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Last active December 18, 2015 14:29
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Suitability of the Pediocactus Peeblesianus in Northern Arizona
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{
"metadata": {
"name": "Pedio_Cactus_Suitability"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Suitability of the Pediocactus *(Peeblesianus)*\n",
"=====================================================================================\n",
"\n",
"__Using a colletion of field points of existing Pediocactus to determine the ideal conditions for the cactus to grow/survive__\n",
"\n",
"*Data Value Inputs*\n",
"\n",
"- Elevation\n",
"- Slope\n",
"- Aspect\n",
"- Precipitation\n",
"\n",
"***The goal of the anaylsis is to produce a raster surface across Northern Arizona which provides the locations of potential habitats.***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"</br>\n",
"1. Let's import the proper Python modules and dataset.\n",
"\n",
"```python\n",
"import numpy as np\n",
"import pandas ad pd\n",
"from osgeo import ...\n",
"```\n",
" \n",
"... and use Pandas to read the CSV file and create a data frame for matrix manipulation.\n",
"</br>\n",
"</br>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import scipy.stats as stats\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from osgeo import gdal, ogr\n",
"import time, os, json\n",
"\n",
"s = json.load( open(\"./styles/bmh_matplotlibrc.json\"))\n",
"matplotlib.rcParams.update(s)\n",
"\n",
"\n",
"csv_file = \"./pedio_cactus.csv\"\n",
"\n",
"\n",
"col_names = [ 'fid', 'easting', 'northing', 'species', 'musym',\n",
" 'areasymbol', 'lru', 'esd', 'aspct', 'slope', 'dem', \n",
" 'fall09', 'fall11', 'sprng09', 'sprng10', 'precip']\n",
"\n",
"data_types = [np.int64, np.int64, object, object, object, object, object, float64, float64, \n",
" np.float64, np.float64, np.float64, np.float64, np.float64, np.float64]\n",
"\n",
"data_dict = dict(zip(col_names, data_types))\n",
"\n",
"data = pd.read_csv(csv_file, skiprows=1, names=col_names)\n",
"del data['fid']\n",
"subdata = pd.DataFrame(data=([data.aspct, data.slope, data.dem, data.precip, data.fall09, data.fall11, data.sprng09, data.sprng10]), \n",
" dtype=float64).transpose()\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def col_avg(x):\n",
" return pd.Series((x['fall09']+x['fall11'] + x['sprng09'] + x['sprng10'])/4)\n",
"\n",
"subdata['cvr_avg'] = subdata.apply(col_avg, axis=1)\n",
"\n",
"subdata['sprng09'] = subdata.sprng09.astype(int64)\n",
"subdata['sprng10'] = subdata.sprng10.astype(int64)\n",
"subdata['fall09'] = subdata.fall09.astype(int64)\n",
"subdata['fall11'] = subdata.fall11.astype(int64)\n",
"\n",
"print subdata.dtypes\n",
"#print np.array(df.mean())\n",
"#print np.array(df.mean()-df.std())\n",
"#print np.array(df.mean()-2*(df.std()))\n",
"#print np.array(df.mean()+df.std())\n",
"#print np.array(df.mean()+2*(df.std()))\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"aspct float64\n",
"slope float64\n",
"dem float64\n",
"precip float64\n",
"fall09 int64\n",
"fall11 int64\n",
"sprng09 int64\n",
"sprng10 int64\n",
"cvr_avg float64\n",
"dtype: object\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"a_split = np.zeros(39)+180\n",
"\n",
"plot(subdata.aspct)\n",
"plot(a_split)\n",
"\n",
"aspct = np.array(subdata['aspct'], dtype=float64)\n",
"slope = np.array(subdata['slope'], dtype=float64)/100\n",
"\n",
"sd_names= np.array(subdata.columns)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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4jcBuZC2KPylH7SP8dOSH1eAzwvJduCe8chE8O2S7UNwEJzEYDQS21tD9aX53Mfkj/bSM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\nD3iGYZg6hQc8wzBMnfIL7VlOWRnNbCMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xbb3154c>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#south_cnt = float(np.compress((4 < aspct) & (aspct < 15), aspct).size\n",
"#aspct_cnt = float(np.size(aspct))\n",
"#print float(south_cnt/aspct_cnt)\n",
"#print np.histogram(aspct)\n",
"\n",
"mu = np.mean(aspct)\n",
"sigma = np.std(aspct)\n",
"zscore = stats.zscore(aspct)\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"\n",
"n, bins, patches = ax.hist(aspct, 8, normed=1, facecolor='cyan', alpha=.7)\n",
"\n",
"bincenters = .5*(bins[1:]+bins[:-1])\n",
"\n",
"y = mlab.normpdf( bincenters, mu, sigma)\n",
"l = ax.plot(bincenters, y, 'r--', linewidth=1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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7fppTEBEdHQ2DwQCj0Qiz2Yy8vDxotdp2+2i1WuTk5AAASkpK4OPjAz8/P9G2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\noqJACCHEiooCIYQQq/8HEmhCU4e9f/0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xbb449cc>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.stats.kde import gaussian_kde\n",
"\n",
"subdata_cols= np.array(subdata.columns)\n",
"print subdata_cols\n",
"for i, col in enumerate(subdata_cols):\n",
" dx = subdata[col]\n",
" #if dx.dtype == float64: no need to verify dtype with subdata\n",
" mu = np.mean(dx)\n",
" sigma = np.std(dx)\n",
" \n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111)\n",
" plt.title(col)\n",
" n, bins, patches = ax.hist(dx, 9, normed=1, facecolor='cyan', alpha=.7)\n",
"\n",
" bincenters = .5*(bins[1:]+bins[:-1])\n",
"\n",
" y = mlab.normpdf( bincenters, mu, sigma)\n",
" l = ax.plot(bincenters, y, 'r--', linewidth=1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[aspct slope dem precip fall09 fall11 sprng09 sprng10 cvr_avg]\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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J7zSyYvVIobKyEv7+/pbHGo0GhdfcZKqtMZWVlaiqqupwWQD48MMPERcX1+bz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\nowAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xbd8f6ec>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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6GnpxfyRHxvKZL8vZ+Oq29Tx9+nRMnz7d4rXk5GSL5czMTKvbmDx5MiY7WGEI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\nAv8f9GtBmOh3IC4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xbbb8bec>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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W7d63u34pdi2v+GP74/Z2SEvT7fj+3v6wrY2Uo8/c8uf5raiooKSkhC45OTlo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\n2WfJyMgAoKmpqds7pqxWK42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"text": [
"<matplotlib.figure.Figure at 0xbcf9e2c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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iHn0LFAr8+5NPUH7LLaLsnuW1A7CfXyh0Hj1DQr7/HiM//xypZWVSRyFyQncQ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\nISEhAQMHDsTEiROh0+mQnZ2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"text": [
"<matplotlib.figure.Figure at 0xbf08dac>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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30UeIWbQIvcrK2vRYPPaiKZN4TB5nX1FRAXd3d8OyUqlEXl7eA8eUl5fDzs4O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\n",
"text": [
"<matplotlib.figure.Figure at 0xbb2be2c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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oSAgDtKtWIX7vXkR89pnQoUgSFXseib1v6Pzee1DodDAO8ohBlnu+AOVnaxe8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\n",
"text": [
"<matplotlib.figure.Figure at 0xbf9da2c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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yssK+l17Ciueeg6Szk+9wiBmiYi8Qxrjvh31qKlq3bwdsbQ2+b2Oi+8Fwbs3F\nyd/8BldkMow6dozHiPhD98bRDz1w3IK17N9P97+xJBIJdnzyCZ5iDF70AS0ZJHpnLxBG6Uc6OZnl\nw6ypZ8+5PRcdArgyiS/Us9cPFXtCCBEBKvYCQf1IDvXsOZQLDp0j+qFib0kYA9rb+Y6CmNLNxxcS\n0h8q9gJhiH6kbVYWHBITDRANv6hnz9GVC5vPP4eDQJ82ZgzUs9cPFXsLIbl8GcOefx5tf/wj36EQ\nE+mYMwc2x47B6vRpvkMhZoCKvUDo24902LoVbcuWQe3vb6CI+EN9ao7OXDg5ofXppzHslmdEWDLq\n2euHir0FsPn0U1idOwfV00/zHQoxsfaYGEhra2H91Vd8h0IEjoq9QAy5H3ntGhy2bMGNlBRAAHep\nNATq2XP6zYWNDVqfew7DkpIs/sNa6tnrh75Ba+6cnNBy4ADUs2bxHQnhSUdUFKwuXABaW+kb06RP\nVOwFYsj9SInE4go99ew5A8qFRCKKW1hTz14/1MYhhBARoGIvENSP5FDPnkO54NA5oh8q9ubIwj+I\nI4QYHhV7gRhwP7K9Hc4LFkB64YJxA+IR9ew5Q8mFVVkZJA0NRoiGX9Sz1w8VezNjn5KCrlGj0HXH\nHXyHQgTKNicHw3bu5DsMIjBU7AViIP1I6fnzsNu7Fzd27zbL+9QPFPWpOUPJhWr9eth89hmk331n\nhIj4Qz17/VCxNxdqNRzXrkXrM8+AubnxHQ0RMDZiBFRr1mDYCy/wHQoRkH6LvUKhgI+PD7y9vZGc\nnNzrmDVr1sDb2xvTp0/HqVOntF5Tq9UICAhAVFSUYSK2UP31I+3eeQfM2hrtjz1mmoB4RD17zlBz\n0fbEE7A+fRpWpaUGjog/1LPXj84vVanVaiQmJuLIkSNwc3NDUFAQ5HI5fH19NWPy8vJw4cIFVFVV\noaSkBAkJCSguLta8npKSAj8/P1y7ds14P4UFUUokuCTt+X+wY1gY2IIFuGFjY5I4WkxyFGI09vZo\nfeYZDNu9Gy3Z2XxHQwRAZ7EvLS2Fl5cXPD09AQDR0dHIycnRKva5ubmIjY0FAAQHB6OpqQmXL1+G\nq6sramtrkZeXh23btuH111833k9hAYqKijB37lxckkqR0ts9bu66y6TxRLe1mfR4t2osKKB39zfp\nk4v2xYvRERlp4Ij4032OkKHRWezr6urg7u6uWZbJZCgpKel3TF1dHVxdXbF+/Xq8+uqraG5u7vMY\nq1evhoegR81hAAARX0lEQVSHBwDAxcUF/v7+ml9o9wcyYlqulEqB8HAA3Idz3Se7WJa7NRYU4HxH\nBxAWJqj4TLncfOZMz/wEBwMYwHz65hvdr5vZcnl5uaDiMeVyUVERsrKyAAAeHh4Iv1kjBkPCGGN9\nvXjo0CEoFApkZGQAADIzM1FSUoLU1FTNmKioKGzduhVz5swBAISFhSE5ORn19fU4fPgw9uzZg6NH\nj2L37t345z//qbX//Px8zJw5c9BBW7ISK6ve39mbWHRbGw7a2fEdBsXRi7UqFYLVar7DIDwqKytD\naGjooLbR+QGtm5sblEqlZlmpVEImk+kcU1tbCzc3N5w4cQK5ubmYNGkSlixZgq+++grLly8fVHCE\nEEIMQ2exDwwMRFVVFWpqatDe3o7s7GzI5XKtMXK5HAcOHAAAFBcXY8SIERg/fjxefvllKJVKVFdX\n4+DBg5g/f75mHOnp9muI7/nnP/H45s08RcMvus6eQ7ng0HX2+tFZ7K2trZGWloaIiAj4+flh8eLF\n8PX1RXp6OtLT0wEAkZGRmDx5Mry8vBAfH4+33nqr131JLPhLQIbmcPUqnlq7FiW/+x3foRBL0dkJ\np0WLIGls5DsSwhOdPXtjo559TyVWVujauBFMIkFaWhpvcQilR01x9DTUnv2wTZv+d0nmiy8aISpi\nSkPp2dPDSwRmVGEhJikUeLKsjO9QiIVRPf00XEJC0LZqFbpuXgFHxINulyAQRUVFQGsrpq5Zgz0p\nKbgxfDjfIfGG+tQcQ+aCubqi7YknYP/yywbbpylRz14/VOyFRCLBhWeeoV49MRrV6tWwOXoUVjev\nWSfiQW0cgej+IkX9I4/wHAn/6NuzHIPnwtkZrUlJkPz4o2H3awL07Vn9ULEnRGTaFy/mOwTCA2rj\nCAT1IznUs+dQLjh0juiHij0hhIgAFXs+dXXBIT4eUqWS+pG3oJ49x2S56OgwzXH0QOeIfqjY88hu\n/35YXbyIrokT+Q6FiJi0ogLO8+ZB8ssvfIdCjIiKPU8ktbWwf+UVXE9JAaysqB95C+pTc0yRiy4/\nP3TOmwenRx8FWluNfryhonNEP1Ts+cAYHDdsQNuTT6JryhS+oyEErUlJULu7w3HVKoBun2yRqNjz\nwPbjjyG5dAmqNWs066gfyaGePcdkuZBKcSMtDZLr1+Hw9NMAf7fM6hOdI/qhYs+DrlGjcCMtDbC1\n5TsUQji2tmh5/31IL16E5NIlvqMhBkbFngedoaFQz5ihtY76kRzq2XNMngtnZ7QcOgTm5mba4w4A\nnSP6oWJPCCEiQMVeIKgfyaGePYdywaFzRD9U7Akh/Wtp4TsCoicq9iZg/c03sHv7bZ1jqB/JoZ49\nRwi5kP7nP3CZO5f3D23pHNEPFXtjU6ngsHYtutzd+Y6EkCHpmjIFbStWwPkPf4Dk6lW+wyFDRMXe\nyOxffRXqqVPR8cADOsdRP5JDfWqOUHLRtmYNOu67D45LlwIqFS8x0DmiHyr2RmR19izs/vY33Ni5\nk+9QCNGPRILWl14CGzcOjgkJ9C1bM0TF3lg6O+Gwdi1an38ezNW13+HUj+QIoU8tFILKhVSK63/9\nK2BtDSkP/Xs6R/RDT6oyEklLCzoWLED7kiV8h0KI4djZ4XpGBt9RkCHo9529QqGAj48PvL29kZyc\n3OuYNWvWwNvbG9OnT8epU6cAAEqlEvPmzcPUqVMxbdo0vPnmm4aNXODYiBFQbdkCSCQDGk/9SI5Q\n+tRCQLng0DmiH53FXq1WIzExEQqFAhUVFcjKykJlZaXWmLy8PFy4cAFVVVXYu3cvEhISAAA2NjZ4\n4403cO7cORQXF2PPnj09tiWEEGIaOot9aWkpvLy84OnpCRsbG0RHRyMnJ0drTG5uLmJjYwEAwcHB\naGpqwuXLlzF+/HjMuHn/FycnJ/j6+uIS3VypT9SP5AiqT80zc8mF5MoVox+DzhH96OzZ19XVwf2W\n68NlMhlKSkr6HVNbWwvXWz6UrKmpwalTpxAcHNzjGKtXr4aHhwcAwMXFBf7+/po/17p/uWJarpRK\ngfBwANyJ3v2nvFiWuzUWFOB8RwcQFiao+Ey53HzmTM/83DyPhDBfAeC+8ePhHBWFw88/jy43N6Md\nr7y8XBA/Lx/LRUVFyMrKAgB4eHgg/GaNGAwJY33fuPrQoUNQKBTIuPmBTGZmJkpKSpCamqoZExUV\nha1bt2LOnDkAgLCwMOzatQszZ84EALS0tOD+++/Hc889h4ceekhr//n5+ZpxZq+5GcPeeAOqp54C\nGzt2yLspsbJCir29AQMbmui2Nhy0s+M7DIqjF2tVKgQL7NJH28xM2O/ejWuHD4ONH893OBavrKwM\noaGhg9pGZxvHzc0NSqVSs6xUKiGTyXSOqa2thdvN26N2dHRg4cKFiImJ6VHoLYl1YSFc7r0XkqtX\nwYYP5zscQkyuPSYG7TExcHrkEaC5me9wSC90FvvAwEBUVVWhpqYG7e3tyM7Ohlwu1xojl8tx4MAB\nAEBxcTFGjBgBV1dXMMYQFxcHPz8/rFu3zng/AZ9aWzFs2zY4PvkkbuzejRuvvz7kB5JQP5JjLn1q\nUzCnXKg2bEBncDCcli8H2toMvn86R/Sjs9hbW1sjLS0NERER8PPzw+LFi+Hr64v09HSkp6cDACIj\nIzF58mR4eXkhPj4eb731FgDg+PHjyMzMxNdff42AgAAEBARAoVAY/ycylWvX4DJ/PqT19WguLETn\nzb4yIaIlkaB1506ofXwg+eknvqMht9HZszc2c+/ZW/3rX1AHBRl0n9Szpzj6I8SePTEtg/fsiW6G\nLvSEEGIsVOwFgvqRHHPqUxsb5YJD54h+qNj3Q1JXB8foaEjp27+EDA1jkF68yHcUokfFvi+Mwebj\nj+Eybx7UgYHo8vY26uHovh8cuh8MxxJyIb14Ec7h4bC6ed+soaJzRD9018teSBob4bBpE6wqK9Hy\n0UdQ37ztAyFk8Lo8PXHjL3+B09KluPbpp+iaPJnvkESJ3tnfTq2G8+9+h64JE9D81VcmK/TUj+RQ\nn5pjKbnoiIxE65YtcFq0CJIffxzSPugc0Q+9s7+dlRWuffop2KhRfEdCiEVpj42FtKEBTosX41pu\nLuDszHdIokLFvhd8FHrqR3IsoU9tKJaWC9XmzYBUCklzM9ggiz2dI/oRd7FvbwesrQEpdbMIMQmJ\nBKqnn+Y7ClESbbGXVlbC8cknodqyBR2RkVBKJLjEY9E/W1iIu+69Fy28RSAcjQUFFveOdqiEnAtT\nnzPd58jtHBjDjQE+Ec6YJnZ1wZ2/GxL0i/dif14qRa0pi6xajTv37IHPG2/gVFISaqKiAIkEXQDe\n4/Hr8I22tvja3h7RRriBFCHGcEkqNditPexu3EDbsGE6H+PZfY7cTii3slirUsFdwLex4L3Y/1cq\nRaaJflGu1dXY8MQTkDCG+OPHcXnSJM1rf+C5yAr13RsfKBccseQidvt2BOTn48vYWHy1ZAmabnn4\nUTex5MJYRNWsTli/HiUPPICtX3yhVegJIfzK2LULb6WkwPPf/0aGvz+2L1yI2bm5sOro4Ds0iyGq\nYp/0j3/gH+vXo8vKiu9QerCU66kNgXLBEUsumFSK8vvuw+vvvIPl33+P4t/9DvI9e2B//bpmjFhy\nYSy8t3FMidFVN4QIXquzM75YsQJfrFjBdygWxSKrn8PVq3BqbOQ7jEGhfiSHcsGhXHC6c3F3Xh62\nxsRg5pdfQirgD0SFxuKK/V1Hj+KtoCDM+eQTvkMhhBhBxT334FxICB7705/w3p13YsYLL2DChQt8\nhyV4FlPsbVtb8cTTT+PpFSuQ9uab+HzlSr5DGhTqR3IoFxzKBac7Fy2jRuGfTz2FNcXF2P7JJ7C5\nfh2v338/Zn75Jc8RCptF9Oy9ysqwaeVKXPTzw1Pffotro0fzHRIhxARq/P3xr5078XFyMpgAvlgl\nZBbxzv7uw4dxcOtWvPLBB2Zb6Kk3y6FccCgXHF256LS1hdrGpsd6+5YWLE5OxpjaWmOGZhYs4p39\nh9u28R0CIUSA7K9fx5jaWrwVGIjvAgPxRWwsvomKQoeBvvlrTizinb0loN4sh3LBoVxwhpKLJldX\n7ElNRUx1NY7ExCBi/378bfJkhL//vhEiFDYq9gLRfOYM3yEIBuWCQ7ng6JOL9mHDcDQ6Gtvy8vDH\n4mKcmzPHgJGZh36LvUKhgI+PD7y9vZGcnNzrmDVr1sDb2xvTp0/HqVueMzmQbcn/dF69yncIgkG5\n4FAuOIbKxU8eHrjk5WWQfZkTncVerVYjMTERCoUCFRUVyMrKQmVlpdaYvLw8XLhwAVVVVdi7dy8S\nEhIGvC0hhBDT0FnsS0tL4eXlBU9PT9jY2CA6Oho5OTlaY3JzcxEbGwsACA4ORlNTExoaGga0LeG0\nXrzIdwiCQbngUC44lAv96Lwap66uDu7u7pplmUyGkpKSfsfU1dXh0qVL/W4LAONLS7FpyOEbFq9x\nxMYChYX8x3EL3uK4JRe8xnEbXuK4LRfdyngI5XY2MHFO+sgFTB2HDkL4vfRFZ7GXDPBLCmyIT2cJ\nDQ0d0naEEEIGR2exd3Nzg1Kp1CwrlUrIZDKdY2prayGTydDR0dHvtoQQQkxDZ88+MDAQVVVVqKmp\nQXt7O7KzsyGXy7XGyOVyHDhwAABQXFyMESNGwNXVdUDbEkIIMQ2d7+ytra2RlpaGiIgIqNVqxMXF\nwdfXF+np6QCA+Ph4REZGIi8vD15eXnB0dMT+/ft1bksIIYQHzERWrFjBxo0bx6ZNm6ZZ9/PPP7Ow\nsDDm7e3NwsPD2S+//GKqcHjVWy527NjB3Nzc2IwZM9iMGTPY4cOHeYzQdH744Qd2//33Mz8/PzZ1\n6lSWkpLCGBPn3OgrF2KcG62trezuu+9m06dPZ76+vmzr1q2MMXHOi75yMdh5IWFsiJ+uDlJhYSGc\nnJywfPlylJeXAwA2b96MMWPGYPPmzUhOTsYvv/yCnTt3miIcXvWWi6SkJDg7O2PDhg08R2daDQ0N\naGhowIwZM9DS0oJZs2bhk08+wf79+0U3N/rKxUcffSTKuXHjxg04ODigs7MTc+fOxWuvvYbc3FzR\nzQug91zk5+cPal6Y7HYJ9957L0aOHKm17tZr9GNjY/GJSB440lsugKFf1WTOxo8fjxkzZgAAnJyc\n4Ovri7q6OlHOjb5yAYhzbjg4OAAA2tvboVarMXLkSFHOC6D3XACDmxe83hvn8uXLcHV1BQC4urri\n8uXLfIbDu9TUVEyfPh1xcXFoamriOxyTq6mpwalTpxAcHCz6udGdi3vuuQeAOOdGV1cXZsyYAVdX\nV8ybNw9Tp04V7bzoLRfA4OaFYG6EJpFIBnxdvyVKSEhAdXU1Tp8+jQkTJmDjxo18h2RSLS0tWLhw\nIVJSUuDs7Kz1mtjmRktLCxYtWoSUlBQ4OTmJdm5IpVKcPn0atbW1OHbsGL7++mut18U0L27PxdGj\nRwc9L3gt9q6urmhoaAAA1NfXY9y4cXyGw6tx48ZpJu/jjz+O0tJSvkMymY6ODixcuBDLli3DQw89\nBEC8c6M7FzExMZpciHluAMDw4cPxwAMP4OTJk6KdF926c/Htt98Oel7wWuzlcjnev3lf6ffff18z\nucWovr5e8+//+7//g7+/P4/RmA5jDHFxcfDz88O6des068U4N/rKhRjnxpUrVzRtidbWVnz55ZcI\nCAgQ5bzoKxfd/+kBA5wXRr1m6BbR0dFswoQJzMbGhslkMrZv3z72888/s9DQUFFdRsVYz1y8++67\nbNmyZczf35/ddddd7MEHH2QNDQ18h2kShYWFTCKRsOnTp2tdQibGudFbLvLy8kQ5N86ePcsCAgLY\n9OnTmb+/P9u1axdjjIlyXvSVi8HOC5NdekkIIYQ/gvmAlhBCiPFQsSeEEBGgYk8IISJAxZ4QQkSA\nij0hhIgAFXtCCBGB/wd6biDLxILa/AAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xc0c182c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lS3Dw4EF4eXkhPDwcarUa/v7+hnny8/NRVVWFyspKlJSUIDU1FcXF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\n",
"text": [
"<matplotlib.figure.Figure at 0xc1a080c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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dxpSWluLQoUOorq7GqlWrMGPGjA7v5+bmIjIyEioX+oHRGoSrrnLqDy4R2ZfZ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\n",
"text": [
"<matplotlib.figure.Figure at 0xc23eb2c>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i, col in enumerate(subdata_cols):\n",
" col_mean = subdata[col].mean()\n",
" col_std = subdata[col].std()\n",
" \n",
" \n",
" print \"Mean %s = %s\" % (col, col_mean)\n",
" print \"STD %s = %s \\n\" % (col, col_std)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Mean aspct = 180.802495447\n",
"STD aspct = 92.8765855526 \n",
"\n",
"Mean slope = 8.92272381579\n",
"STD slope = 5.13708363667 \n",
"\n",
"Mean dem = 5619.63210526\n",
"STD dem = 82.8082306609 \n",
"\n",
"Mean precip = 15.0648154737\n",
"STD precip = 0.62012362484 \n",
"\n",
"Mean fall09 = 21.1578947368\n",
"STD fall09 = 3.50695306105 \n",
"\n",
"Mean fall11 = 21.0\n",
"STD fall11 = 4.94838220901 \n",
"\n",
"Mean sprng09 = 20.8684210526\n",
"STD sprng09 = 3.89157824325 \n",
"\n",
"Mean sprng10 = 19.1578947368\n",
"STD sprng10 = 4.29031792301 \n",
"\n",
"Mean cvr_avg = 20.5460526316\n",
"STD cvr_avg = 3.90333159118 \n",
"\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import itertools\n",
"\n",
"flt_data = []\n",
"\n",
"for col in subdata_cols:\n",
" dx = subdata[col]\n",
" if dx.dtype == float64:\n",
" flt_data.append(col)\n",
"\n",
"# Set empty datafram to the series length of the selected dataframe columns\n",
"framelen = subdata.shape[0]\n",
"new_data = pd.DataFrame(index=range(framelen))\n",
"new_data[flt_data] = subdata[flt_data]\n",
"\n",
"d_x = subdata[flt_data]\n",
"dx_arr = [array(x) for x in d_x.values]\n",
"dxt = transpose(dx_arr)\n",
"\n",
"\n",
"def scatterplot_matrix(data, names, **kwargs):\n",
" \n",
" numlen, numvars = data[names].shape\n",
" \n",
" data_select = data[names]\n",
" dx = transpose([array(x) for x in data_select.values])\n",
" \n",
" \n",
" fig, axes = plt.subplots(nrows=numvars, ncols=numvars, figsize=(10,10))\n",
" fig.subplots_adjust(hspace=0.05, wspace=0.05)\n",
"\n",
" for ax in axes.flat:\n",
" \n",
" ax.xaxis.set_visible(False)\n",
" ax.yaxis.set_visible(False)\n",
" \n",
" if ax.is_first_col():\n",
" ax.yaxis.set_ticks_position('left')\n",
" if ax.is_last_col():\n",
" ax.yaxis.set_ticks_position('right')\n",
" if ax.is_first_row():\n",
" ax.xaxis.set_ticks_position('top')\n",
" matplotlib.artist.setp(ax.get_xticklabels(), rotation=90)\n",
" if ax.is_last_row():\n",
" ax.xaxis.set_ticks_position('bottom')\n",
" matplotlib.artist.setp(ax.get_xticklabels(), rotation=90)\n",
" \n",
" for i, j in zip(*np.triu_indices_from(axes, k=1)):\n",
" for x, y in [(i,j),(j, i)]:\n",
" axes[x,y].plot(dx[x], dx[y], **kwargs)\n",
" \n",
" for i, label in enumerate(names):\n",
" axes[i,i].annotate(label, (0.5, 0.5), xycoords='axes fraction',\n",
" ha='center', va='center')\n",
" \n",
" for i, j in zip(range(numvars), itertools.cycle((-1, 0))):\n",
" axes[j,i].xaxis.set_visible(True)\n",
" axes[i,j].yaxis.set_visible(True)\n",
" \n",
" return fig\n",
"\n",
"\n",
"fig = scatterplot_matrix(subdata, flt_data, linestyle='none', marker='o', color='black', mfc='none')\n",
"fig.suptitle('Scatterplot Matrix')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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pKdizZ4/RMVfEB5PKX0WlUqG5uVnwnJhvc/jw4Q6VLQZzU4v2Bvdly25sbBQ8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HAAAg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\n1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okncPXqVSgUCrzzzjuIiooCAOzcuRNvvPEGwsPDsXv3bixZssQvXyQQSCk5rT2Cdfbi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\n",
"text": [
"<matplotlib.figure.Figure at 0xc89e44c>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas.tools.plotting as ptp\n",
"ptp.scatter_matrix(new_data, alpha=.5, figsize=(14, 12), diagonal='kde', c='red', marker='o')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"array([[Axes(0.125,0.745;0.155x0.155), Axes(0.28,0.745;0.155x0.155),\n",
" Axes(0.435,0.745;0.155x0.155), Axes(0.59,0.745;0.155x0.155),\n",
" Axes(0.745,0.745;0.155x0.155)],\n",
" [Axes(0.125,0.59;0.155x0.155), Axes(0.28,0.59;0.155x0.155),\n",
" Axes(0.435,0.59;0.155x0.155), Axes(0.59,0.59;0.155x0.155),\n",
" Axes(0.745,0.59;0.155x0.155)],\n",
" [Axes(0.125,0.435;0.155x0.155), Axes(0.28,0.435;0.155x0.155),\n",
" Axes(0.435,0.435;0.155x0.155), Axes(0.59,0.435;0.155x0.155),\n",
" Axes(0.745,0.435;0.155x0.155)],\n",
" [Axes(0.125,0.28;0.155x0.155), Axes(0.28,0.28;0.155x0.155),\n",
" Axes(0.435,0.28;0.155x0.155), Axes(0.59,0.28;0.155x0.155),\n",
" Axes(0.745,0.28;0.155x0.155)],\n",
" [Axes(0.125,0.125;0.155x0.155), Axes(0.28,0.125;0.155x0.155),\n",
" Axes(0.435,0.125;0.155x0.155), Axes(0.59,0.125;0.155x0.155),\n",
" Axes(0.745,0.125;0.155x0.155)]], dtype=object)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UVFBaWkpCQkL1603TZPPmzfTp0wdfMHOYEIK4uDh8Pt8599sUadu3E/eznwFQ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\nYnXpQmDMGLsQ9ddfIwCzTx/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ToFk1pgZIw0C2bBmVOAJjxtiZtLAX3Ftqkb3SDFht21YX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A6EQogrV9BPnUI7dw79ww8j/mkg+6gzZQqe348nBM60aW3NpRsapIFuQwMi3B8J75T3OcLq1u7w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\nv2Pk5GCnpXH6tddA05rVnmjViuo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cGdLTubJ3b0R2Nkbfvph9+zbckKiHcvYs6v79KFgL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\niQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xc229dec>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure()\n",
"ax= fig.add_subplot(111, polar=True)\n",
"\n",
"ax.set_theta_zero_location(\"N\")\n",
"ax.set_theta_direction(-1)\n",
"\n",
"# Draw some points\n",
"#set distance from center to 1\n",
"arr_num1 = np.zeros(38, dtype=float32) + 1\n",
"#ax.plot(aspct,arr_num1, 'o')\n",
"ax.plot([90], [1], 'x')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"[<matplotlib.lines.Line2D at 0xdd38e8c>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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LNa5FpVIhPz+faP8hISHEDcvQ0JBBfEVfXx/R/riCi50iczRyAeDTTz/FmjVr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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xc229a6c>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pymc as mc\n",
"\n",
"#append new FID\n",
"#fid_array = np.arange(0, len(data['fid']), 1)\n",
"#data['fid'] = pd.Series(fid_array)\n",
"#data['fid']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.cluster.vq import *\n",
"from sklearn import cluster, datasets\n",
"\n",
"k_means = cluster.KMeans(k=3)\n",
"k_means.fit(subdata)\n",
"\n",
"k_clust = k_means.labels_[0:]\n",
"subdata['cluster'] = pd.Series(k_clust)\n",
"\n",
"ptp.scatter_matrix(subdata[['aspct', 'slope', 'dem', 'precip', 'cluster']], alpha=.5, figsize=(14, 12), diagonal='kde', \n",
" c=subdata.cluster, marker='o')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": [
"array([[Axes(0.125,0.745;0.155x0.155), Axes(0.28,0.745;0.155x0.155),\n",
" Axes(0.435,0.745;0.155x0.155), Axes(0.59,0.745;0.155x0.155),\n",
" Axes(0.745,0.745;0.155x0.155)],\n",
" [Axes(0.125,0.59;0.155x0.155), Axes(0.28,0.59;0.155x0.155),\n",
" Axes(0.435,0.59;0.155x0.155), Axes(0.59,0.59;0.155x0.155),\n",
" Axes(0.745,0.59;0.155x0.155)],\n",
" [Axes(0.125,0.435;0.155x0.155), Axes(0.28,0.435;0.155x0.155),\n",
" Axes(0.435,0.435;0.155x0.155), Axes(0.59,0.435;0.155x0.155),\n",
" Axes(0.745,0.435;0.155x0.155)],\n",
" [Axes(0.125,0.28;0.155x0.155), Axes(0.28,0.28;0.155x0.155),\n",
" Axes(0.435,0.28;0.155x0.155), Axes(0.59,0.28;0.155x0.155),\n",
" Axes(0.745,0.28;0.155x0.155)],\n",
" [Axes(0.125,0.125;0.155x0.155), Axes(0.28,0.125;0.155x0.155),\n",
" Axes(0.435,0.125;0.155x0.155), Axes(0.59,0.125;0.155x0.155),\n",
" Axes(0.745,0.125;0.155x0.155)]], dtype=object)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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sIjs+ZOldd+VlX0Lkm+M4nH37bc6+8w6x9nZ0r5cFu3ZhBAKT/pBDlJ5MLMap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Yjg6QYm5UmSUgKv6yPmxNbNjjgmj3JJu4SLS4PVQJPdLE40wrrgOA6pVIpsNluYgdI0DW0m79q2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\nVlbs4kIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x114be48c>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d_clust = subdata[['aspct', 'slope', 'dem', 'precip', 'cvr_avg', 'cluster']]\n",
"plt.figure()\n",
"bp = d_clust.boxplot(by='cluster')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"<matplotlib.figure.Figure at 0x158e2c0c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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kZVwhhBBCCCEaOrMdfTs7Oz744AMOHz7M7t27+fjjjzly5IisjFtD1jouTMsk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\n+iIiIiIiIUgTfRERERGREPT/6p8IAs28omQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x158e234c>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"outlier = d_clust['cluster'] == 0\n",
"data_1 = d_clust.drop(37)\n",
"\n",
"plt.figure()\n",
"data_1.diff().hist(color=dcluster, alpha=.9, bins=10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": [
"array([[Axes(0.125,0.563043;0.215278x0.336957),\n",
" Axes(0.404861,0.563043;0.215278x0.336957),\n",
" Axes(0.684722,0.563043;0.215278x0.336957)],\n",
" [Axes(0.125,0.125;0.215278x0.336957),\n",
" Axes(0.404861,0.125;0.215278x0.336957),\n",
" Axes(0.684722,0.125;0.215278x0.336957)]], dtype=object)"
]
},
{
"metadata": {},
"output_type": "display_data",
"text": [
"<matplotlib.figure.Figure at 0x1604f80c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0yxkZGbCzszN6EtWKFSvg5+dXq8yR0PfXLg8aNMio969vWTvBq67tZczywYMH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\nf//737Sfb9y4Me0aiFTtyLYNGzakXWOhp23XmgcVrpfWtlV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"text": [
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{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>aspct</th>\n",
" <th>slope</th>\n",
" <th>dem</th>\n",
" <th>precip</th>\n",
" <th>cvr_avg</th>\n",
" <th>cluster</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> 61.727699</td>\n",
" <td> 8.025919</td>\n",
" <td> 5626.299804</td>\n",
" <td> 15.695300</td>\n",
" <td> 20.50</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> 143.621002</td>\n",
" <td> 16.274999</td>\n",
" <td> 5677.399902</td>\n",
" <td> 15.262999</td>\n",
" <td> 21.50</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> 0.128436</td>\n",
" <td> 1.361389</td>\n",
" <td> 5706.580078</td>\n",
" <td> 15.339400</td>\n",
" <td> 18.25</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> 180.111999</td>\n",
" <td> 1.483309</td>\n",
" <td> 5544.939941</td>\n",
" <td> 14.601200</td>\n",
" <td> 24.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> 186.675994</td>\n",
" <td> 10.097299</td>\n",
" <td> 5703.899902</td>\n",
" <td> 13.701199</td>\n",
" <td> 14.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> 244.201995</td>\n",
" <td> 4.686620</td>\n",
" <td> 5590.450195</td>\n",
" <td> 14.180700</td>\n",
" <td> 18.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> 29.681499</td>\n",
" <td> 4.294040</td>\n",
" <td> 5503.290039</td>\n",
" <td> 14.219300</td>\n",
" <td> 24.25</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> 119.874000</td>\n",
" <td> 25.213899</td>\n",
" <td> 5589.600097</td>\n",
" <td> 14.286199</td>\n",
" <td> 18.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> 162.770004</td>\n",
" <td> 5.703189</td>\n",
" <td> 5613.720214</td>\n",
" <td> 14.293700</td>\n",
" <td> 24.75</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> 260.074005</td>\n",
" <td> 4.247230</td>\n",
" <td> 5664.620117</td>\n",
" <td> 14.859900</td>\n",
" <td> 17.25</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> 328.570007</td>\n",
" <td> 8.907299</td>\n",
" <td> 5634.620117</td>\n",
" <td> 14.915800</td>\n",
" <td> 19.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> 271.190002</td>\n",
" <td> 3.974699</td>\n",
" <td> 5626.459960</td>\n",
" <td> 14.927200</td>\n",
" <td> 16.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> 100.029998</td>\n",
" <td> 19.170200</td>\n",
" <td> 5581.240234</td>\n",
" <td> 14.927200</td>\n",
" <td> 22.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> 226.680999</td>\n",
" <td> 8.844369</td>\n",
" <td> 5578.609863</td>\n",
" <td> 15.086999</td>\n",
" <td> 17.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> 121.555000</td>\n",
" <td> 8.703379</td>\n",
" <td> 5640.899902</td>\n",
" <td> 15.004699</td>\n",
" <td> 17.25</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> 192.630004</td>\n",
" <td> 13.659700</td>\n",
" <td> 5613.379882</td>\n",
" <td> 15.086999</td>\n",
" <td> 16.25</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> 142.027999</td>\n",
" <td> 9.765839</td>\n",
" <td> 5655.729980</td>\n",
" <td> 14.813799</td>\n",
" <td> 17.50</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> 181.819000</td>\n",
" <td> 10.598199</td>\n",
" <td> 5562.229980</td>\n",
" <td> 14.180700</td>\n",
" <td> 11.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> 226.768997</td>\n",
" <td> 14.079600</td>\n",
" <td> 5574.250000</td>\n",
" <td> 15.046899</td>\n",
" <td> 14.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> 161.182006</td>\n",
" <td> 11.224300</td>\n",
" <td> 5585.839843</td>\n",
" <td> 15.187000</td>\n",
" <td> 20.75</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> 189.367996</td>\n",
" <td> 3.950510</td>\n",
" <td> 5643.819824</td>\n",
" <td> 14.435000</td>\n",
" <td> 21.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> 5.507770</td>\n",
" <td> 8.603870</td>\n",
" <td> 5628.209960</td>\n",
" <td> 14.516099</td>\n",
" <td> 23.25</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> 67.314002</td>\n",
" <td> 8.486749</td>\n",
" <td> 5659.080078</td>\n",
" <td> 14.760600</td>\n",
" <td> 19.75</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> 253.800003</td>\n",
" <td> 18.754199</td>\n",
" <td> 5612.470214</td>\n",
" <td> 15.548800</td>\n",
" <td> 19.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> 66.620498</td>\n",
" <td> 8.553030</td>\n",
" <td> 5650.740234</td>\n",
" <td> 15.695300</td>\n",
" <td> 21.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> 192.611999</td>\n",
" <td> 9.051219</td>\n",
" <td> 5740.209960</td>\n",
" <td> 15.618100</td>\n",
" <td> 19.00</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> 343.630004</td>\n",
" <td> 6.622519</td>\n",
" <td> 5655.390136</td>\n",
" <td> 15.332699</td>\n",
" <td> 23.25</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> 91.129997</td>\n",
" <td> 6.077610</td>\n",
" <td> 5604.959960</td>\n",
" <td> 15.695300</td>\n",
" <td> 21.75</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> 92.792900</td>\n",
" <td> 8.614819</td>\n",
" <td> 5659.350097</td>\n",
" <td> 15.721300</td>\n",
" <td> 18.75</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> 268.575988</td>\n",
" <td> 6.171269</td>\n",
" <td> 5693.919921</td>\n",
" <td> 15.474800</td>\n",
" <td> 24.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> 337.424011</td>\n",
" <td> 8.190629</td>\n",
" <td> 5675.600097</td>\n",
" <td> 15.468099</td>\n",
" <td> 27.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> 326.410003</td>\n",
" <td> 17.959699</td>\n",
" <td> 5598.580078</td>\n",
" <td> 15.548800</td>\n",
" <td> 19.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> 297.178009</td>\n",
" <td> 3.005640</td>\n",
" <td> 5618.049804</td>\n",
" <td> 15.695300</td>\n",
" <td> 21.75</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> 264.511993</td>\n",
" <td> 6.381490</td>\n",
" <td> 5685.660156</td>\n",
" <td> 15.721300</td>\n",
" <td> 21.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> 214.643005</td>\n",
" <td> 6.514959</td>\n",
" <td> 5705.129882</td>\n",
" <td> 15.277600</td>\n",
" <td> 22.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> 214.643005</td>\n",
" <td> 6.514959</td>\n",
" <td> 5705.129882</td>\n",
" <td> 15.277600</td>\n",
" <td> 22.50</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> 101.608001</td>\n",
" <td> 8.613829</td>\n",
" <td> 5480.299804</td>\n",
" <td> 14.219300</td>\n",
" <td> 24.00</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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" aspct slope dem precip cvr_avg cluster\n",
"0 61.727699 8.025919 5626.299804 15.695300 20.50 1\n",
"1 143.621002 16.274999 5677.399902 15.262999 21.50 1\n",
"2 0.128436 1.361389 5706.580078 15.339400 18.25 1\n",
"3 180.111999 1.483309 5544.939941 14.601200 24.00 1\n",
"4 186.675994 10.097299 5703.899902 13.701199 14.75 2\n",
"5 244.201995 4.686620 5590.450195 14.180700 18.75 2\n",
"6 29.681499 4.294040 5503.290039 14.219300 24.25 1\n",
"7 119.874000 25.213899 5589.600097 14.286199 18.00 1\n",
"8 162.770004 5.703189 5613.720214 14.293700 24.75 1\n",
"9 260.074005 4.247230 5664.620117 14.859900 17.25 2\n",
"10 328.570007 8.907299 5634.620117 14.915800 19.75 2\n",
"11 271.190002 3.974699 5626.459960 14.927200 16.75 2\n",
"12 100.029998 19.170200 5581.240234 14.927200 22.00 1\n",
"13 226.680999 8.844369 5578.609863 15.086999 17.75 2\n",
"14 121.555000 8.703379 5640.899902 15.004699 17.25 1\n",
"15 192.630004 13.659700 5613.379882 15.086999 16.25 2\n",
"16 142.027999 9.765839 5655.729980 14.813799 17.50 1\n",
"17 181.819000 10.598199 5562.229980 14.180700 11.00 1\n",
"18 226.768997 14.079600 5574.250000 15.046899 14.50 2\n",
"19 161.182006 11.224300 5585.839843 15.187000 20.75 1\n",
"20 189.367996 3.950510 5643.819824 14.435000 21.75 2\n",
"21 5.507770 8.603870 5628.209960 14.516099 23.25 1\n",
"22 67.314002 8.486749 5659.080078 14.760600 19.75 1\n",
"23 253.800003 18.754199 5612.470214 15.548800 19.75 2\n",
"24 66.620498 8.553030 5650.740234 15.695300 21.00 1\n",
"25 192.611999 9.051219 5740.209960 15.618100 19.00 2\n",
"26 343.630004 6.622519 5655.390136 15.332699 23.25 2\n",
"27 91.129997 6.077610 5604.959960 15.695300 21.75 1\n",
"28 92.792900 8.614819 5659.350097 15.721300 18.75 1\n",
"29 268.575988 6.171269 5693.919921 15.474800 24.75 2\n",
"30 337.424011 8.190629 5675.600097 15.468099 27.50 2\n",
"31 326.410003 17.959699 5598.580078 15.548800 19.50 2\n",
"32 297.178009 3.005640 5618.049804 15.695300 21.75 2\n",
"33 264.511993 6.381490 5685.660156 15.721300 21.50 2\n",
"34 214.643005 6.514959 5705.129882 15.277600 22.50 2\n",
"35 214.643005 6.514959 5705.129882 15.277600 22.50 2\n",
"36 101.608001 8.613829 5480.299804 14.219300 24.00 1"
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"<pre>\n",
"&ltclass 'pandas.core.frame.DataFrame'&gt\n",
"Int64Index: 38 entries, 0 to 37\n",
"Data columns (total 10 columns):\n",
"aspct 38 non-null values\n",
"slope 38 non-null values\n",
"dem 38 non-null values\n",
"precip 38 non-null values\n",
"fall09 38 non-null values\n",
"fall11 38 non-null values\n",
"sprng09 38 non-null values\n",
"sprng10 38 non-null values\n",
"cvr_avg 38 non-null values\n",
"cluster 38 non-null values\n",
"dtypes: float64(5), int32(1), int64(4)\n",
"</pre>"
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"text": [
" aspct slope dem precip fall09 fall11 sprng09 \\\n",
"0 61.727699 8.025919 5626.299804 15.695300 20 23 20 \n",
"1 143.621002 16.274999 5677.399902 15.262999 22 23 20 \n",
"2 0.128436 1.361389 5706.580078 15.339400 20 17 20 \n",
"3 180.111999 1.483309 5544.939941 14.601200 24 26 23 \n",
"4 186.675994 10.097299 5703.899902 13.701199 17 13 15 \n",
"5 244.201995 4.686620 5590.450195 14.180700 18 18 21 \n",
"6 29.681499 4.294040 5503.290039 14.219300 23 28 24 \n",
"7 119.874000 25.213899 5589.600097 14.286199 21 16 19 \n",
"8 162.770004 5.703189 5613.720214 14.293700 25 25 25 \n",
"9 260.074005 4.247230 5664.620117 14.859900 18 16 17 \n",
"10 328.570007 8.907299 5634.620117 14.915800 20 21 20 \n",
"11 271.190002 3.974699 5626.459960 14.927200 19 16 16 \n",
"12 100.029998 19.170200 5581.240234 14.927200 23 23 21 \n",
"13 226.680999 8.844369 5578.609863 15.086999 22 15 21 \n",
"14 121.555000 8.703379 5640.899902 15.004699 17 18 18 \n",
"15 192.630004 13.659700 5613.379882 15.086999 15 18 17 \n",
"16 142.027999 9.765839 5655.729980 14.813799 17 16 20 \n",
"17 181.819000 10.598199 5562.229980 14.180700 16 9 10 \n",
"18 226.768997 14.079600 5574.250000 15.046899 16 14 16 \n",
"19 161.182006 11.224300 5585.839843 15.187000 22 22 20 \n",
"20 189.367996 3.950510 5643.819824 14.435000 24 21 22 \n",
"21 5.507770 8.603870 5628.209960 14.516099 24 24 24 \n",
"22 67.314002 8.486749 5659.080078 14.760600 19 20 20 \n",
"23 253.800003 18.754199 5612.470214 15.548800 23 18 22 \n",
"24 66.620498 8.553030 5650.740234 15.695300 17 26 21 \n",
"25 192.611999 9.051219 5740.209960 15.618100 17 21 18 \n",
"26 343.630004 6.622519 5655.390136 15.332699 24 23 24 \n",
"27 91.129997 6.077610 5604.959960 15.695300 21 23 22 \n",
"28 92.792900 8.614819 5659.350097 15.721300 21 18 20 \n",
"29 268.575988 6.171269 5693.919921 15.474800 24 28 23 \n",
"30 337.424011 8.190629 5675.600097 15.468099 29 28 29 \n",
"31 326.410003 17.959699 5598.580078 15.548800 21 19 19 \n",
"32 297.178009 3.005640 5618.049804 15.695300 24 24 22 \n",
"33 264.511993 6.381490 5685.660156 15.721300 22 23 20 \n",
"34 214.643005 6.514959 5705.129882 15.277600 22 24 23 \n",
"35 214.643005 6.514959 5705.129882 15.277600 22 24 23 \n",
"36 101.608001 8.613829 5480.299804 14.219300 24 23 25 \n",
"37 201.404998 6.681029 5255.359863 16.839799 31 34 33 \n",
"\n",
" sprng10 cvr_avg cluster \n",
"0 19 20.50 0 \n",
"1 21 21.50 0 \n",
"2 16 18.25 0 \n",
"3 23 24.00 0 \n",
"4 14 14.75 1 \n",
"5 18 18.75 1 \n",
"6 22 24.25 0 \n",
"7 16 18.00 0 \n",
"8 24 24.75 0 \n",
"9 18 17.25 1 \n",
"10 18 19.75 1 \n",
"11 16 16.75 1 \n",
"12 21 22.00 0 \n",
"13 13 17.75 1 \n",
"14 16 17.25 0 \n",
"15 15 16.25 1 \n",
"16 17 17.50 0 \n",
"17 9 11.00 0 \n",
"18 12 14.50 1 \n",
"19 19 20.75 0 \n",
"20 20 21.75 1 \n",
"21 21 23.25 0 \n",
"22 20 19.75 0 \n",
"23 16 19.75 1 \n",
"24 20 21.00 0 \n",
"25 20 19.00 1 \n",
"26 22 23.25 1 \n",
"27 21 21.75 0 \n",
"28 16 18.75 0 \n",
"29 24 24.75 1 \n",
"30 24 27.50 1 \n",
"31 19 19.50 1 \n",
"32 17 21.75 1 \n",
"33 21 21.50 1 \n",
"34 21 22.50 1 \n",
"35 21 22.50 1 \n",
"36 24 24.00 0 \n",
"37 34 33.00 2 "
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"category = np.unique(data['cluster'])\n",
"color = ['blue', 'green', 'red']\n",
"color_dict = dict(zip(category, color))\n",
"\n",
"data['colors'] = data['cluster'].apply(lambda x: color_dict[x])\n",
"\n",
"dem_opacity = np.array((data['dem'])/(np.max(data['dem'])), dtype=float32)\n",
"\n",
"data['dem_opacity'] = pd.Series(dem_opacity, dtype=float)\n",
"\n",
"plt.scatter(data.slope, data.aspct, s=(data.fall11 * data.fall09), c=data.cluster, alpha=.3)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<matplotlib.collections.PathCollection at 0xc0ad36c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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u8v+y2GgUYGgDj/bi0R58+Jasd/fRRI/VS8pKkTDiZFT2yuJfDUob+PASsIPFnuhygSbE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\nuxAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xc5838ac>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"cluster_group = data.groupby(['cluster'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for cluster, group in cluster_group:\n",
" print cluster\n",
" print group.mean().values\n",
" #print group.std().values"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0\n",
"[ 3.72458500e+05 3.96091111e+06 1.01638989e+02 9.48714267e+00\n",
" 5.60946723e+03 2.08888889e+01 2.11111111e+01 2.06666667e+01\n",
" 1.91666667e+01 1.49121886e+01 0.00000000e+00 9.77223360e-01]\n",
"1\n",
"[ 3.74144842e+05 3.95967468e+06 2.54715159e+02 8.50599516e+00\n",
" 5.64843421e+03 2.08947368e+01 2.02105263e+01 2.04210526e+01\n",
" 1.83684211e+01 1.51159892e+01 1.00000000e+00 9.84011782e-01]\n",
"2\n",
"[ 3.62078000e+05 3.87506700e+06 2.01404998e+02 6.68102900e+00\n",
" 5.25535986e+03 3.10000000e+01 3.40000000e+01 3.30000000e+01\n",
" 3.40000000e+01 1.68397990e+01 2.00000000e+00 9.15534437e-01]\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.stats.kde import gaussian_kde\n",
"\n",
"for i, col in enumerate(subdata_cols):\n",
" \n",
" dz = stats.zscore(subdata[col])\n",
" kde = gaussian_kde(dz)\n",
" dist_space = linspace(min(dz), max(dz), 100)\n",
" \n",
" plt.title(col)\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111)\n",
" ax.plot(dist_space, kde(dist_space))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0xdac00ac>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZVVQ0dfeX+3m68q2UUOakhBHio90+RcSxubu6sHhCDGNj/Hh8WyEHy5r4yRu5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\nKOFbjQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xc40ba6c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ImFPTHeZK6tt54r1SAK47J4NRqTHH/R7No5mLWfP87vh0clOiqGp28/sNFUaX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\nzXSLiIiInCSLxUKM00aM00ZGQu++1+v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"text": [
"<matplotlib.figure.Figure at 0xbf332ac>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mojzMxeg8XB4vz65qX3P7xlE9SYuPMLQeIxmdhRzraB5X5PRgRK9oalvd/Lmg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\nZMRHkBRlN3WWZslD2ikP81AW5qI8Ak+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"text": [
"<matplotlib.figure.Figure at 0xbf333cc>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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PWzVffWFqPDDGhYWFHhWPxqc/LiwsdNvnX7duHV9UHyHfkczBI120lHxOenQg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\neK6qpg7ufaeYpg4b09IjeeCiZEz62SU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QCKCwsBBHjx5FYWHhN8cOugPn/9vnQhwAvF4v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\n",
"text": [
"<matplotlib.figure.Figure at 0xbec23ac>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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GDcTHxzNlyhTmz59PZmZm95yRI0eyZcsWQkNDyc3N5Y477mDbtm1A1y2JN2/e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\nn3MAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xbccd34c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Iy2totjP3vQPknKhjdFwQj4yLV/+4SCfW1p5xrYyLSJuU1jRy3wfZLN1xqhC/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\nKT39jA5Luij1jEuXlHOijrtX7+ffu0u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"text": [
"<matplotlib.figure.Figure at 0xbe00dcc>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UxcXFznFxcTHR0dHfuv2oUaNobm7m2LFjREdHX9S+YjwdwObRUVlsKa3hvZ1H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\nua/IxSo5Uc+jH+2nrLqRsAArT4/vQ1w3rSEuIuZlsVi
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