxEHqi29iasqEWhoprmGndIMZ0Qyo+VTmgFGnyXh7EbJWdVcrFouWZIOon+cUUozNDfm2ErTyN59+Oe8NSJBN0dQ6+lIYlUqzfiJVcUNGO0S/3fP24GvvPdKXLhzXn8MkXxE3CWl9RB6G6/z6LdrMvESaXpkRCgrt64s8L0MMyLzjSpePigNfOX+Q56usoC0yAZkRIZLM8Ptu1GmN8eJa/puRu27eWWmpr/GlyRR76wSzKctVq2WLVHKlDcFdIw75hviWOSMRriMiF4j4jdolQ3NckCojMgIYtW1CGJV+eeJrSF9RAAneJFLMyYZEb95M36lABlKHXvNSRFi1QgPtIaBWNWvNhoHo3TN0ANuzUAjQjsdT40IiVW1pZlgsapnRsRjgRfOqhmtHNde1C/PfOWBQ74LdS2iWHU1j+27so/I4PjyViLJCsfiXa8RkUszVNZqp6BzkrEsS9vCS2vjXKOizWisRdCIeBma6btmWCOSOaJrxmCWyCg+Ik77brjdlfxgmaqWjaJiFSrnHJVKMyaZFSrNHNFkRPx2oTJBXiKdEZTrJmLVpFsvSyXL9VmaZLrU0oyf2JIIKnFt+HweXm2Drp/3yohI7r4yjlg1m6Xj3z1vB0oWcP+BJTxyeBmAPgijzYOpoZkogbWGNSKZByJlJ6Ck9YRLM30CNSL1ihDL09e6KZdmAGezseEKRJygUgQSa1Ig0gxfmlneaLs6FX0NzWg94oxIdvh1zfS/Ho9GZD2CRgRw7/KimghtlUozJ9ZCBCI+82ZMW8rmA7QN7RGcVYVGxOcB62fPHRd0HJWSZbS7qlfcu/QwGpFAsaq2a0Zv9iTjdR+o1y+RtKFZEFtn63jJ2VsAAN8aTOrVZ0TMFln6DEigrfcRyVoj0r9uTqw618BMPZoIe9yg8zDcNeNoRGaVkROjzLmKCrn/ukoz605GZE6T0aD3FEas2rPda4XJ0DvOiGSI39A7wJ0pGcnivR0tEJF3uFEDEcpsHDy5LlJ0RoEIddusNofswUVLWcBC6Kdt6PZs0K+N5Kyq6Gd0OF0zyV3iQaZnKqqPiNecGBm1vq2y5hPMmIhVvTIiDSWjRwixagIW76ZQeYY2ftpARCmDeUFi1UWfQCTJa8gEen0qldYqJaNS4CTgzJrRe3TMNaqZi1UBaRp2S5cRqUjtt871F6Z9t1EtY9tgA7nv+Jr4ut81zF0zOcDP0Kz/9dHEqs6OkizezcWqgPvBEjUQoZ+jBXumVvZ96BGLc/2f22j3hmqvjsW7WWlGN4FXfjiUR3BW9fcRSb6+T9eOyeRdYNhZ1ZmcG+xS6yVW9e2aMdCIOBbvSkZEaT8nkhp6F4bXDNp4CT9DM79rBHAWe7rm3WLVfGlEqLw6z2UZAX32rW5PrCu2bbu6i1SNSNqzZgC9zfvyQMcyP1XVajzWQhiaAcBZW6cBAE8ekwIR0T2Yb0OzCQ5EzMWqUZwVR9WIyBdflNZdoJ+VkAMf04FV07WKOH65PNPr2dKgsQCxqo/Ne1eqYUYSqxrMmklarAo4AYhpRkQe5w5IpZma98+ruzmVIEMzwL0LUxH3wVDXjF5fQgr7tIR+Ok5bmMIL9mwSf5/SBMW1sllGhK4hEoPrfUQydlYdXF807oE7ZhzkIJ7uhWanJ4LIOW3XTPrBdEMTiFCHS1+sSl0vw2JVE40IAJy1tT81+6mjzrBKP40Il2ZyQNIaEdmmHfC32tUxHYNGxLIsLEo/GyagWdR0zsi+HYHtu6I0M6xtkC/8UWbNmBiaJRmI0GdpmuWqKhqRdYMOJKcNWq8R8RMPN0KUZry6ZtaU9l0hVs2wNAM45maAR0bEVKxKGZE8l2YG1xnpvFio6lCTzBPpWpWzhzO1YbFq2kPvAH0XmtM145URCRmILPYDEVdGxMfGgGfN5ICgrplRfUQcHwYnSgciilUjuKoSJFgFwo3w3qqZNyOPSA9s3/XpmpHHTkdyVq2GEKsmaEZFxxE1I+JkM/xKM/4+Ik55x8dZ1aB9d9hHRK8RSXronSmvucg/EKkbpp3p3FBpZtllaJaP0gxl3khXxRkRN3Sd0/okbPDrFZRL1lBWMW0fEfkYvbpm5jUW7WuGHYrEmYPSzFPHnIyIn1iVDc1yQKBY1VWaGcFHpE0akZCBSHX00gzgzqaEyazoMiLyDj5ooq3fA1SkRkuWa8S8KSZi1VRKM0KsarZjqSsCSpOuGb/2Xdu2fW3OHVM97/PkmRHxMENLY9aMCWcvzuAV5y9itl7BOdtmh/7dEQabGZpRaabVcbQGfmntNFGzqLrZTZMMuTzTtSr0IYOvq6WZdjf9a1jdFNi2LYKOOVmsqtGIhC3NuDMi3pn4PBmaTWxoHViakRb2KM6Kjlh1sKiF7ppxXn+U0duyk2qYCb66QISCKpMbY5YMzXzEqlFrtA3JR0QeIuV+jXClsChE7ZpRxar+7bveYtWNdk/skv0s3v0yR14ZEa+Om6zbd2X+7O0vQs+29c6qg0xYkFh1Y7Ah2Tbn3BurzQ42Tddy175LpD15N+/QtU/WArK9O4AhsWo3g2GGDeV5IOtY5qeqwgckqrMqAJwxyIgcXWlieaONuUbVd0NG+ryOx4T0NJncjEhg10xcPiKKxbuxWNVZbExs2b1YlEozYUo82zTzZsLcGHNK777MKK6qgPuz8Uq9+9VG44KCWJM5M4B7eBlgdj7lEpfaSi3rN3TBjE4gp7LR1gfkamkR6IuVac3KOiMC9N+fV9qahhAGt+8ODMLqVfH5OG2e+bB4VzcvrBFxI1p4B/eDbO8OyPdQfy1q56BrRp68O1MrSxmRaO27QL/EQ9nzpwZZEd+hd2xolj1e3QKEOxCJMn3XMdqxbdtpo4qQEdkSwd6dkMs6oTIig570/cfXxdeoV98sI+JXmhktIyI/NDc8BKt+Mxbigq4R09dwvC1sV1nFJBDpSh1LhONDUtKWyhzBtF5fAjgBuYlGpCsFQnkIRPygjEgrMCPiZKXomiWtgRjMmLFYdSgjwoGIC/VadczMqoP/u9eiTibOqm5d25I0M8iyrCGxqm3bIsNjWpoBZJ2IOxDRaeWcrhkORDIjaOjdqD4i9HCx7X7QE7p9NwYfEfVnw/yel569FQDw7ceOiZvDqVkGL4S+YlVRo412+VXLFqga49XCm0ZavRZSIyJfR81OT1yDfqWZqWoZ9MxXW6GDfEicXZj3QkNaKVVjouuakduu8x6I1IVGxPu9uzQ2tZIw6aNrNjcaETUjUmeNiAxpRGijJLpRSCNSd6wEbNt2NkJZZEQUHQuJVMXQusHX+2Xnwc+GCEQcnUhfsOo/a4Y0IlyayYxAHxFphxhFrKr2t0e1eK+WrZEMjFylmRCByAU75/CcHbNodXv46gOHAPh3aKjQbmSt1XU9wAC5RhttIbAsC42AFt40HiKOoZnZa8jXmlwL9gtELMsSO/UlNRAJaP8VGhEPH5FezxbnSb0PdB038ueYxfTdMKgutjrkxb5RLYsU+KpSmslaD8OlGX+mgjQig/93ejaanZ7Tvpuhj8jShjtrQxmRtVYX7W7PlYk07ZoBgDPJS2QQiPjPmmFDs8xpenQLEKNqRMolSywga61O6PZdethvnq5F6iwhXGLVkJmVN1y8CwDw5XsOAgjX1y5bwKs7+VHmzBB1YWrmrxFJ0gNCaERCilUBdyCilkVU5jwm8AZpTII0IvK5UzMi9Bm3u7Y4l7KoLedxiDSxNjgbBKilGXd3RV58RAgWq7qZUUozy1L7LtAfikhL6PJGx9GopWnxroi/5cm7/f87Wa6l9bbIRNYrpVDZx7MWHXdV27Z9NSJsaJYDgjQibh+RaA9MeXBY2NIMXZhyRiMKso/I1pBakzdc0g9EbnvsGI6uNMUC7ed7QdQrZbGAk5UxIWrvIzzNggbfpeEBQe/P9EFVlobjUSAyVS0HBppzHqZm6wFdTNMenS+EXNYayohIv5N+vlfIjIj3Ikvvq1KyUC2XhiZGt1NoATdBvb5YI+JGFasuK9mGUslytcFnkelSfURkDxEALr+TU+vt0GZmhJwRkWd6aS3eedZMtnS6Tnouqa4ZQBql3uo6i5rhQ+ulZ2/BT7zkDPy/1zwn0msTO+bqOHPrNC7YMSfqkKactTiDi3cvoNuz8S/3H5JU3GY3x7yHl8ioYlUgeN5M2MAvCjvm+4HdjrmG8c/Q8dC473AdSB4ZEa/STIDFOwl9KyVrSLhXKzs7MfrcXRmRfEtEpLk+3h1DqgfLjJIRaeWmfdf9+bKhmRvKvq6qGhEpYJuTnJ4dH6MUMyJKIEJdM3LZfV4SrIY1MyNo3syzS01X1rWqEavmydBsIq9ouSbmtZsdVawKyIK/8BmRRrWMG378+ZFeV6ZSLuGr77sSJSuaedgbLt6Fe58+hX+45yAuO3MzAHPx1Gy9gqMrraGSQjsGi+WgeTNpPER+6mVn4aytM3j5eYvGP1MtW1hvuzMiQag+CETQrilo+q5fC7tlWZiulrHc7IjX6UmuqqOUC9OgZpAR2VACkVnSiIixDNy+WwTUVvNlpX1X/PlUP5jvZqERGSrNuHUsQD8QOXByHUsbHbFuhc2IbJquYWGqilPrbTx6eEV8XV+ayY+h2URmROTasNciQ4uznE4Pi7hB2h2pSyf9U16vlCMHU6+7+DQAwPeePI7Hj/QvbNObw2vwXRwWy0EZkbAZqChM1cq45qKdYidtQm1w3CIQCSH8VTNLfnNmAOcB2+nZWtHmhkfHjPh5pXOmkxNXVRNM2ned9un+NTIjpe+7kmdK1qWZYUMz7pqRGTI0a1LZQwpEpGA+Do1aWIK6ZgBgYUoqzYSwSlChrMgjUiCiK0NVWSOSLfTw0qWkCdKOjPKwdGVEQopV88KuTVN48VmbYdvA1x88DMA8Xeh0e7i1De0Y+viFzbtH10waQ++iQMdN58QoI+JRmgnyIZF/ty4rEmTqp07g7VLbdc6zIYBjaObXEUAlK+rAmqX23Y2OK3DL2kdk2OKdMyIyM0Ijolq8Ow/5Wcm5lHQTo2jUwuKUZvrX1ZIuI9JwbN7XDKec6yCdCGVEauWSNoMpdFSsEcmGoAW4/2/UPhv9FE3rSjMFC0QA4I0D0SoFECYPTwBD4j+iE4OzYT2gNEPHmkUGyg8KbMNlRPRi1SCNSLXsZPN0OpGgjIg6QZoMzbJuZzVBuEb6ZERomjR9BrJGxBWIZKwRKZUs1zGEycBNAqrnjdq+K//55JozxLOcZkbEs2tGzog4wRI5cpu6qso4GZFlAN7XL2WEgtyH0yBfq3RKOB0z3g+B7XN1lCxgx7y5EFHF1TWTEwV+FF77/NNc4kS5NdcPL5FlHDXaeg58RKJAgagQqxoEder0UGI9wHnRsizfCbyU6fAKjlXHyu4ggAwaeJgHHBdbn9JMyx2Izbg6K5x0dZo7Zy8oK1KvlAq5mUkSWo/WfDQidA+dWJMEnBlkRKg0s6R0zQBwTeAl4e0oGZFHnu1nRLwyemLWTA5KMxMZWgdN3gWA7fMN/K//9CPYNhe9fXaqShqR8GLVPLE4W8fLz1vELY8cBWDWvgvISnVFrBqDaj1QrJrTwK8WpTTjcR5NZtU0qmWsNDsepZmAjEjNvXh2cjTwLghHrBqsERFiVcqItJyMSLlk5SLwqlVKWG11efKuhmnJiK7Xs7HSGs6I0GcrZ0SyMjSzbVt0zcjHKE/gpQAlkkZk4CVyeLk/J8zrmeNkRLIPRPK1SqeESWkGAF501hYRXUaBRHBF1ogQZG4GOG3JQXiWZtIQq+ak9VKFAqNIYlXlPFKbqd9iRdfgurY0438fyIE04GSyiiBWddp3fUozYs6MKlaVM5j5eK/0flgfMoyceV5tdYQGZM6lERlkRFadjEiqPiLSPdrs9PRdMw3ZR8R8nIaK+szy2oyZuA+nRTGfiiPi2LuHjzbD4LSVZds1EwevuWhn6JYyeoAOiVVjaN8NNDTLaQaKjudkCB8RR6zqPo8PHurXgM/YMu35s2pKWCYoIzJcmilOIGJiaCYPvANkP4pO7sTO9Yo7a8M4TEtt17TpqZQsl2PxrCjN9DMiabegN6R1f73VFWuiq2tm2pnAG9XQDOgPOpWvE6/Nb5Xbd7OlFeCqGhey2K/IYlWgf5O899XPwcvP24oXDvxEghBuhokYmgVZvOfDnlslSmlGnR7a/3MbDz3bD0T8Pg8TjUhQ1wxpUYoYiPhZvFNwNlSakTQieQlk6brhQGQYRyPScelD5ECDSh20AUi7vFgpl8S1tNrqSBOCh7tmRm3ftSxLTOEF/MSq1DWTfWlmIq/qq56zDQ/+xrUup8gkoIuIfAmA/CxsUXjXK8/Du155nvH3e03g7fhMhDSFHh6ezqp51YiopRkjserwrJl79p+CbQO7N09hu4+zq9+8GVONiJoRKYRGxECsSl0zerFqvq4fum64NDPM9KCE2O7aOL7az3io50mUZgYZkSw+13q1hFa3h2MrLVE+mtd0zSxtyO270T7vs7bO4IGDSwD8SjMT0jXz0Y9+FJdffjmmp6exadOmJF8qFKWShYY05CopKBBxW+3mY2FLA91OHpCG3o3Svit8RIKcVfN1vmuipNQ/vnDtu855vOOpEwAg3G69mK55l2YcZ1EvjYg7EKHAPQ/izSDowe1raNZyfwZzUkZEXD8aa+wsEBkRDkSGkO+hZ5c2ALg9RPp/J7HqICOSgfaH7idZRCpnI/Xtu9HkA+6MiH/XjG1jaEJ62iS6SrdaLbz5zW/Gz//8zyf5MrmFolk5EClyRiQss5qdPOBkREYyNFMMglSc6bv5eJAQ6qIQytBs0BUAAHfu6wciLzzDPxCZUkzJZIK0UqqhWW/MMiKia6bizoj0bCfoy0sgK8SqXJoZolZxyh6Hl/oPea+MCAWYWVzDdC8eXu4HS3Nq+UjqmlkRA0ajBSJnSYLVoK4ZIPusSKJX9a/92q8BAD71qU8l+TK5RWRE5N71nKjw08ArIxJHG6ijEfGavpvvjAgRJiMCACutDmZrFdxlGIj4lmaCMiKKY6XIiBTAWVUI8Xo2ej1bm8VpKhbv07X+uHjbdto88+AhAjjXO2dE9EzVymit90RGZF45T2oAl8X0aJERGQRLslAVcDIiPRs4utK//qJ0zQBKRsRjMyavje1uz7NEmwa5uqqbzSaazab4+9LSUoZHMzr0kDk5yIjUKnqr3XFlVpp4KROLWDVAI9KOQYeSBGogYiJGq1fKqJX79eWVjQ6ePbWBpY0OpqplXHjanO/POl0zw+fJNCMy5KxagGBaPs+tbg+N0vB7XFe6ZizLwkytgpVmBycGWoO8lGbqon2XfUR0zNTKOLXexiFRmlECEeW8ZXENN6rDGRGZ+iCz0+r28MzJdQDRSzNnLToZkaD2XSB7U7NcrdI33HADFhYWxH979uzJ+pBGgvw2qDRTz9lDMWnoRmt2eq5aPe2sRwkS/LpmbNvObZeSmiY13YXI5Rkqy1y8eyHwHAqdR7sz9G9BGhGhLxn8rJg1k5MsgR/qbk+HamgGOB0YxwdZzLwEsqctTAEA9mz2btWeZKYHgYdTmlE0IspDP4vPVc2IqIGIZVkiS7JqYFbox/a5ung9r/fab2Hu/znreTOhP42PfOQjsAYj5b3++/73vx/pYD74wQ/i1KlT4r/9+/dH+j15gdJqJASaJKEq4N6VyDqRdgx1Wj8fEbkbKi8PEmKoNGMYiMjzZkioatJGLc9PUQnKiDQ8xKoFSIi4Aj4vweqGNhBxO3Dm5fp5/7UX4NM/81Jcu3dn1oeSSyhz8Owg26AGHtPVMuRkdBYt6I5GZFCa0WS35qeU445YmpFbeP10iSZ+O2kQ+l1ed911eOtb3+r7PWeddVakg6nX66jXo1uq5w01mp0koSrQF6NOVctYb3exstHBlpkagJjEqj7OqvKDJ2/nXD0eU58A2eb9zn0nAQCXBehDAFmJP0JGZBCI9MTQu3ydUx2lkoVKyUKnZ3susuvUuSQFIrPKTJK8XD9zjSquOH8x68PILbTWkkZEzTaUShZmaxXhTpyJWLXqf4yAc78SUXxEiLO2zuDBQ8u+usRqyUIL2ZuahQ5EFhcXsbjIN4QJ6kWUtzJBGsw2Klhvd7HcdHQiNH23OsJi4DdrJk+TU1XUHbZpaYYWradPrIvx3peesSnw52QlvoqpRoRKGJ0CGZoB/XPd6XW9MyKa9DdNO3UyIsV4r5MOfW7URafrLpprOIFIFpkuutePrujLR0C8gciZg5kzfu+1vxnsFi8jEoZ9+/bh+PHj2LdvH7rdLu6++24AwHnnnYfZ2dkkXzoXqGn3SQxE5hoVHFluujpn6AEYS0ZE075L+hDLyt9DM0rXDOC0Qt/yyBEAwNmLM9g6G5w9lL0JVISzqqePiLtrhqbv5u2celGrlFwDJ1UcQzPn/c8ofhN5Kc0w/kwHiFOBQbnmVP/PmfiIDLqzehozM0L9WtTSDAC88ZJduO3RY3j9Jbs8vycv82YSDUR+9Vd/FX/5l38p/n7ppZcCAL7xjW/g6quvTvKlc8Gkl2YAaYT9IBBpd3tiiu8526IPFKyLjMjwDSTbc+etS0ndYZtqRKgd8bZHjwEwy4bIP6fO+wFki/eAjIgIRPpfL0ogQousV0ZEtXgHgNmBWFU4cE7g5qGIqIM4dWaV8teyLM0QQaUZy/Ium5pw0a4F/MO7r/D9HmfezBh3zXzqU5+CbdtD/01CEAL0BZXy9T6JixrtTEis+rUfPIsjy01sm6vjVRduj/x7/cSq5CGSx8BPnetirBEhsergPAb5hxAmpRlvHxFnhodt24XLiNQDTM3U9l1AkxEpyHuddKbrwQ/5WSnbkKWPCKE7Rlms2hfYJnv9UWaocF0zjDmWZblSa5PWvgsMe4n8zXf3AQDe8qI9I7bv+ohVhT13/s63Wpoxbt9VdnhB1u6EmF+x3g8mZIIyIhSI9Oz+OS1eRsR/lgaV9RoasepKhloCJjwzSglDZ/wm60Yy8RFRNh2qoRngzohEnTMTBlGa8RmFkAZ8lyWMXJ6ZRI2IvJN/8ugqbn30KCwLeOtLRvOI8ROrOgPv8vfAlB9sluU9+VZFrnnP1it4zg5/IzOCFrtWtzdkhx+UEZHT3eutrsiIFMHiHfAvzXS6PRGw6jIi4ndM4D1bRNQyuE5/IWcgsvQRIbQZEem4RxGqmkLOwUkPgA2C77KEmZ7wQERM4N3o4O9u72dDrn7ONuwe0ZhJzoioO/28TU6Vka+BMKlXeYd3yZ4F46zETK0svlfViVBg4pURkUeXr7W6hRp6BzjnWidW3ZCCE/khpmae8ljeY4ZRHUiDNCJZZPXU7KcuWJIzImkEIpWcTODluyxh5Ch4Ehc1SoceW2nh7+94GgDwky89c+TfS2JV2x5+0Mhi1bwhH1MY10R5doaJfwhhWZb4WbVzpqnpGlGZkmzeuwUaegf4Z0RkbZGclVIfYHnMqjHDqF0zutLMrCsjkr1YNQ+BSF4MzfK3Uo8Z8sU0iWleuvn/+f5ncHy1hdMWGrj6gm0j/1754aHqRNo5tXcH3NdAmCFT8gPyUkN9CLHgIVgljUTd5zho8dxoO4FIOWedSF44E3iHF1mnY8bdWTVUmslhMMsMI6+zU9Wy9nNzd81k5yNC6MWqciCShkaEumY4IzLWyBdTHnfoSUPaBvIReeuLzxjJP4Tot+b2/6x6ibRyXJqRBcthdjyyRuSFe8IFIvMaL5Fez5nH0/AJ2OTBd0UzNKP7rdUd1hFtaDpmAGfWDJHHa4gZRharek0olh/82fiIKOWjgPbdqHNmwkABWZs1IuPNxItVlbrsW14czyBDy7KkwXfuB02exaryNWDqIQIAZy1Oo1Yu4cVnbcbCdLgJrCIjImlE5CySX2ZGbuHt9YozfReQMiKd4UV2Q9MxA2g0IhN4zxYROajXZRr6X5fbd7MtzUzX9FkbuVwTdfJuGChDm3VGJPncz4Qj3yCmHRLjhLwo/OiF27FzoRHb765XythoD3eD5FmsKh9TmNLM9rkGbv3AKzFXDz8Gnha3pXXZ3VavkVCRTc2EWLUgpRkKRHViVZ2HCDBcmimKHmbSkT83nb07oJRmMu6a8Q6WKrCsvvYtlfbdEotVJwLumnFupp982egiVRmvjEieNSKujEjIHc/2uUakdC2ZJMmlGQreKiXLd1GmxXCt1ZWG3hXj4VwbdAPpxKrrmsm7gE6smr9riBlmypUR0QfrLrFqJtN3nWvJ6xhLJUtcg+l2zXBpZqxpTHjXzJlbZ9ColnDhzjm84rx4hyXSuR0Sqw5S8Xl8iFQjakRGQeeuSsFbUJZuatBRs96WNSL5O686/AzNvCYPs49IMXFpRDwyInOuMnG2YtV5j4wI4JRSUynNlLk0MxG4umZy+GBMmsXZOr7+/16NmVoldv8JkRHxEKvmMfCrR+yaGQUqzegyIkHHQGLrdal9N4enVUvNoH1XzTCpYtVaQfQwk45s8e5V9shT+65XRgToByJPn1hP11l1nKfvMkrXzITurnZtmkrk99Y93FXbBbF4DyNWHQW9WNUwI6LxESlKRsRp39WUZlp6jUi9Uka1bImFeRI3D0VEdgH27pqRxKoZd83o7N3Fvw2OM5XSDGlEeNbMeOMyNMvhg7HIkCOoKlbNc9dMlqWZSBmRwb+vtTuFy4jQuW76lGZ0HipyeYYDkWJQKZfE+uqVbeg7GQ++P4vSTCU4awMAF+2aBwDjMQ6jUBGlGc6IjDWTLlZNEq95M+0cl2YyzYhoumaCrkm5a4bEqoXLiGjad9fbw3NmiJlaxZm+m8NriNEzUyuj1el5ds2UShZmaxUsNzuZCK5Lpb7lQLPT8w1EfvnHnoufu/Ic7JiPr8PQixpbvE8GcjpuEqfvJonXBN5WjtPqcnCkTuNMCp3Fu2lGpCEFIrRWFaVrpupjaObVvgu4xY61SjHeK+OUwf0e8lS2yaJ9F3CeBzp7d6JUslIJQgDnPGStEcnfSj1myBqRKi9qseK07xbI4l0qF01nqBERpYmgjIgozTjTd4virFr3yYg0PbpmALfGIIsUPhMNyt55aUQAJ8jMqmxLga9f10yaVNjifTJwlWbK6Tx4JgWna0YpzXTya2hmWZbIiqRh4Qw4GpHlDUfnQcFbuK6Z/teKEoj4te/6ZURYI1JMzl6cAQCcu23W83soW5JVVo/uN7+umTSpiYwIt++ONZNu8Z4k3qUZ0ojk84FZq5TQ6vZSb98FgJWNDhamq8YZEdnifT7jRTwsfmJVMfROEwzO1uV7thjvlQH++1tegAMn131FnrODe6GcUYBJGZlNIcc0JAXPmpkQWKyaHEKsqmZEcmzxDjg79TSmawL96452/lSeMc2I0M8V0eLdEatqumbo/Vf0YlUir9cQM8xMvRLYafLyc7diqlrGJbsXUjoqN+/7d+fjp152Jn7k3K2ZvL5KXkoznBFJmOnqZE/fTZK6h7Nqi5xVcxr40QMyra4ZoG/zvt7u4tR6G3sQQiNCYtW2ZPGe00yTiiNW9fER0WREuDQzvvynq87FT19xdmaf66su3IFXXbgjk9fWUWOx6mTgLs0UYwEvCvQQ3ShYRoTqwws+pkZxs6DYvBtnRCRDM/IaKEpGpO5jaLZh2DWT12uIiQ5/pg6VnLTvckYkYaZYrJoYReyaAYBfe+NFuOfpk9h7+nxqr6navPt1jcjoLN6LphHxs3jXvX85I8JZTGacYUOzCYGdVZPDc+hdzsWqLz9vES+PeQBgEGoLL52zukYjITMtW7wLQ7N8nlcVMWtGs8h6Td8F3GJVbrlnxhk2NJsQyiVLBCNB9XgmHKQRWWt1XF9v5rh9NytUm3e/jIAMPajX205ppiiBCGmEdBkR0/Zd9hFhxpm8dM1wRiQF3nnVuXj86ArO3Dqd9aGMFVumawCAYyst19fzrhHJAtXmPWxGBABWBwFfYQIRn91e08dZlkszzKRw8e4F/Mrrnovdm7N9NnEgkgLvefX5WR/CWLJ9vg4AOLLSdH2dJ6cOo9q8m2ZE5IzB8kY/EClKlsBPrCoyIlofEXZDZiaD83fM4fwUhusFUYwVhWE0bJ/rByKHl5qwbSe1SA8eLoU5zEfUiJRKlghWVjYoI5LUUcaLn1hVtO+ysyrDZA7fZUxh2T7XHwy13u5ipenoRFqsERnCSyNSD8iIAE7nzPIgiCnc9F0lI2LbNjY63u9/1qUR4YwIwyRNMVYUhtEwVSuLkd+Hl53yTEtoRPghQlD7ruojEpQRAZysweogi1CU+E5YvCsZkWanB0qg6TIi22brqJQsLM7WYBXEM4VhigxrRJhCs22+juUjHRxeaophV0KsyqUZwULErhlgWEdRmIyIx0Av2QBPJ1ZdmK7ir3/mpb7j5BmGiQ++05hCs32ujsePrOLw8ob4Go19544Hh/mp/q2+tBGuawZwd84AxSlX1DzadzcGHTOVkuVZvsvLLBCGmQR4pWYKDelEjkilGW7fHUa1eA+VEVGyBkWxeKfPv2dDuMIC/h4iDMOkD6/UTKHZRp0zGo0IO9k6kFi12elho90VWYFIGZGCaG/kz18uz1DHTEPTusswTPrwSs0UGqeFVyrNsFh1iNlaBVRRWdpoo9mJrhEpTkbEOU5ZsLoR4r0zDJM8fCcyhYZMzVwZkQ7NmuHLmyiVLDH1d2m9LZxF6wbliamqW0pWGI1IWZ8R2fDxEGEYJn14pWYKDWlEKBDp9myQHIA1Im5IsHpyrS3KVw2D8pVamimKxbtlWSIrIgtWWSPCMPmCV2qm0FBphsSq8s6X23fdkGBVFvaaZESKGogA+hbejRDZIIZhkodXaqbQUEbk1HobG+2u2OkDrBFRIVMzuYxlkhFRNSJFKc0A+gm8nBFhmHzBgQhTaOanKqI74shyE23pgcMaETeUESHPlUrJQsXgHKkP7CJmROQAlQMRhskXvFIzhcayLKdzZrnpsndne243IiOy1M+ImA4FLHJpRjf4rukzeZdhmPThQIQpPI5OZEO4qrJQdZiFaXdpRmdvrmOq5u6aKVIg4gy+kwzNWty+yzB5gu9EpvBs02ZE+NJWmW+4BwROQkZEJ1ZdF66ynBFhmDzAqzVTeEQL71KT7d19cLpm+hoR84xIcQORamW4fZe6ZlgjwjD5gFdrpvA4GpENEYiY7vYnCbJ5P7baAmBuga8+sCsFmb4LOMd+cr0lvsYZEYbJF8VZURjGA9ldle3dvSGxqj2QS5g+iIdKMwUSAV+yexMA4NuPHRNf2+CuGYbJFRyIMIVHLs3QTBEuzQxDGREiskakQEHelc/ZBgC46eEjsAcRmJg8zF0zDJMLeLVmCg+JVY+sNEV3BAciwyxMubtfonbNFMnQ7CVnb0G9UsKzS008/OwKAKk0w+U7hskFfCcyhYdKM8dWmmK3y/buw0TNiKgljKJM3wX6wdbLztkKALj54SMAnPZd9hFhmHzAqzVTeLbO1FGygJ4NHDrV7wipFah8kBakESGiakSKlBEB3OUZANjocNcMw+QJDkSYwlMuWVic7WdFDpxcB2DeETJJNKplVxbENCNSr5QgJ0FKBQtErnrOIgDg9iePY73VxUaLu2YYJk/was2MBaQTOXCiH4iwRkSPXJ4xfRBbloXpwfcWLRsCAOdum8Xpm6bQ6vTwnSeOcfsuw+QMXq2ZsYC8RJ4+yYGIH+SuCoTzWiHBapHMzAjLsnDlICty00NHuH2XYXIGr9bMWEAtvAdOrAHgybteLETIiADAVK1/PosYiADAlef3dSI3P3JEyojwNcIweaAS/C0Mk3+oc+boSt9Bkw3N9LhLM+YP4ulqcTMiAHD5eYsolyw8fmRVfI27ZhgmH/CWgBkLqDRDsFhVj5wRqVfCZET631vUQGRhqopL92xyfY1LMwyTD3i1ZsaCbYPSDMEaET1yC2+ojEituGJVgtp4CRarMkw+4NWaGQuoNENwIKInakZkuuAZEQC4SglEeDAiw+QDvhOZsYBLM2bMSzbv9RAZEcoeFGngncre0xewebofiE1Vy7AK/F4YZpzg1ZoZC8jQjGCxqp6RMyIFPq/lkoVXDLpnuGOGYfID343MWNColl0PWS7N6ImuEelnUiqlYp9X0omwPoRh8gO37zJjw/a5Ok6ttwFwacaL+RG7ZgosEQEA/Lvn7cBFu+ZxxfmLWR8KwzADElutn3zySfzMz/wMzj77bExNTeHcc8/Fhz/8YbRaraRekplwZMEqG5rpWYjsI0JdM8U+rwtTVfzTf34FPvja52Z9KAzDDEgsI/Lggw+i1+vhf/7P/4nzzjsP999/P37u534Oq6ur+O3f/u2kXpaZYLZLLbxcmtEjl2YiZUSKnhJhGCZ3JBaIXHvttbj22mvF38855xw89NBD+PjHP86BCJMIcucMByJ6omZEpsbAR4RhmHyS6mp96tQpbNmyJc2XZCaIba5AhB+YOmYbFVDXahjB5jj4iDAMk09SE6s+9thj+IM/+AP8zu/8juf3NJtNNJtN8felpaU0Do0ZE7bPO6UZFqvqKZcs/PxV5+LZpSZOW2gE/8AAao+Wxa4MwzBxEHq1/shHPgLLsnz/+/73v+/6mYMHD+Laa6/Fm9/8Zvzsz/6s5+++4YYbsLCwIP7bs2dP+HfETCxyaYbFqt68/9oL8Tv/5yWhDL0uP3cRv/GmvfjV17PIk2GYeLFs27bD/MDRo0dx9OhR3+8566yz0Gj0d1sHDx7EK1/5Srz0pS/Fpz71KZR8VPe6jMiePXtw6tQpzM/PhzlMZgJ57MgKfvR3bgIAfOLtL8Krn7cj4yNiGIaZTJaWlrCwsGD0/A5dmllcXMTiolkP/oEDB/DKV74Sl112GT75yU/6BiEAUK/XUa/Xfb+HYbxwiVW5NMMwDFMIEtOIHDx4EFdffTXOOOMM/PZv/zaOHDki/m3nzp1JvSwzwczWK5iqlrHe7rJYlWEYpiAkFoh89atfxaOPPopHH30Uu3fvdv1byGoQwxhhWRbO3DqNBw8tY9NULevDYRiGYQwIrRFJkzA1JoYBgPsPnMIPn1nCf7hsN09XZRiGyYhENSIMk2f2nr6AvacvZH0YDMMwjCGs6GMYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjM4EGEYhmEYJjNyPX3Xtm0A/XHCDMMwDMMUA3pu03Pcj1wHIsvLywCAPXv2ZHwkDMMwDMOEZXl5GQsLC77fY9km4UpG9Ho9HDx4EHNzc7AsK9bfvbS0hD179mD//v2Yn5+P9Xczbvhcpwef6/Tgc50efK7TI65zbds2lpeXsWvXLpRK/iqQXGdESqUSdu/enehrzM/P84WdEnyu04PPdXrwuU4PPtfpEce5DsqEECxWZRiGYRgmMzgQYRiGYRgmMyY2EKnX6/jwhz+Mer2e9aGMPXyu04PPdXrwuU4PPtfpkcW5zrVYlWEYhmGY8WZiMyIMwzAMw2QPByIMwzAMw2QGByIMwzAMw2QGByIMwzAMw2TGRAYif/zHf4yzzz4bjUYDl112GW655ZasD6nw3HDDDXjxi1+Mubk5bN++HW9605vw0EMPub7Htm185CMfwa5duzA1NYWrr74aDzzwQEZHPD7ccMMNsCwL733ve8XX+FzHx4EDB/C2t70NW7duxfT0NF7wghfgjjvuEP/O5zoeOp0OfuVXfgVnn302pqamcM455+DXf/3X0ev1xPfwuY7GzTffjDe84Q3YtWsXLMvCF7/4Rde/m5zXZrOJd7/73VhcXMTMzAze+MY34umnn47nAO0J4zOf+YxdrVbtP/uzP7N/8IMf2O95z3vsmZkZ+6mnnsr60ArNa17zGvuTn/ykff/999t33323/brXvc4+44wz7JWVFfE9H/vYx+y5uTn7c5/7nH3ffffZb3nLW+zTTjvNXlpayvDIi83tt99un3XWWfbFF19sv+c97xFf53MdD8ePH7fPPPNM+z/+x/9of/e737WfeOIJ+2tf+5r96KOPiu/hcx0Pv/mbv2lv3brV/sd//Ef7iSeesP/+7//enp2dtX/v935PfA+f62j88z//s/2hD33I/tznPmcDsL/whS+4/t3kvL7zne+0Tz/9dPvGG2+077zzTvuVr3ylfckll9idTmfk45u4QOQlL3mJ/c53vtP1tQsvvND+wAc+kNERjSeHDx+2Adg33XSTbdu23ev17J07d9of+9jHxPdsbGzYCwsL9p/8yZ9kdZiFZnl52T7//PPtG2+80b7qqqtEIMLnOj5+6Zd+yb7iiis8/53PdXy87nWvs3/6p3/a9bUf//Eft9/2trfZts3nOi7UQMTkvJ48edKuVqv2Zz7zGfE9Bw4csEulkv2Vr3xl5GOaqNJMq9XCHXfcgWuuucb19WuuuQa33XZbRkc1npw6dQoAsGXLFgDAE088gUOHDrnOfb1ex1VXXcXnPiLvete78LrXvQ6vfvWrXV/ncx0fX/7yl/GiF70Ib37zm7F9+3Zceuml+LM/+zPx73yu4+OKK67Av/3bv+Hhhx8GANxzzz249dZb8WM/9mMA+Fwnhcl5veOOO9But13fs2vXLuzduzeWc5/roXdxc/ToUXS7XezYscP19R07duDQoUMZHdX4Yds2rr/+elxxxRXYu3cvAIjzqzv3Tz31VOrHWHQ+85nP4M4778T3vve9oX/jcx0fjz/+OD7+8Y/j+uuvxy//8i/j9ttvx3/+z/8Z9Xodb3/72/lcx8gv/dIv4dSpU7jwwgtRLpfR7Xbx0Y9+FD/xEz8BgK/rpDA5r4cOHUKtVsPmzZuHvieOZ+dEBSKEZVmuv9u2PfQ1JjrXXXcd7r33Xtx6661D/8bnfnT279+P97znPfjqV7+KRqPh+X18rken1+vhRS96EX7rt34LAHDppZfigQcewMc//nG8/e1vF9/H53p0PvvZz+LTn/40/vZv/xYXXXQR7r77brz3ve/Frl278I53vEN8H5/rZIhyXuM69xNVmllcXES5XB6K4A4fPjwUDTLRePe7340vf/nL+MY3voHdu3eLr+/cuRMA+NzHwB133IHDhw/jsssuQ6VSQaVSwU033YT/8T/+ByqVijiffK5H57TTTsPznvc819ee+9znYt++fQD4uo6TX/zFX8QHPvABvPWtb8Xzn/98/NRP/RTe97734YYbbgDA5zopTM7rzp070Wq1cOLECc/vGYWJCkRqtRouu+wy3Hjjja6v33jjjbj88sszOqrxwLZtXHfddfj85z+Pr3/96zj77LNd/3722Wdj586drnPfarVw00038bkPyY/+6I/ivvvuw9133y3+e9GLXoSf/MmfxN13341zzjmHz3VMvPzlLx9qQ3/44Ydx5plnAuDrOk7W1tZQKrkfSeVyWbTv8rlOBpPzetlll6Farbq+55lnnsH9998fz7kfWe5aMKh998///M/tH/zgB/Z73/tee2Zmxn7yySezPrRC8/M///P2wsKC/c1vftN+5plnxH9ra2viez72sY/ZCwsL9uc//3n7vvvus3/iJ36CW+9iQu6asW0+13Fx++2325VKxf7oRz9qP/LII/bf/M3f2NPT0/anP/1p8T18ruPhHe94h3366aeL9t3Pf/7z9uLiov3+979ffA+f62gsLy/bd911l33XXXfZAOzf/d3fte+66y5hW2FyXt/5znfau3fvtr/2ta/Zd955p/2qV72K23dH4Y/+6I/sM888067VavYLX/hC0WLKRAeA9r9PfvKT4nt6vZ794Q9/2N65c6ddr9ftK6+80r7vvvuyO+gxQg1E+FzHxz/8wz/Ye/futev1un3hhRfaf/qnf+r6dz7X8bC0tGS/5z3vsc844wy70WjY55xzjv2hD33Ibjab4nv4XEfjG9/4hnZ9fsc73mHbttl5XV9ft6+77jp7y5Yt9tTUlP3617/e3rdvXyzHZ9m2bY+eV2EYhmEYhgnPRGlEGIZhGIbJFxyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGRyIMAzDMAyTGf9/p6KwI0yKznkAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "bc28317d", + "id": "801a7a4d", "metadata": {}, "source": [ "Note that\n", @@ -852,7 +852,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "15c27d9f", + "id": "46c9e281", "metadata": {}, "outputs": [ { @@ -882,7 +882,7 @@ }, { "cell_type": "markdown", - "id": "cc943ff0", + "id": "b6b69535", "metadata": {}, "source": [ "The statement `b = np.empty(T+1)` allocates storage in memory for `T+1`\n", @@ -922,7 +922,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "d949d7d2", + "id": "398d4c3c", "metadata": {}, "outputs": [], "source": [ @@ -932,7 +932,7 @@ }, { "cell_type": "markdown", - "id": "a9c764d1", + "id": "f9303026", "metadata": {}, "source": [ "Set $T=200$ and $\\alpha = 0.9$.\n", @@ -986,7 +986,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "4bd351cc", + "id": "c8525188", "metadata": {}, "outputs": [], "source": [ @@ -996,7 +996,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "ea4875a0", + "id": "0853e106", "metadata": {}, "outputs": [ { @@ -1020,7 +1020,7 @@ }, { "cell_type": "markdown", - "id": "8bae1a32", + "id": "33977fe1", "metadata": {}, "source": [ "Now, write a new solution to Exercise 3 that does not use an existing\n", @@ -1042,7 +1042,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "ec9c17aa", + "id": "041e18b5", "metadata": {}, "outputs": [], "source": [ @@ -1051,7 +1051,7 @@ }, { "cell_type": "markdown", - "id": "ff3486ae", + "id": "7a195760", "metadata": {}, "source": [ "Your hints are as follows:\n", @@ -1074,12 +1074,12 @@ { "cell_type": "code", "execution_count": 26, - "id": "8bc097f2", + "id": "b60a0f2c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1103,7 +1103,7 @@ }, { "cell_type": "markdown", - "id": "3fac3d38", + "id": "91b81dff", "metadata": {}, "source": [ "### Exercise 2" @@ -1112,12 +1112,12 @@ { "cell_type": "code", "execution_count": 27, - "id": "c441b8f6", + "id": "54b8cc3c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1143,7 +1143,7 @@ }, { "cell_type": "markdown", - "id": "3585e92e", + "id": "cbeac2e5", "metadata": {}, "source": [ "### Exercise 3\n", @@ -1154,12 +1154,12 @@ { "cell_type": "code", "execution_count": 28, - "id": "3c91f96a", + "id": "6e61c8ca", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1183,7 +1183,7 @@ }, { "cell_type": "markdown", - "id": "1965dc31", + "id": "f5c86bdf", "metadata": {}, "source": [ "### Exercise 4\n", @@ -1194,12 +1194,12 @@ { "cell_type": "code", "execution_count": 29, - "id": "901f9c0d", + "id": "38c03c23", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1227,7 +1227,7 @@ }, { "cell_type": "markdown", - "id": "2e617a7d", + "id": "63a0500d", "metadata": {}, "source": [ "Here\\'s a shorter way to write the same thing:" @@ -1236,12 +1236,12 @@ { "cell_type": "code", "execution_count": 30, - "id": "2571eade", + "id": "0b87b89d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -1266,7 +1266,7 @@ }, { "cell_type": "markdown", - "id": "9718e0f0", + "id": "39c89032", "metadata": {}, "source": [ "### Exercise 5\n", @@ -1290,14 +1290,14 @@ { "cell_type": "code", "execution_count": 31, - "id": "50ca9fe6", + "id": "1b9262f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "3.12808\n" + "3.1396\n" ] } ], diff --git a/docs/python_by_example.html b/docs/python_by_example.html index 951551e7..dcfd1b43 100644 --- a/docs/python_by_example.html +++ b/docs/python_by_example.html @@ -469,7 +469,7 @@

Version 1 -../_images/26b582c99949d7726974dc76fe3d311aa0286bb304246fd349ba1e911a59f4ef.png +../_images/b33df2d365de21b4f1181c47b913a2b67394d91e0b40e844f6f524cf234aa38b.png

Let’s break this program down and see how it works.

@@ -617,7 +617,7 @@

Random Draws -../_images/a02825df2a1853784a0ca9d8642e5580f20db667579e45c7755a5d3cbe82d65a.png +../_images/877ef8e8cbd88ae9a1547743d5dabc7818c88f6703d8441faca7398327dd5a5c.png

The first line generates 100 (quasi) independent standard normals and @@ -654,7 +654,7 @@

A Version with a For Loop -../_images/5fe7b99dbb0b8887f6551d06968ba09d37a77b5039ca8289a7560cbc068f0ab7.png +../_images/780d5946bc5702cc310e222c7600e7c46332da1df96e50aa8fce689326f32889.png

In brief,

@@ -901,7 +901,7 @@

While Loops -../_images/bd8ba5aa599c6da98221cbdb8580613817674378faf70d0d5ea85ebdcf36a76d.png +../_images/4df663f615e82916372fc045bfc388ac42c1acc2e46577a4fd28b0a2192927cf.png

Note that

@@ -1094,7 +1094,7 @@

Exercise 1 -../_images/23afa31f3386dcb797290fd57ea1be04cee4c7aabebe2ee8a9f7cc05fb762ac5.png +../_images/55bf6fc90aca8f3b7d9af991fdf884cba377cf751502929cd6f79ae45cb6a1e4.png @@ -1118,7 +1118,7 @@

Exercise 2 -../_images/db783161038e903fa544c9edf09db1bd631714bc548d78117d7d139f99471943.png +../_images/f61ac42523a0ce15366ca34494a696716cff7204c255ffd8b7425161f2e36687.png @@ -1141,7 +1141,7 @@

Exercise 3 -../_images/6bd71e39819c9bdff639d33b79acc339dea669521d799b2b45831b09dcc7e064.png +../_images/cfd502c85a172a60604623b1af6f4541e7801583974d4299c5a587342bc2f016.png @@ -1168,7 +1168,7 @@

Exercise 4 -../_images/a8e27892017d4f8c33da15595ee80a9e41b9a1907206765fd7ee49638526af26.png +../_images/0fbf930bbc3cb731d4fe74dc7d0b6ebd0c78565c31597ac8159b99e8b4ff98e3.png

Here’s a shorter way to write the same thing:

@@ -1189,7 +1189,7 @@

Exercise 4 -../_images/5aff39149c0202940244d47fcddff5eb55c2f31bebd55ffe32508ae9ee1dab82.png +../_images/c492730924ed58512703ff799b6addbad7f4d5315721b6541e8f80eae25af2e4.png @@ -1222,7 +1222,7 @@

Exercise 5 -
3.12808
+
3.1396
 
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