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@yagays
Last active June 16, 2016 05:23
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"[https://gist.github.com/mikelove/74bbf5c41010ae1dc94281cface90d32 ](https://gist.github.com/mikelove/74bbf5c41010ae1dc94281cface90d32)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.manifold import TSNE\n",
"import seaborn as sns\n",
"\n",
"np.random.seed(2016)\n",
"\n",
"n_data = 1000\n",
"X = np.array([ np.sort(np.random.uniform(-1,1,n_data)), np.zeros(n_data)]).T\n",
"cm = sns.cubehelix_palette(n_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2次元の場合"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lyR734S2vusFzaeeGhrT7ktxSVUemt2+vqtuSXDn9Tc67knwyk/Pz/a21L1bVtjnTrz+a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\n8B2ktW7PC8wAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ad795c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X[:,0], X[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCA"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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11zwvf/Wv/eVMJoO/Fecimwy5Ey/8pOaL52fdleTGJNfMf5Lz7yX5wczuHe9prf3UTnNa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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117e20780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"X_pca = PCA(n_components=2).fit_transform(X)\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_pca[:,0], X_pca[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TSNE"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Ezj31CyG8EbgIyNsckyRJ0pzQbkA7B7i9cfk24IJp7acDd8UYx2KMfcB64JSZ\n+oUQjgXeA3yozfFIkiTNGbOe4gwhXA68j91HtjLgeWBHY7kfWDKt25KmdoABYClQmd4vhNADXA+8\nCzipcf2SJEnz1qwBLcZ4I3Bj87oQwtephy0af3undetjamirANsb66f3uxBYA3wNWA4cEkJ4f4zx\n9/Y0rmq1sqfmecu6FLMuxaxLK2tSzLoUsy7FrMv+a+tLAsA66vPF7mv8vXNa+73AR0IIXUA3cDzw\nIHD39H4xxr8G/hoghHAe8N9nC2cAmzf3tzn0uatarViXAtalmHVpZU2KWZdi1qWYdWnVTmBtN6B9\nFvhSCOFOYBi4BCCE8D5gfYzxGyGETwN3UT9l+YEY40gIobCfJEmSdsvy/KD80mRuOm/lp5Zi1qWY\ndWllTYpZl2LWpZh1aVWtVvZ5fr3/qFaSJCkxBjRJkqTEGNAkSZISY0CTJElKjAFNkiQpMQY0SZKk\nxBjQJEmSEmNAkyRJSowBTZIkKTEGNEmSpMQY0CRJkhJjQJMkSUqMAU2SJCkxBjRJkqTEGNAkSZIS\nY0CTJElKjAFNkiQpMQY0SZKkxBjQJEmSEmNAkyRJSowBTZIkKTEGNEmSpMQY0CRJkhJjQJMkSUqM\nAU2SJCkxBjRJkqTEGNAkSZISY0CTJElKjAFNkiQpMQY0SZKkxBjQJEmSEmNAkyRJSowBTZIkKTEG\nNEmSpMQY0CRJkhJjQJMkSUqMAU2SJCkxBjRJkqTEGNAkSZISY0CTJElKjAFNkiQpMQY0SZKkxBjQ\nJEmSEmNAkyRJSowBTZIkKTEGNEmSpMQY0CRJkhJjQJMkSUqMAU2SJCkxBjRJkqTEGNAkSZISY0CT\nJElKjAFNkiQpMQY0SZKkxBjQJEmSEmNAkyRJSowBTZIkKTHldjqFEBYCNwOrgT7g0hjj1mnbvAe4\nEhgFPhpj/OZM/UIIxwCfAzqBXcDFMcbeNu+TJEnSQa3dI2hXAT+MMZ4LfAW4trkxhLAG+GXgLOAN\nwMdDCJ176PcnwAdjjOc3Lh/f5rgkSZIOeu0GtHOA2xuXbwMumNZ+OnBXjHEsxtgHrAdOKej3+sZR\ntdXAW0II/0g91N3T5rgkSZIOerOe4gwhXA68D8gbqzLgeWBHY7kfWDKt25KmdoABYClQmdZvKbAC\nOAl4b4zxt0IINwCXAjft432RJEmaE2YNaDHGG4Ebm9eFEL5OPWzR+Dt9vlgfU0NbBdjeWD+93zag\nP8b43cb9tm8+AAAFBUlEQVT6b1A/InfTHoaVVauVPTTPX9almHUpZl1aWZNi1qWYdSlmXfZfu6c4\n1wEXNS5fBNw5rf1e4JwQQlcIYSn1OWUPAndP7xdjHAJiCOHVjfXnAv/e5rgkSZIOem19ixP4LPCl\nEMKdwDBwCUAI4X3A+hjjN0IInwbuon5K9AMxxpEQQmE/4Argj0IIHcDjwPvbvkeSJEkHuSzP89m3\nkiRJ0ovGf1QrSZKUGAOaJElSYgxokiRJiWn3SwIHTAjheOB7wOrGFw/OBD5J/Sel/j7G+LsHdIAv\nshDCIuCrwHLqX7y4NMa4wbqEJdR/VmwJ9Z8QuzrGeM98r8uEEMLbgf8cY/xvjeUzgE8xT+sSQsiA\nz1D/h9pDwBUxxscO7KgOrMY+8X9ijK9t/BzfTUANeDDG+N4DOrgXWQihTP3fTb0U6AI+CvwH87gm\nACGEEvB5IFCvwy9Sfx+6iXlclwkhhNXAfdT/ddg4+1iXg+oIWgihAvw+9RfQCZ8F/muM8TXAGSGE\nUw7I4A6c9wD3xRjPA/6U3d+Ane91uRr4h8bPh11G/c0XrAshhE9Sf4PJmlZ/jvldl7cBC2KMZwPX\nANcd4PEcUCGEX6f+xrugseo66t/GPw8ohRDeesAGd2D8HLCl8TOFbwCux5oAvBnIY4znUP/pxo9h\nXYDJUP85YLCxap/rclAFNOq/03kNjTvcCGxdMcYnGu1/R+vPTs1pMcZPUX+zBTgC6LUuQP3J8MeN\ny53ALusyaR3138UFfB41TP4MXYzxHuC0AzucA+5HwNublk+NMU78v8uin/eb6/6C3b8d3QGMAT85\nz2tCjPFvgCsbi0dS/4f0874uDb9P/YDAc9Q/DO9zXZI8xVnw81IATwF/FmN8oHE6Auqnr/qatukH\njnpxRvnim1aXrPH3shjjv4QQ/gE4GbgQ69Jcl7XAV4BfwbpM1OUvQwjnNW06r+oyg+k/TzcWQijF\nGGsHakAHUozx1hDCkU2rmo+2TvxM37wRY2w+KPCXwAepvwFPmHc1mRBjrIUQvkg90L+D+nvQhHlZ\nlxDCzwObYox/H0L4QGN18wGxvapLkgFthp+XegT4hRDCFcBa4A7qh1en/6TU9J+dmjOK6tLUdkEI\nIQDfBF6BdSGEcDL1+Xn/K8Z4V+PFdd7XpUDRT7PN2brMoPln6ADmbTibQXMt5uP+QQjhJcBfAdfH\nGP88hPB7Tc3zsiYTYoyXhRB+A/g+0N3UNF/rchlQCyFcSH1e65eBalP7XtXloDnFGWP8iRjj62KM\nr6X+Y+0Xxhj7geEQwlGNo2o/TevPTs1pIYRrQgjvaizuBMZijANYlxOpn5a4JMZ4B4D7SzHrAjT9\nfF3jiyQPHNjhJOdfQwjnNi6/kXm2f4QQ1lA/9f/+GOOXGqt/MJ9rAhBCeFcI4ZrG4hD1ifD3NR2h\nn5d1iTGeF2N8bSOv3A+8C7htX/eXJI+g7YWJUzZQ/9bIV6mHzTtijN8/YKM6ML5A/eezLqdeg59v\nrL+K+V2Xj1Gf4PypRujojTG+Hesyk/n+PLoVuDCEsK6xfNmBHEyCfg34fAihE3gIuOUAj+fFdg2w\nDLg2hPAh6u9Bvwr84TyuCdTv800hhO9QzxO/AjwM3DDP61Jkn59D/tSTJElSYg6aU5ySJEnzhQFN\nkiQpMQY0SZKkxBjQJEmSEmNAkyRJSowBTZIkKTEGNEmSpMQY0CRJkhLz/wFLtxrChgnVmQAAAABJ\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119ed5710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = TSNE(n_components=1)\n",
"X_tsne = model.fit_transform(X)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], [0]*n_data, linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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qkqzDJr37Mia953J848YMet4KR2hYsZ59j70Qn5gvIrYzDIMPf+tjVE8bO2h5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\nhvx/KcJ9U0b55PQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a2dcac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = TSNE(n_components=2)\n",
"X_tsne = model.fit_transform(X)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kZ40jOav/lU0RxkSy7roWVVX7/BBw2B3o9AOb7vg+Ki4oZdOaLQQEBnDhVcvw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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a2a66a0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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scY4/786MQ2tGBkd5fm+Uy6dUlZ+L1Vsi/P13Polj58ZClZg9OjTzwUwavF4C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4XMixS0BwMBtv38Zc4fPkdcSjy3ffFOkmbpjDv4533s/uO7yLLM0huX4/dLYZEFcOFYw9+c0Bo5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\ntvJI4sYggZYQ4rpnzco00ivER2Es8enFofRYbNhokTJkijGjrAiLx0XE1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6qqywddesP0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\nJEnqiYWWJElST74DvY6PXsR1kbIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1178305c0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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del9vKkNmJpNE9+8j76KLAXj5iVf5n//4KZZl4XK7+Oy/fYZrbr+aawC9p4fo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Lr70VgSUCeaUJuNlDxwM/bLbagMOsylUwtB9g9GV74cTe0kzSzEWtcUMSv1253ItWpy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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11acaec50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = TSNE(n_components=3)\n",
"X_tsne = model.fit_transform(X)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,1], X_tsne[:,2], linewidths=0, alpha=1,c=cm)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,2], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3次元の場合"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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jLBRGiGWx8sUX8ffHlkOQZCRiMTQmYjhqyrG4/KorEAoV/aXlCnb6fCXfQXd2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\nA3lTEJtxyH/nt+ElIbgoIgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11accc160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x11ad206d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"n_data = 1000\n",
"X2 = np.array([ np.sort(np.random.uniform(-1,1,n_data)), np.zeros(n_data), np.zeros(n_data)]).T\n",
"fig = plt.figure()\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(X2[:,0], X2[:,1],X2[:,2], c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCA"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11acae080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"X_pca = PCA(n_components=2).fit_transform(X2)\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_pca[:,0], X_pca[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TSNE"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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D1/F6dB6uidgR3+twwd7YgY6DNXD12ZE1ewZKr1wcfiIRkcIYtIgu4MMfv4jB1vCtZwxZ\nJqz96h0KVDT9ZVQUIqOiEDOvXgZH9wCq//I+3H2jjStVOi1adx/HwEiXekfnIegzjchdWKFUyURE\nETFoEZ3HYFsPBlt7wsYtc0qx9NPXKFBRctEY9Egv0WPZw7eir64VrXtPQpBlFK9bBNuf3gs519HV\njyO/fS246XVmVQmqbt+gRNlEREEMWkTn0fJxddiYJlWPJZ/apEA1yUsQRWRWFCGzYnQ/u8zK4kCr\nCAAQBHjsw8GQBQC9Jxtx4Gd/Rkp2Osq2rILOmDhd94lo+mDQIjoPTao+bGztl287935rFDNlm1cg\nJcsEZ68dWdaS0dA1hrN7AM7uAfSeaoQ+Ox1Vt10JQ06GAtUSUbJi0CKKQJYk2F7fg+7qZuhMBrjt\nDuiMBiz7zBboTZwZiQeCKKJg5ZzgY8kvodfWeM7zXd0DOPS/L8NUkoPSTStgzOc2LUQUfQxaRBE0\nfHAU9e8fCT4uXDYLC+64UsGK6EIyK4swc8tKNLy1H7LfH/FuRQCwN3bi6K9fhc6chsob1sJUmhfb\nQokoqTBoEUUw2NEX8ni4s/8cZ1I8KVg+BwXLA7Ncx3+/Df21LcFj4y/3egaGcPyZN6DPMKJ4/WJk\nzy2Laa1ElBy4RwhRBJbZxSGPs63F5ziT4tXcezZh2SO3w1icc941da6+QdS89D4OPPEiBs60x7BC\nIkoGnNGKAndrO/xOJ3R5udzgNAH11LWiu7oZxauqAAgw5WeN/J4Sjc6chgX3XwsAaNt3Cme274Pk\n80c8190/hBPPvAFBJSJnQQVKN62ASsOPSCKaHH6KTLHedz+Er28AADB03IbMK9dCbUxTuCq6WG1H\n6nDgmW3Bx0XLrShZPec8z6BEkb98NvKWzkLr7hNo2XUEfpcn4nmyX0LnoRp0n6jHnHuuQVoBF80T\n0cTx0uEUGth7AN6efsjyyCpcvx/uVl6KSCTHXno/5HHLwRqFKqFoEEQRhWvmYcVX78bcT22GLuPc\n+1NKHh9OPvcWDvzkBdRv3Q1ZkmJYKRFNF5zRmiID+w/B1dQaeCADMmQIggBRz01vE4Usy/AMucYN\nKlMLRZ+pJA9LHroVjq5+tOw6iu5jdYAsh6zn8rs88Ls86Dhgg9ZkgM6cBk1qCtJn5CtYORElEgat\nKeAbHILrTHPooAyojKnQlxRFfhLFncH28P0Ms8r4DXW6M1jMqLzxchStXYjTr3wAR3sPZCk8Ybfu\nOga/xwsAKFgzDyVXLo11qUSUgBi0pkDvzr2APOaDWRAAlQqZG9exg3gC6altDfkyAkDVdWuUKYZi\nLiXLhPn3XwuvwwVHRy96a5rREdziB8GQBQBte08Gg5ZnyAlRrYJar1WibCKKcwxaU0AeGh43IMO8\ndiVDVoJp2ncq5LEgCDAVZClUDSlFY9AjfWYB0mcWwFiQDWf3AASViOb3DwXPUes0AIC61z9C58Fq\nQBCQt6IKlvnlsFjOve6LiJIPg9Ykubt7wgdFEbrszNgXQ5PiHnKGDiRZTpY8Xrgam+EfGoI2xwJd\nATumZ88LNDGVZRmuXju6j9VBpdOg/Ia1sDd2BEJW4AS07zmB9j0nUJ2mR8Hli2CZXw6R7SGIkh4/\nBSbJ09MXdtVQk5+rXEE0YX6XL+SxICbPTbmS24Pedz6A5AzcDOCsb4RhdiXSqmYpXFl8EAQBFTde\njrJPrIagVkEQBPTXtUQ81zPsQsMbu9F5qBpz7t0MlVYT42qJKJ4waE2SNBx62VCWAdN8NrdMRJI/\nciPLZOBubQ+GrLOcDY0MWuOMnaEylebBWJKLwcaO4NjY1QKO9t5AP65jtfA7PcheUIGCNfMgqlSx\nLJmIFMagNUmyN/ybM7vBJ6a0XDPsLaOXgvXm5Gk0K0S4xKVKSVGgksQhqlSounsT7Gfa0LLzKIaa\nOsLOaXr3AOSRTvQtHxxCyweHoNZrUX7LepjZIoIoKSTPtZEoURlTlS6BpkhOVWnIY0FMnkVausJ8\n6IoKgo/FlBSYlixQsKLEIKpEmMsKMfdvNsN610YYS/OCN8FkWEuCIWssv9uL6ufewvEnX0Pf6SZ4\nh51h5xDR9MEZrUnyDTrCxlyt7Ugp5E+ricY77Bzt6g9guHtAwWpiSxAEpC9fDGnxfAgqFe+YnQBz\nWWHgl1GHztY+aI0G7P3P30E+xyXp4bYe1LzwDjQGHYo3LofP4YZ5VjH06ckzk0qUDDijNUmCSoAs\nyyG/JHfkPdQovhmy0kMey34JLvvwOc6enkS1miFrkjR6LbTGwPKB2fdsgtqgDx6L9P/W53Sj/q8f\nountfTj68z+j/o3dsJ9pP+fm10SUWBi0JskYYeG7u6NLgUposgxZprAxZ9+QApXQdGEqysHSL92J\n+Z+7CVrTxS0z6D5UDdtz23Dq2TcZtoimAV46nCSVLnwvQ3dzmwKV0GRllRVApVHD7w20eRA1aqSc\nZ9NhootlyErH4odvAwDYGzvg7OpDy4eH4Xe6z/mc4dZu9J9uRkqWCe37TkIQBWTOK0NaXjZENe9c\nJEoUDFpTQRQBSRp9PH4fF0oI2lQ9lj/wCez99WuQvH5IXh/aj9dhxup5SpdG04ipJBemklxYFlbC\n53Ch+3gdWt47GPFcyefHqWe3we8KLEfoPnwaAJCSk4GSjcthLGbPPqJ4x0uHUyC1sizksTrDrFAl\nNFkdR+sDIUsGJBk4/MIHSpdE05SoVkFrSkXB6vmY+5kbkLtiDrIXzQre7ZphLYEmVR8MWWM5O/tg\ne3Yb+qobY102EV0izmhNAdPCORB0WrjONENlNiF90VylS6IJ6m/uhDRuQrLlSC0KF5QrUxAlBYPF\njJKrlgEAitctgt/jgy49DR77MESNClKEfn0A0HuyAZLXh8bt+wBZRtH6JbAsYpNZonjCoDVFjLMr\noM00o+e9j+BqaIao1yHn2g0Q1fxfnEgKl85CT31o48nT2w8yaFHMqFP0UI/0itWaUlFx21Vo2rEf\nzo6+8HP1WjS8/hHkkaULZ7btRX9tM4bOtAMqEYXrliCHwYtIUbx0OIV6P9yLs9MhksuNzjffVbYg\numQzVofPRvp8vghnEsWGqSQPc++7DrM/tQVpRTlQG3QQdRqYK4uQNb8iGLIAALKMgdMtkHx+SG4v\nmrbtwYEf/R6H/uePaNt5RLk3QZTEJjXdYrVaVwL4D5vNdqXVai0H8CQACcAxm8320BTUl1Bkb+g3\nZGnIAcnrhajhprKJQhAEFC2bheb91cGxofY+dNqakGMtVrAySnZp+dmYfc81IWOyJCGtKAdDzZ0A\nAFGrhuQJ/RyS/RL8Tjdadx5G78l6CKKA1LxsFF+zkvsuEsXAhGe0rFbr1wD8CsDZ/gaPA/i6zWZb\nB0C0Wq03TkF9CUXQacPG+vZGvpuI4pf16qUAENKEdt9TbypcFVE4QRQx644NKN28CqXXrETBmgU4\nX79Zd68d7h47eo/X4fDjz+HU069joL41ZEcEIppak5nROg3gZgDPjDxearPZzt6itRXA1QBensTr\nJ5yMNcvQ+86ukDFPR885zqZ4lZplCvvG43V64HG4oTWE900jUpKoUcOysDL42Od0o/PgKcg+6YKt\nZpwdvah7cQcAILUwGzOuu/yiG6sS0cWZ8IyWzWZ7CcDYOeqxP0cNAgjdzyQJ6HOyIer1IWPJtDHx\ndCGIItJyMoKPZTnwa8//bVWwKqKLU7R+CZZ8+W4s/dq9KLxqKURt4OdpQRDOu72So7UbJ371F5x6\n8lV07jvBza6JpogwmSljq9VaCuA5m822xmq1NtlstuKR8RsAbLTZbI9c4CWm3Xy1e2AQ1c+/Dmlk\nvVbhFcuQvcCqcFV0qRwDQ/j9Qz8NmxC47zdfhlYffomYKN4Nd/Vjz0//DJ8jcjf68RlMUInIW1CB\nguWzkVleGIMKiRLCJc+eTGXvgQNWq/UKm832PoAtAHZczJO6ugansIT4YPnEVfB09cI3NIzWPUfQ\nuvsI0pfMh6E08GFlsRin5fu+kER73/qMVDh7QzeVfv+p7Vh4y+WX9DqJ9r6nCt93vFFh/kO3w+/1\noftgNboOnIJ30HHOs2W/hLaD1Wg7VIOym9fDVHb+sBW/7zu6+L6Ti8Vy6duyTWV7h68C+I7Vat0J\nQAPgxSl87YSi0uuhyTTDfugEJKcbksuNvl374ekdULo0ugQr79sSNla/8zh8Hq8C1RBNDZVGjdwV\nczDvwVtQ9dkbYZyRB7VBB5xrmYMsY+B0E/pO1uP089tQ96cdsNe1hraVIKJzmtSMls1mOwNgzcjv\nawCsn4KapgVvb3/Y2MDBY7BsuEyBamgiMkpykDEjF30Now1MZb+ED3/2CtZ/6VYFKyOaGnqzERW3\nbwQAeIccaNt1BP2nGsJaREAQ0fj66I0+gw1tSC3KQdmtV3GDa6ILYMPSKNFmZ4aNeTq74e7pVaAa\nmqi1X7gBQGirh976djh67ApXRjS1NGkGlGxahXmfvw0Vd22CsTQPGmMqMueXI8USfm/TcHMn+qsb\n0bH7KBpe/RA9NU0KVE0U/7g/TJSoUvQwlJfCUXsmZHzweA0wu1ShquhSqbUa6NMNcPaHrtV669+f\nxY0/fFChqoiiR9SokVaUg7SRmS4AcHX3Q1CJkP2hlws79x2HuzuwJOKg7QxKr1sLs5Wfb0RjcUYr\niszLFo7eyjPSI8Dd2g5Hd/ieZRS/Nj56d9iY3+uHc2A4wtlE048+24yy2zbAkJcVHEsttARD1llt\nHx6G7alXcfI3L6PncE2syySKSwxaUSSIAswrF4U2DZRkVD/7qnJF0SXT6LVQ6cK3Ueo81ahANUTK\nSCvKQeU9m1H1wI2ovHcLyu/YCFETelHE0z8IV/cAPP1DaN6+Fyd/+zJc3eHrVYmSCYNWlKXOLIEq\nfdztoDLQs3OfMgXRhGz+10+FNRo6+MJ76G/uUqgiImVo09NgyM2EIIooufYyCKrAtxF1SviuCZ6+\nIdT/5V0Mt3bDxbuuKUkxaMVASnEBgNEO47IMOBtauL9YAtGl6rH5X+6FSjv6E7zk9aP1SJ2CVREp\nK728CAu+9EnMf+ROrP7yHcHQNZbXPoza599E9ZOv4uSv/wLPwJAClRIph0ErBtIXVEUcH6rmN+lE\nYsg0Ib0wO2RsuMcOn9ujUEVE8UHUqKEzpaL8zquhSUsJjo/vNu+1D+PUb15GzbPczoqSB4NWjJiW\nzA0bGzhwnLNaCWbZ3RtgLrZAEAVIsowz+2zY9r3nIPn8SpdGpLjU/GzM+dwtsH76WliWVcE8e0bE\n85ztvWj/6HBsiyNSCINWjBhnV0LQj1vDIElwtLQpUxBNSFqOGUvuuhL+Mbe5O/oHsfv/3lCwKqL4\nos82o2DdEhRvXg1dhiniOZ17juPYE39A+y4GLpreGLRiKGPlorCx/o8OKlAJTYZuzKWRs1qP1cPn\n5tY8RGMJoohZ912H7MWzww/KMmSfH117j6Nx64exL44oRhi0YshQlA8xNTWky7jk9sDVxW7xiSTF\nnIbU7HGdsmWgYfcJZQoiimOCIKDgyqWovO86aIwGiDoNIATGzxqwNcLdx90WaHpi0Iox0/xZYWMD\nB44pUAlNxrpHbgbGLfTtb+lWphiiBJCSmY6qz94M633Xh4Sss2pfeCus8zzRdMCgFWNp5aVQp4Ze\nevJ09cA7MKhQRTQRBnMalt55ZchYw+6TOPrXjxSqiCgxaFJTYLKWhI1LTjcaXn5HgYqIootBSwFF\nVywLG+vdfUCBSmgyZq6ZC+vGJSFjdTs5O0l0IaVb1qJww3IIAoK/AGC4qQOyxFktml4YtBSQMas0\nrMGMp4f7HyYiU15m8PeyDHidbtR+yLBFdCGZ8yuhzQy/I7HvBPsL0vTCoKUAQRShL8gBMKZbvF+G\nu5d7giWakmVWFC2uCG5nKUvAgT+8i56GdmULI0oAeZcvDRvz2rlZO00vDFoKyVyzDPK4Wa2Ore8q\nUwxNmCAKmL0p/FLwhz/nxuFEF2IszYMwZlsrQRBgnlOmYEVEU49BSyEqnRaqFH3ooCTD63AqUxBN\nmCk3I/xSsMMFeycvBxOdjyAIsN53I0wVxUgryUPZnZugMxuVLotoSjFoKUiXkxU2Zj98UoFKaDJE\ntQoFC2YLOWFRAAAgAElEQVSGje/+DbvFE12IOkWHkmsvx4ybr0JKbvhnIlGiY9BSUNaaCOsT+tnm\nIRGtvu+a4O/lkf/6W7u5lyURUZJj0FKQIIpIKSkIGfP09ME35FCoIpooUa1CrrUIMkKD1ZGXdylU\nERERxQMGLYWlLwjsARbclkeS4O0bULgqmohVf7s5bMz2NvujERElMwYthWnSjRAMoZ3iuz7Yp1A1\nNBlagx4qrSZs3O/1KVANERHFAwYthQmiGLYlj+zzwedwKVQRTUbFFfPDxur22RSohIiI4gGDVhzQ\npIffzuxnm4eEtPDGy2DMzQAwejn4479w/0MiomTFoBUHslYuBlSqkLGBY5wFSVRFC8shyYFl8TKA\nnpZuOPp4NykRUTJi0IoDgiggtbQwZExyexSqhibLumEJhDENTCWfH02HahWsiIiIlMKgFSfSZs0E\nRBGQAEiAu6sXfpdb6bJoArQGHQxZoZeDO6ubFKqGiIiUxKAVJ/Q5WRDHbsnjk9D8x9eUK4gmperq\n0P0PW47WY6ibbTuIiJINg1YckQbHNSqVAFliZ/FEZC4I30rkzIFqBSohIiIlMWjFE3X4l8Nr5yLq\nRJQ1Iw+CKvTr2XK4TqFqiIhIKQxacSRnwxoAY7rEyzL69h9TuCqaCEEQkFFsgSwj+KunoYN7HxIR\nJRm10gXQqJT8nECbB99oJ3FnU5uCFdFkqLXqsGB14q39mLtpuUIVJSfHsBOHdh/Bu298gOb6ZoiC\niMWrFyHTkgGNVoONN1yJzrZOtDS0omJOOSx52fD7/VCNa7lCRDQRDFpxRtCoIftCt2xxNLbBUJKv\nUEU0UeaiHLSfag4ZO/3hMQatGPjonT144ru/hN/nhyiKkCQp5Pj2V94J/n7Hq++hvTkw25hi0MM6\nbxaO7DsKAKicW4HyqjIAMq65ZSNy8i2xfBtENA0waMWZ1FkzMHj4VMiYq72LQSsBzduyHKe2h24q\n7ejlmrupUl/dgPe2fgAJwKIVC7Bk9cLgsZ899mv4fX4ACAtZQODy/NleZ21N7cFxp8OFQ3uPQBw5\nVnP8NGqOnwYA7Hl3H/7zt/+GVGMqAKCvpx8f7zwIY7oRK65YGtI7jYjoLAatOJO5eA4Gj9gCi3pG\niFp+mRKRdmy7jrP4vXhS+rr78Nv/fgZ73tsfMv7Gn97CI//yeazduBoA4LuEjbwjzXhF/rP7caa2\nCXMWzUZ/7wC+9eC/oa+7L/AaKhECBBTOyMdVW9Zi3vIFyC/Ju4R3RkTTFRfDxxlBEJB//VWAKAYX\nUfcdOAlHc/uFn0xxz5ARvq8lXdiJQ6fwjS98B393yyPY/d4+yCP/jbX3/dHwVTm3/LyvJ6pEmDKM\nKCjJxwNf/TSycwPtOEorSpCaZoj4HI1WE7x0eOijw8GQBQCSX4Lf70djbTOefOJ5fO3T38C/fuF7\n8Pl88PkuPvQR0fTDqZI4pMsyQx73E3bne/sw457rFaqIJsqYmwF7++g35NyKIgWrSUxN9c347j/8\nJ7wXmKXKyc8J/v47P/0mnv/Vi2hrasfG669EblEONFoN0kyp0Gg0Yc9dv+VyOIedMKQZYO+345Xf\nvw7HsAPWBbPw7mvvw+fz49ZP3xgMZKZM0wXrrj1Zh89d/wg8bg9KK0pw7Z3XYPWGlZf47oko0TFo\nxStBCLl8KLs98NqHoDGlKVgUXaqMkhwMjAlalsrC85xNADBoH8KvH38SdbYGlJYXo3JuxQVD1tLL\nFuP2+28KGbvrs7dd9J8pCAIMIzNZJrMJ9z50V/DYus1rw85fsnoRtty2Cdtf3gGf33/OxsLukW20\nGmrO4Kff/SVazrRi+RVLkWnJhDGd/5aJkgGDVpwylBbAUd8SMta96yDyN1+uUEU0Ea3HzoQ8PvNx\nDcpXz1Gomvjm8Xjx1BO/wxsvvR1cjN7e0oHe7j4IohASZgRBgNGUhquuW4fbPnUTdCm6mNd770N3\n4d6H7oJj2In//Y/foKHmDLo7eiCcZyHeq89txSu/ex36FB2+/L0vomqRNYYVE5ESGLTiVNbqpWFB\ny9XRA1mSIYhcUZ0o/OPW53ic3Cg8kr889xqe+flzOLvsSpLlYNjq7erDI9/8PLa9/DY0GjU2Xn8V\nlq1dAo0mPj6+DKkp+PK/PQwAcLs9OLzrAHp7h9Bc34J3X3s/5Fyfzw9REOFyuvHDf/4x1BoN1n/i\ncnzy87crUToRxUB8fFJRGLVeA21OJjydvaNNL30+9Ow9guxVC8//ZIobedZitBytDz6uvHyegtXE\nH1mW8dBd/4D2lg4ACGmRcLYFw6KVC7B24+rgHYXxTKfT4to7rkZXV6CNx5LLFuL1P7yJljNt0GjU\n6OvqD57r9fjg9fiw9YVteOfV95Cdl41HH/8HGNN5wwTRdCIovCWIfPYDKZlYLEZczPv2OVxofO7V\n0EFBwMz7b0nInj0X+76nE6/LA9u2feho6ETRgjJY1ydPSL7Q19vr9eGBGx/CoH0oZPzs320BwLpr\n1uLz//wA1OrE+ZnwXO+7t6sX3/3776O7veecz9VoNfjFK/8NjTZ8wX68S8Z/3wDfd7KxWIyX/M03\ncT69kpDaoIfamArf4PDooCyjd99RZK1YoFxhdNE0ei2u/MzmpPxAupC/v/drYSHrrKoFVvzjY1+C\naRrN7mRaMvHYb/4fWhra8NZLO7Br++6wc7weL2qO12LO4tkKVEhE0cA+WnEuZ134di32U3UKVEIT\n1dXQgd6mTqXLiCtnahvR3hL5/8lDX/87fPen35pWIessfYoe5VUz8blH/xYPfuMBFM0sCDvnw227\n8MCWh/Dg9Y/go7f3KFAlEU0lzmjFOX1udtisluz1YbixFakl4R/SFF/2PLsDNR8E9s2bscKKtfdv\nVriiOBHh0neqMRW//PNPkBKpo/40IwgC1mxYiZXrl+FfH/wuGmsDe2IuXbsYH775EQDA4wZ+/r1f\no7m+Fbc/cLOS5RLRJHBGKwHkblwDiGMXCQPt23fB7/YoWBVdyGBXfzBkAUDDXht6GjmzBQClZcXY\ncN364ONy60w8s/WXSRGyxlKpVPjur/4VT+/4FZ7e8SsURNi256/Pvo7/9+B3FaiOiKYCg1YC0GWm\nI/uypQDG9DCVgOaX31auKLqgSDcsJOJNDNHy0D9/Fj/5/Q/wxLM/xA9+wyABACvWLw/bD1MQBNTX\nNAY3tyaixMKglSBSSwuAcXde+ezDGOB6rbiVlp2OXGtx8PGM5VZkFlsUrCj+FJUWoKAkX+ky4kZp\nRTG+8r0vRjz2/a/9V4yrIaKpwKCVIFQ6LcwLw7tId394AK6e/gjPIKU1H61D+6lGyLIMWZYx1GtX\nuiRKAItWLcC9D98FQRBCZkB9Hh/2vrv/PM8konjEoJVAMhdVQT2yH9tYLS9th+STIjyDlLT3uR0h\nj7tqWxWqhBLNpls24IrNawAEriSejVu//eFTitVERBPDoJVgCm+4KuJ4/1FbjCuhCxnuHdcjStHe\nwJRoPvO1+6ASxZCZLbfLA8nPH6qIEgmDVoJRG/QwzZ8VfHz2stRgbROG6psVrIzG8ro8wa9NcPcF\nroOnS5RTEL6mb2hsA2MiinsMWgnIsnIBNOlpIWPevgG0b/8ITa/sOMezKJZe+OdfQZZH7xKVZRmZ\npbnKFkUJ5+FvPxjyODXNAOO4f/tEFN8YtBJUye2bUXj9lYA4+iWUZcDV3oOWNz5QsDKqfv8oPA4P\nZASuFp4NW1d9/gYly6IElGZMC1w6HPlP8kvwuL1Kl0UxIEkSJClwmVjhPYlpktgZPoHpc7OgTkuB\nzz6Msf8OHY3t6PzgY+RcvlS54pLUcN8gdv1ue8iYDEBQCUhJT1WmKEpYb/xxW8jaPpfTjdbGVsyc\nNUOxmmhiZMkPqb8X8vAAoNVDZc6CoEsZPS7LkNoaIfd1YuwHuoQx/fdSTYBWBzgdCP7F0GiBjGyI\naWb26YtTDFoJruCaK9D4wtaw8YGTdRioOYPSOzdDmxp+pyJNPa/Lgz9/88mIx67+8q2xLYamhfe3\n7gwby7RkKlAJXQrJ54O/oxlwDkEQVYDbBfhCZyL9Xa1QVcyDoA98Psv2Psi9Hed/4WE7MH6JnssB\nDA9AAgBBBExmCDoDhMxcBq84MaVBy2q1CgB+BmAhABeAB2w2GztqRpHWnIaSOzaj8YU3IUvjppd9\nfjT87lXkX7MWxhncFzGa7J19aNhfA7/XF3bMuqYK+ZXFEZ5FdH4upytsLD3DpEAldCGS3w+5sxWy\nzxeYlRoh49w7QkgDvVCNBK3xQeySyHJg/1BZAgZ6AaEP8kA3hLJ5E39NmjJTPaN1EwCdzWZbY7Va\nVwJ4fGSMokibbkTp3deh+aXt8A07g+Nng1fbGx/Cu2oBMhfNVqrEacsxMIyt3/8D7J2jTWPHfqiW\nrZqDG752G7q6BpUojxLYmZpGCBAgj7l2qEvRKVgRReIeGIC3pwtoawSkS2u9IYzZ7UMwmoHOFsAf\n/sPahV8oQpDzuCF53IEA19cJaDQQLEWc5VLAVAettQDeAACbzbbHarUum+LXp3PQGPSYec91qP/D\nVvgGhsIWT3bvPoL+E3WwrFoAY1mRQlVOP9t/8lJIyAICay0EUcDs9Yuw6pNXKlQZJTK/34/v/8Pj\nAEKD+7d+9qhSJdE4kssBf70NPV7PxF4gLR1CZk7woaDVQVU+F/JgPyS/DxiyA2o1hLR0CB4XZFEF\nIdUEOIYgD/YBLmdgBut8ucnlAFpHLyrJvZ2Q07Mh5pdOrGaakKkOWiYAA2Me+6xWq2iz2dhhL0Zm\n3rkFZ/70FtzdfWHHfPYhtG3bBfeSKmSvmK9AddNPf1tv2Nh1j34SGUUWqLVcAkkT89vvPwWX0x0y\ntvKq5SgozlOoIhpL9nrgP3384mewTBkQUgyQIUDQp0BIS4coht/0L2h1ELJyA+0Acgojv1aqEbCM\n7g8qeVyQ7b2AYygQrM7OiKVnAYPh3wcw0A3J64ZYMiv8GEXFVH8nsAMwjnnMkKWA0luvxnBzO9q2\n74bkCv9pq/fASWQsmAWVnpchJqugqgRNR0Z/YixeVA5LGTdJpok7ceAU9r6zHwJCNxNYf+3lSpVE\n48iOofOHrDQTxLR0yDo91OnRvXlB1OqB7NE1uJLXA4gqiCoVpK6WyE9yDELu74Zgzo5qbRQw1UFr\nJ4DrALxotVpXATh6oSdYLMYLnTItRft9WyxGlCwoR+eRGtS9sQvyuL0Q9T43mrbuhez3o/iKxcgo\nj83lxOn29b710Tvx0Qvvo6uxE+VLK7F4y/KI5023932x+L4v3V+f/iuAkUuGI0sAll2xCJdtWDIl\ntUVTsny9vXqg68y4QbUa2UuWQq3XQ9RoFKlrPDnbit5Dw/ANha8R1fqdME/y65UsX+/JEqayEdqY\nuw4XjAzdb7PZqs/zFDkZFwlbLMaYLo5299nRtm0XPH12AEDmkir0H6+F5B6Z7RIEpBTlwDy3Mqp3\nJ8b6fccLvu/kMtn3/d2H/gNnahqDj3OKcvCdX30LKpVqKsqLmmT7ekt9XfB3tkKlEiGnW6CyxO9l\nXWmwD2gJbQAgWAohZE285mT7ep9lsRgv+W6CKZ3RstlsMoDPT+Vr0uTpMkwoveMaePoHIapUkCUJ\nvQdOBo/LkgxHYwccjR1Q6bWYefcnoNJpFayYKHndfP8N+Nm3fwmP24PsvCx87QdfivuQNZ3IPi/8\njXWQ3U6IJjPEgtKId+qJGRaIGZaECByiMQPyrMWQu1sC67hS0oBMbgkWK1ytmyQEQYBupP+O7PdD\nYzbC2x/+4eB3edD+zj4Ubr4s1iUSEYC5y+bg35/+Dno6e1FQks+WDjHmb6qHbA8sIpe62gNd3ON4\ntupiCaIIIYf9/JTAvQ6TkKBSofiG9TDPq4CgCc/a/ggL6IkodkwZJsy0zmDIigHZ74PU1w3JHmjT\nIrvHNYl1OyM8i+jicUYrSakNKchZuwTmeZVoeuXdkEanWcvmKFgZUfJoqm1G9ZEaFJUVwrqQt9vH\nmufYx8BIHyxBECBn50JMz4DkcgTPEUwZSpVH0wSDVpLTmo0o/9T16D9RC3fPAEzWGUjJCb0dWZYk\ndHxwAMNn2qBJT0P+hpXQpHH/RKLJqD5Sg/969H/gG9m26VNfvgeXb+El+1jxHPwo5LEsy5C6O6Ca\nvxwqrQ6yywnBZIZoTFeoQpouGLQIAGCeU37OY/3HazFwInDHim/Yida3PkJaaQE0plSYKkpiVSLR\ntFF/qgE//fb/BkMWAOx88yMGrRjw9/fC31Q3uj/gWIIQWMuUlRP5yUQTwKBFF+QdDN0u3tXeA1d7\nDwBguKkdaTMKYcjPZgNUoovQUH0G//mVH8Hv84eMmzLYkyjafB0tkFrGNMAaF7ZUpZXcC5CmHIMW\nXVDazCL0Ha0BpPCea/ZTDRg4WQ8AUKXokLN6AdJnl8W6RKKE8NdnXscrz7waNp6dn427Pn+7AhUl\nD39PZ2jIGm/GbIhmrseiqcegRRdkyM9GyU1XYbixDd4hJ+yn6oPHxja89TvdaNuxD+0fHkRqcR6y\nl8yB3sIPLiIAeP6nf8TbL78bNq436PFPj38F5ixz7ItKEr6WM5A6Im9HI+YVQZ3PtgcUPQxadFFS\ncrOQkpsFWZIgiAKG6poheX2Qx13+AADZ48NQbTOGTjcBGjU0qSmwrJgPi2WuApUTKUuSJLz+7BvY\n8fJ7ECBAHrODoagS8aXHHmbIihJZliG7HJD6uiIeF0sroOZ6LIoyBi26JIIoIm/dMmDdMjhaOtH0\n6nuQ/RE2Vz070+X1wds/iNZtu9B/8ATUmWZkzK+EPtsMgd2uaZqz9w/iR1/9Mdoa2yMef+S7X0D5\nHF5qjwa/3w9/zQnAEd6YWci0QFVYClHDHTAo+hi0aMIMhTmofOAWdH54EP0n6kbD1Tk4uvqBrn7Y\nq89AlmRAANSpBhgKs6HLzkBqYW5YawmiRPXXp1/D68+9Cb8/dNZXgAAIwIPf/CzmLmXPumiQJAn+\nY/uBcf/vodZAzMiCqmgmF71TzDBo0aSIKhXy1i1D3rplcPcOoPvjExg83XTe0CWfXVQvA74hB+y2\nRsinRhep6nMyYaoohuTxAqIIvSUDqQUWSJIElU4LkTNhFMfaGtvxi8eexrG9JyIer1oyGw88eh+M\n6bzLMBpkvx++6uOQvT5AQEig0lQthMBZLIoxBi2aMrrMdBRevRryxlXw9A+hbcceuNq7L/g8eVwo\nc3X2wtXZO+Z46Pkp+dmYcfOVENX860vx5af/8gsc3XM8ZGzsuqxVG1bgvq/9DUSRu59Fi6/hNOTh\nkcuFMiBDDoSt7DyGLFIEv1PRlAtsYG3EjFs3QpZleAYG4Xd6MHy8BsP9Q3D3DEAa06jxUjnbutFz\n0AbLci6up/jQ2tgOyecPC1lA4N+DSqXC3/7Tp7Fs3RIFqksOst8fuLuwv2fcAUBIM0JTwrVwpAwG\nLYoqQRCgM5sAM1C6YCa6ugbhHXai70g1Butb4LEPAxMIXX6nOwrVEl2a91/biT/87AVIfilsZvas\n0soSPPD1+2EpyI5xdclD8vvhPX4Q8IR/LqgKSqAuYPsGUg6DFsWcJjUFOasXImf1QgCAd8iB7gOn\nMNTQApVWA2NZEXqPnYZ/zEbXYwkqEeaqmbEsmSjMD7/yX6g9MdpTThCEsLD1N1+5G5ddszrWpSUV\nWZbhPbIf8I/7gU2jhbqgGCpLnjKFEY1g0CLFadIMyL9iCXDF6GUVy4p5kCQJro5eiHotnG3dcLR2\nQp2agoyqMmjNXEhMsVd/qgH73/0Yfp8UErLGWr1xGXq7BnDH529F4czCGFeYfLw1J8JDFgB10Qyo\nsiwKVEQUikGL4pYoijDkBy636DNMyGC/IVJQS30rfvyP/xOyEfR4sxZU4KvffxhdXeG9m2jqeWqr\nIQ/0jw6M3GAomDIYsihuMGgREUVQf6oeL/7vS+hq7YY5Kx2V8ytCQpYoCJBGLhWKoohNd2zAjfdd\nr1S5Scd9phZyTyeAMS0cZAA6HbSz2J+M4geDFhHRCHvfIPa/ewCvPPlXeD3e4PiwfRjdbaGtSorK\nC3Hj/dfD5/Nj/oq5bIAZQ97+XsgdbcHHsjzSwkGvh3Ye7+yk+MKgRURJb3hwGE/94Pc4se9EyF6E\nY7ldHnzi7mtwaNcRpGel466H70B2XlaMKyUA8FdHbgarqVrAwEtxh0GLiJKOJEnwerzQ6XUAgN8+\n9hRsh6rP+5z80nxsuWczrv2bT8SiRDoHb0tjxHFVZRVEtSbG1RBdGIMWESUV28Fq/Pqx/4NzyIkl\nVyzCff/4KdSfaggeH9vJ/axZi2bh7775t+zorjDJ54O/ozX8QEoq1Gbuk0rxiUFrDL/PD5Wa++gR\nTSf7duzH6aO1KKksxmWfWIPf/dezcA4FerQdeP8Q5q2ch5lVM2A7ODqjJUCAKdOIWQsr8ckv3gld\nik6p8mkMz/GDgHd07RwEAVCpoJ+/WLmiiC6AQQvAUK8drz72HJwDw9AadLjmK7chuzRX6bKI6BL5\nfX7UHq/DOy+9i4EeO4wZRpzcfxIA8NGbu+EYdgZD1lnOISc+8+h9+OtTr6GzpROWgmysv3E98kr4\nGRBPZI8HcLlCBwUBuiWrlCmI6CIlfdAa7hvEi1//LWS/BADwONx4939fxW2PfUbhyojoYtj77Kg/\n0QBJkvDiz/+Mwf5z97CyHbDhylvWY+vv3wQAZFjMWLx2IQxGA+58+PZYlUwT4G0KbxArGE1c/E5x\nL6mDlsfhxl++/Qwkvx8CRv+xuoYib/1CRMpzDDkgiiI8Lg9+8a+/RHNty0U/N780D9feuwWzFlRi\noNeO2YtnIS09LYrV0lSQPG5I3Z2hg4IA7SxuLE/xL2mDlizL2PqjF+Ae2U9PhhwMW2UrZitZGhGN\n0dHcgY/fOYDaE3U4faQ2OJ5TlIOOpo4LPr+ovBCCIKCkshjX33cdAKByQUXU6qWp5605FTamnlEO\ngTcnUAJI2qB1+PU96GkM/ZCWIaNs+WysuXejQlURkeQPXAJsONmA7rZueNyeiJ2tOps7I4yO0uq1\nWLFhGW75u5uh1iTtR13Ck2UZ8pA9bJybRVOiSMpPn47aVhz4y87RbsIjltxwGRZdz4WVRLHi8/qg\nUquw44Ud2Pn6R3A5XIAgwzk8uug5cvvQAEEUIEuBM/QGHe565E5odBoUlxfBnG2OcvUUC/7+Xsjy\n6N8CQRAgGNO5NosSRlIGrbd/+pfgHmWyLEMAkDuriCGLKIrObmlz8L2DsB2qRsOJM+jr6oMxw4jB\nvtEF7OfqzD5eZm4G7n/002g63YycQgvK5pZBpWJ7lunGV18bkrZlyNCWzVKuIKJLlHRBS/JLcNgd\nIWMygDV383Ih0VT6+IPDeO3pbXA73fD5/WirD+xNN3Z2AkBIyIpEwOj3WZ1BB32KHlXLqnDnw7dB\nFEWUVJZEoXqKF7I7tKWDoDdA1OsVqobo0iVd0Go4WIOxn/OCAIhqEZlF2coVRZTgOho7sOv1j1B/\noh7GjDQUV5bgreffusi5qXAarQZerxfpmSZYF1tRWF6EFRuXQZ/Cb7DJxNcVfrODKq9AgUqIJi7p\ngtZgV3/IY1kGVty6TqFqiBLf/rf34/kf/2F0oB6wHTj/voFjiSoRC9YsQFdLF7QpWqy78QosWDM/\nCpVSopEGQj+vIYrQMGhRgkm6oHX4jX1hY/OuXqpAJUSJwTHogHPYhY937Ie9147F6xajfH558Pjr\nT2+9pNfLzM1EqikV2flZqFxYgRJrKQpm5E912ZTgZFmGv7c7ZExMz1CoGqKJS7qg5XV6lC6BKO4N\n24fx1nNvof5kA9rq20LWVe17ez+++IOHUVRRBADnvPtLFEVIkgQZQHZBNpZdtRSFMwtQtawKoor9\nj+gC/P7ArzFU2RaFiiGauKQLWhAFSL6Jrhwhml5kWUZHUwdqDp+G3qDHossXQqPV4KnHnkL9iYaI\nz5H8EmqP1gaD1s0P3oyn//1pSFJgGyu1Ro1bv3ALrrl9HY4frIWl0MI+VnTJ/L3doW0dRBVUJrbs\noMSTfJ9+7L1CSc7r9uL00dM4ufck6k/Uo31M49792/fhs9/5LBpOnjnva+SVjjaLnLdqLr755DfQ\nVN2E0tmlwS1tVGoV8nlJkCbI09IU8lgWRQharULVEE1c0gUttU4Dryv08mHT8TMonluqUEVEsXF0\n11E896Pn4PeNXo4Z32qh7ng9etp6UFheiObTzSHHUtNTkZmbiWVXLYV1iTXkmCnDhLkrue8cTSFn\naBsejMyYEiWapAtaRbNLUbPnRMjY7j++g+Jv36dMQURTzOfz4YOXP4DklbB803KYMk2QZRnPP/58\nSMiKRFSJSDEacN83Po3Xnnwdw/ZhlM0rQ+msEsycN5MNQUk5/LtHCSrpgtb6B7aEBS17R59C1RBN\nrQM7DuAP/z3aamH7H7fjqz/7KtKz0uHz+sLOFwQBkAO92M+urTJlGAEAd//DJ2NVNlE4QyrgGA4+\n1M4oU7AYoolLuqClUquQYjLAOaY7vNftRWd9G3Jmcj0JJZYD7xzA7q27YTAacPXdV+OF/3kh5Ljk\nl7D9+e2480t3omxeGeqO1QWPZeRkoKiyCEvWL0FGTgbXU1HckGU5ELLkcWNECSjpghYA3PSNe/Dc\nP/0qZKy9poVBixLCzld3Ytszb8Lr9UHyj65bqTtWF7zzbyytPrCA+LPf+Szee+k9tDe2Y/nG5ahY\nUBGzmokuheTxhO0m7m1thiYnL/ITiOJYUgat9JwM5JTlo7OuLTh2dPvHmLGoAqYc3j5M8an6YDX+\n/MSfYO+xA0BwY/SzPC4PiiuK0XR69G4tjU6Da++7FkBg/dWVt10Zu4KJJkjQaMLHuBieElRSBi0A\nuOaLN+O1H/0Rvc2BzsODXQN45Qd/wL0/+JzClRGNev+l93Hkg8Mw55hRc7AGXrf3nOeq1Crc+8/3\n4kYFT5IAACAASURBVMjOIzi57yQqFlRgw50bYlgt0dQQxQgNbfUpsS+EaAokbdBKNachf1ZxMGjJ\nciBsvfObrbjyM1sUro6Smdftxa5Xd+HkvpNoPBXoZ9Va1xp2noDRqytGsxF3fuVOmC1mXHHTFbji\npitiVzBRNBgMgGN0La3c16tgMUQTl7RBCwBmXTYPx3ccxNgrMLadx7Dq9nVIMRmUK4ySUkttC/o7\n+7DnjT2oPVJ7wcW/giBg/mXzcffX7o5RhUQx5POF/RvwO51QpXBmixJLUget3LJ8mHLMGOgY3SFe\nlmTUH6zBnHULFayMkoUsy3jr99twdOdR9Laf/yd2g8mAtdevhV+SsOKaFTCajTGqkij2RHMG/B3t\nIWOexgakWKsUqohoYpI6aAHAjY/ejWe+/POQn5z0qfyJiWLjyW//H04fPh3xmCAIkGUZoigizZyG\nv/3OZ5BTlBPjComUoauwwjEuaEldHZArrRAireEiilNJH7RSzWm47qu3Y9vPXoHH4cbsy+dj5tJK\nyJIMQeS+iDS1Brr78c4fdqDh5BmYLennDFmZuZlQa9VYuWUVVm1ZFeMqiZQnCAIEownyoD1k3NNY\nD92McoWqSnL2LohDPQCA3jYBSM8HDCaFi4p/SR+0AKBo7gzc/8QXIfkltJ5qwm8f+gm8Tg9mLKnE\n5i/epHR5NE0c23UMf3z8echSYPa0u6UrdEX7iLL5ZfjUNz4NjS78FneiZKIrq4Dr8IGQMV9LM7RF\npRDU/PYVM/+/vTsPk6q68z/+vrX13k3TtKyyKHAQlFVBUJS4m6hoBrO6J2N0Mj8nmphMYpJRZ6IZ\no4wmcZlEHZOoMRo1JjEqYoyJqIigICoHEVrZ9963Wu7vj6puuuhuoBtu3a7uz+t5+qHr1K3ie/p2\ndX3q3nPPqa8iULmZtEMPrkugajMJBa390m9qiuM4BIIBXvj5H1oXnV63dDX/eHghsy86zefqJFt9\nuMxSNbiUksGHsfCRBa0hC5K/c7kFuUSbo8SaYwwYMoBLvn8pZYPLfKxYpOcIFhXjlPTDrdozjhbX\nJbp1M5Ghh/tXWF+QiOPs3IDTXJ8esJy9zvS4bvs2SaOg1UYinmgNWS1Wv7aSKWdPp7BMqV0OnOu6\nzL/qdiq3J98gRk4Y1eGp6GNmHcPcq88nEU8QCGrcicjecs1RNLz5+p4G1yW6bi3BklKChYX+FdaL\nOTU7caq3sd/4FAgqZB0A/WVvIxgKUj5yYFpbU10Tv/nWfWz5cINPVUm2iMVivPTYS9z59fn8+Ipb\nWkMWQMV76zj+nFmEI8nTgflF+Zx+0Rmce+V5AApZIp0IRHLIOero5A3XTZ5qTyRo+mAlrqvZ4g+J\nRAJ2b8FZ/37yq3Ir7GN6GRcgkkOiXAt9Hwgd0drLef/+Rf7449+yvWIrruvikpzy4Y+3P85ld/1r\n67pxIi1i0RhLFrzJ8w89l7b24N5GjBvBN39xPbW7aykbUkYorJefyIEIlQ0gWlRMoqqqtc1taCC2\nbRvhgVr/sNuizbBzA05zQ/LoVdujUy6w101wSOSWQMlhlA/qx/btNZmsNmvpY/ReIrkR5t14KcFw\nMG2McrQxymM3PEBjXaNvtUnP88Kvn+fmL9zIXx54dp8ha+iYYQwaMYiC4gIGjhiokCXSRTljxrVr\na16zmtiunT5U0wvs3Iiz+UMCLSELOjyK5aa+EqVDSAwdB/0HQzCYwUKzn/7ad2L6Z2ez6LGX09pq\ndlTzq2vv4Ss/v4ZQRD+6vmxLxRaevOsJtn6ytdNtQpEQp335dEaOHcpQMyqD1Yn0PoH8fMIjRxGt\nWLenMR6naeUKmHosoUJN4LtPzY2w/ROcRAI3v4hAXeU+N3dzCnDDEdyC/hDJyVCRvZPSQicmnz0d\nJxjg1UdeSmuPNUVZ8swiZl54sk+ViV9c1+WVJ/5G9a5q7JJV1FbWtt7XMrloi+KyYi75wWUMHD6Q\n8vIiHWIXOQQiw0fixuLENnyS1t709lKCJ56Mo4HZ7TXWQeU2nKa61iandnfyzOBeP6+Wv2Bu0QDo\np8mRD5WDClrGmAuAedbaL6duzwDuAqLAi9bamw++RP9MOuNYqrbu5t2F6fO41Ld5g5W+Ydv6rdz/\n3V/S1NDU6TaO41BQUsA5V57HhOMnZLA6kb4jPGRou6CF69K8dg05R47xp6ieKhaFbR/jdHjRwJ6Q\n5QI4QdzSgVBYmqnq+oxuBy1jzJ3AGcA7bZrvAy6w1lYYY541xkyy1i4/2CL9dNLFp7P1o01sW5da\nCsJxGD29/VgB6Z2WvbSUlx55kdqqug7vd3BwcQnnhDnurBmcdclZGa5QpG8J5OYSHDKU+KaNae2x\njRsI5OUTHjLUp8p6oGhTJyEL3KIy3EgkecVhQanGXXnoYI5oLQKeBr4GYIwpAiLW2orU/S8ApwFZ\nHbQALrzxUtYu+5Cdn2xj6FHDGWKSE+Vt/3grNTurGTxmKHlF+T5XKYfS1ootLF34FkueX9zpNsPG\nDGPk0aOYPGcy5VqDUCRjckePpTEWI74tOUay5bR904eW5o0bKDhuhp/l9RyRXNxAECcRT2t2c/Kh\ndKDmwMqQ/QYtY8wVwLXsudjTBS631j5hjGk7UKkYaLsoVQ3Qa0YAHzF1DEdM3XNYeuVf3+aVXy8A\nFwpKC5n3w4sp7K9JTXuDJc8v5i8PPJt2Bc7eK+XkFeZx6U2XE8nRdB8ifsgdN56mcITYxvVp7Ym6\nOuqWvkXBtGN9qqwHCYZg4Cjc6h3JUFVSDiH9zcq0/QYta+2DwIMH8FzVJMNWiyJg35c1AOXl2Xml\nyDt/Wdz6zlu7u4Zn/vsxTrxwNseePf2AHp+t/T5YPbXf2zZu56fX/Jyaytrkp+O9LnN2Uklr/Ixx\nzJl3MhNmHNWl5++p/faa+t23ZLrfbtkkdq0IU73mo7SXbKKmmuh7Kxgy54SM1NGz93cRDC335Jl7\ndr97jkN21aG1tsYY02SMGQVUAGcCN+7vcdl6NVYgNQ+Sm0pbu7fs4k8/e4Y3/rSYz9902T4f21ev\nQuuJ/V7z9mqe/J8naKzf9/xokdwIn/naXCbOngh07fe2J/Y7E9TvvsW3fg8dAWs+atfcuH0H699c\nTu4ob2cv1/7uW7oTLg/19A5XAY+SnAh1gbV2ySF+/h5jzqVn8pefPkVjXUNa+/aKLTx6wwOcefVc\nyoYN8Kk62Z9NH23i4f98qNMJaFumaxh19BF86XsXEUotnSMiPU/upCk0vPN2u/boxxUkamvJnXA0\ngYDm5xZ/OO4+1jPKADebE3E8FudX191DfSdXpB0/72SOPXdmu/a+/EnA737XVtby5Pzf8fEHH6e1\n7/06mDn3BGaecwKF/QoPem6entBvP6jffYvf/U40NVH3xmsdr9EXCFAwcxaB8KEfn+R3v/3Sh/vd\n5TcERfyDEAwFmfvtL3Z45UbCdXntib/x4LV3s/79iswXJ62aG5v4x+//xjM/e5LHb3uU9as+abdN\nS5jKK8pnzudP4YyLz6KotEgTIIpkiUBODgWzTiTQ0QzxiQQNy99p3y6SAZoZ/iCVDRvAVb+4jmd+\n8js2r94AJENWi9qd1Tx1628J54a58PsXUz5ioF+l9jkb7Cc8+4s/s33D1vRLBjsQDAU57uwZnKF5\nsESyViAcJn/qNOpXriCxa1fafYmGhk4eJeItBa1DIBQJ8083XMSKhW/x998sTLuvJXNFG6M8+v0H\nyS8p4Nx/OZdB43vNzBc9zuqlljeffZ2Klev2u23/Qf2Z/unjmX728RmoTES85gQCFEycTN2bi0nU\n7xnWEcjNpfb1RQDkHDmG8GGa+04yQ0HrEJp42rGMmHgkrz3xCh8u/qDDbeqr6vjdrY8x+azjmHTq\nFAKREMX9SzJcae+zY8N2nrn7Kbas24yb2PfhqwknHM3QMcMYNnY4Q0ZrFume5Nnfv8Bvf/l7cODi\nq7/AmXNP9bskyVIF02fQuG4t8Z07cPLyiG/f3vrJt/H9lQRLTiCQo8WSxXsaDO+RFS8t42+/XtDp\nm37b04vBcIh/vf9bOAGnV48JOpSDJ13X5f3XVgIOxWXFPPyfD5GIJVrv64jjOIyfdTTn/sv5hMKZ\n+4zRhweNdqnfn1Rs4BsXfSet7Z7H5zNoSHadbtf+7nniNdXUv9X+IngnN5f8accRiHR/kHxP7reX\n+nC/u/wmrSNaHpl46lSO+dQUnrrtt2x4/+O0MUKJvYJAPBrjnivvIBaNUVLej0mnT2PKGcfhBHpv\n6OqOeCzO1ootBIIBfv3DB4k2RwEIhUOtIQv2TM3Q1rgZR/Hpfz6X/OKCjNYsB86uWJ2aly65CIWD\nw0er1mVd0JKeJ1BQSKCgkERdbVq729hIw4p3KDj2wCaaFukOBS0POQGHf/r3L5GIJ1j89Ksse24x\nseZYh9tGm5KhoXLrbl55eCFbPtpEXWUtDbUNjJs5nmPPmdkn54HZtXkXy15cguM4rFv+EdvXbwMg\n0Sa5xqLtf6aO43DE5NHMmnsih48b3id/dtlm5TsfsOcTiYsTcDh6yng/S5JewgkEyJ8ylejmTTSt\nW5tcSDnFbWrysTLpCxS0MiAQDDBz3knMnHcStbtrKO2Xz20X/3en27uuy6rX3mu9/eon29i5cSdn\nX31eJsrtMVYvWcWTd/xuv1cMAgwcOYitH28hFA4zdMxQPnvt58jXQt9Zo6G+gb8veDWtbdacGZSU\nav1QOTSccJjI8BHEa2uJbd3S2h4oLaPp4wpiu3cTLCwkd/SYfTyLSNcpaGVYYWkR/cqLuPLn1/D4\nf/2GeDTOsKOG88GrK/f5OPv6e5x11bntxnDFojE+eXcdwUiIw8ePyMojN9vXb+ONZxbhBBxmXTCb\n/oPLAHj19690GrLaLvKcX1zA5T/6KsGQfp2z1ZO/+WO7tvLB3qzPJn1b3vgJNEYixCt3EyztjwM0\nfbQGXIjv3Enzxo0Uzj4pK/+WSs+kdyafFPQr5PLbr269PXbGUbzz4lJqd9XQb1B/1r69Om3cUVFZ\ncbuQFY/F+f0tj7ApNX8XJNdedByHUE6ICSdNYtrZM+h3WCluwu0RY752bdvFYzf9msa6Ro6YPJoz\nv/oZHr35V9RX1wNQ8e5arvyffyWSGyEYCnb4HIFggDlfOo2mukYKy4qYcuq0Xn0RQV+w8NmX27Wd\n8pmTfKhE+oK2R61qlyxO/0AXi1H7t5fJnzKVUGlp5ouTXkdBq4c4YsoYjpiy58W/afUGFtz/LNXb\nKikuL+Hsf5nb7jEbV33SLmRB8tRjtDHKOwveYuUryzl83HAq3l1LUVkx533jQgaOHNRpHZXbdoML\n/QZ2/Q9MPBZn16YdbPxwAxtXb6CkvB+7t+4mHo0x49xZlJYcyQPX3Us8Fgdg1RvvE2uOtoYsgJpd\nNVRu281hwwdy6iVn8rtbH6a5oZlAMMCU049lyqnTyCvKo7BUq8b3Fh+vXU/lzkpgzwz9xSVFDBuu\nqTfEe4HCIhLVe109l3CpX7qUQGEhhcdrjj05OApaPdSQscO47Lav7XObcO7+L0mONUVZtzy5sn31\n9ipe+N8/ccmt/9zhti8//CJv/eUNAKaccRynXZacJf2jZav5091PE21oBgdKB5cRjoSo3V1LY20j\n8XicQCBAKBKiqb6pw7N961Z8xFf+6/LWkNViS8UWcvJzaKpPDkjNL86nZEA/AIaZw/l/932T+uo6\nistKCAR1KL83evqRP+4ZAu+6OMDZ/3SGnyVlLdd1ob4GHAcnXx9GDkSeGUftjh24zc3JhrZXiNfW\nUrtkCQVTp+IEOz7CLrI/ClpZbPDooUw9ezrLnnvzgB/TUFPfYfvuLbtaQxbA2wuWMPm0qeQW5vP0\n/Mf3zAfmwu5NO9ut25qIJ2huaO70/22qb6K+uiF9cBUwZPQwjj9vFoue/DtOwGH2hXPIyd8ziWAk\nN0LkAAKlZKeP163n5ef/kdYWCAa54Evn+lRR9nJdF/fjVdCUXGrGLSwhMPRIn6vq+ZxAgKLZJ1G/\nejWx9e3XQU1UVVHz8suEhg4l/6ijfKhQsp2CVpabc9HpzPzsbLau3cybf3qNzWs30Vy/53Ll4UeP\nYuu6zTTVNQIw6dSpHT5PIp7osK12V81+Z1o/EJG8CMPHHc686z/PH+58ingsxsCRg/jsdRcCcOF3\nvnjQ/4dkn3+/8odpc545jsP5X/wMObmasbur3OpdrSELgNoqEs2NBCK5/hWVRfLHjqWpuIimle+1\nu891XaIbNlC1dSuF06cTzNcVzXLgFLR6gZz8XIYfPYrhR6evn9gyAL56eyUV766leEAJIyd2/Am3\nbOgAjpkzmXf/llzhfvyJx3DYiEFEm6MU9i+kdldth4/bn0FHDKaofzHHnzeLkvISRk81fOvX3+3W\nc0nvsmbVWurq0o+wuq7LZ+ZpYe9uiUXbt/m78kfWyRk0mGBePvVLl7bOtZU2+XE0Su2iRRSccAIh\nhS05QApavVjLVYbF5f2YeErHR7LaOuvKc5lyxrHgwsBRgwEIR8Jc8qMrWfjQc3z87jpCkRDjZo4n\nEUtQV1VLQ10jjTUNDB49lGNOmkRtZS2hSIj+Q8ooHlCiS6SlU4v++nq7tqLiAsrK+/tQTfZziktx\nd2xq0+BASKfduypUUkLxKacQ27WL+mXLOtym/p13cAoLyRkyBMo1Fk72TUFL0gwcObhdW0FJAXP/\nbZ4P1UhvVbW7Gvvemnbttz9wqw/V9A5OOAe3ZABU7Ug2uC589C6MnexvYVkq1L8/uRMn0rB8ebv7\nErW1UFtL/ZYtfLhiOcWzTyIQDvtQpWQDHW4QkYz76S33svLt91tvB0NBrr7+qwweqnUND0rDXqf4\n3QTuxnX+1NILRA47jJLTTyfYr19rW7tF62Nxql9+mboVK3BjHS+xJn2bjmiJSEZFm6OsWbU2re38\nL57D2Rec7lNFvUiwgz/pdZW4NZU4Rf3a3ycHpPC440hEoyTq66ldvLjDbaJbtlC1dSuRIUPIGz9e\nkyhLKx3REpGMqamq4dLzrmJ3aoJSSF5pOPm4iT5W1Xs4nU3nsGVd+vgt6bJAOEyopITcSZM638h1\nad64keaNGzNXmPR4CloikjH3/OR+aqvTT2/94CffYdKxR/tUUe/iBIM4A0fgOE7rV/IOByq34W6u\n8LO8XiF34EAKZ8+GvLxOt0k0NmawIunpdOpQRDKmvq4h7bbjOEybqcHah5LTrww3FIJNqdOzbc9g\n1VXixqPgBHACmum8u0J5efSbPRs3GoUNFVSt/QTiqVUvAgHChx3mb4HSoyhoiUjGzLtkLu+8uaJ1\nQPGJp87UWBYPOIUluINGwLb2M52zLjkhpxsM4Qw/CrS0TLc54TDl06fijBpD85YtJBoaCA8YQLBI\nUz7IHgpaIpIxx0yZwB0P3MKrL73OqNHDOfnM2X6X1Gs5xf1xI7mwYXXHG8RjuBXv4YQjUNgf+uso\nzMGIDBrkdwnSQyloiYin4vE49/zkfnZs3ckFXzqHycdNZPS4I/wuq09wcvNxj5yUXGg6Hmt/hMtN\nQLQJdm9OfuUXQVF/KChJjusSkYOmoCUinvrCmZfTkBqbtfSNt7n17v/gmKka/J4pjuNAQXHydO2O\njZCId75xfc2eubhy8iCSAwWlyQAmIt2ioCUinvnxDfNbQ1aLPz3xvIKWDxzHwR05ATavg+ZGiEf3\nPT6uqQGaG3DqqnD7DUzejjYmQ1fpYMCF6l1QVwWOQ12sDKpqIRCCwlIIa/kfEVDQEhGPNDY08o+/\nvpbW5uAweJhmf/eLEwhAy1xbldth515za3UWvKq247jJRZap3okbjEB9JU7TnhDdsKGuNbi5NTth\n8JEQzjnUXRDJOgpaIuKJL3z6ax22X/71izNciXSoX3nyq3on1FRCU92BP7a5Pi1ktXJdcBwcN4Hb\nUKOgJYKCloh44KF7H2HT+i3t2r/7o+t8qEb2qbgs+eW6UFcNdZUQbYZYctJNNxiBvAKo3Z28DZBX\nhFtXxT6Hy3e0HJBIH6RXgogcUls3b+fxXz3VervldNKsOTM44ZSZfpUl++M4UFiS/GqROkKF6+Lm\n5CevUMwrgrzCZNvOPUvNOIDbcuqxoBTySxARBS0ROYRc1+WqL17Tri2SE+GGW6/3qSrptrZL+BT1\nT7+vqH/yKx4HBwYM7Mf2bdWaFkJkLwpaInLIfPvqH9DU2Nyu/eb53/ehGsmItjPLK2SJtKNFpUXk\nkHjxz39l5dvvty6v0+LLX/0cE6dN8KkqERF/6YiWiBy0XTt3c8d//qz1tuu6BJwAhcWFfPmrn/ex\nMhERf+mIlogclHg8zkXnfKXdkaxAMMBDf7jPp6pERHoGBS0ROShfufDrxOPJySzbhq35v7iZ/Pw8\nv8oSEekRFLREpNue+8MLbN6QPl+W67p86syTOGHOdJ+qEhHpORS0RKRbPlz1EXfecm+79rz8XL5z\n87U+VCQi0vMoaIlIl0WjUe6+7Rft2nNyIvz2z//nQ0UiIj2TgpaIdEkikeDbV/+AD1batPZgMMj/\nPX0feYUalyUi0kJBS0S65Ke33sv7K1altYXDYW664wbKBvTv5FEiIn2T5tESkQO2c/sunnvmxXbt\n8++/lbFHjfahIhGRnk1BS0QOyIplK7nnJ79s1z73c+coZImIdEJBS0T2a8nry/jev93UetsBHBxO\nOetkrv7mV/wrTESkh1PQEpF9ev6ZBdzxo7vT2lzg2zd+g9M+PceXmkREsoWCloh0qnJXJbf/18/a\ntDg4jkN+fh4zT9KEpCIi+6OrDkWkQ7t3VTLvzIv3ak0usfP9W66noDA/80WJiGQZHdESkXYa6huY\nd8ZFaW2O4wAwbfpkjps1zY+yRESyjo5oiUg7F56195GspBFHDOfHP7+pw/tERKQ9BS0RSbN61Roa\n6hvbtZf2L+GB393dwSNERKQzCloikiYRi7drC0dCPPHCwz5UIyKS3RS0RCSNmTCW2Z+a2Xq7uKSI\nv7z6lI8ViYhkLw2GF5E0juPwH7d9j9UfrCEUCnLk2CP8LklEJGspaIlIO47jYMaP8bsMEZGsp1OH\nIiIiIh5R0BIRERHxSLdOHRpjioGHgWIgDFxnrV1sjDkeuBOIAi9aa28+ZJWKiIiIZJnuHtG6Dlho\nrZ0DXA7ck2q/F/iCtXY2MMMYM+ngSxQRERHJTt0dDD8faEp9HwYajDFFQMRaW5FqfwE4DVh+UBWK\niIiIZKn9Bi1jzBXAtSRXk3VS/15urV1qjBkE/Aa4huRpxOo2D60BRh3yikVERESyhOO6brceaIw5\nBngU+Ka1dkHqiNYb1toJqfuvAULW2vn7eJru/eciIiIimed09QHdHQw/Hngc+Jy19l0Aa22NMabJ\nGDMKqADOBG7c33Nt317TnRKyWnl5kfrdh6jffYv63beo331LeXlRlx/T3TFatwA5wF3GGAeotNZe\nAFxN8ihXAFhgrV3SzecXERERyXrdClrW2vM7aV8MzOzoPhEREZG+RhOWioiIiHhEQUtERETEIwpa\nIiIiIh5R0BIRERHxiIKWiIiIiEcUtEREREQ8oqAlIiIi4hEFLRERERGPKGiJiIiIeERBS0RERMQj\nCloiIiIiHlHQEhEREfGIgpaIiIiIRxS0RERERDyioCUiIiLiEQUtEREREY8oaImIiIh4REFLRERE\nxCMKWiIiIiIeUdASERER8YiCloiIiIhHFLREREREPKKgJSIiIuIRBS0RERERjyhoiYiIiHhEQUtE\nRETEIwpaIiIiIh5R0BIRERHxiIKWiIiIiEcUtEREREQ8oqAlIiIi4hEFLRERERGPKGiJiIiIeERB\nS0RERMQjCloiIiIiHlHQEhEREfGIgpaIiIiIRxS0RERERDyioCUiIiLiEQUtEREREY8oaImIiIh4\nREFLRERExCMKWiIiIiIeUdASERER8YiCloiIiIhHFLREREREPKKgJSIiIuIRBS0RERERjyhoiYiI\niHhEQUtERETEIwpaIiIiIh5R0BIRERHxiIKWiIiIiEcUtEREREQ8oqAlIiIi4hEFLRERERGPKGiJ\niIiIeCTUnQcZY/KBR4FSoAm41Fq72RhzPHAnEAVetNbefMgqFREREcky3T2i9c/AW9bak4FHgG+n\n2u8FvmCtnQ3MMMZMOgQ1ioiIiGSlbgUta+1dwI9SN4cDlcaYIiBira1Itb8AnHbQFYqIiIhkqf2e\nOjTGXAFcC7iAk/r3cmvtUmPMQuAY4HSgGKhu89AaYNQhr1hEREQkSziu6x7UExhjDPAsMBlYbK2d\nkGq/BghZa+cfdJUiIiIiWahbpw6NMd81xlyculkHxKy1tUCTMWaUMcYBzgT+cYjqFBEREck63brq\nEHgA+FXqtGIAuCzVfjXJqxEDwAJr7ZKDrlBEREQkSx30qUMRERER6ZgmLBURERHxiIKWiIiIiEcU\ntEREREQ80t3B8N1mjCkGHiY571YYuM5au7ivLN9jjLkAmGet/XLq9vnA7cAnqU3+w1rb667W7KDf\nM4C76OX7u4UxZgOwOnXzdWvtDX7W46XUVcf3AJOARuCr1tq1/laVGcaYpUBV6uY6a+1X/KzHa6nX\n8Y+ttZ8yxhwJPAQkgJXW2q/7WpyH9ur3ZODP7Hl932utfcK/6g49Y0wIeBAYCURITlj+Pr18f3fS\n7/V0cX9nPGgB1wELrbU/NcaMBX4LTCO5fM8F1toKY8yzxphJ1trlPtTnGWPMncAZwDttmqcB11tr\nn/anKu910u/76OX7u0XqDWiptXau37VkyPlAjrV2VuoNaX6qrVczxuQAWGtP8buWTDDGXA9cDNSm\nmuYD37PW/sMYc68xZq619hn/KvRGB/2eBtxhrf0f/6ry3EXADmvtJcaYfsBykn/Pe/v+btvvUpJ9\nvoku7m8/Th3OB/439X0YaOhDy/csIjkFRlvTgCuMMX83xtxujOmNp3PT+t2H9neLacAwY8xfGbhQ\nMgAAAvBJREFUjTF/Tn3A6M1OBJ4HsNYuBo71t5yMmQQUGGNeMMYsTIXM3mwNcEGb29PaHI1/jt77\nmm7Xb+AzxphXjDH3G2MKfKrLS48DP0h9HwRiwNQ+sL/b9jtA8gzMNOCcruxvT49o7Wf5nkHAb4Br\n6GXL9+yj308YY07ea/MFwB9SR3buA64iedol63Sh371qf7fVyc/g68At1tonjTEnkDx1Pt2/Kj1X\nzJ7TZwAxY0zAWpvwq6AMqQd+Yq19wBgzBnjOGDO2t/bbWvu0MWZEmyanzfc1QEmGS8qIDvq9GPil\ntfZtY8z3gBuB630pziPW2npo/ZD8BHADySEvLXrl/u6g398HcoD7u7K/PQ1a1toHSZ7fTGOMOYbk\nxKbftNa+mupEcZtNioBKL2vzUmf97sT/WWtb3pSeAT7rTVXe60K/q+lF+7utjn4Gxpg8kp8AsdYu\nMsYM9qO2DKomuU9b9IWQBckxG2sArLUfGmN2AoOBjb5WlTlt93GveU0fgD+0+Rv+NPBTP4vxijHm\ncOAp4OfW2seMMbe1ubvX7u8O+l3S1f2d8dNUxpjxJA/HfclauwDAWltD312+Z7kxZkjq+1OBpX4W\nkwl9cH//EPgGgDFmEsnBlL3ZIuDTAKmLXN71t5yMuRy4AyD1mi4CNvtaUWYtM8aclPr+bHr3a7qt\n540xLafHe+XfcGPMQJJDPL5trf1Vqvnt3r6/O+l3l/e3H4PhbyF56O2u1JtspbX2Avru8j1XAE8Z\nYxqA94Bf+lxPplxF39nfPwYeNsZ8muSRrcv8LcdzTwOnG2MWpW5f7mcxGfQA8KAx5u8kTxlf0UeO\n5LX4FvBLY0wY+AD4vc/1ZMpVwN3GmGZgC3Clz/V44btAP+AHxpgfkvz9/jfgZ718f3fU728Ad3Zl\nf2sJHhERERGP9MYr3ERERER6BAUtEREREY8oaImIiIh4REFLRERExCMKWiIiIiIeUdASERER8YiC\nloiIiIhHFLREREREPPL/ARfxNbSf0QgQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117e429e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = TSNE(n_components=2)\n",
"X_tsne = model.fit_transform(X2)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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bru6+VQrpLMmxaZxBP65r7nP7p4/T9d3XyMVTVOxsoeaepd13K9n+/ENc+MZP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Bn5A56/ra5Ztu1wevH6RHB5ObpuH1qTgawTKLoXfSJH1+2hubye0PgIWo410N7QStzwVHIXTZI1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\nJBXyHxfc8cdnsiFaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117b7d978>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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O07FMi+DpxqwcXf1nLlIzRaBlWRaB145myvzYykrwbPdlBbRCiLmTQEuIZUpR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117a381d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Cu2/nou4deusE6esDM163VlcVi4fCzMTwGy1tcqHSfol6dkqrn4nATbVZC0ueUwK5GwHc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PAAAg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0mJ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\nhBBCiCEigZYQQgghxBD5/1IDD19F6ODDAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117b75cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = TSNE(n_components=3)\n",
"X_tsne = model.fit_transform(X2)\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,1], linewidths=0, alpha=1,c=cm)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,1], X_tsne[:,2], linewidths=0, alpha=1,c=cm)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,2], linewidths=0, alpha=1,c=cm)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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