{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Machine Learning Overview\n", "\n", "## 11/7/2023\n", "print view\n", "\n", "notebook" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# What is machine learning?\n", "\n", "*Machine learning is a subfield of computer science that evolved from the study of pattern recognition and computational learning theory in artificial intelligence. Machine learning explores the study and construction of algorithms that can learn from and make predictions on data.* --Wikipedia\n", "\n", "*Creating useful and/or predictive computational models from data* --dkoes" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Unsupervised Learning\n", "\n", "Construct a model from unlabeled data. That is, discover an underlying structure in the data.\n", "\n", "We've done this!\n", " * Clustering\n", " * Principal Components Analysis (PCA)\n", " * UMAP\n", " \n", "Also\n", " * Latent variable methods\n", " * Expectation-maximization\n", " * Self-organizing map" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib.pylab import cm\n", "import scipy.cluster.vq as vq #vq: vector quantization\n", "import matplotlib.pylab as plt\n", "%matplotlib inline\n", "randpts = np.vstack((np.random.randn(100,2)/(4,1),(np.random.randn(100,2)+(1,0))/(1,4)))\n", "(means,clusters) = vq.kmeans2(randpts,4)\n", "plt.scatter(randpts[:,0],randpts[:,1],c=clusters)\n", "plt.plot(means[:,0],means[:,1],'*',ms=20);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Supervised Learning\n", "\n", "Create a model from labeled data. The data consists of a set of *examples* where each example has a number of features *X* and a label *y*.\n", "\n", "Our assumption is that the label is a function of the features:\n", "$$y = f(X)$$ \n", "And our goal is to determine what f is. \n", "We want a model/estimator/classifier that accurately predicts *y* given an _X_.\n", "
$X \\rightarrow$
Model
$ \\rightarrow y$
\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Labels\n", "\n", "There are two main types of supervised learning depending on the type of label.\n", "\n", "## Classification\n", "\n", "The label is one of a limited number of classes.\n", "Most commonly it is a binary label.\n", " * Will it rain tomorrow?\n", " * Is the protein overexpressed?\n", " * Do the cells die?\n", "\n", "## Regression\n", "\n", "The label is a continuous value.\n", " * How much precipitation will there be tomorrow?\n", " * What is the expression level of the protein?\n", " * What percent of the cells died?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Features\n", "\n", "The features, *X*, are what make each example distinct. Ideally they contain enough information to predict _y_.\n", "The choice of features is critical and problem-specific.\n", "\n", "There are three main three main types:\n", " * Binary - zero or one\n", " * Categorical - one of a limited number of values\n", " * Ordinal - low, medium, high\n", " * Nominal - nucleus, endoplasmic recticulum, mitochondria, ribosome\n", " * Numerical \n", " * Interval - temperature (in celcius or fahrenheight)\n", " * Ratio - temperature (in Kelvin scale)\n", " \n", "Not all classifiers can handle all three types, but we can inter-convert.\n", "\n", "How?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Example\n", "\n", "Let's use chemical fingerprints as features!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2023-10-30 20:28:02-- http://mscbio2025.csb.pitt.edu/files/er.smi\r\n", "Resolving mscbio2025.csb.pitt.edu (mscbio2025.csb.pitt.edu)... 136.142.4.139\r\n", "Connecting to mscbio2025.csb.pitt.edu (mscbio2025.csb.pitt.edu)|136.142.4.139|:80... connected.\r\n", "HTTP request sent, awaiting response... 200 OK\r\n", "Length: 20022 (20K) [application/smil+xml]\r\n", "Saving to: ‘er.smi.1’\r\n", "\r\n", "\r", "er.smi.1 0%[ ] 0 --.-KB/s \r", "er.smi.1 100%[===================>] 19.55K --.-KB/s in 0s \r\n", "\r\n", "2023-10-30 20:28:02 (47.1 MB/s) - ‘er.smi.1’ saved [20022/20022]\r\n", "\r\n" ] } ], "source": [ "!wget http://mscbio2025.csb.pitt.edu/files/er.smi" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from openbabel import pybel\n", "yvals = []\n", "fps = []\n", "for mol in pybel.readfile('smi','er.smi'):\n", " yvals.append(float(mol.title))\n", " fpbits = mol.calcfp().bits\n", " fp = np.zeros(1024)\n", " fp[fpbits] = 1\n", " fps.append(fp)\n", " \n", "X = np.array(fps)\n", "y = np.array(yvals)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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EihPcVEoGkZcQpTI1oTKVXSdQbSlUoYRqkCy/JhWqyy5TsXk33eTejhSqkQ6ylw4WKS1iFCpbw9m4MT7+Rd/3oMdQVbH86Nzr6uRSKIyxCtXYWNjxYgYN22/bUKhcQellLT9fG0uBpi2/thSqQbH8+HFTxFCZtltY6O1fm1KouvLomTosPx5u0NQzbqneXGPl9DRwxRXqfdesSEAIFQB/J/yGNwB/8ifljw90X6Hy2TFVLD/qQOq6AaqQVkKoQjU/r2TwUClcnznHoI0YKtsrMFgKVVOWX9cVqsVg+emEShSqdPu0KVS33go861n9ueWqwLSKeGEBePnLlXoFANu21esoVYUQKvgb5O7dwJ495Y5fl0LVluUnCpUiUyMjcRah/j4EXVCoTI+eKRND1XVCVdby63oMFb8eqWJF2wxKD7H8qipUW7eGpaSw9Y3DFENlI1SXXAJ89avlnRsTiFDx+tm9G/jc55QVyMulv+8KhFDBz3jn58vfBIOqUKUiVFyhGgZCtbCgyNTISHOWXxNpE2zXmZc5teVXx0DQtOXXtkLlUwjaUqhMMVQuy89nK8VYflUVqlNPBd7/fv92NjXX93DkQVKobEp82fvGBZNC5eqPmrIiYyCECmGEqmzDkRiq+lf5ddnyq0KomrT89Ottahcxlp9+LUzPc6xDuufKSAjKkvG2Fao2Y6hCgtKbtvx0harKOW7Zov58sFl+tidD1E2oUpIbn0KVos/VYYqhsinnvIxdghAqdJdQmQaHpiw/G5HqskKV5+VnLU1YfrHn36Tl51OouEpb1vJrQqFqyvLrikLVxio/svzaiKGyWX4pFarQ39uC0gGz7VcHCbEdP9U+myRUsQqVEKoWEHJz1EmoqnRiLplzUCy/umOoiERVJR2h17jNGKomFSr9fz5AhCgTbcVQue7lG24AvvGN/qza/HehaFuhCiVUXVKoXJZfaoWqKfufttfLZiJUdStUbRCqOiw/k0JlOscuEqqxtgtQN0LkXx+hMtkVoajL8us6oeLnXecqPzrOkiVFEtGxEq061Cbglt8wx1Dp6igfIAZVoXrCE4Df/hY47jjg5pt7tytLqBZjpvSYGKpUQem+GKr5eXWsLKtOqEJ/r58X/00bhCpl/+B7OHKdChXfpz4ZF8uvZYTcHL6Opm3Lz9TxpI6h8sW3xMa7NKVQcUJV9hjU6YfOSikoPZSA8d/GlgtoVqGySew80DbE6glRqOqMoTLtk6wqevVt70LbeajKKFSpVIWyeaiqECpXv2ea9DVh+YlCVU8MlVh+HYaPUPG4mzoIFe1z0BQq2+yrazFUtM+JifLHiLFRy1h+lNG3rELVZAyVbZAItfxs7aSpR89wZUSHTuz5NoOmUIUSKlMMVSqFKpZQ1Wn58f1XVahSECrTSr8qY0FIOeogVLbFN2L5mbHoCVWIgtBFhapuQlVHDFUdN0AKhSpGKeGEKrTTLUuIqDxNPHrGp1BVsfxIAWwihsq1T9s56u9DMMgxVFUHwTYTe7oUKk6Yq06AQ34fG5Q+iAqVj1A1HZROr6ET2qYhhCqAUPEH/MZiUGKobHaMaxAK2W9TChURqlT17No2Nm1CWUKkW35NKlT6axXLL1QFTYEYQlVlttu25ddWDNXcXHHMEKUylFBVyUNluq4LC+VW/Mb0BabJ5uSket8koapDLSJl3UZcmoqhst2zTT5jMAZCqGpWqKrIvC6FKnUMlW+wS6FQNW35zc0VD9J0IWag8XU0pu3LxkDxWWKZ38fARpxNQekhA6lrlql/nvK8XPvU2yHfRiy/MPD4M9r39DTwvOcBt9/eXz4elF635ee6vqGI6edMk4+lS9X7YVCoXP1c6nEIMMdQ2a6pEKqW0DahGhSFSt9fKsuvyVV+/H8A+MhHVNbj73wnbB8xClWM5VdWoeKEKsuaUahsM8JYhcoVB6Fv2wWFSiy/MJgC+m+8Efjyl4Gf/tR9XJdCFUqoQiy/Ku2qDKHi7clFqOpQdXg5Ut5Hed4thUo/xyYf2hyDRUGoXA0t5KZuypO3/dYkjacmVD71oOsKlcny27lTvX7/+2H7iCFUMZZfWcuOrnWWhadpKAtbx0WvdShUdRIqvbP1TUpiy9B2Ys8ylp+pnf/mN8AxxwC/+13YcSl+ipfB1IfURahC1JIqFtggK1SLwfKjV1GoWoIoVG7UrVDNztZzwxNcCtU976ler77avY+YOuUKVej2VS2/GIuxLHwKVZWgdNuihDoIlY0cUxm40rcYFCqf5XfTTcCttwK33BJ2XE6o9P2ZSLRLGYshVK5Jj02hqptQEWnnZVu2TL3XV/nx1eTDYPlVIa02xGRKHx8XQtUKUhCqthJ7umbSdStUts4y9LimDr+OG8AVQ0Ud2DXXhO0jVHFqOoZqZKR+hcp3vasEpTcZQ+WbIExMqO/y3FzGULStUIUSKpNSFHJtbHDl8LL1UzEK1dvfDvz939vPw2X5pVCoYvpX03GJUOkKFVdMB4VQZVmzCpXrWX76OYpC1RLaVqj02VMMXApVqsG1boWKd/hNW3703W23uf32MgpVTKb0sgqTTqjq7EBsM0E9KJ0ISeh+bJ/xYzRJqKid8IG+TBkGRaHyEZtYOz7W8ovNlP7tbwMXXeQ+D9t3TStUJkJpi5c01Xkq1OEAhCpUbaVNEELVEtomVIOiUNkGoLKzvrYIlU11uPVW/z5iCBV1NHkObN9u374KoeIxVKFB8GVhI866QrVsWXmFyjbIpOwYfZYfbyd8m7KWX9djqHyWX+x9bbL8fKEJPhVc35dLhQohVFUUqjKEip+/LV6Sl3tQFKq2LD/Xo2dEoWoZNkK1dy/w2tcWgcu0rQl0k1fJa9L1GCqfHdN1QmWy/Pj7K67w76MMobrgAuCII4C77jJvzzum2PNvQ6GyDZKkUPkIlUuhIgJqO2YK6MqafizeTqoQqrbzUJVRqGLUQxv27FGvS5e6FSr+XYhCxeORYgdwW5ttU6FqglC99a3AF7/YLqFqWqGisnQ1hmqoH46sBw1yXHYZ8NGPAiefXHxmu0BcSqacQKHQZ09lftuGQqV/noJQ1XEDhCpUN9xg30dMneqW36ZNKvB++3Zg3TrzvmNWBZrKVZaQlTmW3nGZCJXrPEzthLd9eoCt6RgpYNunT6GKLUPbClUZQpVCoZqdVa+Tk/Y+IuS4+v98Hy4VqksKlT6+zM83a/mde67K/bVypfmYVdBG2oSQGKpFYfllWfaZLMu2ZFnmCf9tFq6ZCn0Wshw8xQ3axRgqPovXz72qQmWyJJqw/Ew3I1AMBK59hNyg+szNN7D6Znou6GkT2lSoylh+27YBH/uYneTWQahs19JEvG3lCkHbMVRU3ulp93Y+6y32vqbznpiwk2/bcUMJVVnLL6VCFdoX6K82hYr/n6rNUF2lHBMIvN/iKxT59ymPmeeSKZ3jcwCemGhfyeC6CekC8dVLdRAq3vBiLUNT+VPmoXJZHqksP955tGn5hZCAGIWKCJKvXubn0wSltxVDpQelc6vHBD6BOO884DWvUYsC9OPw96k6RteDzuuy/LquUPHrmUKh4oQqRKGKzZTOCZhpWxfZ6kIMlU+hGhlJR6ho9XldSi/1O4DdQk/V/g8cMDtKi5JQ5Xn+IwDbU+wrJVIoVLyTrnKD6vv/1reAL3wh7Ld1DUIuyyMVofJ9VhWhll8ICYglVPPz9SpUvBNua5Ufve7frwYLX0fG2wupgjaVMqbeQ+BSXOuy/AYphioloeIxLKZ9pFaoXG1FJ1RV+siqhMoXlD4xUZ9ClZpQ0WIY076rkFYTuLDhCkrnlp9kSm8YIYTBl1+nii2g/4Y3lI98xJxvhcMnpVeFq374DJPn7KlCqJq2/EIHzDKEanRU1UsMoYo9fypPk6v8bPbJ7KwaDHzpIng7oYHDpgLzNpYCvFy2GbUtbcKgKlQHDoSrr6YJZqzSMDenBjPeDlxErQyhKqtQ6X1UUwoVfzVN7Pg2ExOqDlO0+bk5+3WtCl2hso2fqdq/LXGwrY0NtUIVgizLzsyy7LIsyy7bunVrI8d0dZihCpUtJqdMGXTm7dufS6FKcfOE1A9tF6smNEWoeEelH6MOy0/vaGhgte2fti+jMFGn20RiTz6QmKyzAwdUJ+Yjdrx9Unu3dZapZ9YhE6g6FKo2ZspkJQNulYpfV9M9HEs+qB3w9mzqk3xETi9HKKHyKVRVHYWY/rVMULqpnyqLuhWqJgmVTaGyKeddXeXXGKHK8/wTeZ6fkuf5KevXr2/kmCkIVV0KFR9wbGhTobIRqkG0/JYsqcfyAwpbq27Lr6lHz/BrzT+fm1OdmI8Y8nZCdeJTqJogVHXloTIdqwksLBRZuV2EykRsTJO8GMtPJ9a+fipWoXKpUD71qso15b8JnVzpryGWH5DG9qszhoqv8jPtu07Lz9SH69dl0StUbSCEUPmC0uskVCEzfdv7QSRUTVt+dRIqSp8RQqhinv2n/xZoXqHi5eTPH9OtHt9+TJafS3WtChMR1L9LtcqPD4htxFEtLABTU+p9LKFyDVg+mIi1S6EKzZSeIg8VWWD6b2JQxvLjbdqXh4raX4o2oytUw2L5SdqELPsigEsAnJBl2W1Zlr0yxX6rIjWhqpJLSv+9j1DZBoe6CJVPjh8UQmUaLMbG0ll+ukIVavmViYFqMm2CTSGgzw8cUINFVcvPpWZURcgEwbbKL7YMpsDZJjE/Dyxfrt7rD+LVt6NXU92XIVQ2hcp079mInF6OKgoVH9xTTYDLEirbczt1hSpFm9FjqFL2D00TqmGx/JIk9szz/AUp9pMaIYSq7hgqGyHzxVCZZm/88xTkpGmFqo4bwDRQ8u9CnrsXK/PzjqZJy68JhYpfa16GVJZfnQqV7Z4B6rH86Jo2rVDRudkCoDl81lsVQmUiFKHHtW1vU6hcpMH226YIFT9+SFA6UL3NLCwUi4XqIlRtrfIzjZli+XUAIRZAk5af/r5LClUThKoNhYqnOLChjEIVavnNz5cPSueEqkmFytQuQi0/k0JlusfqIFSxll+VwffAAZWTC2heoeKzdCCeUFWx/EztwLTf1ISq65YfBcPbgtL1iV9VQuVTHqvCp1DxOk+BUIVqUVh+XUUKhaoqoeL7TBFD1XRiT9puUAiVXschj33hA4NvxZZu+RGhCrH8Yq9Zkw9HDlWofOXgVoArhspFfsoiZIKQ0vIjQtW0QqUTKlfZ+WBrUpJSKFShhKouy8/227oJFe+L6X1oUHpVIsKvpa1+Q3DzzcBvf9v/uY9QlbH88hz47Gd7x1yCpE0YALgIA33X5iq/lArVl78M3HprXNlcA4ped4vB8gPiCZUvH1EVQtWWQmVqe6bl8iaYLL8uxFCZLL+y9zZZLZOTvftuCnyWzv93bWtTMsoQKltQumm/oUHpPoUqhFDpClWZdmUinTaYytzUKj9uhVVRqF7xCuCNb+z/PJRQxdw3V12ljnfBBf3fxcZQCaFqASEKTN2Wn02hiomhsnU8HC96EfDpT5cv27AoVGUIVUwnXEWhij1/TqiaUqj0AY2v8qOBNKQuOaHq6iq/svYQnVdXFKqQ62FTMqooVPq1NNU/TwqcglC51KsUQekxao+pbm2TpxBC9c53qkc1hYBftxgSqGP3bmDXrv7PQ9MmxEwmaGJlUqioj9BXZOvtk08mupgpPUlQeleRglDVFZTOBxzf73wK1cJCr8USihCLhL6LvWlNdZWSEFx6KXDRRcDxx6v/fZZfGTXQBCJIsWkTUsRQ1UmoTNYQ/zzW8pufL9qjSc6vW6GyZUpPYfnphKrtGCpX2U2DfhWFypXY01aftmPYCJWr7/CRrbIk2VdWE0xltvU3IYTq5z8HNm0KK6dJoSpzvnNz5vYbqlDFtH3Xb2gcXr7cnTZBFKoWEUKoumr5+RSqKp2i7xj6vlIpVClvgC9/GXjHO8wDJaFJhaoOy0+PoaqzAzHNeIHimKGWn0mhMt1jMSQ2FK7rqFt+nGDo5fGBBsNBUKhMyqOpT6qiUJn6BpMy71KoeDxSmwpVWUKlT35s52qa+BFiJsWcaJjGhFDYjhlKqGLq2EWoqI+YmnI/y09v+11TqRY9oRqGPFSxnaJpv77ZYwpClVJhOXCgtwOtYvnFDO42QmXbfxVC1ZZCZWpvPHYmtC6pbobd8msrhqoNhYorlfr+bGQmhFDx8rlIU5cUKhMJtNnzIQpVDKFKFUNlc0oWFsLSJtShULksP65QmcrVNhY9oWpLoaoaQ8WfWZWCUDWhUKUkBPTcLuqAXJZfqE0F2G/QzZuB6elekgaEp02oGkNVd1B6qELlI4b8O7q3mkqbENKeUzzLb1BjqExktgyhCnk4csgxbJM2F2lyfZdSoQppDy6FynautJCB+g0Om/3mKudisfz0164SqkUTQ2VrEE0m9tTfV1Go6L2pYwtFKKHiZe0KodKX5JssP+oUQm0q/T3HqacCL31pf0dT5yo/3fKrc+DmnTKvw9igdP4dXZsupE0wrfLjdkEVy6/LMVS+gbcsoQpNm0C/MZUzhlC5yskJVZMKlYms2u51+p4IVVWFynRdy9xHXbH8qI9YtszcPvVzDGn7bWDRK1RtrfLzESrb4GDKml6H5VeHQpWy8esBz3Vbflu3qj+uegHhll/XE3vyjstUH2UsP9OqnjoVKhMR1L+zBaXH3DttK1T6LD1UoTLVfex97QpKT0WoXKTJ1a/ofWpThIq3JV9Quk+hirX8bNc1FDaFilb5ZZl53/rYEwIXodq/X9XN2Fh42gRTudqGEKqWHo5MlpUtqC5UoeL7TWn5xXR2vn0TUlt+QO9yW/45HS8VoaLOTrf8mspDVXfaBNPgwD8vY/m5FKo6CFWI4lqH5ddlhSo1oXIFpdv62xQKVQihalOh0ic/NkJFbcaUOmB+vprl14ZCldLyI0JlajuDYvktekLFL27TCpVrnz4SxX/bZAyViwTa9m3aZ1WkVKhCBladUDX9LL+2Y6jKKFREpLqa2LPs4DtIq/xMRLmq5WdL7OlTqGwkg96HKFS+70ImRy7E1Af1g7xufXmoUitUtusaChuJCyVUKS2/iQnVrkLTJpjK1TYWPaGybW/aLqVC5WP4MQqVa2bnQmj92Gyg0H3H/C4UOqFKlSndVEZKTjg729/RhFh+IYHxJpR59MwPf6geJxEL3mGZ6oMrVKHk1BSUbuqIU7UL1z7rtPzaVqhC2rZNyUihUPkIla1/ilGobN/xyV0KhYp+HzJxNJHVUIWqKqHi9VFVoQohVDYLPaXlNzEhll+nkYJQ1ZnY07XPEIWKqwdlyldGoQo9Tt0Klc3yq0OhomOZLL9QhaqpGKqXvxx43/vKHQfoJxqmoHRXOXg9d32VX1lSR9faFWBcJ2Jsj1CyU4ZQ6dfSVv9UPy5C5cqobjuG/r9+Tav21742YZqE2JL4hipUoQQlVdoEl+XXZNoE26IXvX3qbV/yUDWILihUJumbv7ftM0ahajKGKvQ4/Pejo+rmrNPyGxtTx6gjbYKJUIVafvPzzcZQzcyovzLHofepLD9TULpp0KyDUOkdbZ2WX5cVKr2P0LePJVQ8KN2lUJkmknVYfnr/WlWhiunnbAqVKw9ViOUXQhJMymOZ862aNqGMsms6HvUvolB1GK6bK9SSsilMoahTodIZf12WX5mZH9+3nggwBfS0CSYliqtJoapKLKGicriuY4q0CaGJPefnzZ217zf8fSrLzxSUXqdCFWP5catE/60Pba/y0wlVSNvmZTRN8upUqOoMStePk1KhCiVUvC1VzUMVclx927oUqiaD0ql/0YPS9TZByhk5BEKoGkSopWXbRt8u5Q3qI1QuhUpvTGVmC6b9uo5fhVDpM9oUoJuS1A8foUph+VEnaIqhamKVX8jvY+Iw9OMA/cqNSaEKJacuhaqs3eaC6zr6FKqYMrStUFHdtaFQmdqB75qmzEPl6qeqqI62/bkQE5RO+wohVCH3L6+PsoQqz9VvXGkTmiJUvF25nBwf0Wsbi4ZQlbX8qsZQmToWHi9QhlDpcmeTeahCj8O3CbGKYmFSqExycYqgdJsaBsQ9eqbs9Yl59ExVQmWz/ExWj29fXY+hWgwKlYlQmc67jELlsvxCjmFrd6aAcJutVadC5WuXvC3T70IVKlvaBCCMpKRQqEzqJSFUoYqp4yoKFX8VQtUSUhCqlDeoaabmGohN7/O8HkJlmj3ypG5dtfyaVKj4sWIVqjJB6TSoxPy+DKFyWX56UDpdx5D8aZxI6d/XQahCLL9heJafTqhCJgs2y68soTKlTbBd01CFytcf+fbRtELFSR699wWlk+WcSqHix449X1dMk49QmYi6D2UUKr19kkMjhKoFxBIq32epCFXIPssoVFUsJdMAxGfAZQgV/b4Jy880M0ylUOkrCk0xVC5CRduXvT4xaRNSKFT6/6SoUocHhBEq1/d1K1QhQelUlrGxapbfIChUvIxVLD9TLJ1pQPdNJPX/fX1MGwpVGULlC0ofG1NtsCqhSqFQ8etim1C3EUPly0MlClVL6IJCZZqphezTNuBwomKSQ8uUTZdZaV9VCRXNxuq2/GiQr8vyo33S6jlu+Zn2wcE7gCqEty2FamGhOH8ixvpvTGW2wWcPVYGLpLkUqvHxwVKoOBHk/5tQl+VXZ2JP/Tv+Wxcp01f5lWlXMQoXP3/9XrWd68iIn1CFtCdeH1UJlemYPuKS2vKzrSIWy69D6AKh8ilUruX2pnK5FKqyhGp8PE6hCmnEnFCFPLIkFtzyo0FevxlD1SFfJ6wrVPyG1rfRwTuAstcn9PekJlUNSrcRKrL8aDsT2lSoQgZkU2JPU/t3oe08VLpC1bTlR+3ApB6YjhGiUPG4Ute2rn3obbduhapMpvQQQlVWoSpr+envqbxtrfILCUq3PWOwbQihsmxPSBGUTgTINAMpo1ClJlQmy0NXwsooVKQG1KFQcZJjI1REZlIFpZtiqPTy6KiiUOlpE3y/j+mQOfTz1/+n/XGFylaWUIWqDkLl2idX2YBqClXbq/x0QhUyWUi5yk+fIJn2Yep7XWTIp4LbSINLoWrK8uNlT6FQlY2hir2PeBn1Y4au8kutUIWkTZAYqpYQQ6hsA16ImuTC/HwxKy4bQ8XjQahB0Xu+37KWks3y48StiuVXRwxViEKV2vIzrfIz7YODCFXVTOkhCpWe3iH2OEBvBw30Kl48hqqLCpVrn9SeefnLEqq2V/lRWcumTSirUOV5r+XnUqh8yry+vU8FD1WoUhKq0MkBP66tv/ERKq7Qxazya9vyS61QuZ7lR3XkeiRO2xhqQhViARBsgakpJGT9sSgh+wxRqPT9NWX5lVGoUlt+JoWqbAxVrOXXlELFO+EQQlqXQsXVHZ/lFzMIhf4mFLZJCH3HiTBXXctafvpEqSmUUahSJPakbWyJPW3X1GX5ZZn68/UxISpXW0HpnNSEWn562gS+fdOr/PT3VJ428lDZFCoqg69cbWOoCVWoQuVSEKreoJxYVF3lR4OE3pHWYflxIigKVe8xY2KoUll+Ib8vS6j0+8Rm+XGFylaWripUc3P9hMql0LrA62NsbPBiqEz3csj564sTUhAqfm+EKlS6Ys+P04blx9uSbfJD/9sUKt5/xMRQ8fdVFCr9mKGEKpXl51Oo6L1Yfi0ihlDZBqyqMVRkNYyMVI+hoo4kddoE04CysJBWoWpilV+KPFSm7fTOJtbyC3meoKtcTSpUum3CFaoUlp/JnmjD8uOqQlnLb3xc/Q2CQmX7rAyhKhuUbupjYgkVYCdU+mSgbkLFg9I5YSoTlO5Si3zlpH2ltvyaTJugK1S8bnmZRKFqEaGEyrUSLMUNqmfxLqtQcQLE/6/L8ksdQ1WH5ccVKpvl5yMzoQoVoYzlVzWGqs6gdH0gtClUKSw/U1utw/IztWebQhVr+fH6aEOh4tYb/9+E0D6tikJl2ofpfYxC5eqvXcStDYWKk/OQGKqJicFXqPTJfAhCFSrb/om4CqFqCV0gVNQwYwmVqdPQCZXeQFNbflVX+VHnos9oUyDW8nPdeHUSKt4BVCFUMUHpqTOlp7T82lKoXJZfWYVqbKz7CpXpvKoqVLGPnklp+bmOk1qhctUrfzxOiOXHCVcKy4/v3/eA9pB9NJmHynR+XKHi5RHLr0NwESr+XdMKVYi861KoUsdQmQYUTqh8nZ1t30Qk64yhooESqP/RMwRTDJWLGHc9bYJ+/jbLL6VCVTehMgWl6+VPYfl1PYYqpeWnK5V6v1TF8gvNQ+U7TtV2Fapw6bajPvmp2/IzEbCUClXTD0fmeaj4tmL5dQhdUKjKWn4hCpVOqMoqIL48VD453gRSZijOJCWhouXbhKYypfPj6TFUda/ya0KhovgFm+UXGkOl1w3tm/bHX/X3VcDPI8Tyo+2rWH7j4+2nTXCVvU7Lj1Qan0Jl+yzG8gslVCkVqlCiGqNQ2QiVSXEKLWcKy6+sQrWwEJ66wCQo8O94/2IbK8XyaxGuTjuUUFUNSi9r+bkUqtQxVLYBSI+h8g2m+r65QpUybYJ+/LoVKlNQeohCxR9unCIoPVShKpuHipQave2ZgtJtZZmfLxYjcLhSh6RWqEwEifIn0TJ9PgjGrvLTLb+2FKqQGKo6LD+eMZ+rMz51x0aoKG1CaH/tsvxCFSYbQgmVrlDRtrZ7VSdUetqENiy/soQqRiHlqKpQ0fWlNqOXqwtYNITKpVC5FATaTl/O6cKWLcDevcXv9UE9RqEyLU9OHUNls/z0tAn6oOjbd10KlYng0GsZQlVGoQqJoYolRDpMaRNcs0E+U405lq7U6G0vNijdRKh0NaUOhcp0zxD4hIDaA22zZElc2zxwoLgmS5YMh+UXYzPZVkvWrVCZyHzXFCrbIpgmLD8e1xUCX1C6bZUfnVtsHjZXW7MpVLqgQe1AFKoWkNLyi5nFnnYa8K53FWXQFaoQ1ctkX/gsv9QKlW75lSFUdcRQmQgOvTZFqEIsP72TrWL50fFCCBUQN8jbFKqxsXJB6SEKFa+bVNmOQyw/OiYfBMtYfvzB37GKYFXohKqK5RfTd9hi6UJVRxPJiAlKNxFIk4JhO14IQpXTWMuPK1ipg9I5Yu4lUzsguBQq+p2eXzH0ePr21MdwhcrULqmN8HINZab0LMuemGXZr7IsuznLsrek2GcKpCJUIYMyxx13AHfe2fv7sjFUvLNvOw9VjMRLM4mJCXXjpbT8bApV2bQJPrWkbFA672RTxFDZjmMqZwyh0hUq/X+TMuFqt9ROOLjayV9tTygoA37P6B0tWX5AP6GKtfxmZ4vzaUOh4qo52Zc2hCpUIedve6ZjqOoYo1CZttX7Pf19GwoVqaG+e51/nzptgq38MfuISZugE6qqlh+/b0Mtv6FVqLIsGwXwLwCeBOB+AF6QZdn9qu43BVIQKuqIYwjVgQOFR16WUMUoVDGdIodrhq4TqLIK1Yc+BLzxje1YflSGttIm8FlpmRgqHoMVEr+WSqHSyQ5XqHzELlShcqlJZeFTXF0KVcy12b+/N2ltWwpVbNvWf8+/r6JQmSw/33Hp/5g8VNQf/fCHwAc/2L/PJvNQ6WSc3+tlgtJTKVQx95LLZnSt8ktt+ZmI+mJOm/AwADfneX5LnuezAL4E4PQE+62MthSq2dne7LVV8lBxsqMTKr2BprL8aOWOHpRehlA97WnAgx5Ur+VHN1ddll9IpnRfDFUVhcqVsdhWhrIKlW75cYUq1PLjChUFj+rqZh0KVYzlZ1LiQjE7WwwmbcZQhRB1n/VWhlDp7cBEqOqw/Kg/+vzngXe/u3c7ioPjxKYJQmWKO6y6yi82hsp0nBBUDUpPZfnpaUj4tnqbGHqFCsCRAH7H/r/t4Geto01C5VKoYvJQmRSqOp7lZ+rMUsRQEdq0/PgSb1tZTe8JIQqVz/IrE5Su/952HFM5yyhUS5aYiYZpBumaCHCFaunSYt/8WC51tCxcJK0uy68NhYpbfr52ldLy8ylUVSw/PQ8Vf0/3LvVH+/YBMzO9+6QEqzrBikUoodKfq0p147P8KLFnylV+puOEoKrlR5OKqpafT6GiSRkR5mEnVJnhs76hK8uyM7MsuyzLssu2bt2a4LB+pCRUoZ0udTDUyVa1/FwKlU6oyg7Y+qDmI1Qhx9EJVdur/Oh/E2ItP1MMVZ0KFSdUoQpVzCBvU6h0QhVq+XGFighVEwpVGcuPkqaWtfy6rlDVbfnFKFQxlp+umAO9hGp2tpfM6QpVWaLuI4X6d3oQdVOWn02lj2nHZRWq1JafS6Gam+udyC8Gy+82AEex/zcA2KRvlOf5J/I8PyXP81PWr1+f4LB+uG4O3vB8aRNiFCq6UWgGQg2Tp12IsfyaiKHSByDeKdF2VRWqtlf50f+2spreu47XBKHS0yYA9SpUun1Bq/xsy+Vt+wpRqFz2XFnwfZoypZsIVZkVmNzy63oMlc96i+k7bEHppn3Mzxf9lOm49FvKKeQiVPy6AoU6NTNjV6hi4+JMZQyx/KhMVDchQek6+QPi0yboZQtZ8enaR5m0CaksP59CpROqLitUY/5NvLgUwPFZlh0L4HYAzwfwwgT7rQxTI/jwh4F737tfoeIDCQcPSg9pODqhMilcqRQqvYGmsvzqIFRtW370vwmxCpUphsqlBISsNDShikKVIobKpFCF1CUnVJOT6tWWNqEOy8+V2BPoJVQ2RcEF3fLrskLVpuWn3482hYre2/pFXTHft0+9ckK1ZEnvKr82CVWIQkW/0QkE35cLep80NqbGnLKWXxWFqqrlZ1KoTISK2kiXCVVlhSrP8zkArwPwXQDXA/hynufXVt1vCpgawQc+oIIa+QwqRQzVOecAD3tYQah4ULorhiqFQtW05de2QhVi+VFgPVeTyhKqkEzpPoWqSgxVWYXqhz8My9Oiz+p19Yh3eL5y2BQq/R5r0/IjEkKdc1XLr+0YqljLr6xCFRuUritUZS0/G6Ganu63/PT/Y0FtQj8fHXqZqI+wXRP6n9ImAL3tpmoMVWzWct8xm7T8uEJlCko3KVRDnSk9z/Nv5Xl+7zzPj8vz/D0p9pkCpkawf7+6gAsLxezZFdwZSqiuuAK49FKzQlVmlV+IQqUTqioKlf70dDo2/d8lQhVi+XF1KMSmMr23HS80hop3omUtP76C0VY+Uxl+9CPgD/9QtUkf9LamExOb1WPbl4tQ6QN4U6v85ubMll+Za6Nbfm0qVLGWn143KRJ7uhQqDpvlF0qoQiy/FApVCDnRcwLGWn5AL6Gy2X826NuUsfyqpk2oY5VfiOXHJ7RDmdizq3ARqvn5olNMoVBNT6tXeuRM1aB002zbltgzZpZpO4Zpf1UTe7Zp+emzeP6ZjrotvypB6TQTi1WoKLHs7t1hxwHsClWs5WcKStcnLW0oVHVYfm0oVFUsP12NLmv51a1Qmd77LL9UClXIxFFXqGKD0oG0CpUp6akPXbH8QhWqRWH5dRk+QsUVKlvHFJrYk2ZNNIDpQel1KFR6A9X3tX07cNdd9jKbrD2+nyp5qLh0DjRv+cUSKtcN6gtKn5gIC0q37d8GTkpj0ybs2uXfnqC3NZoE0HJ2mzJhK7Mphkq/x2x2cxXoiisHt/yqEio9sWebmdJjFSpduYkhVLZnOpr2wQmsrSw6obIpxSGWX0qFKmQ1s94Xl1GoeOqEFDFUVP5Q8G2rZEqvU6EyrfLrMqFKEZTeWegzb0A1YlpySww7xSo/UqiIUOkK1chIXB4q02zbRoBsMVSvepXqfL71Lf8x+P+m4wya5RdDqBYW1Lnagjp9MVQTE2EKFX2m24U2cMsvpAPh9bJzZ/9nNvDrTfmAuGpb5Vl+pFDRpKROhYpPBEx5fupY5dd1hUr/Tn+UlW7zu+BLm1DW8qOy2CaaLsuPyk9B6U0rVDqhso0VMQpVmVV+dShUtlV+vI5DywtUV6hMll/XCNWiUKhoFRvdcDaFykWofHmoiFDt2aNe9VV+sWkTQhQqnVDp+/rNb4Bt2+xltile+gxEJ1QhjdhEqOq2/KooVK4OyRRDxS2/EIUqJAbK9Huy/GIVKiJUsQoVoOqXL2c3zSB95JTQZAyVS/Wqy/Ib5BiqkH6Iw9YOqlp+vrQJtn6PK1Q0qTFNomPA22+M5VdmlV8Vyy91DFUTiT35xJ/vzzRhs8VQieXXIvQOlkhOGUJVVqEqa/mZ7Atbx2KT7bdtC+tsbZZf6rQJqS0/nWyUjaHinWgdll/ZGZXJ8gtVqGIsP33GOTtrVqhCV0zygbSNGCoTydAtP2rTZVZgDlJiTxOhsll0PsQm9ky1yk/vjwi+oPQy7Sq0n4sJSv/5z3vDCoYthipWodLf83ZlSpvA+2ZXubqAoSZUup+uE6o6gtL1GCqTwhWSNmF+vsjibFOo9P0tLPTGjmzfHidb2wgVzfxiCRVXceqw/PhgrR/DRGZcdV2VUMVYfqHghCo2KJ0IVYx9wGfbOqEaGyvao+s8eHsHmo2honvGdC/7VvnFKlR6Ys8mVxvpkwVX/bksP71/9MEXlK4PujoBsll+vqB0feJHMKVN4CS5CcvPF5R+1VXAwx8OXHxxcQ/70iaUWeVXJoYq1Sq/0GOaSBTQq1Dx86DUN2L5dQS6/EskR4+hchGq0MSeOqGiDoIPMDyuiuBSTfRy+Sw/oOjY9+9XKw5jCJU+2PHPyxCqui0/PljTqz77DrHbYi0/fZXf5GR4UHpMh5fn/SpcqEIVY/mZ7AsqMwWlU/2EBKXzOm9aoeLB9Bx1WX6xg0oKVFGoTIRqYsL9rEuCLSid9sf3kVKh0vsjgq5QURnLkGQCJ1Qh6r4vsecdd6jXu+5yK1TcAq+Sh6qMQjUy0ntMuoZ1KlQmMqdnSjcRN1GoWoSNUNWpUFEMFVAEOZNvTo02hFBxr9hHqEz7o9ipmFmWTaGiBt81y2/ZMvWa0vIzbXPgQEHeaJ8Ze4LlxES/Osj3VSWGqgmFyjQo6QoVfRcSj8brvOkYKtsCE93y0wlVWcuP6qXJwHROqHz9Em/bgNnyC72vbQqViQjpCjX/jv9fRaHS0yYAhV3dlEJlCkrn7Y8m2DMzYZbf0qXVVvktLAA7dgB//uf+NkmKrh6y4FPWUxMqm0Jlap98XNTL1QUsakJFg2TKVX6cUJESNjrauxooRqGigE3AnofKZCESoYqZZekdrR5w2bVVfi7LL4ZQhShUdCygn+TYgjNTWn51xlDp15sGJR6UrhMqWzmo3dJ2evLcui0/273sW+XnOicd+io/oNk4Kp1Q+Sw/TkR4fVN7CQ0u5kHpJoWK78OmUPFJR6hCpbdPwvR0/6A7O1vd8osJSrcpVLQNEarp6X5CZUqbEEqo9LLxPvzii9UTQX75S/c+SHnWVTHevkwZyVNbfqEKFdnLfEIrhKpB+Cy/OoPSgUKh0glVaAxVqEJlml1s3+7eP9/Wp1DxGYRvn3zfdREqKo+NUPEl2KmC0jmhov3phMoU2EnblSFUprQJoQoVtfWyChVvexRDFVIOare6QkU2UROWH5+E8HLxc+Cz3ZAVlPwYPDdOGwoVb9shlh8nNnUoVKbBVidyhDKEKkSh0icDdRMqOg9TDBW/12liYyJUJoXKFj6gg08QeDkWFop7n8Yk3z64sk/7APwPR65ToQq1/CRTeoPgnXZZyy8ksWeemwkVETey/FLHUO3dC9x9t1uhipll2Y6TQqGy1W8Z2AiVnoiUvgtRqHyEiuxFfjx6LUuorryyyGhuwsJC+RgqQhmFqi7Lz7ZooAuWHy+TC3QP6zFUXVWoTJafPnEqQ6hsChXvQ3Qix7+n9zxWz2f56YqXHpQOpFGoygSlmxSq+fn6LD9eTqC3fmMI1dhYf+qPUMuvbB4q/TemVX5i+XUQ/IZ1WX5VFSraH9CvUPksP1tjdClUdBP/5V8Cj3mMuSNKYfnRyq5BsvyofKktPxOhCrX8uK3Et3nqU4H3vtdcJvp9WYXK9ZnpOED/LN8UlB5i+dmC0nlbnp/vX8VaFXSvmYLSfav86Pc+0D3MV/nxz5uAPuC5yu2y/GIJlZ4agMpis/y4guIiVL48VLw/4qhLoaoSlK73NzQecLXZp1CFxlCZCNX8fLFfegyaax9EYmJiqHQSW9Xys+Whsll+QqhaAu/cOXNPndiTzwR0hYrKwDP5csm0ikI1MwPcfrtZoYqx/GxB7nR83fILacRtWX5AP6HyDZg+y+/AAXWt9Ofq0Su1I5dCZSIi27YVloCtXHoMVSyhKqtQ6ZYffRdi+YXGULnuuzLwKVSuVX6uc+LogkJF5QxVqDgR4SkSyihUpvQZNkKlH1c/hsvyM5ErX9oEoLpCtbBQLSjdZvkB/Yq2aZXf0qXhqU5oP7wcMQoV3ROUw4tgWuXHJyg2y29mBjjiCOAb37AfjxCiUJkWQ/F+g863Sxh6QsU7ch5DlefpVvnxhquv8uMKFaBuPN5QXAOTL4YKUI3YNLsItfxMbF8nI3Tjx+Q6qdPyo/M1rfKj8pkUKtvxQxQq6nj48apYfgsL6trpj0jh4GkTQjoQPdaLzs0Hk32RKijdlTbBRn7KoozlF9I+OOh6tb3Kj5N63z2eSqHi7YATaxP50ZUxn+WnEzPT+9hVfmXaFS93WUJlUqjoO72shFiFSrf8TDFUMQpVmaB0vd/buVOlibjxRnuZCfx4oQqVWH4tg89AOaGi19hVfnNzwI9/3D8IuhQq+j2flXBFwDfTjyVUuuUXQ6j47BIovvM9p8pW/rYUKn4zhlp+LpnfRqh8lh9XEvQOgNqMayAuo1DxWSt95oOuUJkypeuWn28iEJLYM5ZQ3X23O+aM7hlTULpu+ZnsAyrb978PHHeceUDSLb+2Yqh4u/ApVCljqEzWb4hCFUKobJafqd8D7JZfiBVqA+8LXL8PCUqPJVSUwqCK5bewUOw3NChdV6h0QqXfT7Z2Q+W2TRJ53cbEUOkJpoVQtQQbodKXC4cGpW/eDDz60cB73tO7jUuh4pYf0EuyXCTDNOCYOhZSOgg6ofJ1tiY7ymb5xRCqJiw/qtOqMVQ+yy+UUIUoVFQGGqxdCpWJUPkUqvHx3gG0ikIVa/lRYkeqc97u6R7ibSyWUP3ZnwHPeY77PGIsPyqD3j6uuQa45RZ1v+vQLb+uK1T8vAHzKr+YtAmm1Z4m8pPS8tMHVoLN8qsaQxWixNsUKt0O5ZafTqj0tAkm+81VTlsMVUqFil5DFKoQQmUKj4iNoRLLryXYCBWBbrxQy2/7djVgfPrTvQ0iRKEyESpXXJZJodLzUBE4iaP9hcZQhVh+JkI1N6cGt1/8wr1vQmrLjxOHqoQqxPLjx9NJTpk8VCEKVZm0CZz40Wc+6B2XK1O6i9jx86X2za+RrlDFxlDdeSewdav9e96eTUlWbUHp+jnt26deTfFtNsuv6Rgq/VxsMBGbsgqVSakso1BdfjnwrGepAb8uhaoKoQqxDE2TEFJ0ylp+dM+UUaj4hDBGoXIFpfNwgxhCRfePjvl58+TTpFCFpk0QQtUgQggVseIQQkXYtAk4//zif59CpROqkFQMoQoV0HvT0jZVLL8QQrVpE/CVrwA/+EH/fnlQIyG1QmUiVKabMYVCRQOJrojFKFT6oB2qUMWmTeDlBNIrVK661Oucd5ApYqj27XPXl2kSAhTPBLMFpevtnwYEenwPh83ya0uhcg38pBjaLD9T0K8Lthgq02BrUsYA1Vc++MHAV78K3HRTP6Ey3Yd6+yTUpVCF/N6kUOmTn4UFM6EiW1onVKYUBq5y+tImhCpULsuPXlNZfqa+0pYp3dQ+ubLNy9oVCKEqQahGR4FnPxv4gz9Qv+GEiu+DgtLLWH6mwcFGqEwKVRXLj16pjCZCdffd6jPTTavfkPTbkOeFhYAIjj5btilUPnUnRKFKZfnphCo0hqoJhSokU7qrHDqB1EkvV6jKWH779oXVl20A8ClUOqEyKVQ2y6+tGCqX5WciIilW+dFx6RgmZcmmUP3d3xWfUW4mUhQ5oTLtk5/H5GSvQkVWEu2zCqEK+b2LUPH2ZLL8skzVeRXLz6ZQ8XEudJWfrorpE+Iqlt/+/cX+QhSqUMtPMqW3AN7B2gjV1JRaLRYSQ0U47zzgKU8BfvQjZa3ZGq7P8hsdtd88LoXKtNqFMD+vGnAVy4/bGjaFascO9ZmLUPE6SzmjCLH8TOqQi1DFxFDFWn4mzz+EUHHLL0ahShFDxduezerREatQcdJmQ56rmCZAtcuQmDNbEK2JUPHJUozl51OoNm0CXvQi/6BWBrrlZ6s/0wSs6iq/spYftS09RIBfL9t9SPvk+1u9ulehWr5cve7dm0ah8sWmmYLSTZMfk0IFAKtW9bYvG7lxldOWNiE2D1VVhcpGqO68E1izBvje94rtXAoVvxclU3oHwWegXAoljI4CX/sa8OY3+xUqfjM/8pHAc5+r3rsIlc3yS61QAb0d0cyM+UHMOmyWByley5er7+gG5R1NGYXKV55QkAWld+4+y8818PgIFRE4GgCAcgoVlSvW8iurUIXUt65QlbX8dGXTF0MVolB997vAAx+o7CGfQmWz/PgMmMpisg+obHRNqihU//3fwBe+AFx3nb28ZVFFoQpd5bdnT/91sT2CiJfHF0PFJ3+0H275mcpiOo/Vq3sVKkqhQnFZbVp+nBRw94D3h2vWFC4CbRtj+bliqMo8eiYmKF23WW2E6vrrVRk2blT/uxQqym+WZUV5TO1TLL8W4bP8RkaAhz5UJSOLsfxWrQLWrlXvt21zEypSGVLGUPGyEHijo/NcujSMUNnie6amzArVwkIvobrzTuDzn+/dL1AvoXLlhdItvxCFymX58ePxc/IRKjqeq45j0ybEKlSpM6W7iJ1+vpz06qv8QgnVTTep17vu8sdQ8X2aEhFyqzbE8nPFUOmJPfXrSH3C9DRw1VXA//yPvdw6/uVfFJG0QW8XtvrTiTJgXuWnk5iFBeBe9wL++Z979+dSqPT7x0aopqcVGSKUjaHSCRVXqKoQKq5autqlSdXV+yGdkPN+e+3awkUAwiy/d74T+MQn1HtXDFVTChWlrdFXz9P9Q0SK/nfFUOl27r59/e3XpFAJoWoQPkKlW1IhhGpqSl3gNWvU/1yhWrFCvdLNTbOx1AqViVBx24luqKVL/Z2CK76HFCpXDNWePcC//itwxhlFB+IiVCktv9AYKh+h8tlPvOMx2ZhlVvnFpk2oW6Hiq5NcmdJjLb+qMVSbNqnXmZlCobLJ/DaSljKGSrf8bAoV9QkzM8Db3w689rX2c9TxgQ8An/2s/ftYhSrW8tu3T62mvPji3v25gtL12Cc+SaHjAqpeqO+k/YQSKr6/VatUOWlgpj53ejqMENmQQqGiVwqLIIQoVC7L70tfUo4Kbe9LmxCzys+kUPlW+Y2NqfuA7hddobr11t7/fQoVYWKiiD8GJG1CZ1AHoaLZlUmhOuQQ9To1pV6JUOkKVchNyxuOTqiooXPwTpETqiqWn02h0i0/6jiofk2EKoQQmPC5zxXHIvgsvzIKlckqItgIFb0PefRMqhiqWEIVqlDxTsqVKd11Hfn5Ukfti6GKJVT6Q3Q5Yi0/av+6yhQTlG5L7MkJ1a5d/YPrN74BHHWUeYn57Kx7MIyNoYoNSqcyXX557/5cChUnVKb0Ltzyo34SCLP8TErbqlXqleqJP2uT9llnDJVOqHgMFdWNrnDqhEpXqEjVtRGqvXuLMUWPoSqTKZ3HbZVRqEZH1RhDZdIJFSlUnFDZ8lCZFCo9X6RYfi0jBaHSg9KJUOkK1ZIlxU1NSpVNoeIzA9fgYLP8RgxXjRodl3yp8bo6XJsdRWUOIVQUeEnHTWX53XYb8PKXA//xH72f+yy/MpnSXWoJT0fgUqjqjKGKsfxi0ybQ+dMxXJnSQyw/rlDxAbhMDJVOqAB7ndE+Y4LSR0aK+4T2X2aVn8vym57uDU4GVHzJbbf1TxYAVd8uQhWrUOmECuglpjZCtXFjb/ls1q+uLJkUJW75lVWodMsP6I33JIQoTDakjKGiuqP65f3h2rX2GCrbJGjPnqJdpMqUXsXy8xGqsgrV5KRZoRLLr2XUqVCtWqV+QwrVsmVFYyGFihp0GcvPNIM35Xci2BQq2pftGDaFamqqsIF8hIoGnhBCFXMDUGepdwyxlp9PHfOpJXpQOiGF5deFtAmmTspm+QF2VYRb0jTbXrcOeNKTgEc8ore9xxKq6elioLfVWYzlx+0DIlTUP7hiqGyr/FwKlYlQ0TFMKkIMofKFDQBmYkMEhp8L/c/7ySuu6C1XiELlInL798crVDbLDyjqT1eoyhAqylcWQqj0VX40CaHjA4UquX597+eAIpW8TXO1KFShSpEpnSY+ZdImhCpUsTFUZCPqyqRYfi0jhlDZBgmdUFFnMDKi3pNCtWxZ0cAnJ1UjrWL5lVWo+HkSoXIRCdtgTzO+kZHeVX5lCVUZy48GFd0WKZvY03bz+RQqroiZLD+fQmUqQ4hC1VTaBL2N0/FGRlQZDhzo7bxtqgh9RvccleVb31KLP3j9xsZQcbVo3z7gTW/qX0HH7RoeZ+Vb5deEQnXgQH9+Hr6dfgyf5cfbhc/yMxGq+Xl7Yk9+v3Hbz7XKjw96OoHVy8Ann6QoEplpU6HS79dUlp+JUFHICPWj/N7ltinhwIFeop0yU3odCtX8PPC73xX/0/UVhWqAwSs/RKGyDRImhQoofHBdoVqyRL0PCUp35aGyxVCFKlQ0UPgIlT5Y79nTS6hiLT8+sBLKWH4uQqXbSUBBIGdmmomhKmP56YTqwAF3kHXVtAlUpulp4EMfsitLvB0A/ZafrlC5YqhGR9UgQgOJ6XchMVTT08Usn8cg3XEH8A//AHzzm+bzCFGoeOdM189GqL75TZXde26uXAwVvecqVVWFiqshZSw/Tnz05e82QjU93dsv0H4WFnqJmovIAaq+SVEKsfxMShspVESoTApVbCJhvc9wDdZ63ZqC0qmPtClUQGH76feu3p6ondhiqLjyyMm66/x9QellCdW+fWoiRO2J0gcB1RSqublikimEqgXwgYI3NEJMDBU1WE6oyAfXCdX4uOqkfDFUdShUfIYSq1Dx+B6yLW2Eiif2jLH8UhAqW2JP6mR37IgjVCGWX5lVfpxY2ggV4Lew+DmWVai+/nXgDW/oDzT+5jdVG+YyOqDaK8Uizc6GWX78fD/yEeCLX+z9nv8uxPLjDyfmsTzU3vT72bZP6rzLxlD98peq3nbutK/y8ylUgJlQ6cSJFMEYy8+lvPIyAmbLz6ZQjY31qoDUz9FxaT82y8+0yg9QdceJGSdUnJjx89X3oROqJUv6F0Do+/FBv1+rKlTUR65bV+yXQAoVBabr44w+OaPzpDElZJVfntufq8ePWYdCRfFT9L9uL8/NAb/5jUrPcdNNZoWKyjQ+rvoiPg5JpvQWQKSEW358hZyPUOmeOlBOoSpj+fFBnmYZekOnG5WOSeccG0NlsqNsChXVE0+bEBKUXmZGQfVns/x0hYquzc6d8QqVa3C3xVCFWn420koIIVRlFSra/rbb1CtPNLhrF/C0p6m0F7pCdeSRdoXKZ/mNjqoBjwcf67/j5Ifa9/e/D7z3vcX2ZPcBvYSKrBS9XdB9ZQtKt63ys8VQEaEicrN3b3GtOJnnnT3Bp1DZLD+uKNqgtwufQsUHK1OcoY1QrVvXa3vq/QL9hitURLAAM5ED3AqVSR0y7Y8W/lBZR0aK/o635RhCVcXyMwWlUzs1ESqTQkVxh7Q/DuovSHXi5JOXg0+o+e9MsMVt0bnZ0ibwfo0eAcTLvH9/ET81MtKrNvG+8tJLFan65S/dCpXu5pBNDEim9EZhiqEi5QXwEypTDAwPqKRcIiZC5VKoUsRQXX65mj3qwbEmQuVTqOhmpN9RUDody2X5HThQdApNKVQ2y68OhYpbGpOT/cQiy/pz8PDf0nYuhcoWR5Xn5Vb5UXmWLSs6odtv7z/uzp1Fh6QrVBs2VLP8TOADpR7vlOfAu94FvOc9xfY+QhWqULksv9FRu0JF9aMTKpoxA8X1tylUu3YV90+I5Ufb1pE2QY/lsxEqqte1a3vLZ1Oo5uf7s1nzbYA4QmUbwPk+qH/ihIquY1WFKoRQmR49w21YQPVDIyPFRI/Xh02h8hEqTjT46nNT2gTA3I5uvhk4++wikL6OtAmkLh91lF2hohgrTsiB/hgqahO0f+p3fY+tagNCqA7CNJiaBmXd8tu+XTUoHpQeE0MVM8jzhn7SScqbp07ElNgzNIaK6oRuWpdCNTqqCNfsLHDYYerzrVuLc9PLSWjC8lu5Ur2mVKh4QPMb3wh8+MPFd0RGbTI9rwedEPGOLrVCRW1taqpfoeIDpP5YDJNCRQNkrOVngk2hAoAtW4Af/1jVC21DhGp0NEyhMqlegNnyowHcZPnRgESB5JxQ7d/fG7sCqPq2KVR8aXyI5acH9poQqlDplp9O7H0KlU6oXApVjOU3OWm3/Hh/bTsPoPg9Xass61WoyijiMYTKdI66QrVnjxoXqH25FCpSizhB4+D3Kr3nfZuuUFFfaFKovv514IMfVCqSyfJLscqPyrhmjZ1QUZ8EhClU1E/aytUFDCWhmplRgavka9dFqNasUTPQzZuVBG1TqHTLLyYPFWfhuhQLFJ2IK4bKZ/mRfE43AQ9KHx3tJ1R33aX+37Chd/8hiT1jbgDfKj9T2oQVK9TMkKslPjLCZ8b6NpxQnXiissj4OfG2USYoHeglVNu2Ab/9bbEt/c72iBO9rLxTXrGiX6HiAzjvpPl5AIVCpVtcgLIwvv514IYbzOcbolDphOprX+uvm02b1GB06KG9Qem2GCqbwqFbfnRM6h9MQek0CO7a1a9Q8dgVwK1Q0b0CmC0/m0IF9D/3jhAaQ6UP+rr1HEqoKPRhZqa3X6Bj2Cy/1AoVn0BR37ZvX3FOqRUqV19lsiH1yc/evaqcfEUjYflyVe+6QkWT1Je9rHcSwdsJtSOuUOkxVOSkmBQqmpD4LD8foSKbVc+Uvm9fMYboahNP7EkKFS8/baMrVPo4ZCpXFzCUhOpjH1PP59u5sxqh2rJFva5ZY7b8SLbdvBn4/d/vj6Hieah48GqZGCq+YoXfmNSxVLH8qE5ogNWD0vWGrRMqgq5Q8fqtw/LTFSpAEV6uUJnUIQ6qV5vlpy+55yC53BRIy4/HSR0nDUSMOTE4+2zgmc8syqYPFq40CyZCRWUyWX66QqVbfllWHI+TiC98QX3+7Gf3Hr+KQvXVrxbb0YBx551qgFm6tJxCRfeLyfIDVHs1KVT79hUD265dBbGxESqTQkX1bCNUNoWKEzOb7UeTLcCtUOmDvn4v+AjVmjVFv0l1wIkQ/camUPF2rxMqm0JlmtjoxHDJkuJ4nFBVjaHSLaaqCtX0tGpbJkKVZb2Pn6F79/TT1aOHvvtd4Nxzi+1NhIrXr2750ThlUqh4fjXqL2Zn1bMCt24NI1R0jlyhor5yfl7dN1NT/c/lK6tQ6ZafqVxdwFASKuogZmZ6b479+ws1BvATKnow6/HH2xUqwpOeZF/lR53G2Fi5GCoAePWrgY9/vNgfgQaDKmkTqHMzKVS6bRdDqOqw/ObmlPp4yCH9ChWg4qhiYqh0FclGqPgNT6COO8Ty01WyvXuLTo8Por/+dVG/CwsF6aLrG7pqh9rg3JzaD9lnNkKlK1Rk+ZnO/8EPBl74wt6VPPzcYmOoABWgSgMiDRg7dqg6Wrq0V6HyxVDxgNUf/hB4/et7y0WvFEg8NqZeaWXR/LxSxehYPsuPK1Szs6ocKRQqG6GiyRadSwyhilGoKJh6797e53vSvugYnFBxosaPpw+YnJhRHireL7oUxomJ3vtBJ1RNxFBR+fgEW29fe/eqPthk+QG9D0ime3dkpHjuo263ElwKFTkUNDaZ2hBfaDA2Vtwv73qXyhlXllDxtrt9u2or+nP5TDFUvPxA/yo/XaEaWkKVZdlzsiy7NsuyhSzLTklVqKrQb7ayCpWPUJFCdd/7Ascc485DRZ+H5qHSB5z/+i/gpz8tykoIsfx8hGp8XP1+zx617b59vQoVYeXK3jIfeWTv/lKv8jMRqksuUWrF4x8fplCFEiqbQkU3sUmhosHYZvm5VDJOqDgx2Ly5OF89VmZ8PEyhmppS9UDtfutW8+oxl0JFD8Ym6IRyxQr1e5M1U0ah2rMHOPxw9Z4GjJ07VZubnOwdBOi9bZUfb2tf/Srwi18AT3gC8KAHqc/59aIBnWbStE/KHRRq+VE7uf/9gf/3/6rHUJm+I4Rafiark373mc+omDWgP+0Ht/wAdd76M/N0pcuUh4qT25SWH4VUAOp+oLJw4lI3oSL1c8WK/r6SXl0KFdD7PD8e1K5b0EB4DBWNL7pCNT8PPOtZwE9+0qtQjY72xhtyhcr1cGSdUFG6D8K2bapeiFDpKRBmZnrTopgUKjr/ycnFY/ldA+CPAfwoQVmSgTdIurlICuWESh/w9Ytz882qwdzjHsBjHwu86lW9qgzNAp70pN7j+ghVSB4qsrX4zWkqd4jl54uhAlS97N5tn4kCqoPV42w4mlCovvENdfM9/vFpFCpdVo61/LhCZbP8+EC2sKA6H5NClee9hIpbfkAx6NtA7erNbwbOP79YvUN2H2BXqMj25PARKn1/MQqVTqhmZwtViBOqVauKdkwwWX4bN6rf8X3muboH168HvvOdgrBxhYoPYrwTp7KEECq6r+++W/UZ119f/Iarj6ksv9CgdFPsEZ3vX/0VcM45RfmBYj98lR/gVqhM2dZN7T6F5WciVLEK1a232pfal1GoRkYKe1i3/GZm3ISKP89Pf07i+Hhv+w5VqOg3NPGnNnT33WpyceGF/Zbfn/0Z8O1vq3KWsfwWFopM7oRt28wKFfWXv/udug5Egk0KFZ3z1FTvRH5oFao8z6/P8/xXqQqTCi6FKtbyO+449d197wt88pO9F/4+9wFOO009wJcf1xSUTp+HWn47dqibgn7Lb6hQyy9UoQJUo92zx95xjo+rz2jWctxxwAMe0Lu/pgjVH/yBUi5MCtWqVXEKlW5PxBAqn0JlI1T6LHJ6Wj0AmuwlHtzPFyBQ52QDdcqHHw487GFF+wohVDt3liNUnCT4gtL5QKlb2kAxMPkIlR6UfscdwP/6X4rITE311jVf6k/QLT+gX6EyEao9e+yW34EDKqcOoAYl03VKZfnxAc2lULksPw5XDBWVkcqiB6XrlrAelG6y/CYny+Wh4hNTUwwVV6hMCVe3blXt5Lzz+uuAn7+pDDpchErvn22W3+rVhZVtevyKj1CZ6pfGHF2hont927Z+QrV2LfDEJ6qJx5Yt8YSKjmtSqPQYKiJUlKeKVGNdocrzom5ILR96y6+rSGn5HX+8/ThTU8D3vlcQC12hok7TZfnZCMbdd6ubgs+2eVkJuuVXJoaKzoUTKl3GXrtWDe4XXaT+f9e7iqW5hLosP+okfvtbtbLsqU9V/59yCvDWt6oFAQTqpFJZfnXEUFEd04D1rW8Bz30u8KUvqf/5s6/0zpm+M82y9U6ZVpESoVqyxE6o7r67v3PmZC6EUPmC0nWFig8IQD+h2rUrTKG64QZ17Pe+Vz1eh7c1SmmilwMogtKBfkJFZdFjqFwKFREqHhvCUdbyu+223msVqlCZLD8T2TURqvHxXhVSfwgxHV+3xHlslkuh8ll+/Jx0FZkrVDxDOVeoSD2nFbOAGuTn5hTxNkG/X6sqVECvQqXX/apVxeSA26b0O5vlZ1KobIRKTyq7fXt/DBVh/XpFOn1pE3j7cxEql0JF98qDH9xbfjp32gelgRkd7X2mLDCgeaiyLLsoy7JrDH+nxxwoy7Izsyy7LMuyy7ZS4qKawIPSOaGanQ0nVPPzwC23uAmVDj1tgn6cUMuPHo7KCRWHi1CZYqhCLD+KidEfNkplp8H/Gc9Qr89/fu8DSanc/HipFSq6CYnALlmiBlF+TU0KFREDn0JlmpWGrPLTV4kRbAoVDU7U6d1xh3r93veK39Lzr3gdki31H/+hVCh9qb5OqEgmv/129f6e9+wdwPkAz+viHvcoyk3QSQSRaROhClGodMsP6LX88txv+dGE5ZZb1OvznqcGN/5Yiunp/t/bFKr9+80KlW+Vn65QmQjVihX2xJ7PeQ7wutep/02W3+//PvC3f1t8HhpDpa9Ei1GoeK6oGIWqiuVHJNumUNG2ev+qD+4jI0pBB9QiDwLVuY3wlrH8sqwgVFw1JLgsv5UrVfvK8/IKlW75lVGoCIceGm/5Ud+nEyoaa22EihbJPOQh/eWg+iKVi35nUqi6lindMEz0Is/zx6U4UJ7nnwDwCQA45ZRTaq0GPYaKKynLlhWrSnRCRTP/LFM33exsOUJFQd5830C/QmXLQ0VLxA85xGwdmPJQ6Zbf6Kg9gzchVqECgK98pYg9sREqk1LhI1R79yo773nPK85PJ1REPCgWxoTVq1XnRLMwIlQ2edgXQ+ULSh8dLWZQun3D1S8exKsTKloJdvHFxW/37TPHUO3fD9x4o5Lm77676MyB3sBWKvP8vIrLOvRQdR/YFCqgUCRe9ari/Agxlp9LoXIRKq5QUYLPlSvtlh+1i1tuUfs+6qje41ex/FatUtdVj6HSVW6gX6GiQGMi93RutkfPXH+9OUM25YD63e96bVuyS+lcKS6P9wt0/oDf8jMFpXNCtWdPsW+qS/pfvz+45TcyUmznWuVnUqhslh/db6b8TzwP1VFHqVci20BR53y5PkeZoHSuUJnavy0PFaDadp6r+g0hVDRucYXKZvkRmaFtbYSK9xfr16u+JYXlBxQKlcnyA9T9QeOrTaEyJZgWy69h8CfAj4wAD31o8d3EhDn2RrfW+Aq/UIQqVD7LjxMqn0Jli6FasqTXZjLBRKh0hYq+J4VqdLQ4pj5QhShUthvgK18BXvAC4Oqri890QkWrQo44wrwPoHj8DA1qfNZ49dVquT8nFaGWnyuGKstUfdkIlU2hojolQsWX2O/bZ46h2rev6DR1QmRTqCgho17GPXt6O7LDD1dleNvbinITbISK2wchChXVib4iD1DL9LNMlYs6/ZAYqltuAY4+upc4AEVQuk2h4oTVtLJo5cowy09XqPj5EHRCxS2/rVtVMPvevf2W3969qq504qqrIaaZOl0PUx4qDptCxZ+goMdW0rGpvKagdH59XQoVWTe+oHSuUPFzMSlU4+NKkeUKFbWXlAoVJ1QUYK4rVLYYKpro79plJlR8Mr13bzGpdSlU1K6WLFGTSxpL6Dd33NFL1HTLL1UMFVDEUOkKFRlUb3hDUXc2hcqUYHpoCVWWZc/Msuw2AL8H4JtZln03TbGqQZeDT2EJHXyEii4Q3YgkHcccd8kSlUaBUCehssVQkWpCnwH9nW4ZhYpjdFQdn2aNLkJlChLloCSqPL7BRKiWLOnN/aKDVrdQ58atkQsvBL74ReATnyi2rxKUzpN6LlvWHw9jiiWhuB5eVk6kCDbLjydZ1ONq8twcQ0XtYdmyfkJFqg6BYuWo3IQUQek+hWr58mK1KSdUNCDpT5jnCtW97lXsJ1Sh4u91hWpyUh2bWyC+xJ46oeL3DCdUeV4Mltu2FUrUtdf2EyoKzNXrmQ8qgDs+kK+GDbH89u/3W350bCpvlTxU5A7YgtL1/fF+ltcBV6gA1XebLL9QhSo2KJ3u4xjLDygIlf47PYaKUnm4VvlR3zAxofpJaj/UV5DSSRNPnVBx8hyaNoGOa1OoeBgKP8e3vKWw1n0KFSdUnEgPFaHK8/w/8zzfkOf5RJ7nh+V5/oRUBasCnVAtW1Y0+lBCdcstaluKJwkBV6ge+cj+fZtiqEx5qMoQKjpnarycUNFg+9SnFkkO6fNYhUrH8uXFY3dchEp/dpUOUpRMhIqSJW7erFQU3drg4AoVtxxGR4vO5gMf6H9MTpmg9De/GXjf+9T7UIVqfr7oKKlDNYUUuiw/Og8+yJqIH7Uvag/Ll/fnoaIOzYS6g9J1QrV0aRFrRCoUV6iIvBO4QmUjVK6gdL4tDWC0T1KoyGYG1PXdsaNoYwTKD7ZxYy+JIoVqYkL9huqKTyq4WnLVVf0xVEQsbYTKZaVXWeXHVSRTUDrtT293ITFUrlV+pomNyfLj5TYpVIBqEyaFaseOfnX3wguBP/3T4ji6SqbDRKhon/o9ayNU1I5MChUppoS9e4v2ZFKodMuPJp66QkWTahIK9BgqQD2hgJc3hFDt22dWqOjcqf2MjqoUJldfrX67enXvY8To3AHVh/tiqIaKUHUVpoBFWk3AHx5r6li/+13Vif7mN0plsg0OJnBCxVWxtiw/3tn+8IdqNdnPflb8VidUpjxUek4aHcuXq4HHp1BRZ2BSY4CCaPHnw/HBf/9+dV1cdh/Qq1CZlAhABUS+5jWq86miUP3e7wFPeYp6b1KobJYf1SmRElNuqVjLz0aoeHswWX48jYiO1AoVH6RMhGrZsoJQmSw/PjgBqi5271aElBMqX1A6PyYnVDwo3UaotmzpJ6FLlihitG9f731P98yyZer+2rVLpV7hShYfhK66Kkyh4jFULis91PLTSRlZflRvpsSe9LvQoHRdoeLKAydUpn7RZPnp5wX0rvIDFGnYvr2oQ36f6SrVV75SJDotG5ROKKNQ+Vb5Ud66kZGi7Hx8sClUNJboBNJEqEgBK0OoSKHi/RU9yw/ofQzbE55QLCzKMvXIm+c+t/fcqV4khqoDMAWEn3yyev31r90K1dOfrlaO6bPemOOSvaLvO5RQkVpT1fLjqgitEqKbBegnVDMzhTJAMwPqjHwKlY9Q0eBiW+BJ52wjVPv2KYXKR6i4QmUiVOvXq1QLn/0s8IhHFDFbNoWKykA3uQ0+hYoPfESo+GIJ+p46ECJUVRSqEMtPD7DmcBEqyklWVqEyxVAtXWq2/Dih4pOlffsKclLW8tMVKheh2rRJ1b9OqMbHi/ZLq5aAYhLBieKZZ6os5XQMwpIlwJVXhlt+evxQiOVnU6hshIrUfVKo6DOCzfLjxDplpvRQy48rVEARmM5jkvQ4Kq6clw1KJ+j3rC+GaudOf1A6PQ5s2bKizR9xRH8sXSyh0oPSAT+hoqTTQC+hmpvrtYS5QsUJlY6//Mve1Dd8/F5Ull9XYVKo/uRP1MV59rPdhAoAfvlLdRMee2zccTmhAoATT1SvdGM2EUNlsvzuvFMtyV+2TA0Q1BnwAZsUB7qZqMOjDr2qQjU2ps7Hp1D96lfF76enC8WJCJVrhR9QbE+WH4Her1qlCPM3v6niCUhhmpgw36AU2+WyxoC4oHQTobrvfdXgQ23ORKjKKFQ+y29qCnjc44A/+qP+c+LH1uOGsqwgP4TQtAkbN6q6ClGo+Co/XaFaWFCrkgAzoaKg9BBCpQelT0z0ropcsqTIaaQPoFQ3k5PA055WfE73DE06CETS+CTl1FOrWX6mgSXU8rMRKio7KVT6ql6uUMVYfjF5qH7842LSQxMTn+XHFSpATZ5uuqmXUOkKlb4ghPfNP/sZ8OQn94dL0LH1SUnZGCqfQjU1pc6R+ujDD+8lVPRIF8Bu+RGqKFS0yAXoV6h4XVAMFeAmVDr4REMsvw7ARKiOOUYNICed5CdUl12miERZhYr2/5znqFf+eIaQPFR3360a0vh4OKFyWX408B57rPqOOmldoQLUzbRsWfG5T6F6wQtUqgMfoQLUDWsjVDTD37dPDVxEBOi4u3Yp0hWqUO3da1aoqBN78pOVIvBP/wT8y78oZbIKoQq1/Obni46ddz6HHQZ8/vPA2Wer/ymBp06obEHpIQoVESoqFxGqCy8ELrig/5xcChXQn1spJCh9YUF15jff3P+8wBDLTyd2RKjuec/+cs/Oqk7YtsqPv7cFpRPWry/uVb0t0HV40YtUJm6CrlARaMDik5SHPKQ3tmd8vFeh2rPHPBEKUahMj57hcBEqvlhFJ1QmhcqW2NNm+ZkIFVcyzzyzeEQOka1Qher441Ud//M/A2ed5bb8tm0rrtG97tXbN592mno0y3fZkitTagiCjVDpdU990Y4dan8+QrV8ee+9sHJlbzvgcaITE8VzTRcW+hWq+91Pbc+fTRsaQ8VVXxehssVQ+WBSqMTyaxEmQmX63kaoaMCLVage9CDgjDNUbA2gpMxvfUt5xnRcWx6q73ynGNQoS7qt/LqkzM+JBmxu+dH5UPZgmiGbCNVtt/V2/mQB2gjVG9+olr+aCJV+86xbZ7f8tm0rBqMbbig6Bhp0br1VvfoI1dKlZsKsEypAPdz5T/9UPd2dHlmi36B33lmoFS7YFKosK/Jg0Wd0PSYmis5jxQrgxS8uVE1TDFWKoHSgl5C5LD9XUDqg6iTG8uN1cM45anGAPjnghCrL1P8uQkWElw8MtE9TIDUQZ/kRaPYO9BOqK65Qr697nbpvqd54DNXJJysV8pBDigGL7vHR0aJd0/22enWvQkX2JdAbwxISQxVr+dEqP6Bo13v3muvRZfnFKFR8lR+/D3nOpJERdR1IpfbFUC1frlTo005TpIXuu6VLzZbf856nzueBD+wlefoTG+g8+bFHRooUO3qbpgcC63VP/Sz1ibxt87QJ9OxPsvwA1V6yrNf+GhnpV6jyXLWp3bt793/88ard0qSfyrNkSTE+hBAqPbGnTqhMMVQ+cIXKZfkNZKb0QYQphorDp1ARYhWq5cuBz32umJmOjKgHJ1MHa7L8KJno296mHucC+AmVKbGnHkM1MVGcn06oqEM3EaqrrjITSZvlRwhRqNatcytUtDLygguKG5CIHI8bcCHLgHvfW733ESodNkJ16KHulYWAmVDZgoc5oaJOjsrFk9JWtfxMMVSAKiflpyobQwX0K1Q+y48+v899gJe+VKlyNoVq1y71fmSk6GA5ASVs2dJLooHiWlH9uBQqTqhMQekEF6H6zGfUvXvSSb2zfq5QnXoqcN11Kl8W3X/UtteuLa4NX93IFSqgqOuyChWpGEDvdSfSr6/yA9yWn02hcsVQkeq+cqWqJ57ZnlIHcMtPf4bpD34AvOMd6n/fKj+gWGE5M1Nc2+OOUxPHO+5QzsWVVypCtXZtb4oJuncIXDHiQemA2v911xW/JUxOqm0opIBjbEzV6a9+pf7n4QxcoaK+gCtU+oO+dUJFMVSAGk/27FFtj7BypQoM1++b9euL9knnphOXUIWKW350HU2Le3Twe3zQMqUPJaHyKVShhCpWoQopl06oAPX/b39bxBHFEKqTTlJ/NDsyxVDFKFQ7dphzb9kUKv3caL+mstssv5kZ9XfCCcArXgH84z8C55/fe1wiVL4YKqBYgJCCUG3Z0h8zY4LN8tMHvoWF3jgdrlABvY+xqSNtAlAkjATSEiq6/jrpIRDBeeITi8/0yQFXqMhycylUW7f2X1OfQnX88SodyiGHqHuHykx1m2XqfPl+eZJOTq4A9bDut7+9+H/NGlX3VH5+fMptBRSTlHXrinOMJVQhMVQmhWrVKjX5O+OMYj+uGCqTQjUyYl7lR3Yaf7g7fc/jTH/9a+AlL+ltZ7rlpxOqdeuKcvjyUBGWLVPXlfrB445TCtWVVyrl+8ILVdvlk0ZK1kq/4WQF6H/e3ZIlvfVM4JMBU1++cmWRKubII3t/xx9PBKh7lc7dRKh0y08nVEceqbYxTUwIPHdViEI1MVHEbh040OtuhAal6/ApVGL5NQzTYwlM3/Pv+PtDDlGdop5vpipMMVSAumHuuquII4ohVMcdB1x+eTFrNsVQUadAN6xLoaJ96tA7U9u50X5NZSfLT59V0HmvXasebnvccUUsUaxCBRSEipM3qgvXNXUpVD7YLD8ToeK5jnSFihOqOtImAKqc9NuUhIrOSyc9hEsvVa+cUNExaMBZsUKd4/btRZ2YgtLpd1u2xBOqE05QVtD27eqZlLRvQBE5UhV4W6E2sGaNuS44SHGi4+qEiogLte3164tzpPokQsUtL/pOf/QMfaaDK4ZkOXFCdcYZilTRNimC0hcW1APUV61SZFW3/PhATsRTJ1SkUFFfSdD7Ez10w6RQ0efT00UoxFFHKdJHiwzIsuWEivoz6tNWrTIrVC4LFeiNRTORmJUri6dy0IQXKO51eqYl0KtQUT/I28HISG+mdE6odu9W95ZvXNMTt9KrjVBlmTpHIlR8JahJoZIYqgHEyIh5tkDwxVCddZZ6RElq2BQqig/avl3dQD5CZQJXu/S0CTTQHXqo2s6kUPGZBQ+sjT032q+p7OvXq5tCX3FCytyaNeoGeuYzi06EBp2NG9XNG0JuKOcYv9moLHUpVMuXq3Pjy95t1sz+/UUbtSlUpkzpk5O9z/IKsfy4QsUtv1hCZSJJsQrVe96j8s2cdlr/MahsVA+33+5WqOg7l0Jls/xMoHrfsaN4b7L8QtofESo6rk6oCNS2163rzb1D27kUKj2GymX50WA7MlIQdH1QHRtTizNe/nK7QhVq+V14obrG/FlzJkLF90PgCpU+QdGhT4xt6QlIoaLz2rBB1StZdESouApJiiUnVNS3vuIVRT6/UEL1xS8Cf/7n/duuXFlcO12hWlhQ9+8ll6jPTjrJrVDx60FB6UCx2GFqSrU5Vx8YSqj4PbV0aUGo+HNsU8ZQjY/3Z1vvIqEKcDQHE0uWqMYYavnx9+98Z9iFL1MmWr3FCdXGjep1fl51qGUIFY+D0BUqaohLlihyEKNQnX++WpEVcm40GLgUKkApR/ym5goV0JsckStU69b51QGgsHE4ylh+eW5O5GgCdXTT08Vg5VKo9BQbJoXKtMoPMOcmilGopqfNsTQ6ylp+NoXqEY8A/v3fzcegDpoI1W23FcTYRqjuvlsRqvvcx7xPm0Jlgq5QAeUJ1bHHqhQfdFw+SJkIFVeodu0qlDoiVKtXq1d+f5nalQ4ey0SWENWJTqje/371SKavfrU3KH1qqnieYEhQ+o03qgni//k/veXTLT8Ok0IVQqh8aRMIXKGamCget0REhXLfmRQqmoxSfd1xh0rDwIPqXedD9cjzLHFQG5ua6m1vvB+44ALV9510kjuG6ogjiomoTaFau7Y3fYSOWIUKUGWiTOlEqChdSRnLzxRDxSf8XVaohpZQTUyoi1gmhqoOMgUUhArofYwGESpAdcTT0/2Eijx9F2hmZ7P8xsfDCBVXqChPU8i50YBqW+1Fg5Ke2ZorVEBvckT6bOvWYgWcD3zFFyGUUHGLYedOdU6hlh+gBgFOqEyrsTih0hUqX1A6UNQvV6iobdiC0sfHizK+//3Fg6arrPKLtfxMsClUd95pVqioDugaz831Z3vXg9KbJlTve1/vLD5EoeKEany8iMnbuVMRgB073DFULsuPyNTISG86Co6zzlLH+4u/UP/zoPQ9e9S+QhQqSi3wuMepVz0o3ZQg12b5EaF65SvN7TQkKB1QdTk7q86PFCpA5RsEinrihIoepaUTKuqriCCEKlQ20H6PPLJ/RS+giMkFF6g8cSMjvav8+LFGRoCHPawghzqhIoXqjW+0P08V6K1nTlwoTIMUdp1Q6QoVjW9lCBWtgOeJQnl77TKhGkrLDzDbeoTQoPS6ygSolWgmQkXPntIJle/GpG1Nlh/56mNjamZjsvyo4U5N9QfdhoAI1W23FUvZXQoVh65Q3etexYDJg+FD4qcIttwwMQoVEc9Qyw9Qit4RR6ig5//+73iFimLrbGkTODiZoY6eDwq6QkWd4He+owJygeoKFbdFfAqV6xi6QgUUnSidN1eoOGn2xVCFWH5c/dMJFQ9QDyFUK1aoNrN0qWrzfHWVTaHilt/4uNrHjh3qXiFFZdMmtZpwZqafULkUKm750XnSIhYO/qDs0LQJujJ6xx2qDdKkLNbyI/LHFaqnPU0tVNERGpRO13/Hjl6FSp+g6oQKKEi5TqgIptW/JoXKBmpXPH6K/+6yy1Q/9PjHq/91hYr3Lw97WG8ZpqZUXWzfXhCqZz/bHc7CSbPp4cgUv+kiVPzB2mViqPj50374/S6WXwvQbzbTdyZC5Xq2WaoyASqxGhEbTqhoxQeRGmrUS5f2xx7p0AdQXaEaG1Md/RVXqKXHN9ygHphMZVuyRNl9vhQBtnObnVV5TXhmYw4iVHouKl2hyjJl+110US+hClnhR9i6tbe+ygSlhyb1BIoO5oILiut6xx39xJhW+dkUKqBYzWdTqAhcodq0Sb1y0kmDmG75cZg+I/hUW/48v7Vr1XF43EwIdIXqQQ9S137v3v5BxKRQAfFB6SbwGCoaWPkqPaqnkLbAy0EJTAm8/d373iqh7GMfWygAu3YVzwKdne0lVF/8YqGq8EEFcMdQkeozMqLiE885RyXk1cEHdT6gEblxKVREhObn1X74YAzEW35cobK1UVseKpNCBSilRn/gPV+dS/cqUPTVdI9RGwshVPxe8ZF52i+PnwKK+qfchI99bO/+TJbfwx/eX7ZDDilWXYaMbT7Lz/RMR5NCRfVSJoYKUPvgefJEoWoZLkLlWuXnS+CYokxEXHhQOjVQCpCkWW2MQmWz/Eg5IEK1eTPw7nerVT70jD9ANd4yAel0TrOzKpiYOkKb5WdSqPgT6IHC9uOdXIxCtXatyjFDCFWo+MBURqH6zW+KTo/HQPGBj8eo6AoVUCyZNqVN4OCEiiw8Xke889IJ1Wc+o3Ij8TrSwQdD08BBZSbiSu0uBjqhOvJItRrwuuuAP/5j9RnPtaYHpfNy6PssE5R+553F/uiVE6qQtsCxalWvDauX+2tfA+5//37Lj8fc0GBLExUgXqEiopJlKgeYSXG0KVQE1yo/ImxAL2EJUah42zIFpdsIlUmhOvXU/hhKqtu77y5IOV1HUnUOOaQ/+ShQtG3+0HVe7roVqltvVcegNrB2bW/5eUiBKSSCEyqXGk2oQqjm5gpCpStUsYRKb38mQiWJPRuE7flJQJFcjt8MTRKqE05QNy/d6L/6VXEz2AjV0qXqeXx/9Vf2/euWn0mhevrT1d83v6mCK3kH99a3Aq9+dflzm53tXZWk1/3UlNqOK1SXXqpm3Xqeq5e/XGUx5wN+DKHSEUOoLrpIvRKhiomhuuUWde30VaY2y8+mUNnSJhAOOaRXgdu0SXU6vKPjAwQnVPe/v6rfn/wkTKGyLQTgChXQe16h0NUFEyYn1YBy3HH1K1T79xeJYYnALVumjv3EJwJ/+If+fbnABwY+2PKYmfFx1dZpckOrX7lFZSLqOvRHwPiUw3vco19Z4DYY1Qsvg65Q0X70csas8tOD0kMJ1ciIatOnn967HSdUdHwiMJRMWE9cTNvxVZdAL6Fy1WfoRNimUNHxN2/uzef12tcC//M//aLAyIh5MrN6dZEVPkShssVQ+QjV9HTx0OSJiWI/ZQkVj+Gj8yCI5dcCfAqVfmGbJFT3u596ffrT1WC9ZYsiVD/9qbLhxsf7PfLJSbUUmS8516FbfvRbHpR+yilqVmzCm99c7dxmZnoHeb3us0zNrHgM16MfrcgDdWyEE05Qz9njOauqEKqQ6zsyAlx7rQoA/fCHFfHLst7l1Dbwh0mfeKK6pnff3TubohmVK4YKKHLQmNImEA49VBFxSsGxeXPvQAb0K1RLl6qOjj/A1wWe4d8E/nBXII1CZSvHxo3qfC6/XH3mIlRlgtL5QH/CCb37ppxS3/62fz8+0MBMyUMJnFBSHT760coyXLVKDYZ81ZtpsYMO0yo/F6jf2by5aGvPepaq65NP7h/0dUJF9ypvh3QtXJYfnzSceKKa7IVYfq4+noNbfnRtjzoK+MUvlKIF9BOqEMvPdVxS2coSKvrd5s29k81Vq4rVr3QcXpa3va24RwA18aJJel0K1YoVSpkny+/II4v6SxVDZbP8JFN6Q/DFUHWBUK1apVYEAWqpNeUk2bChfwYaYlvYYqh4UHpd4GkTCKa6P/JIZQsCqrPat0+tLLINVpQ4DoiLodIRqlAR+fzIRxTxPP74sHrjHdFhhxWdl24rxyhUtrQJQGGfUoe/aVM/4dQJ1ciIGkR4Vm8XfAoVz3MD1EeoAHUNsqxcUHqIXc634YSKP5w5BWhg4HEmQO8xqL7J9lu9ul9dCFGoTJafD2T7UVtbulTFWeoDPm1DQcqjo8W941KoTNeCSNmb3gQ86lHhlp8pdMMEqtvp6X6F6pRT1H5sCpXP8rOB7j1f2yOyxBcu8N9t3twb9mA7DtXB3/6tIqSE+9ynqN+6CNWqVWr1KBGqf/s3FVJAv6UHffPy+qArVIMSQ7UoFSoToSI0SagAFce0Z4+KF/n4xxUp4bEMsTFUBw6oRmaLoaoLpoHURqiuvVa9pyXcxx/vlqOJYDRh+RFoccCXvhS2f94RHX547zOo+P4phoorVFnW+3selG6z/DihWrVKdbyPelRvmXTLD+i3bVzwESq+LBsoMlHHIGbCABR1wDtYG9nYu1ftN2SRhY1QkUKVCvrKRQK/tlTfp58OvOxlSkWhc6T0KXoMVQrLD1B9z89/HtbfLFtWEHq+71jL72UvU/cMZa0va/m5ykmg4z/taUopX79ePbRafzqETqjKWn6+++FpT1OLDfS4L6r/AwfiCJWOs85ST58A6gtKX7WqWKk9Pt5P3CiFES+vD5OT6o+2F8uvZbhutpe+tH/ZsL48tg4cfXSxgocwMgK8/vXq/dq1ytrgs5WYAWdkpPdp47rl1zShMt08Rx5ZrFwhRctHYpcuVSpIVYXK9QwroLetjI8DD32oyuwdAt7BHHZY0XmZFKp9+4pzXrJEdUC6tRdi+QGq3eZ5mEIVi1hCRQ/lLnOMUNISo1Dt2RO+X6rb8fHeZ3iedVYYuQiFjVCNjBTZuam+DzlExTkCRXt65COBiy8u7h0em6fDlDbBB1JuQgkVf9YdgbdDvQ2Z2seaNb1L+Wni4YuBCyVUvO+k83r844tVpD/4Qf/50r6JUJWx/OgRRi5MThZEUv+c4CJUPKTABD6BCrkX9Idm0zF8hIom7aa+glbsAXEKlW11rChULcAVlH7yycXz3gihg3sVPPKRavCxNWyT/BurUHFCZQpKrwsxCtXu3cUDcAE/iZ2cVDd6iGRtw+io/9rym/0HP1BKRWgKiRDLj6wMvsrvEY/ofV4bYCdUJoVq927VpmZn+2OoTApVDEItP06omlKoVqwoOlQXoQrdL12P447rrbdXvjLs96Eg8mwiFkuX2lU+IlRPeIIiVPS4qpBHz/C0CT6QOh5KqAhVFCod3PLjKoWOUMvPpFBxmB78nkKhqkLE+W9dD6YfHbWvNiRcfbV6+ocp95iOsgoVwUaoeHlDQH2+6RhdJlSLMobKhCYIFeCeJZCPX1ah8hGqkMe2lEUMoQJUHFVonU9OVrP7gDBCxcv7kIeEBaMTeH3HxFCdeSZw3nm9++IPRrUpVNzyM+WgAqorVHpAsY6xMXWeKSy/WIWKLAHAHpRuSkZpA10PbvfVAXrosmmw5SqZDiKQlIGcHhbuCko3ZUr3gRQN1yBO4H0S3zdPLUHXgsoZQqi4QuVahVpFofJBV6hiCRUpVGURqlCFXNcHPAD4ylfCylMHoeLHDSVUy5f33teDQqiGVqHqKqFyIYVCxZ823lWFClCEKkahqppwddkyP0HiikysdZVl6hi7d/stP196gZC0CWT57d5dyO11KVSu3x5ySDuWH+UTmp52B6WHWvh0f9VNqABVJptCBZgHpVNPVedK5aOYldCgdCJVPjzlKSo7d0g+OptCxdsdH/zGxuLy6aUiVD6FygSbQuVKC8MxOlptMYOeIsV1nNAxLgRdUaje+c7eRU60SnlmRmKoWkEsoXrBC4APfrA/h0mTIEJlCkofxBgqH6GicvlI7F/8hbtjDcHf/737oaBAUd6VK8tli1++vCBUNoVKD0o3wZYp3RRDddllxXMRfWkTYuGz/IB+QhU7Ky9r+bkUKk6oQona1BTwgQ80c//7CJXpWr3udeoPUE85ePKT1fuYtAkhfeHISO+zNF3gdWsbKPmg/KlPFWkKfGVISajKKFQ6oTL1Ua4+oinLL/S6hsKUh2rp0iIGqgyheshDikU+oWPQAx7Q/9mqVb2PXRJC1SBcMVQmnHJK+zktTjhB3bg8meUwxlABilDRzedTEUxBm7HQV/GYwAlVGfBs2ikUKlfahBNPBJ70JODd7y7IlcvyK2P3liFUsXUXq1DRfbBsWRFfo5Mx2uf0dNwKvbPPDt+2CvSs2ASXQsXxzncW70MVqtRKBmBXqDj44HfGGWH7DbX8TM9kNYG3j1CFSrf8li7tf0D9oFh+MTApVBs2KEK1a5e6p0ZHe9uoj1C9/vUqlQKVtyxWr1YrM3kgvhCqhhCrUHUBL3yhSvZpmyX4YCNUrhUYqeDLgExYtkzdGLffrjoKPWVAm6hKqJYtU7/lAZW8AyErgz/Lz4QQy2/5cuDrXwfe+16VW+q+9+0nD3UHpQPqGt58s3pfV6Z0jmc8Q7XxY49Vx1qxol8p4O0uZQ6pVPjMZ8yTN1cMlQ2hMVTLl6dN/wD0x1CdeaZqhxz6M/1CkNryGxsryFBZy298XJ1vKKGqqlDR457yvD1CRdeOJgC33VZMUvg95yNU+kOby4KOI5ZfCxhEQjUyYrcvQm7OkZHeGKo2LD/yuak8JlByTwoU78o1SqFQUUCuz/JzXU/bKj968DBlYM4yd5LOuoPSgX6FKvY4Gzao2DZ9ILZh9WrgNa9R7ycn/VZMahKRArZHGYUqVBzUPv7939Wjkl760uK73buLgf3cc9M/+F1XqD7+cXv5Yu5xrlC5np0Y08cTGSpj+VGuuKVLe+N66lSoKKHxzIw/bULK/pP6Fa6OmwgVh49QASq32fnnlwul0I/D21TbrpIOIVQdRwqFikhWFbnVB6rvo44CbrxRvbfV/T3uoQjVqlXtLgLQUZVQ3fOexQBgs/xmZ1Un4Jop21b5ZZn6Ls/DOqamFKoqhOqII3qf7RiDiQnzteJ1FrJarStwxVDZQPf0Zz+rBi1OqO66S60cHhkJJ6wxiLX8QpFaoQJUWXftirf89uzpXQjBUSehouPNzLjb8GMe0/tIoqrIMjUZJDIOpCFUD32o+qsCStMiMVQtQAhV8VsamOusC6rvtWvVDTc9bT/ehg3ANdeo1zoTqcaiKqH67GeLGZNNoaLr47P8+DPS9O9C0URQ+urV6lrPzpaz/KpgxQq/1UwB+4OAMpYfP1d6RiZh27b+R6qkRGxQeihCg9JD81ABRf8Zq1Dt21fUod4H1xmUDhS/dylUz3ym+ksJWlxD9UqLXWyEiuzQmZl6XRCx/FpEbFB6V1ElKD3LikZXZ0On4wFqgF21yk2ojj5adf533TVchIp3uCaFanS0WCXjI1QEvdOemAhv002lTQDUcvIyClUV/OM/mjvUQSVUZSw/TmS2bVPX4KqrgAc+UN1fMbnUYmHLQ8VR1fJLqVAB8TFU/Dh0X+qWmAmPelR1VXBiQl3fKgmNy4DqnN//hx5aECrT5J5W4NUZp2uy/IRQNYTFqFBRRwT0nv/CQr0NnR+PCNXmzW5ClefqmX4Pf3i95YpBVULFUVWh0stEmJgIJ8dNpU0AimztTRKq+9/f/PliJVQAcMUVwO/9HvCxjylCVef5h1h+NCGIiZ2pw/Kjuo21/Ph72seaNYq8uo5LjwyqgslJdawqcUdloBMqQLkJNoUKUH3+HXfUO84MguU34HTDjmEhVIcdps4lpGM0DaD0WVMKFY+LstX9Pe+pXrdvHy6FisNGqGIVKpPlF7pyrapCFRqUDrRDqGzgA9AgESq67jF1qLeP//5vNcjccosa9OtUqEJjqHyPRjH95sABZSGnJlShNtzoaNF36oSK6rTusWVy0m331QVT3xVCqIB6CdW97qWOzQmfEKqGMCyE6h73UIGRfOmpDV0gVKRQAW6FijBMQekcJstvbKxIkOcLSieYLL9QQtW0QtV0DJUNvM67RNh9SKFQXXKJer399iIovS6EEqrYPnhkpEhXkCqGKtby49vyZLLA8BMqqnPe92zYoNpUm4Tqec8DNm7sNqEaWsuPboI6V7Y1hdBGys+V5NE2FCo9eFAHzwTfpQGvDoWK18H69cB116n3rpkyP76+Hc8Q7kOThOquu1Tn1gWFalAnUVXSJhCIUN14o1IMuxBDFXs9eLttS6Gi/U9P9ytURFLrtuJe9rJ2xq/ly/vPbcMG5SiMjwMnn9z/myYI1chI8QxT+l8IVUMYFoUqBnSu69YBhx/e+1mTCpXP8pucVFbmnXcOr0Jlks2POAL4yU/Ue9dM+clPBv71X5Xt8Yxn9H73/OeHd1pNpU0A1LUse5zUCAmm7yLKWH76gEsPyr7mGvXahVV+ZRQqQltB6Xzbtiy///2/692/DcuX958bpU648872FCodkim9QSxGQkWd2kkn9T/lve6GvmED8NjHqtUtvjxUgLL97ryzmwpVigSIJkJFJBfwx1C9+MXm7974xvAy8EGuDKEOISakhBKh6oLlR6kr+COcBgEpFCoC5SZqO4aKVhrHgLdbHh6go860CUDR7tuy/NrC1FT/uT30oUW2eROhon6gSUI1MtK9xJ6VmkSWZX+fZdkNWZZdlWXZf2ZZtjpRuSpjMRIqalwPelDxWVOW39KlwEUXqYda3u9+ytZzSeLUUQ6rQjU2pjpgXaEiNEE86JpTCo1YhASlU0xXlxQqShR67LHtliMWVWOoTASybUJVVaE68UT7dm0pVKT6DevYsmJFv+J4n/uodByvfCXwx3/c/5s2FKouWn5Vm8SFAB6Q5/mJAG4E8NbqRUqDxUio6JlqJ51UfNaU5cfxylcCt97q3oZW+nVRoUpF8lasaJdQVVUnQyw/QNXXXXep910gVH/wBypj+Kc/3XZJ4lA1sefxx6tXureAei2/umKoaPujj3YHZdeZNoFvq+ehGnaF6k/+BPjkJ/s/v899gE99Cvj93+//TgiVQqVhNs/zC9i/PwXw7GrFSYdhSewZg40b1SsnVE0pVBwhasiwK1RAv3TepkJVBqGEatWqQhXqguU3OQmcc07bpYhHlUfPAEX7OvXUYkJTp0JFT2PQnznJUSUo3aVO0fHpGD6QQlXG8tMVqtWry1mZg4J731v9xeBRj1KPwXE9ezE1ukioUjaJVwD4dsL9VcJiVKgIJ5xQvG+DUIXgPvdRr/RYgy6gSUJV9bEUIdDz6MQiRqEiQtUFhWpQUdXyoxi9Rz5SvWZZEdtSB7KsICopCRU9dumBD3RvVyaGqkraBNrH8uXqvJtOuNllPPjBwPe/30y/RugiofIOs1mWXQTgcMNXb8vz/GsHt3kbgDkA5zr2cyaAMwHgaFekYSIsRkL1kpeoRs075KaC0mPx+McrT56IVRewerWy6Vwri2Lwlrf0Bri3Zfk1oVBdf321YwmqB6UfeaR6fdSj1OuaNfUvu1+2TOVWsx2njJLzq1+p1wc8wL2dnmvPhSc+Efj1r+PyOtksv+XL1bVaTGNLFzGQhCrP88e5vs+y7AwATwXw2Dy3x9znef4JAJ8AgFNOOaX22PzFSKg+//n+z9qIoQpBlvlnoE3jta9VDxpN1WZe+MLe/9etU9dhbm4wLL+QoHRAKVS0qqwLlt+gomrahBe/WBGGBz1IqaN1xk8RiAS6FKpYUkfk3Nc/xPTxJ54IfPzjceWwWX7Llqm/xTS2dBFdJFRVV/k9EcD/AfD0PM+n0xQpDRZjDJUJXbX8uohly4Djjqtv/yMjRYzBIClUvt9zi1QUqvIgNTM0Ez7Q27+tWaNUakCpVXXGTxHqsPw++Um1kux+93NvR31aXX28bvlRKpSpKVGouoAuEqqqw+w/A5gAcGGmprM/zfP81ZVLlQCLUaEyQQhVt3D44eoRDoOgUMVYfgQhVOVx//sD//ZvwJOeFP4bUhH19vSyl6Wzrl2og1Cdeqr68yHLVNusm1BRmz79dEX2jj9eCFUXMHSEKs/z/5WqIKlBnUmTQXJdRFctv8UKiqMaJIUqxPIjiOVXHlkGvOhFcb+ZmgJe8QqVqoTjLW9JVy4XfJbf4YfXu/LruON600SkhG75TU0Br3qVer9sGTA/X89xBWGQTOkNYsMG4GtfAx7njAAbfnQ1KH2x4ogjFLlt4hldolANP7Ks3XxbPoXqHe8A3lpjdkJ6NmYd0BUqjvXr1XP+BO2hi5nSh5ZQAcDTn952CdqHWH7dwumnq6D0JlBVoaJVYr7UFhJDtXhBhMo2QZiYqFe1rDN1gR5DxfHRj4pC1TaGzvITdB9CqLqFpzxF/TWBqgrVkUeqh+3yJ7ybIArV4oVPoRpk6JYfB0+BImgHQqgEjUNiqBYvqipUAHDoof5tJIZq8cIXQzXIcFl+gvbRRUI1hLeBgENiqBYvUhCqEIjlt3ixGBQqmSR0E0KoBI1DLL/Fi5GRYml5nRDLb/FimAmVKFTdhhAqQeMQy29xY3S0WYVKZvOLC0cfrRKINrFqtWkIoeo2RkbUAp9zzwW2b2+7NApCqIYcolAtboyN1T8giEK1eHHmmcBNNw3ng4JdQemC9kFpE178YuDb3267NApCqIYcQqgWN5pQqOiRHIC0s8WGsTH1UPFhhCttgqB9cPelqZXTPkj3N+SQoPTFjWOOAY49tt5jjI4qUnXgwHAqFYLFCbH8ug3qax7zmO6QeiFUQw6JoVrcuPLKZkjOqlXArl31H0cgaApi+XUb11+vXk8/vd1ycIjlN+QQy29xY3S0mRVYK1fKwCMYLojl121Q7KYQKkFjEEIlaAKrVsnAIxguTE6qV5kodBMf+ABw+eXqub1dgRCqIYdYfoImIAqVYNhw2mnAu98NPPjBbZdEYMKKFcBJJ7Vdil4IoRpySFC6oAmsX686OIFgWDA1Bfz1X8tkVBAOaSpDDrH8BE3gve8Fdu5suxQCgUDQHmSYHXIIoRI0gaOPbrsEAoFA0C7E8htySAyVQCAQCAT1QwjVkEMUKoFAIBAI6ocQqiGHBKULBAKBQFA/hFANOcTyEwgEAoGgfgihGnKI5ScQCAQCQf0QQjXkEEIlEAgEAkH9EEI15BBCJRAIBAJB/RBCNeSgGCoJShcIBAKBoD4IoRpyiEIlEAgEAkH9EEI15BBCJRAIBAJB/RBCNeSQtAkCgUAgENQPIVRDDlGoBAKBQCCoH0KohhySKV0gEAgEgvohhGrIIQqVQCAQCAT1QwjVkENiqAQCgUAgqB9CqIYcolAJBAKBQFA/hFANOSSGSiAQCASC+iGEasghlp9AIBAIBPWjEqHKsuxvsiy7KsuyK7IsuyDLsnukKpggDcTyEwgEAoGgflRVqP4+z/MT8zw/CcD5AN5evUiClBBCJRAIBAJB/ahEqPI838X+XQ4gr1YcQWoIoRIIBAKBoH5UHmazLHsPgJcC2AngMY7tzgRwJgAcffTRVQ8rCMThhwPLlwMrV7ZdEoFAIBAIhhdZnrtFpSzLLgJwuOGrt+V5/jW23VsBTOZ5/g7fQU855ZT8sssuiy2roAQWFoC77wbWrm27JAKBQCAQDCayLPtFnuenuLbxKlR5nj8u8HhfAPBNAF5CJWgOIyNCpgQCgUAgqBtVV/kdz/59OoAbqhVHIBAIBAKBYPBQNYbqfVmWnQBgAcCtAF5dvUgCgUAgEAgEg4VKhCrP82elKohAIBAIBALBoEIypQsEAoFAIBBUhBAqgUAgEAgEgooQQiUQCAQCgUBQEUKoBAKBQCAQCCpCCJVAIBAIBAJBRQihEggEAoFAIKgIIVQCgUAgEAgEFeF9ll8tB82yrVCJQOvEOgB31XyMQYDUg4LUg9QBQepBQepBQepB6oDgqod75nm+3vXjVghVE8iy7DLfgwwXA6QeFKQepA4IUg8KUg8KUg9SB4Sq9SCWn0AgEAgEAkFFCKESCAQCgUAgqIhhJlSfaLsAHYHUg4LUg9QBQepBQepBQepB6oBQqR6GNoZKIBAIBAKBoCkMs0IlEAgEAoFA0AiGklBlWfbELMt+lWXZzVmWvaXt8jSFLMs2Zll2dZZlV2RZdtnBz9ZkWXZhlmU3HXw9pO1ypkaWZZ/JsmxLlmXXsM+s551l2VsPto1fZVn2hHZKnR6WenhnlmW3H2wTV2RZ9mT23dDVQ5ZlR2VZ9oMsy67PsuzaLMvecPDzRdUeHPWw2NrDZJZlP8+y7MqD9fCug58vmvbgqINF1RYIWZaNZll2eZZl5x/8P11byPN8qP4AjAL4NYB7AVgC4EoA92u7XA2d+0YA67TP/i+Atxx8/xYA72+7nDWc96MBPBjANb7zBnC/g21iAsCxB9vKaNvnUGM9vBPAmw3bDmU9ADgCwIMPvl8B4MaD57qo2oOjHhZbe8gATB18Pw7gZwAesZjag6MOFlVbYOf3JgBfAHD+wf+TtYVhVKgeBuDmPM9vyfN8FsCXAJzecpnaxOkAzjn4/hwAz2ivKPUgz/MfAdiufWw779MBfCnP8/15nv8GwM1QbWbgYakHG4ayHvI835zn+S8Pvt8N4HoAR2KRtQdHPdgwrPWQ53m+5+C/4wf/ciyi9uCoAxuGrg4IWZZtAPAUAJ9iHydrC8NIqI4E8Dv2/21wdyTDhBzABVmW/SLLsjMPfnZYnuebAdXJAji0tdI1C9t5L8b28bosy646aAmSnD309ZBl2TEAToaakS/a9qDVA7DI2sNBi+cKAFsAXJjn+aJrD5Y6ABZZWwDwjwD+AsAC+yxZWxhGQpUZPlssSxkfmef5gwE8CcBZWZY9uu0CdRCLrX18FMBxAE4CsBnA/zv4+VDXQ5ZlUwDOA/BneZ7vcm1q+GyY62HRtYc8z+fzPD8JwAYAD8uy7AGOzYeyHix1sKjaQpZlTwWwJc/zX4T+xPCZsx6GkVDdBuAo9v8GAJtaKkujyPN808HXLQD+E0qevDPLsiMA4ODrlvZK2Chs572o2kee53ce7EwXAHwShWQ9tPWQZdk4FIk4N8/zrx78eNG1B1M9LMb2QMjzfAeAiwE8EYuwPQC9dbAI28IjATw9y7KNUKFAp2VZ9m9I2BaGkVBdCuD4LMuOzbJsCYDnA/h6y2WqHVmWLc+ybAW9B/B4ANdAnfsZBzc7A8DX2ilh47Cd99cBPD/Lsoksy44FcDyAn7dQvkZAHcVBPBOqTQBDWg9ZlmUAPg3g+jzPP8i+WlTtwVYPi7A9rM+ybPXB90sBPA7ADVhE7cFWB4utLeR5/tY8zzfkeX4MFC/4fp7nL0bCtjBWS8lbRJ7nc1mWvQ7Ad6FW/H0mz/NrWy5WEzgMwH+qfhRjAL6Q5/l3siy7FMCXsyx7JYDfAnhOi2WsBVmWfRHAHwJYl2XZbQDeAeB9MJx3nufXZln2ZQDXAZgDcFae5/OtFDwxLPXwh1mWnQQlVW8E8L+Boa6HRwJ4CYCrD8aMAMBfYvG1B1s9vGCRtYcjAJyTZdkolIDw5TzPz8+y7BIsnvZgq4N/XWRtwYZkfYNkShcIBAKBQCCoiGG0/AQCgUAgEAgahRAqgUAgEAgEgooQQiUQCAQCgUBQEUKoBAKBQCAQCCpCCJVAIBAIBAJBRQihEggEAoFAIKgIIVQCgUAgEAgEFSGESiAQCAQCgaAi/j9Hjg2BEht+rwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(387, 1024)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.matshow(X,cmap=cm.seismic)\n", "plt.show()\n", "plt.figure(figsize=(10,5))\n", "plt.plot(y,color='blue')\n", "plt.show()\n", "X.shape" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The y-values, taken from the second column of the smiles file, are the logS solubility." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(y);" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# `sklearn`\n", "\n", "[scikit-learn](http://scikit-learn.org/stable/) provides a complete set machine learning tools.\n", "\n", "* Classification\n", "* Regression\n", "* Clustering\n", "* Dimensionality reduction\n", "* Model selection and evaluation\n", "* Preprocessing" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import sklearn" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Linear Model\n", "\n", "One of the simplest models is a linear regression, where the goal is to find weights *w* to minimize:\n", "$$\\sum(Xw - y)^2$$\n", "\n", "\n", "\n", "\n", "
\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Linear Model\n", "\n", "`sklearn` has a uniform interface for all its models:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn import linear_model\n", "model = linear_model.LinearRegression() # create the model\n", "model.fit(X,y) # fit the model to the data\n", "p = model.predict(X) # make predictions with the model" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (5,5))\n", "plt.scatter(y,p); plt.xlabel('True'); plt.ylabel('Predict');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Let's reframe this is a classification problem for illustrative purposes..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ylabel = y > -1\n", "plabel = p > -1\n", "plt.hist(np.uint8(ylabel));" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Evaluating Predictions\n", "\n", "**Confusion matrix** provides ways to evaluate prediction accuracy\n", "\n", " * *TP* true positive, a correctly predicted positive example\n", " * *TN* true negatie, a correctly predicted negative example\n", " * *FP* false positive, a negative example incorrectly predicted as positive\n", " * *FN* false negative, a positive example incorrectly predicted as negative\n", " * *P* total number of positives (*TP* + *FN*)\n", " * *N* total number of negatives (*TN* + *FP*)\n", "\n", "\n", "Accuracy: $\\frac{TP+TN}{P+N}$" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy\n", "0.9431524547803618\n", "\n", "Confusion Matrix\n", "[['TP' 'FN']\n", " ['FP' 'TP']]\n", "[[200 10]\n", " [ 12 165]]\n" ] } ], "source": [ "from sklearn.metrics import * #pull in accuracy score, amount other things\n", "print('Accuracy')\n", "print(accuracy_score(ylabel, plabel))\n", "\n", "print('\\nConfusion Matrix')\n", "print(np.array([['TP', 'FN'],['FP','TP']]))\n", "print(confusion_matrix(ylabel,plabel).transpose())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Other measures\n", "\n", "Precision. Of those predicted true, how may are accurate? $\\frac{TP}{TP+FP}$\n", "\n", "Recall (true positive rate). How many of the true examples were retrieved? $\\frac{TP}{P}$\n", "\n", "F1 Score. The harmonic mean of precision and recall. $\\frac{2TP}{2TP+FP+FN}$" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " False 0.95 0.94 0.95 212\n", " True 0.93 0.94 0.94 175\n", "\n", " accuracy 0.94 387\n", " macro avg 0.94 0.94 0.94 387\n", "weighted avg 0.94 0.94 0.94 387\n", "\n" ] } ], "source": [ "print(classification_report(ylabel,plabel))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ROC Curves\n", "\n", "The previous metrics work on classification results (yes or no). Many models are capable of producing scores or probabilities (recall we had to threshold our results). The classification performance then depends on what score threshold is chosen to distinguish the two classes.\n", "\n", "ROC curves plot the false positive rate and true positive rate as this treshold is changed." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fpr, tpr, thresholds = roc_curve(ylabel, p) #not using rounded values\n", "plt.figure(figsize=(7,7))\n", "plt.plot(fpr,tpr,linewidth=4,clip_on=False)\n", "plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\")\n", "plt.gca().set_aspect('equal')\n", "plt.ylim(0,1); plt.xlim(0,1); plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# AUC\n", "\n", "The area under the ROC curve (AUC) has a statistical meaning. It is equal to the probability that the classifier will rank a randomly chosen positive example higher than a randomly chosen negative example.\n", "\n", "An AUC of one is perfect prediction.\n", "\n", "An AUC of 0.5 is the same as random." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.49897574123989225\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.shuffle(p)\n", "fpr, tpr, thresholds = roc_curve(ylabel, p) \n", "plt.plot(fpr,tpr,linewidth=3); plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\"); plt.ylim(0,1); plt.xlim(0,1)\n", "plt.gca().set_aspect('equal')\n", "plt.figure(figsize=(10,10))\n", "print(roc_auc_score(ylabel,p))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Correct Model Evaluation\n", "\n", "We have been evaluating how well our model can fit the training data. This is not the relevant metric.\n", "\n", "We are most interested in *generalization error*: the ability of the model to predict **new** data that was not part of the training set.\n", "\n", "In order to assess the *predictiveness* of the model, we must use it to predict data it has not been trained on." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Cross Validation\n", "\n", "In cross validation we train on a portion of the data and test on the remainder.\n", "\n", "### K-Fold Cross Validation\n", " * split data into *k* parts, or folds\n", " * train *k* models, each using a different set of k-1 folds\n", " * evaluate on held out set\n", " \n", " If k == n, called leave-one-out cross validation.\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Cross Validation\n", "\n", "`sklearn` implement a number of cross validation variants. They provide a way to generate test/train sets." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import KFold\n", "kf = KFold(n_splits=5)\n", "accuracies = []; rocs = []\n", "accuracies_train = []; rocs_train = [];\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = linear_model.LinearRegression() \n", " model.fit(X[train],y[train]) #slice out the training folds\n", " p = model.predict(X[test]) #slice out the test fold\n", " accuracies.append(accuracy_score(ylabel[test],p > -1))\n", " fpr, tpr, thresholds = roc_curve(ylabel[test], p) \n", " rocs.append( (fpr,tpr, roc_auc_score(ylabel[test], p)))\n", " #training data\n", " p_train = model.predict(X[train]) #slice out the test fold\n", " accuracies_train.append(accuracy_score(ylabel[train],p_train > -1))\n", " fpr, tpr, thresholds = roc_curve(ylabel[train], p_train) \n", " rocs_train.append( (fpr,tpr, roc_auc_score(ylabel[train], p_train)))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.6282051282051282, 0.6410256410256411, 0.5454545454545454, 0.7142857142857143, 0.7012987012987013]\n", "Average accuracy: 0.6460539460539461 \n", "\n", "[0.9514563106796117, 0.948220064724919, 0.9612903225806452, 0.9580645161290322, 0.9483870967741935]\n", "Average accuracy (training data): 0.9534836621776803\n" ] } ], "source": [ "print(accuracies)\n", "print(\"Average accuracy:\",np.mean(accuracies),'\\n')\n", "\n", "print(accuracies_train)\n", "print(\"Average accuracy (training data):\",np.mean(accuracies_train))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10,5));\n", "\n", "for roc in rocs:\n", " ax[0].plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "ax[0].set(xlabel=\"FPR\", ylabel=\"TPR\", ); ax[0].set_ylim(0,1); ax[0].set_xlim(0,1); ax[0].legend(loc='best');\n", "\n", "for roc in rocs_train:\n", " ax[1].plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "ax[1].set(xlabel=\"FPR\", ylabel=\"TPR\", ); ax[1].set_ylim(0,1); ax[1].set_xlim(0,1); ax[1].legend(loc='best');\n", "\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Alternatively..." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'fit_time': array([0.08149719, 0.09700084, 0.07871628, 0.0587194 , 0.05852962]),\n", " 'score_time': array([0.01111794, 0.01063108, 0.002177 , 0.00211978, 0.0022378 ]),\n", " 'test_roc_auc': array([0.67105263, 0.52777778, 0.65067568, 0.69740741, 0.63090418])}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import cross_validate\n", "\n", "cross_validate(linear_model.LinearRegression(),X,y > -1,cv=5,scoring=['roc_auc'])" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Generalization Error\n", "\n", "There are several sources of generalization error:\n", " * overfitting - using artifacts of the data to make predictions\n", " * our data set has 387 examples and 1024 features\n", " * insufficient data - not enough or not the right kind\n", " * inappropriate model - isn't capable of representing reality\n", " \n", "A large different between cross-validation performance and fit (test-on-train) performance indicates overfitting.\n", "\n", "One way to reduce overfitting is to reduce the number of features used for training (this is called *feature selection*)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# LASSO\n", "\n", "Lasso is a modified form of linear regression that includes a *regularization* parameter $\\alpha$\n", "$$\\sum(Xw - y)^2 + \\alpha\\sum|w|$$\n", "\n", "The higher the value of $\\alpha$, the greater the penalty for having non-zero weights. This has the effect of driving weights to zero and selecting fewer features for the model.\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "kf = KFold(n_splits=5)\n", "accuracies = []; rocs = []\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = linear_model.Lasso(alpha=0.005) \n", " model.fit(X[train],y[train]) #slice out the training folds\n", " p = model.predict(X[test]) #slice out the test fold\n", " accuracies.append(accuracy_score(ylabel[test],p > 0))\n", " fpr, tpr, thresholds = roc_curve(ylabel[test], p) \n", " rocs.append( (fpr,tpr, roc_auc_score(ylabel[test],p)))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.6666666666666666, 0.7948717948717948, 0.6493506493506493, 0.8051948051948052, 0.7402597402597403]\n", "Average accuracy: 0.7312687312687312\n" ] } ], "source": [ "print(accuracies)\n", "print(\"Average accuracy:\",np.mean(accuracies))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for roc in rocs:\n", " plt.plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "plt.gca().set_aspect('equal') \n", "plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\"); plt.ylim(0,1); plt.xlim(0,1); plt.legend(loc='best'); plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Lasso vs. LinearRegression" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "linmodel = linear_model.LinearRegression() \n", "linmodel.fit(X,y) \n", "lassomodel = linear_model.Lasso(alpha=0.005) \n", "lassomodel.fit(X,y);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Lasso model is much simpler" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nonzero coefficients in linear: 881\n", "Nonzero coefficients in LASSO: 64\n" ] } ], "source": [ "print(\"Nonzero coefficients in linear:\",np.count_nonzero(linmodel.coef_))\n", "print(\"Nonzero coefficients in LASSO:\",np.count_nonzero(lassomodel.coef_))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "source": [ "# Model Parameter Optimization\n", "\n", "Most classifiers have parameters, like $\\alpha$ in Lasso, that can be set to change the classification behavior.\n", "\n", "A key part of training a model is figuring out what parameters to use.\n", "\n", "This is typically done by a brute-force grid search (i.e., try a bunch of values and see which ones work)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alpha': 0.005}" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import model_selection\n", "#setup grid search with default 5-fold CV and scoring\n", "searcher = model_selection.GridSearchCV(linear_model.Lasso(max_iter=10000), {'alpha': [0.001,0.005,0.01,0.1]})\n", "searcher.fit(X,y)\n", "searcher.best_params_" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Model specific optimization\n", "\n", "Some classifiers (mostly linear models) can identify optimal parameters more efficiently and have a \"CV\" version that automatically determines the best parameters." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LassoCV(max_iter=10000, n_jobs=8)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LassoCV(max_iter=10000, n_jobs=8)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lassomodel = linear_model.LassoCV(n_jobs=8,max_iter=10000)\n", "lassomodel.fit(X,y)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0045520394784971056" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lassomodel.alpha_" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "source": [ "# Support Vector Machine (SVM)\n", "\n", "A support vector machine is orthogonal to a linear model - it attempts to find a plane that *separates* the classes of data with the maximum *margin*.\n", "\n", "\n", "\n", "There are two key parameters in an SVM: the kernel and the penalty term (and some kernels may have additional parameters)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# SVM Kernels\n", "\n", "A kernel function, $\\phi$, is a transformation of the input data that let's us apply SVM (linear separation) to problems that are not linearly separable.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training SVM\n", "\n", "We can get both the *predictions* (0 or 1) from the SVM as well as *probabilities*, a confidence in how accurate the predictions are. We use the probabilities to compute the ROC curve." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "from sklearn import svm\n", "kf = KFold(n_splits=5)\n", "accuracies = []; rocs = []\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = svm.SVC(probability=True) \n", " model.fit(X[train],ylabel[train]) #slice out the training folds\n", " p = model.predict(X[test]) # prediction (0 or 1)\n", " probs = model.predict_proba(X[test])[:,1] #probability of being 1\n", " accuracies.append(accuracy_score(ylabel[test],p))\n", " fpr, tpr, thresholds = roc_curve(ylabel[test], probs) \n", " rocs.append( (fpr,tpr, roc_auc_score(ylabel[test],probs)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training SVM" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.6923076923076923, 0.7307692307692307, 0.6883116883116883, 0.7922077922077922, 0.6753246753246753]\n", "Average accuracy: 0.7157842157842158\n" ] } ], "source": [ "print(accuracies)\n", "print(\"Average accuracy:\",np.mean(accuracies))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for roc in rocs:\n", " plt.plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "plt.gca().set_aspect('equal')\n", "plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\"); plt.ylim(0,1); plt.xlim(0,1); plt.legend(loc='best'); plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training SVM" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
GridSearchCV(estimator=SVC(), n_jobs=-1,\n",
       "             param_grid={'C': [1, 10, 100, 1000], 'kernel': ['linear', 'rbf']},\n",
       "             scoring='roc_auc')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "GridSearchCV(estimator=SVC(), n_jobs=-1,\n", " param_grid={'C': [1, 10, 100, 1000], 'kernel': ['linear', 'rbf']},\n", " scoring='roc_auc')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import model_selection\n", "searcher = model_selection.GridSearchCV(svm.SVC(), {'kernel': ['linear','rbf'],'C': [1,10,100,1000]},scoring='roc_auc',n_jobs=-1)\n", "searcher.fit(X,ylabel)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best AUC: 0.8149612403100776\n", "Parameters {'C': 10, 'kernel': 'rbf'}\n" ] } ], "source": [ "print(\"Best AUC:\",searcher.best_score_)\n", "print(\"Parameters\",searcher.best_params_)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Nearest Neighbors (NN)\n", "\n", "Nearest Neighbors models classify new points based on the values of the closest points in the training set.\n", "\n", "\n", "\n", "The main parameter is $k$, the number of neighbors to consider, and the method of combining the neighbor results." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training NN" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "from sklearn import neighbors\n", "kf = KFold(n_splits=5)\n", "accuracies = []; rocs = []\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = neighbors.KNeighborsClassifier() # defaults to k=5\n", " model.fit(X[train],ylabel[train]) #slice out the training folds\n", " p = model.predict(X[test]) # prediction (0 or 1)\n", " probs = model.predict_proba(X[test])[:,1] #probability of being 1\n", " accuracies.append(accuracy_score(ylabel[test],p))\n", " fpr, tpr, thresholds = roc_curve(ylabel[test], probs) \n", " rocs.append( (fpr,tpr, roc_auc_score(ylabel[test],probs)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training NN" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.7307692307692307, 0.6923076923076923, 0.7532467532467533, 0.7272727272727273, 0.7662337662337663]\n", "Average accuracy: 0.733966033966034\n" ] } ], "source": [ "print(accuracies)\n", "print(\"Average accuracy:\",np.mean(accuracies))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for roc in rocs:\n", " plt.plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "plt.gca().set_aspect('equal') \n", "plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\"); plt.ylim(0,1); plt.xlim(0,1); plt.legend(loc='best'); plt.show()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training NN" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "searcher = model_selection.GridSearchCV(neighbors.KNeighborsClassifier(), \\\n", " {'n_neighbors': [1,2,3,4,5,10]},scoring='roc_auc',n_jobs=-1)\n", "searcher.fit(X,ylabel);" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best AUC: 0.8024758740705586\n", "Parameters {'n_neighbors': 5}\n" ] } ], "source": [ "print(\"Best AUC:\",searcher.best_score_)\n", "print(\"Parameters\",searcher.best_params_)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Decision Trees\n", "\n", "A decision tree is a tree where each node make a decision based on the value of a single feature. At the bottom of the tree is the classification that results from all those decisions.\n", "\n", "\n", "\n", "Significant model parameters include the depth of the tree and how features and splits are determined." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "
\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Random Forest\n", "\n", "A bunch of decision trees trained on different sub-samples of the data.\n", "\n", "They vote (or are averaged)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training a Decision Tree" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "from sklearn import tree\n", "kf = KFold(n_splits=5)\n", "accuracies = []; rocs = []\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = tree.DecisionTreeClassifier() \n", " model.fit(X[train],ylabel[train]) #slice out the training folds\n", " p = model.predict(X[test]) # prediction (0 or 1)\n", " probs = model.predict_proba(X[test])[:,1] #probability of being 1\n", " accuracies.append(accuracy_score(ylabel[test],p))\n", " fpr, tpr, thresholds = roc_curve(ylabel[test], probs) \n", " rocs.append( (fpr,tpr, roc_auc_score(ylabel[test],probs)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training a Decision Tree" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.7435897435897436, 0.717948717948718, 0.6753246753246753, 0.7272727272727273, 0.7142857142857143]\n", "Average accuracy: 0.7156843156843158\n" ] } ], "source": [ "print(accuracies)\n", "print(\"Average accuracy:\",np.mean(accuracies))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for roc in rocs:\n", " plt.plot(roc[0],roc[1],label=\"AUC %.2f\" %roc[2]); \n", "plt.gca().set_aspect('equal') \n", "plt.xlabel(\"FPR\"); plt.ylabel(\"TPR\"); plt.ylim(0,1); plt.xlim(0,1); plt.legend(loc='best'); plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0.0, 0.5, 1.0}" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(probs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Training a Decision Tree" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "searcher = model_selection.GridSearchCV(tree.DecisionTreeClassifier(), \\\n", " {'max_depth': [1,2,3,4,5,10]},scoring='roc_auc',n_jobs=-1)\n", "searcher.fit(X,ylabel);" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best AUC: 0.7580414491377947\n", "Parameters {'max_depth': 5}\n" ] } ], "source": [ "print(\"Best AUC:\",searcher.best_score_)\n", "print(\"Parameters\",searcher.best_params_)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0.0,\n", " 0.046153846153846156,\n", " 0.15217391304347827,\n", " 0.2391304347826087,\n", " 0.5,\n", " 0.6666666666666666,\n", " 1.0}" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = tree.DecisionTreeClassifier(max_depth=5).fit(X,ylabel)\n", "set(model.predict_proba(X)[:,1])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Regression\n", "\n", "Regression in `sklearn` is pretty much the same as classification, but you use a score appropriate for regression (e.g., squared error or correlation)." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Code source: Gaël Varoquaux\n", "# Andreas Müller\n", "# Modified for documentation by Jaques Grobler\n", "# License: BSD 3 clause\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib.colors import ListedColormap\n", "\n", "from sklearn.datasets import make_circles, make_classification, make_moons\n", "from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n", "from sklearn.ensemble import *\n", "from sklearn.gaussian_process import GaussianProcessClassifier\n", "from sklearn.gaussian_process.kernels import RBF\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.neural_network import MLPClassifier\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.svm import SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "names = [\n", " \"Nearest Neighbors\",\n", " \"Linear SVM\",\n", " \"RBF SVM\",\n", " \"Decision Tree\",\n", " \"Random Forest\",\n", " \"Gradient Boosting\",\n", " \"Neural Net\"\n", "]\n", "\n", "classifiers = [\n", " KNeighborsClassifier(3),\n", " SVC(kernel=\"linear\", C=0.025, random_state=42),\n", " SVC(gamma=2, C=1, random_state=42),\n", " DecisionTreeClassifier(max_depth=5, random_state=42),\n", " RandomForestClassifier(\n", " max_depth=5, n_estimators=10, max_features=1, random_state=42\n", " ),\n", " GradientBoostingClassifier(),\n", " MLPClassifier(alpha=1, max_iter=1000, random_state=42)\n", "]\n", "\n", "X, y = make_classification(\n", " n_features=2, n_redundant=0, n_informative=2, random_state=1, n_clusters_per_class=1\n", ")\n", "rng = np.random.RandomState(2)\n", "X += 2 * rng.uniform(size=X.shape)\n", "linearly_separable = (X, y)\n", "\n", "datasets = [\n", " make_moons(noise=0.3, random_state=0),\n", " make_circles(noise=0.2, factor=0.5, random_state=1),\n", " linearly_separable,\n", "]\n", "\n", "figure = plt.figure(figsize=(27, 12))\n", "i = 1\n", "# iterate over datasets\n", "for ds_cnt, ds in enumerate(datasets):\n", " # preprocess dataset, split into training and test part\n", " X, y = ds\n", " X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.4, random_state=42\n", " )\n", "\n", " x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", " y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "\n", " # just plot the dataset first\n", " cm = plt.cm.RdBu\n", " cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", " if ds_cnt == 0:\n", " ax.set_title(\"Input data\",fontsize=24)\n", " # Plot the training points\n", " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\")\n", " # Plot the testing points\n", " ax.scatter(\n", " X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6, edgecolors=\"k\"\n", " )\n", " ax.set_xlim(x_min, x_max)\n", " ax.set_ylim(y_min, y_max)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " i += 1\n", "\n", " # iterate over classifiers\n", " for name, clf in zip(names, classifiers):\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", "\n", " clf = make_pipeline(StandardScaler(), clf)\n", " clf.fit(X_train, y_train)\n", " score = clf.score(X_test, y_test)\n", " DecisionBoundaryDisplay.from_estimator(\n", " clf, X, cmap=cm, alpha=0.8, ax=ax, eps=0.5\n", " )\n", "\n", " # Plot the training points\n", " ax.scatter(\n", " X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\"\n", " )\n", " # Plot the testing points\n", " ax.scatter(\n", " X_test[:, 0],\n", " X_test[:, 1],\n", " c=y_test,\n", " cmap=cm_bright,\n", " edgecolors=\"k\",\n", " alpha=0.6,\n", " )\n", "\n", " ax.set_xlim(x_min, x_max)\n", " ax.set_ylim(y_min, y_max)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " if ds_cnt == 0:\n", " ax.set_title(name,fontsize=24)\n", " ax.text(\n", " x_max - 0.3,\n", " y_min + 0.3,\n", " (\"%.2f\" % score).lstrip(\"0\"),\n", " size=15,\n", " horizontalalignment=\"right\",\n", " )\n", " i += 1\n", "\n", "plt.tight_layout()\n", "plt.savefig('imgs/sklearn_decisions.png',dpi=300)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "![sklearn decision boundaries](imgs/sklearn_decisions.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Key Points\n", "\n", " * **Must cross-validate** or otherwise evaluate model on unseen data\n", " * Need to parameterize model\n", " * Once parameterized, train on full dataset\n", " \n", "### Which method works best?\n", "\n", "The one that provides the best predictive power with your data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Project\n", "\n", "Pick a model and train it to predict the actual y values (regression) of our er.smi dataset." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2023-10-30 20:29:41-- http://mscbio2025.csb.pitt.edu/files/er.smi\r\n", "Resolving mscbio2025.csb.pitt.edu (mscbio2025.csb.pitt.edu)... 136.142.4.139\r\n", "Connecting to mscbio2025.csb.pitt.edu (mscbio2025.csb.pitt.edu)|136.142.4.139|:80... connected.\r\n", "HTTP request sent, awaiting response... 200 OK\r\n", "Length: 20022 (20K) [application/smil+xml]\r\n", "Saving to: ‘er.smi.2’\r\n", "\r\n", "\r", "er.smi.2 0%[ ] 0 --.-KB/s \r", "er.smi.2 100%[===================>] 19.55K --.-KB/s in 0s \r\n", "\r\n", "2023-10-30 20:29:41 (41.0 MB/s) - ‘er.smi.2’ saved [20022/20022]\r\n", "\r\n" ] } ], "source": [ "!wget http://mscbio2025.csb.pitt.edu/files/er.smi\n", "\n", "from openbabel import pybel\n", "yvals = []\n", "fps = []\n", "for mol in pybel.readfile('smi','er.smi'):\n", " yvals.append(float(mol.title))\n", " fpbits = mol.calcfp().bits\n", " fp = np.zeros(1024)\n", " fp[fpbits] = 1\n", " fps.append(fp)\n", " \n", "X = np.array(fps)\n", "y = np.array(yvals)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "notes" } }, "outputs": [], "source": [ "from sklearn.model_selection import KFold\n", "from sklearn.metrics import *\n", "from sklearn import ensemble\n", "kf = KFold(n_splits=5)\n", "errors = []\n", "predictions = []\n", "for train,test in kf.split(X): # these are arrays of indices\n", " model = sklearn.ensemble.RandomForestRegressor() \n", " model.fit(X[train],y[train]) #slice out the training folds\n", " p = model.predict(X[test]) # prediction (0 or 1)\n", " predictions += zip(y[test],p)\n", " errors.append(mean_squared_error(y[test],p))\n", "predictions = np.array(predictions)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "notes" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.2941807667340254, 0.3567487151063835, 0.19864288026362262, 0.3638722668982609, 0.209028520490121]\n", "Average squared error 0.2844946298984827\n" ] } ], "source": [ "print(errors)\n", "print(\"Average squared error\",np.mean(errors))" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "scrolled": true, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "data": { "text/plain": [ "0.9037840225075521" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RxZZaKcPw4nyM0xVheHF+RLM2WVkSVOk1Pu+r0msgzZJEO8yQCUur/sZSe7TD7bZoC+eTpTErPzPFlZIBzG634+c//zmqqqowatQov49btmwZ1Gq181dpaamIoyQiolBlZ0kwu6rMK4QJhfhiBjBhadUzhNWUazHv0nKs2nLIeVssDuMOpZ2HGPiZKa6U3AV511134e9//zu2bNmCs88+2+/jLBYLLBaL82uTyYTS0lLugiQiSjJGsxX3v/MNzitRobK00K0Qf2+LSdRdkK5j8lxaBRDzwvnapnZMf/kzv/dvuHsyxumKonqNUPj7zJx2/8tBi/D/9eRs7Nixg0X4YUiZGjDB3Llz8cEHH+DTTz8NGL4AQC6XQy6XizQyIiKKlFopw5LrR2Hhul1eLR6inWGKZky+XjfWY0mWxqz8zBRXygQwh8OBefPmYf369fjkk09QVlYW/ElERJQy4tGawVc3+2TbWZhqjVkpNlImgN1zzz344x//iPfeew8FBQU4fvw4AECtVkOh4A4RIqJ04G/WCQg/TKXKzsJYtvOg1JEyAeyVV14BAEydOtXt9tWrV2PWrFniD4iIiEQTbpgKtrMw3M718ZZKjVkpNlImgKXgXgEiItGlwpJbuCIJU6HuLEym9yrQ7B+ln5QJYEREFFiqLLmFK1iYOm7q8QouwbrZd3Rb8dhf9qTde0WpIyX7gBERkbtkaeYZD8HC1H/bu72+v2A7Cy299rR8ryh1MIAREaWBZGnmGQ/BwhQAr+8vUDf7mnItPjvY5vO+VH+vKHUwgBERpYFgs0SRHBYda8Jh07VN7ThwsjPkmSZtvgw1QY4G8vz+/HWzn1KuxWPXjXTrZu8pGd4rSn+sASMiSgPJ0szTn2jq09RKGZZePwoPb9iNrY3fzlwJxxTdu7YW08ed5fU8fzsL27qsMFttfl8v0e8VZQYGMCKiNJDMzTxj0RKiSJmDa8YMwZyqMrdjiu5dW4sLhhYhWyqB0Wz1uo6/nYWhvlfpuKuUkgMDGBFRGkjmZp6h1KcFG59aKcMl5w70+v6q9BrMnDwMV/16MyYMLQp5Ri2U9ypdd5WGy3BkH3r7/LeC6mxtAgDU19c7b9NqtdDpdHEfWypLycO4I2UymaBWq3kYNxGlLV8HSCd6xiaWh00bzVa0nrag6ZS5/9pHO7BqyyHnkuKUcm3ITVYDvVdGsxVz19b6DI7hvEYqEz4zQyMB8G2cUCiUaGioZwgLgDNgRERpJFHNPAMt1cWyPk2tlMHQacUda77yeX+oM2rCtfw9Lhazdumi4qpZUJUMDfiYHGUBFGoNAMDUchjbVy2BwWBgAAuAAYyIiKISbKku1vVp8dzxKQTJti4rVs26EDub2t1m2GLxGqlm8MiJKC4fl+hhpB22oSAiooiF0gA2UEuISOrT4rXjs7mjG3PX1uKy5zfhlt9tw5w3vkRtUztenFEJpUwak9cgEnAGjIiIIhbqUl0sD5uOx45Pf0FSaHsxp7oML21sDOk1uHOSQsEARkREEQtnOTBW9Wnx2PEZKEhubWzDnKqykF6DOycpVAxgREQUMbUiB3Mv1aOytBCWPjtyc6RudVPxWqqL5YwaALQH6cqvlGXjjz+ahOHF+RikyvX5mFj0O6PMwQBGREQRk0mzUNvU7lyeA/p7c704oxJvf9EU1wawsZpRM5qtsPbZAz7GbO3DHWu+wkfzL8EgP12MuHOSwsEARkREETGarXhwvfvxQED/kl0WgMevH4WDhi6oFNakroMydFrx2cE2VOk1Xt8LANTotag92gEg8O7HVDiPk5IHAxgREUUk0IzP5sY2HDR0Oft1JXMdlKmnF6u2HMKLMyoBwOu8yUeuqXA2kg20pJrs53FScmEAIyKiiASb8bG4LOslcx2UKjcHZqsN966txZzqMq/zJls6emC22oLufkzm8zgp+TCAERFloFBbJZww9aC9ywpTTx9UimwUKWXOIvRgMz7ybPdWk/7qoBLdtsE1OLnWsgH9M2BAaDssk/k8Tko+DGBERBkm1FYJTW1dXjVe1XoNnpo+GjpNXsAZnyq9xlk35cpzt2EytG3wF5xqyrVYct1IAMCd1WUhBahY786k9MUARkSUQUJtlXDC1OOzwH5LYxseWr8bz90yDoNUuT6DS5Veg9lVZbh3ba3X61v67Dhh6sEgVW5StW2IZXBK1HmclFoYwIiIMkiorRLau6w+dwQC/SGsvcuKQapcr+CSJ8/GV0face/aWq/zE6v0Gmw72AZNXv8yZrK1bWBwIjExgBERZZBQWyWYevqCXOfb+z2Di0QiQaWu0Gs3oTArNqV8YFhjIUpHDGBERBkk1FYJqtzAHw+B7rfZ7ajUFXntJhRmxYTnsm0DZTIGMCKiDBJqq4SiPBmq9Rps8bEMWa3XoCjP/1JdoVKGrz264/t6Lts2UCZjACMiyiChtkoYpMrFU9NH46H1u91CmLAL0td5iK7tJBZdMwI7j7Rj6V/rnbVgns81W224e5oeNofDbbmyJgZtGxLd2iKdGI7sQ2+fI+BjsrOzkSPvf39NLYdFGFXqkzgcjsDvahoxmUxQq9UwGo1Qqfwc5kVElAGEgBJsx59bH7DcbBTlyXyGL1/tJGrKtXj8upFo67IiX+7+XKPZirlra7HjSDvmVJc5D/OWZ2eh9bQFV48aHHFgSobWFulA+MyMhEKhRENDPXQ6XYxHlT4YwIiIKCpCmPK1o3FKuRbP3DwWnT19MHZboZRnQyqRICdLAkOXFSc7LZBnS7GzqR2rthxyzpZ9NP8SDC/Oj/lYPFtbcKbMP+Ezs+KqWVCVDPX7uC5DC+reX4k333wTFRUVAACtVsvwFQSXIImIKCrB2kkcaO3Era9td95Wo9fi7mnDccear5yBq0qvwYszKp2F+pHugAyntQVnykIzeOREFJeP83v/qaa9qHt/JSoqKjB+/HjxBpbisoI/hIiIyL9g7SQ6ut3v39xowEsfN2JOdZnztq2NbVi99ZDztkh3QIba2iJYE1ijR8d+olhjACMioqiEeyYk0B+4KksLfd4WzQ7IUFtbhDJTRhRPDGBERBQVoZ2EL/7OhAT6jyXylC/PxrIbR0dchxVoLK7Bjk1gKdEYwIiIKCpCawvP4FNTrsXsqjKs2nLI5/N8zYx1Wvrw4Lu70dzRHdOxeLbZYBNYSjQW4RMRUURcdxCqFTnO3Y5Ca4v83Gw8sn6315mQgO+ZMeG2aA/jDuVgbTaBpURjACMiorAF2kHo2j5iyfWjYOlzb/ravwtSjzvWfOm8zfWsSCD6w7iDHawdakNaonhhACMiorAE20HoOnPlOhtl7O6FUiaFNEsCuTQL7941GYfauiCTup8VKYhHHZZn369nbh6LLksfTN2BG9ISxRoDGBERhSWcXluA/9moA62duOvNnX5fJ9Z1WIFm7c4ZGH7TV6JosAifiIjCEqsdhKHuWIwF9v2iZMMARkREYYnVDsJQdyzGAvt+UbLhEiQREYUlljsIQ9mxGAvs+0XJhjNgREQUlljPXKmVMgwvzsc4XRGGF+fHpQg+Xx54viEvyP1EscafOCIiCptYM1exIpNmoUqvwdbGNq/7qvQayKScjyBxMYAREVFEgvXaSiYd3VbMruo/6Ns1hAn9x4zdVgB5CRodZSIGMCIiSnv58hzMeHU75lSXYU5VGSx9dsizv+0/9pe51YkeImUYBjAiIkp72nwZJgwtwksbG73u49FDlAgMYERElPZ49FDk2o8eQLZc4fd+U8th8QaTRiQOh8OR6EGIxWQyQa1Ww2g0QqVSJXo4REQkMuEoolTYOJBowmdmKBQKJRoa6qHT6eI8qvTBGTAiIsoYqbRxIJm8+eabqKio8Hu/Vqtl+AoTAxgREREFVFFRgfHjxyd6GGmFAYxSnrCkYOrphUqRA20e/4dLRETJjQGMUlpzR7fXAbtTyrV4+qYxGFLov2iUiIgokdj6l1KW0Wz1Cl9A/8G6C9ftgtHMw3WJiCg5MYBRyjJ0Wr3Cl+DT/QYYOhnAiIgoOTGAUcoy9fQGvP90kPuJiIgShQGMUpYqNyfg/QVB7iciIkoUBjBKWdp8GaaUa33ex6NFiIgomTGAUcoSjhbxDGE8WoSIiJId21BQShtSqMCKGZU8WoSIiFIKAxilPB4tQkREqYZLkEREREQiYwAjIiIiEhkDGBEREZHIGMCIiIiIRMYARkRERCQyBjAiIiIikbENBRFRhIxmKwydVph6eqFS5ECbx5YolJ7q6+uh1Wqh0+kSPZS0IXE4HI5ED0IsJpMJarUaRqMRKpUq0cMhohTW3NGNBet2YfN+g/O2KeVaPH3TGAwpVCRwZESxIXxmChQKJRoa6hnCYoRLkEREYTKarV7hCwA+3W/AwnW7YDRbEzQyotgbPf0uTJqzGN3dZhgMhuBPoJBwCZKIKEyGTqtX+BJ8ut8AQ6eVS5GUNrTDRyNbzlndWOMMGBFRmEw9vQHvPx3kfiIiBjAiojCpcnMC3l8Q5H4iIgYwIqIwafNlmFKu9XnflHIttPlcfiSiwBjAiIjCpFbK8PRNY7xC2JRyLZbfNIb1X0QUFIvwiYgiMKRQgRUzKmHotOJ0Ty8KcnOgzWcfMCIKDQMYEVGE1EoGLiKKDJcgiYiIiETGAEZEREQkMgYwIiIiIpExgBERERGJjEX4REQJYjRbYei0wtTTC5UiB9o8FvUTZQoGMCIikRnNVrSbe7Fow25sbmxz3j6lXIunbxqDIYU8d48o3XEJkohIRM0d3fhb3XE87BG+gP6DvBeu2wWj2Zqg0RGRWBjAiIhEYjRbsWDdLhQXyLHVI3wJPt1vgKEzsgBmNFtxoLUTtU3tOHCyk0GOKIml1BLkp59+imeeeQY7duxAS0sL1q9fjxtuuCHRwyKiDBNp7Zah04rN+w2YMVEX8HGne3rDHlNzRzcWrNuFzfsNztuEo5GUMilrzYiSTEoFsK6uLowdOxZz5szBjTfemOjhEFEG8hd0QqndMp0JVvLswIsPBbk5IY/HaLai9bQFTafMmF1VhrGlhVi15RDMVhu+OtKOI6fM+M3GRmxuDH+8RABgOLIP0hw5AKC+vt55u1arhU4X+D8T5J/E4XA4Ej2ISEgkkrBnwEwmE9RqNYxGI1QqVfwGR0RpyWi2Yu7aWrfwJZhSrsWKGZUBZ5YOtHbisuc3Ye6levyn2YgRQ9SoLC2Epc+O3Bwpdja1Y2+LCc/ePDakGSpfYbBKr8HsqjLcu7YWc6rLUNvU7nO5M5TxUmYTPjO/JQHwbWRQKJRoaKhnCItQSs2AhctiscBisTi/NplMCRwNEaU6YQnRF6F2K1Cg0ebLMKVci7e+aMIffnQRHv9gD17a2Oi8v1qvwVPTR4cUioR6Ms/xCGFrTnUZKksL3a4f7ngps/j7zKy4ahZUJUORoyyAQq3pv6/lMLavWgKDwcAAFqG0LsJftmwZ1Gq181dpaWmih0REKcwUpDbLs3bLsygeAJ6+aQzuu/w8PP7BHq+ZqS2NbXhkQ11IxfOBwuDWxjbnzFo446XM5u8zc/DIiRg26QqcNXoyBujOwwDdeVCVDEvsYNNAWgewBx98EEaj0fnr6NGjiR4SEaUwVZDaLNfareaObsxdW4vLnt+E6S9/hsue24R5a2shATBhaFHUuyCDhUFLnz2mtWaU/viZKa60DmByuRwqlcrtFxFRpIQlRF+mlGuhze9fzvO3PPjpfgMWrNsVdOYplJmpYGFQnp2F1tMW1IQwXiKAn5liS+sARkQUS2qlDE/fNMYrhAntHoR6qmC1YkpZ4PLbUGamAoXBmnIt9APzcfWowVgewniJSHwpVYTf2dmJxsZvC0oPHTqEr7/+GgMGDGARIBGJYkihAitmVMLQacXpnl4U5OZAm+/eVyvY8qA0S4Ip5Vp86mc3ZSgzU0IYXLhul9t1hHBVcqbFhFqJoOMlIvGlVAD76quvMG3aNOfX8+fPBwDMnDkTb7zxRoJGRUSZRq0MHGCCLQ9KsyQBw1Oo4SiUMBjKeIlIfCkVwKZOnYoUbVtGRBlEWB70N8OlOdOJPhYzUwxXRKmJNWBERDEWaq2YWinD8OJ8jNMVYXhxPoMUUQZJqRkwIqJUEeryIBFlJgYwIqI4EXt5MNJDwolIfAxgRERpIJpDwolIfKwBIyJKcYEavy5ctyuko42ISFwMYEREKS6UQ8KJKLlwCZKIKMV41nrZHA4oZVKYrTafj+eh20TJhwGMiCiF+Kr1qinX4sUZlbh3ba3PEMZDt4mSD5cgiYhShL9ar837DXhj6yHMqS7zeg4P3SZKTgxgREQpIlCt15bGNkw+R+N2Gw/dJkpeXIIkIkoRwQ75Vsqk2HT/VHRZ+9BltaFQkQOlTCrS6ChdGY7sQ2+f+zGAna1NAICWlpZEDCktMIAREaWIQId8K2VSFCpleOS9OvYCo5ja/c4Lfu6R4Kab/gf79u2FTqcTc0hpgQGMiChFBDrke9E1I7BoQx02N/ruBbZiRiWXIikiFVfNgqpkqNftlk4jvv7TCzAYDAxgEWAAIyJKEcIh3wvX7XILYVPKtRivK8SD7+72eo5SJsWY0kK0GHtw0NDFI4oobINHTkRx+Tiv20817RV/MGmEAYyIKMZicSajv2v4O+T7wMlOr2soZVK8OKMSq7cewksbG523Z9KyJM/HpGTFAEZEFEOBzmTMk0lDCgPBznX0dci3Uub9z/mc6jKs3noIWxvb3G7PlGVJno9JyYxtKIiIYiTQmYwL1u3C3+qO47LnN2H6y5/hsuc2Yd7aWjR3dId8jUDnOmZlSVCld29DUVla6BW+XK+XzkcU8XxMSnYMYEREMRKoT9fm/QYUF8jdbvMVBiI91zE7S4LZVWVuIczSZw843nQ+oojnY1Ky4xIkEVGMBOvT5SsQCWFAWAoMdg1/oUmTJ8Oyv9WjUleEOVVlsPTZUTog8DJbOh9RFOn7SCQWzoAREcVIoD5dACDP9v1PrmsYCHYNf6FJrZRhyfWjsOtoB+5Y8xXu/sNO/GPPCVR7LEsK0v2IokjfRyKxMIAREcWI0KfLlyq9BrVHO3zelyuTOpchA10jWGgSdkh+NP8SbLh7Mm6sPAtP3zjG63qZcERRNO8jkRi4BElEFCOB+nTdPU2POW986fWcKr0GH+xqwa6jHc7def6uEUpo8rVD0lfbinQOX0DgP4t0D5+UGhjAiIhiyF+fLrPVhglDi9zCQJVeg9lVZbh3bS3MVpuzNYS/a0QaGnyFskwQ6/eRKJYYwIiIYsxX4FEr+2eihI708uws1B7tcIYvwL0gP1NDU6zxfaRkxQBGRCQStVKGg4Yu3P2HnX4fw915RJmBAYwoCjzmhMLF3XlEBDCAEUWMx5xQJITdeZ/6aBLK3XlEmYNtKIgiwGNOKFLC7rxMbA1BRN/iDBhRBEI55oQfpOQPd+cREQMYUQR4zAlFi7vzKFUYjuyDA1LkyN1/Xk0thxMzoDTBAEYUARZSE1Gm2P3OC37vUyiU0Gp9nzhAgTGAEUWAhdRElCmGTroSR7Z/iDfffBMVFRVu92m1Wuh0ugSNLLUxgBFFgMecEFGmGDCsAke2f4iKigqMHz8+0cNJGwxgRBFiITUREUWKAYwoCiykJiKiSLAPGBEREZHIGMCIiIiIRMYlSKIgeN4jpRP+PBMlBwYwogB43iOlE/48EyUPLkES+cHzHimd8OeZKLkwgBH5Ecp5j0Spgj/PRMmFAYzID573SOmEP89EyYUBjMgPnvdI6YQ/z0TJhQGMyA/hvEdfeN4jpRr+PBMlFwYwIj+E8x49P7R43iOlIv48EyUXtqEgCoDnPVI64c8zUfJgACMKguc9UjrhzzNRcuASJBEREZHIGMCIiIiIRMYlSCKiDMVzISkUxhP/BQDU19cDALRaLXQ6XSKHlBYkDofDkehBiMVkMkGtVsNoNEKlUiV6OERECcNzISkY4TOznwRAf1xQKJRoaKhnCItSyDNgJpMp5Isy3BARJa9g50KumFHJmTByqrhqFjTDR0Gh1sDUchjbVy2BwWBgAItSyAGssLAQEokkpMfabLaIB0RERPEVyrmQDGAkGDxyIorLxyV6GGkn5AD28ccfO39/+PBhLFy4ELNmzcLFF18MANi2bRvWrFmDZcuWxX6UREQUMzwXkijxQg5gl1xyifP3jz/+OJ5//nnMmDHDedt1112H0aNHY+XKlZg5c2ZsR0lEGU8oGDd2W6GUZyNLIkF2lgQaFo6HjedCEiVeRG0otm3bhgkTJnjdPmHCBHzxxRdRD4qIyFVzRzfmrq3FZc9vwo2vbMOVL2zGkr/swUFDF+5/5xs0d3QneogphedCEiVeRAGstLQUr776qtftr732GkpLS6MeFBGRwF/B+NbGNqzeegjnlaiwcN0uGM3WBI0w9fBcSKLEi6gP2K9+9SvcdNNN+Pvf/45JkyYBAL744gvs378f69ati+kAiSizBSoY39rYhjlVZXhpYyMLx8PEcyGJEiuiAHb11Vdj3759eOWVV9DQ0AAAuPbaa/HTn/6UM2BEFFPBCsYtfXYALByPBM+FJEqciDvhl5aW4qmnnorlWIiIvAQrGJdn91dSsHCciFJJxGdBbt68GbfffjsmT56MY8eOAQD+7//+D1u2bInZ4IiIAhWMV+k1qD3akXGF40azFQdaO1Hb1I4DJztZ/0aUgiIKYOvWrcMVV1wBhUKBnTt3wmKxAACMRiNnxYgopvwVjFfpNZhdVYa9LaaMKhx33RE6/eXPcNlzmzBvbS13ghKlmIiWIJ944gn89re/xQ9/+EO89dZbzturqqrwxBNPxGxwRESAe8G4sbsXSpkU0iwJpFkSPHvz2IwJXzxCiCh9RBTA9u7diylTpnjdrlar0dHREe2YiIi8sGCcRwgRpZOIAtjgwYPR2NiIYcOGud2+ZcsWnHPOObEYFxFRyIQu+aaeXqgUOdCmaXd8HiFElD4iCmB33nknfvazn2HVqlWQSCRobm7Gtm3bcP/992PRokWxHiMRkV/NHd1ey3JTyrV4+qYxGFKoSODIYo9HCBGlj4gC2MKFC2G323HZZZfBbDZjypQpkMvluP/++zFv3rxYj5GIyKdMq4kSdoR+6mMZMtN2ghKluoh2QUokEjz88MM4deoU6urq8Pnnn+PkyZNYunRprMdHRORXKDVR6YRHCBGlj4hmwObMmYNf//rXKCgowIgRI5y3d3V1Yd68eVi1alXMBkhE5E8m1kTxCCGi9BDRDNiaNWvQ3e3dc6a7uxu///3vox4UEVEoMrUmSq2UYXhxPsbpijC8OJ/hi+LKdLwJp5r24lTTXphaDid6OGkjrBkwk8kEh8MBh8OB06dPIzc313mfzWbD3/72NxQXF8d8kEREvrAmiij+drz5tNvXCoUSWq3v0ykodGEFsMLCQkgkEkgkEpx77rle90skEixZsiRmgyMiCkSoiVq4bpdbCGNNFFHsrFy5EhdccIHza61WC51Ol8ARpYewAtjHH38Mh8OBSy+9FOvWrcOAAQOc98lkMgwdOhRDhgyJ+SCJiPxhTRRRfJ133nkYP358ooeRdsIKYJdccgkA4NChQ9DpdJBIJHEZFBFRONgln4hSTURF+Bs3bsSf//xnr9vfeecdrFmzJupBEREREaWziALYsmXLfBbgFRcX46mnnop6UERERETpLKIA1tTUhLKyMq/bhw4diqampqgHRURERJTOIgpgxcXF2LVrl9ft33zzDTQaTdSDIiIiIkpnEQWwGTNm4N5778XHH38Mm80Gm82GjRs34mc/+xm+//3vx3qMRERERGkloqOIli5disOHD+Oyyy5Ddnb/Jex2O374wx+yBoyIiIgoiIgCmEwmw9tvv42lS5fim2++gUKhwOjRozF06NBYj4+IiIgo7UQUwATnnnuuz474RERERORfyAFs/vz5WLp0KfLy8jB//vyAj33++eejHhgRERFRugo5gNXW1qK3t9f5e3/YHZ+IiIgosJAD2Mcff+zz92L7zW9+g2eeeQbHjx/H2LFjsWLFCkycODFh4yEiIiIKV0RtKBLl7bffxvz587F48WLs3LkTY8eOxRVXXIHW1tZED42IiIgoZBKHw+EI5YE33nhjyBd99913Ix5QIJMmTcKFF16Il156CUB/64vS0lLMmzcPCxcuDPp8k8kEtVoNo9EIlUoVlzFS6jGarTB0WmHq6YVKkQNtHg92JiISPjM3bdqEKVOmJHo4aSfkJUi1Wu38vcPhwPr166FWqzFhwgQAwI4dO9DR0RFWUAuH1WrFjh078OCDDzpvy8rKwne+8x1s27bN53MsFgssFovza5PJFJexUepq7ujGgnW7sHm/wXnblHItnr5pDIYUKhI4MiIicfEzU1whB7DVq1c7f79gwQLccsst+O1vfwupVAoAsNlsuPvuu+M2s2QwGGCz2TBo0CC32wcNGoSGhgafz1m2bBmWLFkSl/FQ6jOarV7hCwA+3W/AwnW7sGJGJWfCiChj+PvM3Lt3L/Lz891u02q10Ol0Yg0tLYW8BOlq4MCB2LJlC8477zy32/fu3YvJkyejra0tZgMUNDc346yzzsJnn32Giy++2Hn7Aw88gE2bNmH79u1ez/GV5ktLS7kESQCAA62duOz5TX7v/2j+JRhenO/3fiKidOLvM9MXhUKJhoZ6hrAoRNSIta+vDw0NDV4BrKGhAXa7PSYD86TVaiGVSnHixAm320+cOIHBgwf7fI5cLodcLo/LeCj1mXp6A95/Osj9RETpxN9n5gW3L8SAod9+3ptaDmP7qiUwGAwMYFGIKIDNnj0bd9xxBw4cOOBsAbF9+3Y8/fTTmD17dkwHKJDJZLjgggvw0Ucf4YYbbgDQX4T/0UcfYe7cuXF5TUpvqtycgPcXBLmfiCgTqAbrMEB3XvAHUlgiCmDPPvssBg8ejOeeew4tLS0AgJKSEvziF7/AfffdF9MBupo/fz5mzpyJCRMmYOLEiXjhhRfQ1dUVt9BH6U2bL8OUci0+9agBA/oL8bX5rP8iIqL4iCiAZWVl4YEHHsADDzzg3CUhRk3V//7v/+LkyZN49NFHcfz4cYwbNw4ffvihV2E+USjUShmevmkMFq7b5RbCppRrsfymMXEtwGfrCyKizBbxYdx9fX345JNPcODAAdx6660A+gvlVSqV126JWJo7dy6XHClmhhQqsGJGJQydVpzu6UVBbg60+fENQ2x9QUREEQWwI0eO4Morr0RTUxMsFgu++93voqCgAMuXL4fFYsFvf/vbWI+TKG7USvFmn/y1vvjqSDs27TuJCUOL0Gnp46wYEVGaiyiA/exnP8OECRPwzTffQKPROG+fPn067rzzzpgNjijdGDqtXuFLKZPixRmVWL31EB58d7fzds6KERGlr4jOgty8eTMeeeQRyGTu/zsfNmwYjh07FpOBEaUjX60v5lSXYfXWQ9ja6N4/T2gIazRbxRoeERGJJKIAZrfbYbPZvG7/73//i4KCgqgHRZSqjGYrDrR2orapHQdOdnqFJ1+tLypLC73Cl+DT/QYYOhnAiIjSTURLkJdffjleeOEFrFy5EgAgkUjQ2dmJxYsX4+qrr47pAIlSRSjF9b5aX1j6AjcvZkNYIqL0E9EM2LPPPoutW7dixIgR6Onpwa233upcfly+fHmsx0iU9IKdKynMhAmtL6aUa52PkWcH/mvIhrBEROknohmw0tJSfPPNN3j77bfxzTffoLOzE3fccQduu+02KBQsGKbM46u4XiAsIwo7Gj1bXxQp2RCWiCjThB3Aent7cf755+ODDz7Abbfdhttuuy0e46IMlMrNScM9V9Kz9UWiGsISEVFihB3AcnJy0NPTE4+xUAZL9eak0Z4rmYiGsERElDgR1YDdc889WL58Ofr6+mI9HspAodZPuT4+0E7DRBCK630JdRlRrZRheHE+xumKMLw4n+GL0lYy/h0mEltENWBffvklPvroI/zzn//E6NGjkZeX53b/u+++G5PBUWYIp34qWWfKEnmuJFEqSda/w0RiiyiAFRYW4qabbor1WChDhVo/FWymbMWMyoQGHS4jEgWW7H+HicQUVgCz2+145plnsG/fPlitVlx66aV47LHHuPORohJq/VQ4M2WJIua5kkSpJhX+DhOJJawA9uSTT+Kxxx7Dd77zHSgUCrz44os4efIkVq1aFa/xUQbw1ZxU4Fo/Fe5OQyJKLvw7nJoMR/aht8/h/Lq7jUcOxkJYAez3v/89Xn75ZfzkJz8BAPz73//G9773Pbz22mvIyoqonp8o5PqpaHcaElFi8e9watr9zgtet+XmKqDV+t54RKEJK4A1NTW5HTX0ne98BxKJBM3NzTj77LNjPjjKHKHUT4U6U0ZEyYl/h1NTxVWzoCoZCgDoMrSg7v2V+POf34FOp0vwyFJbWNNWfX19yM3NdbstJycHvb2cNqboBWvD4OsYH4A7DYlSBf8Op6bBIydi2KQrMGzSFSgZfTEAoKSkJMGjSn1hzYA5HA7MmjULcrnceVtPTw9++tOfurWiYBsKihfuNCRKbfw7TNQvrAA2c+ZMr9tuv/32mA2GKBTcaZhZUvmIKvKNf4eJwgxgq1evjtc4iOKOH+Sph007iShdRdSIlSjV8IM89bBpJxGlM/aOoLQX7lmTlBxCadpJRJSqOANGaS8Zu29zOTQ4Nu0konTGAEZpL9k+yLkcGho27SSidMYlSEp7yfRBzuXQ0AlNO31h004iSnUMYJT2kumDnHVNoWPTTiJKZ1yCpLQX6lmTYki25dBkx6ad6Yf1j0T9GMAoIyTLB3ksl0Mz5YOMTTvTB+sfib7FAEYZIxk+yGN1GDE/yCjVsK8bkTvWgBGJKBZ1TSzkp1TE+kcid5wBIxJZtMuhydjXjCgY1j8SuWMAI0qAaJZD+UFGqSiZ2sEQJQMGMKIUww8ySkWxqn8k8RmO7ENvnwMA0NnaBACor68HAGi1Wuh0uoSNLZVJHA6HI9GDEIvJZIJarYbRaIRKpUr0cIgiYjRbMW9trd8PMhYzU7Jq7uj22w6mhJtHko7wmelNAqA/OigUSjQ01DOERYABjCgF8YOMUpXQPoV93ZKf8JlZcdUsqEqGOm/PURZAodbA1HIY21ctwY4dOzB+/PgEjjQ1cQmSKAUlS18zonAlQzsYCs/gkRNRXD4u0cNIOwxgRCmKH2RERKmLAYyIAsqUjvtERGJiACMiv9hxn4goPtgJn4h8Ysd9IqL44QwY0RlcanPHjvtERPHDAEYELrX5wo77RETxwyVIyniZsNRmNFtxoLUTtU3tOHCyM6TviR33iYjihzNglPGCLbW1GHtw0NCVssuSkc7u8egYIqL44QwYZbxgS20HDV2Y/vJnuOy5TZi3thbNHd0ijSyymSvP50c6u6dWyvD0TWMwpVzrdrvQcT/VgigRUTLhDBhlvGBLbfLsb/+fIgQXMc5bjEVdWrSF9Oy4T0QUH5wBo7QQzUyRsNTmS5Veg9qjHW63CcElnmJVlxaLQnq1UobhxfkYpyvC8OJ8hi8iohjgDBilvGhnioSlNs/Drav0GsyuKsO9a2u9nhPvHYCxagHBQnoiouTEAEYpLdhMUahLhZ5Lbbk5UnywuwX3rq2F2Wrzeny8g0usWkCEW0jPXmhEROJgAKOUFu5MUaCA4Xq4tdFsxa6jHT7Dlxg7AGM1c+Vvds9XIX2seqExxBERBccARiktnJmicAJGOMElHmLZAiKUQvpYzSSyoS0RUWgYwCilhTpTFEnASOQOwFgHQNfZPV9iUXMWqxBHRJQJGMAopYU6UxRpwAgWXOJJzAAYi5oznh1JlJ4MR/aht8/hdXtnaxMAoL6+HlqtFjqdTuyhpTQGMEppoc4Upeq5hmIFwFjUnKXqe0xEge1+54UA90pw++23Q6FQoqGhniEsDAxglPJCmSliO4bAYlFzxveYKD1VXDULqpKhPu/LURag13wa21ctgcFgYAALAwMYpYVgM0WZdq5huDsRY1FzlmnvMVGmGDxyIorLx/m9/1TTXvEGk0YYwCgjJHpXYyQibecQ6U7EaGvOUvE9JiJKFAYwyhipdK5hpCEq2p2I0dacpdJ7TESUSAxglFESuasxVNGEqGTYiZgK7zERUaIxgBElmWhCVKCdiEqZFHaHAwdaO9mlnogowRjAiJJMNO0c/O1EVMqkeHFGJR7/yx5sbmxz3s4u9UREiZGV6AEQkbto2jkIOxE9zakuw+qth9zCF/DtsqbRbI1ssEREFBEGMKIk4y9EAcHbOQg7ET2fP/kcDbZ6hC/Bp/sNOG7qiXzAREQUNi5BEiWZaNs5+NqJaOwOPMP13/ZuDFblhl0PFmmrDCKiTMcARpSE/LVzAICDJzvRZ3fA7nDAbOmDWinzCj6eOxEPtHYGfc1wd0hG2iqDiIgYwIjCIuaMj2eIau7oxqPv1eH7E3VYvfWQ25JisOCTn5uNP/5oEjq6e5GbI8XOpnas2nIIZqsNVXoNao92QJMX+vcRbb8x1+twBo2IMhEDGFGIEjnjIwSesaWFXuELCBx8fI27Sq/BizMq8cftR3DrpKG4d20tpo87K+TxxKLfGGfQiCiTsQifKATBZnzivYtQCDyVpYUBi+kNne7j8DfurY1tWLP1MG47E74mDC0K66zGaFplBBoXd2USUaZgACMKQSgzPvEkBB5Lnz3g4zyDT6Bxb27sv33C0KKwz2qMplVGsHGJ8X4SESUalyCJQhDpjE+sapyEwJObIw34OIXM/f5g41YrckKu13IltMr41EeICtYqI5RxBZtBIyJKdQxgRCFQ5eZAKZNiTnUZKksL0Wtz4OwiBXJzstDWaUVujhQnTD0YpMp1PieUGqcTph60d1lh6umDSpGNIqXM7RoCbb4M360ohjZfhhq9xquhKtBf17WzqcOtnUSwmaqiCM9tjLZVRrQzaEREqY4BjCgE2nwZVs26ECs27sdLGxudt1fpNZhdVYbZb3yJ8bpCPDV9NHSavJB2CRq7e/Hg+t1uNV3Veo3zGq7UShkeu24kFr1Xh0XXjMSSD/a4PU8Yx71razFx2ABnAIp2pioQf60yQgl08RwXEVEqYAAjCtFvNjZ6FcALX8+pLsNLGxvx0PrdeO6Wcejs6QtY42TyEb4AYEtjm/ManjNhPb12bGw4if+9UIdKXRHmVJXB0meHPDsLtUc7cO/aWpitNrflu2hnqoLxbJURzvPiOS4iih3DkX3o7XP4vb+ztQkAUF9fL9aQ4k6r1UKn08X1NRjAKC3Fur/UcVOPs2jd09bGNsypKgPQH6Dau6yw9NkCXq/TavO7m1G4hmcAE+qmsrMkbrNwnjyX76KZqYqnZB0XEbnb/c4LITxKgttvvz3eQxGNQqFEQ0N9XEMYAxilnWj7S3mGt3x5No51dAd8juvuxI7uXgxW5UIpk8Js9R3EfBWZu9aYGbt7ceBkp1twFOqmao92oErv+2xHf8t3kc5UhcNf6A0UhsUYFxFFp+KqWVCVDA34mBxlARRqjUgjii9Ty2FsX7UEBoOBAYwoVNF2aPcV3mrKtXjgyvMCvq48+9uOLnlyKR59rw6LrhmBB9/d7fXYKeVaryJ0pUyKF2dUYvXWQ26zW67BUaibWrXlEF6cUQkAXt3wE7V85+t9+25FMRZdMwIPb6hjs1WiFDZ45EQUl49L9DDSDgMYxZXYR81E06HdX3jbvN+Aq0eVoKZc6/PaNWeO8gH6i+hbTRZ8ut+Ah79Xge9WFOO8EhUqSwvRZ3dAV6RAVpYEsuwsXHb+QFQMUaOytBAD8mR4/p97g3a4F+qm7l1biznVZc6lz7OLFBEdph0L/t6380pUPuvcwj2uiIgoHTGAUdwk4qiZaPpLBQpvS//6H2y4u8rn7sNF147EDb/Zimq9Bo9eOxK3vvo5AKDbasPia0fiwXd3OWetnvhbPbY2tqG0SIHf3zERj2yow0sbG/H6zAk+W0sA7sExGeum/L1vlaWFfmvVQj2uiIgoXTGAUVzE6rDmcEXTXypQeDNbbTjU1uXcfQj0NzHd39oJu92Bt39yEVpNFtz66ufOLu558mw8uH43Nje2Ye6lerczHK+vPAuPbKhzfh1Oh/tQ6qaCzTzGcmbS3/sWbtd+IqJMwgBGcRGLw5ojEU1/qWDhzXP34R9/NAll2jzc+MpnXsX2U8q1kEmznO+B52yQ59euNWS+KGWh/1UNNvMY65lJf+9bsO+JzVaJKJPxLEiKi0QdNSPUSU0p17rdXlOuxVPTRwcMfUJ486XKpc5LYHM40G21oVJX6Ha7UAzf0W2FUibF3Ev1yPMIUJ6zQ8LORn+vvaOpHf89ZcbBk52obWrHgZOdPg+sDjbzeMLUgwXrdmHHkXbMvVSP12dOwMu3jcesqjJs2ncyokOw/b1vtUc7UO3ne2KzVSLKdJwBo7hI5FEzQwoVWHbjaBxpM6Oju9fZqPTpv9fjwasr0NNr99sSwVdzUNcu864KlTJ8VH8CE8sGOJcldQOUKC6QQ62UobvX5tzZWFla6PZcz9khoUYsC3CrBXN97fG6QozTFTlnznzNWgWbeWzvsmLHkXafOy5r9FpcOGwA2rqs0ISxJOnvfdvbYsJT00fjkQ11bLZKROSBAYziIpFHzRjNVix8d7dbEBHaPDywbpdbEX1NuRZLrx+FImWOW5H7sY5udFps6LXZse1gm7PLvKBKr8E/9hxHbVM7ZleVYd6Z+z+af4kzWOTJs511X5W6IrfeXZ69vMxWG+5dW4u3fnwRZp22+Oxwv6WxDbPPBD3Adz1dsJlHU08f5lSXudWjCTY3GrD4/TpU6oqw62hHWEuSgTYHJNumASKiZJAyS5BPPvkkJk+eDKVSicLCwkQPh4LwtxQoxuyH5yyQUibFihmVWOMrdOw34OENu/G3uuNoPtNsVa2UIV+WjcOGTgzMl+Obpnav8DW7qgyrtvRfb83Ww1gxoxJKmdS5tHrC1INTXVbcNmkoVs26ENlZEvyo+hznMuOqLYcwu6rMbYnObLXh5GkL7ljzFe7+w07cseYrvLSx0e21PZcuhXo6QbCZR1VuNipLC/124d/a2IbK0kJnuAtnSVKtlGF4cT7G6YowvDjfbWbR1+1ERJksZWbArFYrbr75Zlx88cV4/fXXEz0cCkGiWia4zgIJM1+5OVK/bR62Nrbh/33nXCx+rw7P3jwWaqUMNjjw3jfNeOwv/8Gc6jLMOjPzVKJWwG534JixGy/dOh47m9qxassh/HTqcLw4oxJqRQ6a2rq8+l9V6TUYc7bauVxp6bOjRC3H7Koy/L/vnosOc/+Y1YrAAcpXYbtrPV2wmceiPFnIXf3ZKoKIKH5SJoAtWbIEAPDGG28kdiAUlkQcNeM6CyQst902KfAxGsbuXtxzaTmOm3pw4rQFS//ybb8v1zqpar3GrQ6rSq/BizMq0Wnpw/9tO4zlN43xWuYE+kOePDvLbRxSSRYGFsiRnQVsaTZi2nnFUMikqNFrfZ476WsjAOBeTxfskOvc7CycVRR4WdE15LFVBBFRfKRMAIuExWKBxWJxfm0ymRI4GhKL6yyQ0O5hjkvtlD/P/qMB43RFqCwt9Dtb5lmHJQStBVeejy2NbTD19Plc3lPKpLh10lC8sfWQV5H9kzeMwkVlGiz/sAG1TR14cUYl7HC4Xadar8EsHxsBasq1yM/NxoHWTreNBcLMY5elF2qFDFabHc0d3bDa7OjptaFGr/H5PXqGPLaKIMoc/MwUV1oHsGXLljlnzii1hdM41HUWSFhOC3SAtRA6hHAVrIGo6/1KmRSVuiJIsyR4+bbx6Ozp8/kcf4XvWxvbsO1AG/66u8V5n+cxQ2cVKeCwO/DMP/d61aLdM02PT/eexC/W7XLeLuyOHF6c77Pn16XnD8Qj14zE4z66+rvu9mSrCKLMws9McSU0gC1cuBDLly8P+Jj6+nqcf/75EV3/wQcfxPz5851fm0wmlJaWRnQtShzPEKGUSbHomhEYryuE2WrzGciE+rMWYw8A+D3AukavxcyqYc7QIew+DES439cB2q/PnODzOYGO5SlW5WKLy5jMVpvbY/96bzVu/u02zKkuw22ThqLP7kCJOhfWPjtOdlpQMUSFuZfqsWrLIZitNmcB/TM3j8Wj79VhbGkhZk0eBkufHbk5UuxsascL/96LOVVluKP6HChlUtjtDnzmstuTrSKIMg8/M8WV0AB23333YdasWQEfc84550R8fblcDrlcHvHzKfE8G4u6hp4H393tfJyvnlhCeBCWI11nlix9dqgVOejptTlbSABwtn4INlsGAD+ecg7e8JjV8vfcQLNqwWbcTN19zlAmfP/LP2zwmr16cUalM0B9daQd3ZY+PHDF+Vj6wR63QCfMdEklEsx640soZVK8d08Vpo87C985v5itIogyFD8zxZXQADZw4EAMHDgwkUOgJOfZUsLfUp6/MyY9i9Jdi+eF5TYhfAnhyt9smWsdllImxWUVxXjh3/sB9AfDOdVlGK8rQvVwLe6ZpsdnB9qcs1KBdjcGm3HLz5UG/f6Fr+dUlznHv+1gGz5wWdr0fOz9l58HoH/GLUsiwfDi/IDjICKi2EmZGrCmpiacOnUKTU1NsNls+PrrrwEAer0e+fn84EhXno1FAy3l+WubICxHHjf14FhHNwYWyLH7v0a38OUaroSmqHOqy3DPVD1yc6RQK3KQm5OFxe/vgdlqw9xL9Wg19Rer+lqKBPoL5N+fW42e3j6cMFn8zqq1mnr8FsXX6DVodXluoO9/a2Mb5lSVOUPanKqygP2+Fl4lAcBaLyIKzHBkH3r7HIkehmg6W5sA9JdAhUKr1UKn04X9OikTwB599FGsWbPG+XVlZf8Mxccff4ypU6cmaFQUjnAK6QWuLSWUMilypIFni4S2CZ6vlS/PxjP/2It/17c6Z6tWzKiEpc+OImUOzi5S4vG/7HEGMrPVhl1HO3DbRB1KzixrGs1WXFYxCDMm6jBYlYvjpv76Mr+d5fcbsOT9OvziyvMxb22tz1m1KeVaVOu1OGdgPuzwrk+bXT0MD/x5F56+aQyA4MuVVpvdGdKCtd5oN/ey1ouSSiT/RlD87X7nhUQPIQEkuP3220N6pEKhRENDfdghLGUC2BtvvMEeYCnM1248X3VbnoSWEl+dOb9QmiUJ+DoqRY7P16op12Lm5GH47ECbW5G7EMauGpmDn1wyHPddcR6kEgmkWRKv8xBPdlpwrKMbxQVydFltznov11kp4XqVpYXOond5dhaUMin2NBux4Mr+DSWWXjsKlTnOcyNVihw8dcNodFn70GW1QSbNQluXBVmQ4PHrR0EqkeDO6nMwSJ0b8Ps/u0iBk6f7Z+aCLW0WF8i9lmyJEiXSfyMo/iqumgVVSeD/0KWbHGUBFGpN0MeZWg5j+6olMBgM6RvAKHV5FtIL/NVtuRJquDbtO9l/qLXHmYquppRrkSfPxv3vfOP1Wpv3G2B3ODCnuswtLPlbOlw2fbTbmFo6umG3A7VN7Xjriya885OLccXIwajRayGRSAJfT6/Fn35yMb46fArfX/m5c5btuxXFeOy6kW7/4z+rUAG1Uoamti788h/fFtorZVK8PnMCvm5qD7hBoO6YCRfoigAEbr0xpVyLElUuwxclhWj+jaD4GzxyIorLxyV6GGmHAYzizrOQ3lUox90MKVRgwtAiPPjubmejUsBjue7MUlpnT5/f1xJqpAQ/ueQctJp6MKeqv72D0KJh1ZZDWPjuLiy/aQzOKlLCaLbik30n8bddzdh7/DT+8KOL8Mh7dc7XF1pPBDrketF7dfje6BLnTkUA+N+JOq+u+VPKtVh242g8vKHO7fY51WV46ePGgN//zMn97TT+fm8NppRr/bfeKNfiqemj0dZlxUFDF5d6KOGi/TeCKBUxgFHceRbSewrluJtOS3+DU9cCeaGdhDw7C7oBSpQUKlDb1B7wOkINlVImxVUjS7DERzNSISR1mHuRLe1Bl6UPxQVybG5sw+szJ3g1MPW1FOlJCH+rth7CnOr+EOhvN+eRNrPXh5HrtX1+/xolrn9pK8xWG4zdVufOT8+mrsUqORpaTqPZ2I1Zq790zsa5LvWwDofEFot/I4hSDQMYxZ0qyHE2eXLvo3Q8P/Bdr+HZqBQAPpp/SUivJbSDmFNdhqUeQQpwb+dw5JQZT3/YgMeuGwmrrT+4FavkXs9xnWkKxNJnd5uF8xfWOrq9P2xci+99ff9v/fgiZ5jKk+dgSKECz9w8FgdaO53XE1psmK02VOk1zuVYpUyKMaWFaGrrQrfVhsfer3Pbkck6HIq3YH9veSQWpaPAVbpEMSAU0vtSc6bA/rLnN2H6y5/hsuc2Yd7aWjR3dId8Ddc2CoEeV6XXoKfXhtdnTsDlIwb5Pe9RaPcgz87C5v0GPPb+HgzM729O2Nlj83q8MCsXqNcXAOTmSDH3Uj0GFsihlPn/v4+v4vlgBfXZWd4tJTp7+nDra9tx9x924o41X+GljY3OkCZ8j0LdWm1TO7YcaMOjHuEL+LYOx2i2BhwDUaRC/ftNlE4YwCjuhEJ6z39gp5T3Nyxd+sF/3G739YEf6BqubRT8Pa5Gr8XsqjLMW1uLO9Z8hf+2uwc8X4SO95v3G6CUSVGl17g1RXVlttrwyb6TqAkQ/rT5MtQ2teO6l7bCbPV9ZqTwujV6rddtVXrfO3Jq9FpsaTR4vRfBlnX67A6smFEJRY4Ut00aiitHDkalrghKmff3KNThEMVDqH+/idIJlyBJFEIzVEOnFad7elGQm4PsLAmuenGz2wHTAl+Ft76u4evIHNfHtXX1P3aoRnkm+Hx75FAgxSo5Vm055Pza0mfDvEvL0WXpQ7Ve43Z2o6C+2YhF3xvhs67sgSvOxwv/3ue8PdAOxYZmI+674jzY4XDev2rLIbw+cwKyJBKv9hpLrhsJAJg9eZjbexFoWUcpk6JMk4elH+xxm/HyPNLIlbG7N+hSMVGkQv37TZQuGMBIdA4AkABtXRaf4Uvgq/BWrQztH2Tn41o7ccvvtuH1mRMwXlfoDE51zUY8NX0UBqly3Q6pXrXlEC7QFeKj+la3salyZdDmy2Dq7sUTN4zGIxt2u4Wwar0GC66qwB1vfInrK8/Cw1dXoMPciwJFNvpsDuRIJRgxRI3PD56C2Wrzu0OxSq/Bw9eMgOG0BY9fNwrm3j4ca+9BjlSCLw6fwqLvVcAOoMdqC/oBJSzrfOpjd9kj36vA4x/s8QqSrjVwnnVmPb023PjKZ86vWRtGsRbq32+idMAARqLw1WTxjz+aFPA5sSi8FULIgnW78M5PL8aiDXXY2dSB0WepsXrLIa/Zn9dnTkC+PBttnVa8fNt45OZIccLYjYLcbOeHw+GTnVh6/Sh0WvvQ2WNDfq4UrSYLbn31cxg6rVi15RD+Z/zZWPa3BmxuNLhd33V2yXWHolKWDbO1D7VHO7DvRCd+8n87APQHu0XXjMRtr32O8wYXoDhfjprygTh/sCro9+55DqagplyLsWcX4qH1dT6f59muQxjHZwdDO3+TiIiCYwAjp3i1H/DXZPGzg21+l/NiVXjrGkL+XteCuZfqoc2XY8n7e7yKzbc2tiFLIsG1Y0rwwLrdzttr9FpcPPzb2pSiPBnqj5+Gze6AsbsX3b1S1B7tcM6YLbpmBBZtqHMLX8L1gW9nl1x3M74+cwLuWPOV8/eCLY1tWPrBHrx063iYrX2Y+8daTBh6POTQ42tZx+5wOI9R8sd116VrjzFP7NFERBQZBjACEN9jQPw1WRSW4SQedU2xLrwVQkhblxUOACeMPX53QG7eb8CsycPcbzvTSPWlM6Gny2rDbzY2+pzdeuuLJozXFeLBd3fDF1+zS1V6jbPg3/X3gi2NbXjo6hHYfqj/GKVwQ4/nss6B1k5Yg5wpOXSAEuvuuhiFChlsDgdu+M1Wv8vF7NFERBQ+BjCK+zEg/nbjCctw791ThSyJJK6Ft64hpL0r8G4+Xwdeb3bZBbhg3S5sbjR4nfuYJ5Pi8etH4UQYs0tVeg1mV5Xh3rW1br/3ZOzuxaghaufX0YQebb4MXxw+5XcTQE25FtoCOQap+s+dPNDaGbBWjz2aiIjCxwBGcT8GJNBuPLPVhiyJBMOL8yO+fjiaO7qDzv742yEphB6hLYW/cyQf+V5FwOsPHaDEu3dNRr48GzKpBBabHevumoyTpy2w2fvPqxQapgryc6Vod2nL4S/0hLKMrFbKMPXcgSjT5gHwPqbolzeNcYYvIHAxP3s0ERFFhgGM4n4MSLJ8gAszfWNLCwMeaO25BCgoyM1xhqBA50jubOpATbnWZ6it0mvwr/oTuGHcWXjir//B9yfqvI4k8izWr9ZrIM+WQjdAibmX6rG3xeTzPQtnGbmkUAGlTIqnbhiNLmsfzFYb1IocFBfIfQY2X8X87NFERBQ5BjCK+zEgsfwAj2ajgDDTt+NIu99Dqu+eqscda770eu6Uci3yc7NxwtQT9BzJhet24Y8/usirzYOwxLin2YhFG3ZjrK7I53mQrsX6Xze149FrRzp3WFbrNXhq+miv7zmSZeRwtvyzRxMRUWwxgJEoM1T+PsB7+uxoaDHB1NMHlSIbRUqZ2/KXq/+eMuPBd3dFfE6hMNPn70Bvbb4cp7qsqNQVuoUiISh2Wfrw2cE2PPK9ioDnSH5/og6H2rowTleEu6bqYXM40NtnR+3RDty7thYrZlTiV//aj1lV3r22XK/1yPdGoLK00Bm+gP6C/Ec21HkFqnCWkSMNsezRREQUOwxgJNoSk+cHeFNbFx5cv9styAgzPDpNnttzj7WbseDdXV6hJ5yNAsEO9H595gTMcwlmKkUOBihlzpme2jNLjG//5KKQemi9tLERL21sdGsx4cpXsb+rQ4Yu3P2HnV63+6rLC3UZOZ67XYmIKHQMYARA/CWmE6Yer/AFnGm5sH43nrtlnHMmzGi24kib2WfNFtAfSFqMPTho6Ao4o6PNl2HZjaNRXCD36n5fqSt09vISgtmff3qx2+YAVW4OzFZbSOdIDiyQOxu5FilzoJRJYbbaMKVci7OL+oNOsOOQAt3vWZcXyjJyvHe7ElF6MhzZh94+R6KHEVPZ2dnIkUf/752p5XDkY4j61SltiLnE1N5l9RuotjS2ob3L6gxghk4rOroDz/AcdJkt8jej02W14W+7Wrz6d70+cwJ6eu2454/us01qhXuoEZZqZdLAwWmwKhc3/26bcxdjTbkWf5lXDQkATZ7MOcZA50HWnLnfH8+6vFCWkeO925WI0tPud15I9BCSmkKhhFarDf5ADwxglBCmnr6Q7zf19IY1W+RrRsdotmLBn3f57E6fBeCCYQPc2j7UlGtRXCB3e6ywVLtp30nU6DU+m7nWnNnl6HqtzfsNWPL+HrfxPH3TGCx+rw6zzyxXetacPTF9NJrbzRhRonKbqRNm0Tzr8kJZRj5o6Ar4HrKhKhH5UnHVLKhKhiZ6GDHTZWhB3fsr8eabb6KiInDboFBotVrodLqwn8cARgmhyg38o+d6vyo3Bx81tIbVOsJzRqf1tMUrfAk2N7Zhlkt3+iq9BvdM0/e3ZlC6P3ZIoQJXjxqMi8oG4JH36tx3Ueq1mFkV2pE9QwoVePbmsWjrsuKxa0fCZnc4W0Hk5mRh8ft78O/6VrcxvTijEm9/0YTHrx/lc6Yq2DJyvHe7hiteR18RUWwNHjkRxeXjEj2MmDnVtBd1769ERUUFxo8fn7BxMIBlqER/+BXlyfyeA1mt16Ao79uxaPNl2Nti8jlbFKh7fEe31eX3gWd38uTZePm28ZBnZ6H2aAfmvPElJgwt8tu+4XBbFyp1Rc5dlLk5UgwqkLstPXrynGHyteRrNFsxd22t11KhcE7lszeP9dol6vVnmS/z2dg2WfqxAdwMQETEAJaBkuHDb5AqF09NH42H1u92C2HCLkjXkKFWyrDk+lFY/F6dW+gZOkCJv+857mxY6snSa4fR3D/rlCeTBhxPl6XPa8dhoLqofHmOz12U0R7ZE6hOa/N+Azp7+jBI9e1t4fxZJktDVW4GICJiAMs4yfThp9Pk4blbxqG9y9rfByw3G0V5vvuACUt2hk4rjN296Om14bipB980dfgMPVV6DT472IZBqtwzASw7ou73bV1W4GSn1wyhr9mkQEX1oc4whXMqQSh/lgC8ZjoT3VCVmwGIiIDAlc2UdkL58BOD0WzFgdZONHd0Iyc7C+cNysf5JSq/TViB/hmc4cX5UCtycOtr2zFvbS0euaYCVXqN2+OEZclVWw45A0uhMgcPX12BmnL3nSo1eq3zsb6c7unFZc9twry1tWju+Lb9hDCbNMXlequ2HMLcaXrU6N1fI5wZJmWQmTrXWbRAf5ZfHWlHu7kXc9fW4rLnN2H6y585v48uqw3Di/MxTlfU/36KHHbiffQVEVEq4AxYhkmGD79ol0BdO9q3dPS4LUsKNVzCsqQQWLqsNjz/z30YW1qIWZOHwdJnd559+JuP92NOdRkqSwvd+oP9p9nonBnzNUMoFL23nrbgVJcVfXYHvjh8ChcMK8KsqmEA+ltSaAvkbsHSX/2d0WzFzqbQZ9EC/VnOqS7Dog27vXZqJsMyX7JtBiAiSgQGsAyT6A+/WCyBun4PXzW1o7ap3eeRPjVnAovra/67odXtMVV6DZ64fhQeea/O7RrVeg0WXTMSt732udsYPZfH1EoZTN29UMqzYbb04fIRgyHNkuBERw+2HzmFVVsO4S9zq511W4HCZ0+vDUs/+I/Pcyqr9Bqv3Y+B/iwrSwv9HnMUaJlPjM0ZybQZgIgoUbgEmWGEDz9fgn34CcuGtU3tOHCyE0Zz+MuVsVgCdf0eVm05hNlVZV7LkNV6DZ64oT+wBHrNrY1taDb2+OzI//gHe/D9ie69XTxnCI+2daGpvRtHT5nRZbXhr7tbsPzv9ShW5+KtL5pgttqczwkWPvvOtKK4d20tKnVFeH3mBLx823i8PnMCKnVFMHW7vzeB/iyD8TXT2dzR7XPJ0nXpNRZ8Ld8C4m8GICJKJM6AZZhId8LFaudkpEugnjMzT04fjSV/6e+VJRysffdUPaRZEtgdDuTLs3G62wogz+01lTKp13KjUiZ1HhXkyvVcR4HrDGHTKbPXcUpC/dkvP6zH8pvG4I41XzmfEyx82u39R334OqcSAKaPO8vt60B/lsJxR/4IRxMJ7+mAPBkeWV/n1SstXkuWYh99RUSUbBjAMlC4H36x3DkZbAlU4aMI3Vf4q9ZrcP8V5+P2SUNh7u1vYFpapMDRNjO2Hf526c9otkKR039NpUyKF2dUYvXWQ24Bp0avxYszKn22s3A9MNt1htBotuJhH4eDC19X6opQrJK7PcfmcOD1mRO8zqEUXlPocu9rae67FcXIz83GgdZOt+VBf3+Wwnj9LfPl5mS59Rt7feYEv41q47UzUcyjr4iIkg0DWIYK58Mvlm0DAtX/VOk12NnUgdxsKU6ZrVApcpAvz/YZ/rY0tsGBBlTqipxhqvrM7NNLGxudIeO+d77BjIk6/OFHk2CzO5AtlaBSV4Ral/YVmxsNsMOBOdVlXjNPwhFHnjOEhk6rz6OIgG9nzrosNudzmju6sfQve9yeI3S3F5rIavJkePh7FZjZ3g2JROIMaFXDNVh0zQjc/843bu/DdyuK8dh1I9HTa/dZs+Vvduyp6aOx+P09btdyDZq+cGciEVFsMYBRUMISnq/lu51N7eiyhP7hrFbK8Pj1o/DwBt9Ld/eurcWKGZW4Y81XAIA//mhSwPqtO6rPcX69pbEND15dge9WFGPxtSPx1N/q8f2JOqzaesjrtTxnvDyXG88tzsdvf3ABLH12vP3ji6BW5MDucHi9J/5Y+uw4qzAHJYWKb2cQ/cyW/XjKObjoHA0e2eC+BFhTrsXf7q2BUibFfR7hSymT4n8n6vDAul1e50gKy8L+Zsc6unsxY6ION44/2/lnqMwJvf0FERFFjwGMglLl5vhdvqvSa/A/488O63rGbmvA1hGuszHBjhDyrN863dOHxdeORK/NjrKB+VjtEb6Ab4OP54yX8LrnFudj5Q8neIXEar0GT04fjaGavKBLqWpFjvM4pWCbAH5xxfl47h97vZYAN+834NH36rD0+lFez59TXebze/NcFnad6TSarThxugc9vXYUq3LR3mWFze7AEHUuBuTLcOn5A7Gx4aTXGLkzkYgo9hjAKChtvgyLrhnhN8wseq/O5xmF/vg6xseVsOzn+XtfbHb3pcM8uRQPrd+NRdeMwNRzB/p9HV8F9udo87Dh7snQ5Mmw0KO4HuifYXt4/W4sv2lMwKXUar0GuiKF8/0INlvWa7MHrL/qsvZ53R5um4nmjm48uqEO35+k8/pzrNJrUKbNw/zvngtLn91rRo07E4mIYo8BjIJSK2UYryvEg+/u9nn/5v0GHGjt7J9NCWFHZLA6MNdjgWqPdqBGr/UZUKr0Gmw72IbK0kIA/cGn1WTBp/sNsDkcMHYH3v1YpMxxzp5NKdeiRN1/bFF9i8lnI1SgP4SZevpwVpHSZ41VTbkWT04fjdIBSudtwWbLcnMCh0yf51yGUbMlLIGOLS0MOCO48MoKXDNmCB67diS6LH3cmUhEFEcMYBSSQIdMA0BWlgT1LSZ0WfpQXCAP+KHtr31CjV6LR66pwHGjBXMv1WPVlkNYteUQ1t89GY9/8B+/NWPP3jwW1XoNHr12JG59tb9x6rH2b3tXBdv9+NYXTXj02pHOMZuCLHsK4UYC4KrRJZh5prO+PDsLractyMmSuD0+UOCsKdfCpbTM9/ulyPF6frCZQV9HFs2aPCzgjCAkDkw9dyBKRDqQnYgokzGAUUiCzeJ0WfqchfOh9AdzLRDv6LbC0mvHZwfbMP3lz2C22twK5du7AteMDdPmYXZVGW599XO3Rq7C4diVuiKfMz/CrNqsqmFY8n4dFl87EjpNHlSK4KcFHGnr8tk3S/j+XVtzBOrXtfi6kfhgV7Pf44dqyrUoLpB7Pb/2aAeq9RpsCePIomCzZj29doYvIvJiOLIPvX1B/qcokuzsbOTIo5uVN7Ucjs1gosQARiEJZ9kw1P5gwn2P/WWPV5G5EEYWXTMCpQOU2PXJAZ+zN1V6Df62u8V9Zqtci9qjHVi15RBenFEJRY7U78zP5kYDZlUNw0cNJ2Hp243nbhkHVW6233BTrdcgWypBY2tnWH2z/O1IbOuy4nebDvo9fmjpmeOH1Eq4PV+lyMH3J5TiofW7gzbUFcJzsFmzwiDBU4xjiogo+ex+54VEDyHmFAoltNrIThKJFQawNBerD01hFsezJ5evZUOz1RZyf7BgOwQfu3ZkwHqre6bpMeeNLwH0LzUuumYEKnWFOGTowku3jsfuYx0YrysKOAZhZmhLYxvau6woUefiiRtG45ENu91CWLVegyemj8aP13yFn3/33IDX9NU3y1/vtQlDi5zd/F1n+VpPW1CkzAn4/FAa6grhWZgRDDTT5k+sTkIgotRTcdUsqEqGJnoY6DK0oO79lXjzzTdRUVER1bW0Wi10Ol3wB8YRA1gai/WH5pBCBZ69eSwOnuyERCKB3e7wu2zoegZiIMF2CHZZ+pyv7a/j+1/mVqPL0guVQoZFG+rcNgtU6TW49PzigK/hOjNk6ulDjtSKu97cgd/cPh59NgdOd/eiQJGDbKkEP17zFfa1doZVgxWI6/Kk6yxdqLsPQ2moK7zG4vfqMPvMzs9wdjrG8iSEWOFsHJF4Bo+ciOLycYkeBk417UXd+ytRUVGB8ePHJ3o4UWMAS1Px+tAcpMpFn83u1QAU8O6vFUoIyZcH/hF0vYa/sKFWymA0W/uP1mn0Xsqs+68RNeVanzNtnsunqtxsmHp6sa+1E999/lMAwMu3jcctKz93e16g2aRw+2aJcS6iEJ7buqx47NqRsJ05+FutCP5asTwJIRY4G0dE6YABLE3F80Ozp9fut02D0F8rlBDS3NGNr460xyTItHVZMba0ELPO7Eh0PWtx6V/rseHuKiz5YI/fnZRA/xKjSpGDHKn77Jav2S6hvkz4nl3HHEnfLDHORYz0NSI9QD0eknE2jogoEgxgaSqeH5qdll7MvVTvdSSR68HSj18/CofbupDfZfW5PCR8kO440h6TIOMAUNvU7tWlX1gSPdTWhUpdEe6oPgdKmRQ2uwPbDrY5l0uFNhaWXpvXhgNfs11mqw33rq3FI9+rwC+uOB82ux2FClla9s0KtgNWzGOKkm02jogoUgxgaSqeH5pqhcwr7NSUa/HBvGo0d3RDky/Hhq+PYeWnB51NTj2Xh1w/SH0VoOsH5ofcEsFotuKx9+r8Lon+eMo5KFHnIjtLgp5eGyQA7A4HvjemBFXDtcjPlcJw2oJ//ec4pp1XjIOGLjzyvRHY0dSOpR/8xznblQW4nedYqStEsSoXt776OSYMLUrb2ZdAO2BjcUxROPVcyTQbR0QUDQawNBWvD02j2YpFG7zDzub9Bix6rw6VuiK8tLHRbfbJ1/KQ6wep2WrzahOx4e7JGIq8kMZk6LR6HXQt2NrYhoeuqsCyv9e77Wis0mvw6DUjcMea/h2UL86oxGcH2vDMP/Y5HzPlzGHYpm4r8nNzsPSGUThwsstnL7J0nn0J1Mcs2mOKwq3nSqbZOCKiaDCApal4fWj2hx3/bSPmeOyyEwryPQNKLD9Ig82KHDf1ePX02trYhic+qMec6v7x+jvY+tH36pzBsbap3dls1hfP2Zd02qkXj40CkdRzxXs2johILAxgaSweH5rBwo5rt3XPA69dA0qoH6SuIUatyEGePBudPX1uoSbYTkp/hCasAEI62Dqc0JiOO/VivVEgknqueM7GERGJiQEszcX6QzNYCPHcMegayDxbSgT7IG3p6MYn+06iuECOPrsDefJs3P+nr92WG2vKtXjo6oqADUZd20x4KsjNgUTi924oZVLYHQ4caO2EsduKtXdOwtYDbW4bDoRxu4ZG7tQLLtJ6LjHadhARxRsDGIUlnCOJgG8Dma/loUAfpEazFUdOmfHBrmZsbWzD3Ev1+P22wz5rz575RwN+ccX5ABq8dlI+fv0oXP3iZr/fjybP/4e2cIj343/Z4xb6qj0aznrOvnCnXmiiWYYWo20HEVE8MYBRWPzNXHn21BJuqz3aEXB5yN8HaYe5Fys27ncGqsrSQr/LhBsbTuKHFw3zOrBbPzAfhcocTBha5HepMz83Gz1Wm89GrXOqy3zWhm1pbINEIsF791QhSyLxmn3hTr3QsJ6LiDIZAxiFTZi5Om7qwbGObgwskGP3f43OGSGgf+lvyXUjAQB3VpeFPVvRZe1zCz6uS5m+mHv97KTU5rkFRqVMijnVZZh8jgay7CwcPNmF7Yf6a9XsDofba04+R+P/EO/9BmRJJBhenA/AvVZNIZMGHGuuTAqjmbNgrOciokzGAEYREWauBqty0dZlxYXDBuDduyaHdLxNKLsDu1zqqwDf3eiD3S8sYQmBsa3LCgeAx96r82rYOuZsNSaWDXBuGtANUAadqRLu9yy4n3upHtV6jdfOS+G1PtjVgl1HO1K6ID9WWM9FRJmKAYyi4m8J0Wi24kBrp9vuxS5LnzMAbfao1fIMI4UK9/qfQGcv+qo987WT0uZwYKlHPRfwbcuMSl2Rs83ER/MvgVoROAQU5Ob4LLh3PabIs/eYsExrttpYkH8G67mIKBMFnlYgikBzRzfmrq3FZc9vwm2vbcdBQxfm/+lrvFt7DI96hC/g292BRrPVeVtxgRw15Vrn16u2HMLsqjJU6TVuz63RazF3WjlWbTnkvM11Ceu/p8yY+8eduOz5TTh6yhywYWtlaaHz69M9vc4aJV+EgOer4F44pmicrgh//1kNXr5tPF6fOQGVuiK3ZVqhIJ+IiDIPZ8AopoxmKzbtO4lZk4dhxkQdBqlysfe4CbVNHZhTVRZSvy2gf1ZkuUt9kBBqFl0zAg9dVYGmdjNk0izsPmbEF4fbsOLMjJNugBLFBXKolTIcazdjwbu7nDNcwerIPFtmhFKjdNDQ5fNaQnf/KeUDcfcfdvp9TRbkExFlJgYwiql2c6+zdYRAOJbIagscgDzDiL/6ILPVhuUfNvgMRcL5kUazFUfazG7jCLWOzHX5MliNUrBWCqrcwH/FeHQOEVFmYgCjmOk/J3K330Ox7/vuuZh7qR6VpYWw9NmRmyPFzqZ2Z1NTX2HEV32QWomghduGTis6ut0DXSh1ZL524AWqUQrWSqEoj60WiCi1GY7sQ2+fI+THZ2dnI0ce+3/bTC2HY37NRGIAS0OJOoMw0KHYtU0dKDxznqLnDsQXZ1TirS+awgojwQq3TT29XjNersXxWz266UfaMiPYMuUgVS5bLRBRStv9zguJHoKTQqGEVuu7NjfVSBwOR+ixNsWZTCao1WoYjUaoVKpEDycuEnkGYW1TO6a//JnP++Zeqsc3Te0+A1q1XoOHvzcCQ9S5MQskB1o7sf7rY6htancLW659wHJzpEFbZoRKCL3+ZuSC3U9ElGyEz8yKq2ZBVTI0pOd0GVpQ9/5KvPnmm6ioqIj5mLRaLXQ6XcyvmwicAUsjiT6DMFA9VKBO9lsa29Bi7IFMmhXW+ALN9GnzZdjbYsLsM329hBBmttrwdVM7vj+hFGcPUIb8WsEEm5FjqwUiSlWDR05Ecfm4kB57qmkv6t5fiYqKCowfPz6+A0txDGBpJNFnEGrzZT6P9AlFT6/Nqwg/UMAKNtOnVsqw5PpRWPxendsRRYWKHAzVKHFWUezCFxERUbgYwNJIvM8gDFZbZuruxd1Th3sd6VNTrsXZRYGXP+XZWW5F+IECVp5MGtJM35BCBZ69eSyX/oiIKOkwgKWRYC0Roml5EGzG6YSpBwvX7+7v91Vd5nYodqupBwW5OX53A1bpNWg9bcGEoUUAgi+lLr1+VMgzfVz6IyKiZMQAlkaCtUSItOVBKLVl7V1W56yXr1qvf/y8Bk/fNMbrOlV6DeZdWo5hA5TOoBRsKbXL2hdwvGxuSkREyY4BLI2E0rk9EqHUlpl6AociY3cfzhuswkszKtF62gJjdy+UMinyZNkoVOa4L2UGCVBmj4O6PbG5KRERJTsGsDQTrHN7JEKpLQvW8V24P5QlwWBLqWqF/+VMNjclIqJUwMO405BaKcPw4nyM0xVheHF+1DVQodSWFeXJUO1xULagWq9BUV7oYwh2CHZxgRxP3zTG6zFsbkpERKmCM2AUVCi1ZWqlDE9NH42H1u/GFpcdkNV6DZ6aPhqDVLkhd+gPZSk1lOOIiIiIkhUDGAUVam2ZTpOH524Zh/au/powVW42ivJkGKTKDbtDfyhLqdzhSEREqYoBjEISam3ZIFUuBqly3W6LtEN/sgWseJ6xmajzO4mIKDEYwChkkQaiRHfoj4VYnLHpL2Ql8vxOIiJKDAYwirt4d+iPt1icsekvZD01fTQe+8uehJ3fSUREicFdkBR38ezQL4ZQZvACCRTgHly/G+eXqCK+NhERpSYGMIq7YG0lkr1vV7QzeIEC3Ob9BlSWFkZ8bSIiSk0MYASj2YoDrZ2obWrHgZOdMJpjO+si7KJM1b5d0c7gBQtwlj57xNcmIqLUxBqwDCdWAXg8OvSLJdozNoMFuEKF7/tTYXaQiIgiwwCWwWJRXB6OeLWViHcLh2jP2AwW4IZqlF73hzs7yDYWRBQvhiP70NvnCOmx3W3H4jya9CFxOByhvatpwGQyQa1Ww2g0QqXyXficSQ60duKy5zf5vf+j+ZdgeHG+iCMKn5gtHISQE8kMXnNHt98AV1KoiPrabGNBRLEmfGaGKzdXgb17G6DT6eIwqvTBGbAMxvYQ4YlmBi/YEmyk1xb7PSCizFNx1SyoSoYGfVyXoQV176/En//8DsNXCBjAMoSvJap4tYcQazks1Rq8xmMJNtXeAyJKPYNHTkRx+bigjzvVtBd1769ESUlJ/AeVBhjAMoC/JaplN46Oqrg8nNeKy5Jgd5D+W92+Z/DSqV4q1WcxiYgyFQNYhFLlQzzQEtVj7+/BU9NH46H1u6MqAA/lteKxHKaUBf7xVcqkXrfFIyAm8mch1ZvcEhFlKgawCKRS0XOgJap/1bfiwasrYtYeQuzlsKwsCar0GmxtbPO6r0qvgTRL4nZbPAJion8W8nOzUVOu9fm+s40FEVHyYiPWMAX7EI91E9NoBVuiMnX3Qq2UYXhxPsbpijC8OD/ikCT2clh2lgSzq8pQpde43V6l12B2VZlXAIv2SCFPif5ZaO7oxsPrd2Pm5GFe70GqNLklIspUKTEDdvjwYSxduhQbN27E8ePHMWTIENx+++14+OGHIZOJ+wGTakXPYi5Rib0cpsmTYdnf6lGpK8KcqjJY+uyQZ2eh9mgH3v6iCc/ePNbt8bEOiIn8WXANf58daMOc6jLne1CoyMHw4nwMUuXG5bWJiCh6KRHAGhoaYLfb8bvf/Q56vR51dXW488470dXVhWeffVbUsaRa0XO0XdyT9bWA/l2FS64fhYXrduGljY1ur+Vr9ifWATGRPwuu4c9stbl9/0B/D7dBbHVHRJS0UiKAXXnllbjyyiudX59zzjnYu3cvXnnlFdEDWKoVPUfbxT1ZX0sQzhFHsQ6IifxZSLX/CBARkbuUCGC+GI1GDBgwIOBjLBYLLBaL82uTyRT164o9yxMLYp7DmIgzH0PtrxXrgJjIn4VU+48AESW/eHxmkn8pGcAaGxuxYsWKoLNfy5Ytw5IlS2L62omY5YmFeJ3DmOjXClcsA2IifxZS8T8CRJTc4vGZSf4l9CzIhQsXYvny5QEfU19fj/PPP9/59bFjx3DJJZdg6tSpeO211wI+11eaLy0tjclZkNGc3UfpJVE/C8HOlyQiCoe/z8xp978ccif8fz05Gzt27MD48ePjONL0kNAZsPvuuw+zZs0K+JhzzjnH+fvm5mZMmzYNkydPxsqVK4NeXy6XQy6XRztMn5J5lkcM8Ww+mipNbgWJ+llIxHIvEaWveH5mkreEBrCBAwdi4MCBIT322LFjmDZtGi644AKsXr0aWVlsYZYo8Ww+mujGpqkm0/8jQESUqlIixRw7dgxTp06FTqfDs88+i5MnT+L48eM4fvx4ooeWcTybjyplUsy9VI+Zk4ehvsWE/SdOR9yANNGNTYmIiMSSEkX4//rXv9DY2IjGxkacffbZbvclsIQtI7n2n1LKpHhxRiVWbz3k1YcrkhmrVGtyS0REFKmUmAGbNWsWHA6Hz18kLtf+U3Oqy7B66yGvsxgjnbFibysiIsoUKTEDRsnDtf9UZWmhVwd2QSQzVuxtRUSUfEzHm5AtD76iYWo5HP/BpBEGMAqLa/8pS5894GPDnbFibysiouSz482nQ36sQqGEVquN42jSBwMYhcW1+ag8O/AKdrgzVqna5JaIKJ1t2rQJ+fn5IT1Wq9VCp9PFeUTpgQGMwib0n+ow96KmXOuzcD7SGSv2tiIiSi7jxo2Lunk5eWMAo4gI/aeWx2HGir2tiIgo3TGAUVQ4Y0VERBQ+BjCKGmesiIiIwpMSfcCIiIiI0gkDGBEREZHIGMCIiIiIRMYARkRERCQyBjAiIiIikTGAEREREYmMAYyIiIhIZAxgRERERCJjACMiIiISGQMYERERkcgYwIiIiIhExgBGREREJDIGMCIiIiKRMYARERERiSw70QMQk8PhAACYTKYEj4SIiEg8BQUFkEgkiR4GucioAHb69GkAQGlpaYJHQkREJB6j0QiVSpXoYZALiUOYFsoAdrsdzc3NMfufgMlkQmlpKY4ePcofbB/4/gTG98c/vjeB8f0JjO+Pt0g+9xwOB06fPs3ZszjJqBmwrKwsnH322TG/rkql4l/yAPj+BMb3xz++N4Hx/QmM7090JBIJ3784YhE+ERERkcgYwIiIiIhExgAWBblcjsWLF0Mulyd6KEmJ709gfH/843sTGN+fwPj+UCrIqCJ8IiIiomTAGTAiIiIikTGAEREREYmMAYyIiIhIZAxgRERERCJjAIuR6667DjqdDrm5uSgpKcEPfvADNDc3J3pYSeHw4cO44447UFZWBoVCgeHDh2Px4sWwWq2JHlrSePLJJzF58mQolUoUFhYmejgJ95vf/AbDhg1Dbm4uJk2ahC+++CLRQ0oKn376Ka699loMGTIEEokEGzZsSPSQksayZctw4YUXoqCgAMXFxbjhhhuwd+/eRA+LyC8GsBiZNm0a/vSnP2Hv3r1Yt24dDhw4gP/5n/9J9LCSQkNDA+x2O373u99hz549+NWvfoXf/va3eOihhxI9tKRhtVpx880346677kr0UBLu7bffxvz587F48WLs3LkTY8eOxRVXXIHW1tZEDy3hurq6MHbsWPzmN79J9FCSzqZNm3DPPffg888/x7/+9S/09vbi8ssvR1dXV6KHRuQT21DEyfvvv48bbrgBFosFOTk5iR5O0nnmmWfwyiuv4ODBg4keSlJ544038POf/xwdHR2JHkrCTJo0CRdeeCFeeuklAP1nuJaWlmLevHlYuHBhgkeXPCQSCdavX48bbrgh0UNJSidPnkRxcTE2bdqEKVOmJHo4RF44AxYHp06dwh/+8AdMnjyZ4csPo9GIAQMGJHoYlGSsVit27NiB73znO87bsrKy8J3vfAfbtm1L4Mgo1RiNRgDgvzOUtBjAYmjBggXIy8uDRqNBU1MT3nvvvUQPKSk1NjZixYoV+MlPfpLooVCSMRgMsNlsGDRokNvtgwYNwvHjxxM0Kko1drsdP//5z1FVVYVRo0YlejhEPjGABbBw4UJIJJKAvxoaGpyP/8UvfoHa2lr885//hFQqxQ9/+EOk8wpvuO8PABw7dgxXXnklbr75Ztx5550JGrk4Inl/iCh699xzD+rq6vDWW28leihEfmUnegDJ7L777sOsWbMCPuacc85x/l6r1UKr1eLcc89FRUUFSktL8fnnn+Piiy+O80gTI9z3p7m5GdOmTcPkyZOxcuXKOI8u8cJ9f6j/75BUKsWJEyfcbj9x4gQGDx6coFFRKpk7dy4++OADfPrppzj77LMTPRwivxjAAhg4cCAGDhwY0XPtdjsAwGKxxHJISSWc9+fYsWOYNm0aLrjgAqxevRpZWek/+RrNz0+mkslkuOCCC/DRRx85i8vtdjs++ugjzJ07N7GDo6TmcDgwb948rF+/Hp988gnKysoSPSSigBjAYmD79u348ssvUV1djaKiIhw4cACLFi3C8OHD03b2KxzHjh3D1KlTMXToUDz77LM4efKk8z7OavRramrCqVOn0NTUBJvNhq+//hoAoNfrkZ+fn9jBiWz+/PmYOXMmJkyYgIkTJ+KFF15AV1cXZs+eneihJVxnZycaGxudXx86dAhff/01BgwYAJ1Ol8CRJd4999yDP/7xj3jvvfdQUFDgrBlUq9VQKBQJHh2RDw6K2q5duxzTpk1zDBgwwCGXyx3Dhg1z/PSnP3X897//TfTQksLq1asdAHz+on4zZ870+f58/PHHiR5aQqxYscKh0+kcMpnMMXHiRMfnn3+e6CElhY8//tjnz8nMmTMTPbSE8/dvzOrVqxM9NCKf2AeMiIiISGTpX4hDRERElGQYwIiIiIhExgBGREREJDIGMCIiIiKRMYARERERiYwBjIiIiEhkDGBEREREImMAIyIiIhIZAxgRiWLWrFnO8x2JiDIdAxhRGpk1axYkEonXryuvvDLRQ8Ovf/1rvPHGG4keBgBAIpFgw4YNiR4GEWUwHsZNlGauvPJKrF692u02uVyeoNEANpsNEokEarU6YWMgIko2nAEjSjNyuRyDBw92+1VUVIRPPvkEMpkMmzdvdj72l7/8JYqLi3HixAkAwNSpUzF37lzMnTsXarUaWq0WixYtguuRsRaLBffffz/OOuss5OXlYdKkSfjkk0+c97/xxhsoLCzE+++/jxEjRkAul6OpqclrCXLq1KmYN28efv7zn6OoqAiDBg3Cq6++iq6uLsyePRsFBQXQ6/X4+9//7vb91dXV4aqrrkJ+fj4GDRqEH/zgBzAYDG7Xvffee/HAAw9gwIABGDx4MB577DHn/cOGDQMATJ8+HRKJxPk1EZGYGMCIMsTUqVPx85//HD/4wQ9gNBpRW1uLRYsW4bXXXsOgQYOcj1uzZg2ys7PxxRdf4Ne//jWef/55vPbaa877586di23btuGtt97Crl27cPPNN+PKK6/E/v37nY8xm81Yvnw5XnvtNezZswfFxcU+x7RmzRpotVp88cUXmDdvHu666y7cfPPNmDx5Mnbu3InLL78cP/jBD2A2mwEAHR0duPTSS1FZWYmvvvoKH374IU6cOIFbbrnF67p5eXnYvn07fvnLX+Lxxx/Hv/71LwDAl19+CQBYvXo1WlpanF8TEYnKQURpY+bMmQ6pVOrIy8tz+/Xkk086HA6Hw2KxOMaNG+e45ZZbHCNGjHDceeedbs+/5JJLHBUVFQ673e68bcGCBY6KigqHw+FwHDlyxCGVSh3Hjh1ze95ll13mePDBBx0Oh8OxevVqBwDH119/7TW266+/3u21qqurnV/39fU58vLyHD/4wQ+ct7W0tDgAOLZt2+ZwOByOpUuXOi6//HK36x49etQBwLF3716f13U4HI4LL7zQsWDBAufXABzr16/38y4SEcUfa8CI0sy0adPwyiuvuN02YMAAAIBMJsMf/vAHjBkzBkOHDsWvfvUrr+dfdNFFkEgkzq8vvvhiPPfcc7DZbNi9ezdsNhvOPfdct+dYLBZoNBrn1zKZDGPGjAk6VtfHSKVSaDQajB492nmbMDPX2toKAPjmm2/w8ccfIz8/3+taBw4ccI7L87VLSkqc1yAiSgYMYERpJi8vD3q93u/9n332GQDg1KlTOHXqFPLy8kK+dmdnJ6RSKXbs2AGpVOp2n2soUigUbiHOn5ycHLevJRKJ223CNex2u/P1r732WixfvtzrWiUlJQGvK1yDiCgZMIARZZADBw7g//2//4dXX30Vb7/9NmbOnIl///vfyMr6thx0+/btbs/5/PPPUV5eDqlUisrKSthsNrS2tqKmpkbs4WP8+PFYt24dhg0bhuzsyP/5ysnJgc1mi+HIiIjCwyJ8ojRjsVhw/Phxt18GgwE2mw233347rrjiCsyePRurV6/Grl278Nxzz7k9v6mpCfPnz8fevXuxdu1arFixAj/72c8AAOeeey5uu+02/PCHP8S7776LQ4cO4YsvvsCyZcvw17/+Ne7f2z333INTp05hxowZ+PLLL3HgwAH84x//wOzZs8MKVMOGDcNHH32E48ePo729PY4jJiLyjTNgRGnmww8/dFuOA4DzzjsPt956K44cOYIPPvgAQP+S3cqVKzFjxgxcfvnlGDt2LADghz/8Ibq7uzFx4kRIpVL87Gc/w49//GPntVavXo0nnngC9913H44dOwatVouLLroI11xzTdy/tyFDhmDr1q1YsGABLr/8clgsFgwdOhRXXnml2yxeMM899xzmz5+PV199FWeddRYOHz4cv0ETEfkgcThcGvwQUUabOnUqxo0bhxdeeCHRQyEiSmtcgiQiIiISGQMYERERkci4BElEREQkMs6AEREREYmMAYyIiIhIZAxgRERERCJjACMiIiISGQMYERERkcgYwIiIiIhExgBGREREJDIGMCIiIiKR/X9CP4uH/Mv/MQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.jointplot(x=predictions[:,0],y=predictions[:,1])\n", "plt.xlabel(\"Experiment\"); plt.ylabel(\"Predicted\")\n", "np.corrcoef(predictions[:,0],predictions[:,1])[0][1]" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 1 }