Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save odubno/0b767a47f75adb382246 to your computer and use it in GitHub Desktop.
Save odubno/0b767a47f75adb382246 to your computer and use it in GitHub Desktop.
Lending Club Loans _ Logistic Regression and Mapping with Folium
This file has been truncated, but you can view the full file.
{
"metadata": {
"name": "",
"signature": "sha256:f09f4e356722737af5f1dad0a678250f0165e27bd01acab85df30889c450abe7"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Loan Data (2007-2011) From Lending Club"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"####We will be going over two things:\n",
"\n",
"\u2022 Logistic regression, to determine which features of the data set contribute towards someone paying off their loan or defaulting on their loan in United States.\n",
"\n",
"\u2022 Using cartodb to map the features of the data set and see which states stand out among the rest in terms of paying back their loans off."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"####Here's the data set:\n",
"https://www.lendingclub.com/info/download-data.action"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Cleaning the Data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np\n",
"from datetime import datetime\n",
"from matplotlib import pyplot as plt\n",
"\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"url = '/Users/olehdubno/Desktop/python_tests/LoanStats3b2.csv'\n",
"loan = pd.read_csv(url, low_memory = False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creating a separate set of features we will be cleaning and working with."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2 = loan[['funded_amnt','emp_length','annual_inc','loan_status','home_ownership','addr_state','tax_liens','grade']]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>funded_amnt</th>\n",
" <th>emp_length</th>\n",
" <th>annual_inc</th>\n",
" <th>loan_status</th>\n",
" <th>home_ownership</th>\n",
" <th>addr_state</th>\n",
" <th>tax_liens</th>\n",
" <th>grade</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 24000</td>\n",
" <td> 10+ years</td>\n",
" <td> 100000</td>\n",
" <td> Current</td>\n",
" <td> MORTGAGE</td>\n",
" <td> MI</td>\n",
" <td> 0</td>\n",
" <td> B</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 11100</td>\n",
" <td> 10+ years</td>\n",
" <td> 90000</td>\n",
" <td> Current</td>\n",
" <td> MORTGAGE</td>\n",
" <td> NY</td>\n",
" <td> 0</td>\n",
" <td> C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 12000</td>\n",
" <td> 3 years</td>\n",
" <td> 96500</td>\n",
" <td> Current</td>\n",
" <td> MORTGAGE</td>\n",
" <td> TX</td>\n",
" <td> 0</td>\n",
" <td> A</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 15000</td>\n",
" <td> 10+ years</td>\n",
" <td> 98000</td>\n",
" <td> Fully Paid</td>\n",
" <td> RENT</td>\n",
" <td> NY</td>\n",
" <td> 0</td>\n",
" <td> C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 27600</td>\n",
" <td> 6 years</td>\n",
" <td> 73000</td>\n",
" <td> Current</td>\n",
" <td> MORTGAGE</td>\n",
" <td> CO</td>\n",
" <td> 0</td>\n",
" <td> D</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
" funded_amnt emp_length annual_inc loan_status home_ownership addr_state \\\n",
"0 24000 10+ years 100000 Current MORTGAGE MI \n",
"1 11100 10+ years 90000 Current MORTGAGE NY \n",
"2 12000 3 years 96500 Current MORTGAGE TX \n",
"3 15000 10+ years 98000 Fully Paid RENT NY \n",
"4 27600 6 years 73000 Current MORTGAGE CO \n",
"\n",
" tax_liens grade \n",
"0 0 B \n",
"1 0 C \n",
"2 0 A \n",
"3 0 C \n",
"4 0 D "
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cleaning:\n",
"\n",
"\u2022Convert \"loan_status\" to booleans\n",
"\n",
"\u2022Clean up \"emp_length\"\n",
"\n",
"\u2022Convert \"grade\" to integer values\n",
"\n",
"\u2022Drop N/A values from fields\n",
"\n",
"\u2022Account for outliers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dropping N/A values (It's only 4 rows and not very significant)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.dropna().info()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 188123 entries, 0 to 188122\n",
"Data columns (total 8 columns):\n",
"funded_amnt 188123 non-null float64\n",
"emp_length 188123 non-null object\n",
"annual_inc 188123 non-null float64\n",
"loan_status 188123 non-null object\n",
"home_ownership 188123 non-null object\n",
"addr_state 188123 non-null object\n",
"tax_liens 188123 non-null float64\n",
"grade 188123 non-null object\n",
"dtypes: float64(3), object(5)"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Data Overview"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets plot Annual Income against Funded Amount."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(10,5))\n",
"plt.scatter(loan_2['annual_inc'], loan_2['funded_amnt'])\n",
"plt.title(\"Plotting Annual Income against Funded Amount\")\n",
"plt.ylabel('Funded Amount')\n",
"plt.xlabel('Annual Income')\n",
"plt.show()\n",
"\n",
"loan_2.annual_inc.hist(figsize=(10,5))\n",
"plt.ylabel('Number of Loans')\n",
"plt.xlabel('Annual Income')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoUAAAFRCAYAAAACbtdwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt4ldWV+PHvCsmBYLiFKIgoIlCtigo4tY52SC8hdmbE\nKq3aWqXW8VLbRiUoWuhIFUu1glVbZaRW8K5Tx/7QsUR6wQ5OlUHR0lrrFawiIIIKEkhC1u+PtV/O\ne05OyAmck+v6PM958p793va5QFb23mtvUVWcc84551z3VtDeFXDOOeecc+3Pg0LnnHPOOedBoXPO\nOeec86DQOeecc87hQaFzzjnnnMODQuecc845hweFzmVFRJaKyHk5vN7tIjIjV9frDERkpojc0971\n6GxE5AkRObu965ELInKwiDSKSKt/9+zNuc657Pg/LucCEVktIttEZIuIrBORu0Rkn7Bbw6OlazT5\nxSUi3xCR/4kfp6rfUtVZuX0FKfUoEZGtIvJEvu6xB5p9/0SkXET+3paV6SxU9Z9Vda+C6UzfwQzH\nLBWR2vD9jx7H7c1920N4HZtEJNHedckkm8/CufbiQaFzSQr8q6r2AcYCxwJ72ponOavVnpkEvAWU\ni8igdq5LpL3fE7d7CnxbVfvEHs+2d6VaQ0QOBj4FbAAmtmtlnOuEPCh0LgNVXQssBo5I3ydmRmhZ\nXC8iC0Wkb9j9h/DzAxH5SEQ+DcwDjg8tL5vCNRaIyLVhu1xE3haRKeF6a0XkG7H7DRSRx0TkQxFZ\nLiKzsmhpmAz8HHga+Hpa/VeLSLWIvCgiH4jIgyLSM8u6pHSjp7d6iMjNIvJWqOsKETmxhXpmFO5z\njYgsC+9jjYgMjO0/UUT+V0Q2h/tNDuX9RORuEdkQXud0EZFYXZ8WkbnhvNdE5B9F5NxwjfUick7s\nHj1F5EYRWRNajm8XkV7N1HeEiPxORDaKyHsicq+I9IvtHysiK8NreVhEHop9/gNE5PFQ503hsz4g\n03seXsMyEflxOPYNETkp7fN4PdznDRH5mogcRobvYCs/i9195o0icqGIvBLe15/G9hWE9/A9EXkd\n+Je0a/cTkTvD9+xtEblWQit7S+c24xzgN8A92L+B+L0WiMhtYt3xW0Tkf0RkcPjObhaRv4rIMbHj\nPxle+2YR+bOInLy374mIfBK4nT38LJzLNw8KnUsVBRAHAl8EVmY45lzsF045cAhQAkS/CD8TfvZT\n1b6q+gxwIfDH0PJSGvand0cPAvoCQ4DzgJ/FgoqfAVvCMZOxX3y764odBvwT8HB4nJN2iAJfASqB\n4cBRwDeyrEtL3ejLgaOBAcD9wH/KnnfjfTXUaz8gAUyFXa/vCeBmoAw4BnghnHMr0Ce8rvHYaz83\nds1PAS8CpcAD2PszFhiBBc8/FZHe4dgfASPD6xkJHAD8+27qex2wP/BJ4EBgZqhvAngU+AX2vjwA\nfInk+yjAncBB4VFL8vsETd/zTwEvAwOBG8K5iA11uBk4SVX7AscDL6jqy2T+DmaSqTU3m6ET/4K1\nrB8FnC4ilaH8grDvmLD/y2nXWgDUYe//GGAC8G9ZnpvJOcBD2OdaKSL7pe3/CjAd+97UAc8A/4d9\nH34JzAUQkSLgMewPw32B7wL3iciocJ09ek9U9a/ARWT3WTjX5jwodC5JgF+JyGbgf4ClwA8zHHcW\nMEdVV6vqx8BVwJmhhSPTL9Xmuk3j5fXANaq6U1V/DWwFDhWRHsBpwNWquj38Ulm4m2sCnA0sV9W3\ngf8CDo+3gAS3qOo6Vd2M/fKL789Yl93cbxdVvU9VN6tqo6rOBXpme276pYC7VPU1Vd2O/ZKP6vg1\nYImqPhTquElVXwzv1RnAVar6saquAeaE9yPypqouVFv0/WEs8L1GVetVdQkWKIwMrYvnA1NU9QNV\n3QrMBs5s5nW/rqq/DdfZCNyEBaUAnwZ6qOqtob6PYsFzdO4mVX00fL5bse/c+CY3SVqjqneG13A3\nsH8s+GkERotIsaquV9WXQnk2XfcC3BJatjaLyIoszon8SFU/UtW/A7/HAmmA04GbVPWd8F37Ick/\nvAZhf3hdpqq1qvoe8BOS73Gz52asvLVKHwAsUtVXgZew70pEgf9S1ZWqugML1D9W1Xtj34cx4dhP\nA/uo6o9UtUFVfw88nna91r4n0ffXh1G4DsuDQueSFDhFVQeo6sGq+p3wyyPd/sCa2PO3gEKshW1P\nva+qjbHn27AWyH3DteNJGG+3cK1zgP8EUNX3seB2ctox62LbteFeLdWlRSIyVUReEuuW3gz0w1pl\n9kRzdTwQeCPD8WVAEU0/mwNiz9enXZMQjKTfZ1+gN/BcFCQBv6aZ1yIig8S64d8WkQ+x7suou3sI\n8E7aKX8nGRz1FpH/EOvu/hB4CugXAtNMdr0vqrotbJaEP1DOwFqi1oYu6dYE5Ap8N3z/B6jqsa04\nN/5Zxb8v+5P63X0rtj0M+7zejb3H87D3vqVzM5kMPKmqW8Lz/6Tp935DbHt72vP4d2xI2r3BvldD\nWqhDXPp7sk9zBzrXUXhQ6FzrrQUOjj0/CGjAAo5MXUrNdTO1mM0MvBeufWCs7MBmjkVE/hHr6pwh\nIu+KyLtYN+LXJDdTeXxM6i+3wbF7fwa4HPiKqvZX1QHAh+S+ZeQtrLsx3UaslfPgWNlBtBxEZ7IR\nCxIOjwVJ/UO3bCY/BHYCR6pqP6x1Mnq/3yU1MI3qFX3+1cAngE+Fc8dj71mr3zdVfVJVJ2Cfy8vA\n/GhXa68V0+xnnoV3sdcaiW//HdgBDIy9x/1UdXQW56YQkWKsZfFzse99NXC0iBzVivpG1gIHpgXm\nw0gG93vznuzNZ+FcXnlQ6FzrPQBcJjb9TAkWEDwYWtfew7rw4kHLOmBoGKcUyeqXvqruxLqAZ4pI\ncUgaOJvmf7FMBp7ExrUdHR5HAsXAP2f/Epv1AnBaqMtIbMxhVJc+WAC7UUQSIvLv2NjEPdXc+3M/\n8AUR+YqIFIol4hwd3quHgevEpuQZBlwG3NvaG4fPcj7wExHZF0BEDhCRCc2cUoIFCh+JJYlcHtv3\nR2CniHwn1PcU4B/Szq0FPhSRUuDq1tY31G8/ETkljC2sD/XZGXavp+l3MONlMpRl+sxbukZ0nYeB\nqvDeDQCujA5S1Xex7+pcEekTEktGiMg/tXRuBl/Cvnvx7/0nsWEg0Zja1gTZz2Kte1eISJGIlAP/\nCjwY9u/Ne5LtZ+Fcm/Og0LnW+wXWPfgHrBtzGzYQPerOuw54OnSJfQr4HfAXYJ2IRN1V6QPVd9d6\n8B2sG3YdNp7wAWzsWwqxzNivALeq6obYY3Wob3rCSfze2dblpnDv9cBdpAZci8PjFWA1FujEu/xa\nGpyfvi+9Tgqgqm9hAW418D6WDBS1Bn0XC4bewAKC+0I9m7v/7uozDXgNeCZ06y7BWvQy+QGWsPIh\nNkbzkVh967BxoecBm7ExqY+T/Ax/ggXtG4H/xbqpd9e63NxrKMCC4Hew9+UzwLfCvt/S9DvY3PXT\nZfrMd/d9iddxPlCDJfesIPa+BOdgSUQvAZuwLt/BWZ4bdw7wC1V9O/a9X48l7HwtjDfN9D3P+F6G\nz+xkbMzje+E6Z6vqKzl4T7L9LJxrc2Lja9vgRvaPcgXwtqqeHP4ifghrkl8NnK6qH4RjrwK+if2V\nW6WqT4bycVi2Wi/gCVW9JJT3xAZcj8X+MzwjDDJ3rssRkeuB/VT13BYPdh2SiDwL3KaqC9u7Ls45\nF2nLlsJLsL8Goyj0SiyD8BPYX05XAojI4dhg6cOBk4DbYuM6bgfOU9VRwChJzs91HjY4fhT2F9z1\nbfB6nGsTInKoiBwl5lPYH0yPtne9XPZE5J/E5sQrFJtT8UisVdU55zqMNgkKRWQo1t3zc5LjKiZi\nXWGEn18K26cAD4SpHVZj3TfHicj+QB9VjaZyuDt2TvxajwCfz9NLca499MG+11uxMU03quqi9q2S\na6VDsXFom7Eu3i+H7k3nnOswCtvoPjdhA6/jg84Hxf5TXE9yOo8h2ISikbexzL16UrMI3yGZ0XcA\nYfoAVW0QW02hVFV9tnjX6anqCmBUiwe6DktV55PMBHbOuQ4p7y2FIvKvwAZVXUkz2V9h4lBP03fO\nOeecaydt0VL4j8BEEflnLEGkr4jcA6wXkcGqui50DUdZWO+QOg/bUKyF8J2wnV4enXMQNmFrIbbE\nWEoroYh40Omcc865TkNV23QFnLy3FKrq91T1QFUdji1f9DtVPRtYRHK2+cnAr8L2ImzJsISIDMe6\nzZar6jpsDrDjQuLJ2cD/i50TXevLWOJKprp0u8fVV1/d7nXw1+2v21+3v25/3f66/XW37tEe2mpM\nYVz0Sn8EPCwi5xGmpAFQ1ZdE5GEsU7kBuFiT787F2JQ0xdiUNFH23p3APSLyKjYlTcb1SZ1zzjnn\nXGZtGhSq6lPYup6ode9+oZnjfoitEpFe/hwwOkP5DkJQ6ZxzzjnnWs9XNOniysvL27sK7cJfd/fi\nr7t78dfdvXTX190e2mxFk/YmItpdXqtzzjnnOjcRQbtaoolzzjnnnOv4PCh0zjnnnHMeFDrnnHPO\nOQ8KnXPOOeccHhQ655xzzjk8KHTOOeecc3hQ6Jxzzjnn8KDQOeecc87hQaFzzjnnnMODQuecc845\nhweFzjnnnHMODwqdc8455xweFDrnnHPOOTwodM4555xzeFDonHPOOefwoNA555xzzuFBoXPOOeec\nw4NC55xzzjmHB4XOOeeccw4PCp1zzjnnHG0QFIpILxF5VkReEJGXRGR2KJ8pIm+LyMrw+GLsnKtE\n5FUReVlEJsTKx4nIqrDv5lh5TxF5KJQ/IyLD8v26nHPOOee6krwHhaq6Hfisqh4DHAV8VkROBBSY\nq6pjwuPXACJyOHAGcDhwEnCbiEi43O3Aeao6ChglIieF8vOA90P5TcD1+X5dzjnnnHNdSWFb3ERV\nt4XNBNAD2ByeS4bDTwEeUNV6YLWIvAYcJyJrgD6qujwcdzfwJWAxMBG4OpQ/Avw096+ic0skEtTX\nNwJ9Q8lWoBEoBoqABixOjxSFY3oCHwP9sI9rRzh2H2Ab0Av722JHuF4B9hEXArXhZwLYDtQDJQAU\nFtYyevQnWbnyLQD23z/Bhg117NwJiUQDdXWNQIIxYw6irGw4AEOG9OGxx5YBcPLJJ7J27RY2blwP\nFFJWNpDq6gsAmDPnDgCqqy+gsrKyxfempqZm1znjx4/lqaeeb7Kd7bXay3XXXcfcuXcBMGXKuUyf\nPr2da+Rc7sX/rXb0f5POdUqqmvcHFim8AGwBbghlVwOrgReBO4H+ofxW4KzYuT8HJgHjgCWx8s8A\nj4XtVcCQ2L7XgNK0Omh3VVRUpNBDoa/CgvDoq1CkUBYrK1OoVugffvZV6KnQW2FS7JjeCiekXS8q\nL0m7R3XYLslw/55huzrDtfqGe/Zt5pi+oQ7J+icS+2oi0X/X8+LiQbp48eLdvjeLFy/W4uJBzdQ5\nuZ3NtdrLrFmzmrw3s2bNau9qOZdT6f9WO/K/SedyIcQtbRKnRY+2vZk1Nz0DlAP7YU1PAswC7lQP\nCvMCSsNjgYKGRxR8pZedlvazTOHTCiNix3xaYb8M5346PNKvp6E8/fihYfu0Zq41Ilae6Zjm6pB8\nXlFx2m7fm4qKTNc9LeN2S9dqL6WlI5q8htLSEe1dLedyKtO/1Y76b9K5XGiPoLBNuo8jqvqhiPw3\ncKyqLo3KReTnwGPh6TvAgbHThgJvh/KhGcqjcw4C1opIIdBPVTel33/mzJm7tsvLyykvL9+7F+Sc\nc845lwNLly5l6dKl7VuJfEedQBnJruFi4A/A54HBsWMuA+4P24djXc0JYDjwOiBh37PAcVjr4hPA\nSaH8YuD2sH0m8GCGeuxlzN559ejRQ737ODPvPnauc/DuY9fd0A4thVGwlTciMhpYiI0rLADuUdUf\ni8jdwDFYdsObwIWquj6c8z3gm1hGwyWqWhPKxwELsODyCVWtCuU9gXuAMcD7wJmqujqtHprv19pR\nTZgwiSVLfo0lj0SNw1vwRBPjiSbOdQ6eaOK6ExFBVTMl5Obvnt0lUPKgcClwLhZ/gzXCPgR8CrgA\nWAdciiV/l2XYdy3wM2AdIlNQnQtAInE5ixbd4/85O+eccznkQWEedeegcOTIkbz++uvYdDS3hNIq\noAI4GZgGfB3L6dmOtQ5Gx00F6oDzsQbfWuAi4MawfyFjxtzF888vzf8Lcc4557qJ9ggK2zTRxLWP\n11/fDAzC5vSeHNuzKPb8MqzLuAgL+OLH3RXKRlNQMIXGxtEp11+z5m2cc84517l5UNgt1JE6XjCT\nBBY0XoLN8BM3cNdWY2Mj1noYmcqwYYfmoI7OOeeca08eFHYDffr0ZcuWrwLVsdIqkl3CVcAVpLYa\njm5yXEHBZTQ2fh74LTAPAJHtzJ79/by/Buecc87ll48p7AZGjhzD66+PAH6NLT8N8Cfsb4Ie2CxA\ny0L5QiypZAeWaDIWeJzS0vcYNmwwK1eeDwwG7gDWMmZMD55/fhnOOeecy532GFNY0JY3c+1j/fr1\nwO+A24CZwBAsOGwEDsWmhVwYHlOA9cAmbEnpocBLnHzyicye/X2Ki6dh2cgTKS5+M2ethDU1NUyY\nMIkJEyZRU1OTk2t2xjo455xz7cVbCruBPn2GsHXrduBzwFJgFHACMB/rGp6PjTs8DJtX/D7go3D2\nIUAlMJ9Zs67g2GOPbTJP2N7OHVZTU8Opp06mtvZ6AIqLp/HoowvbdJqbjlAH55xzLuJT0uRR9w4K\ny9i69QNswuloqploGpoV2PyFU7CG4/j0M9uBX2JB4UJKS6/l/fdfS7l2LoIpm0dxIskxjQupqFjE\nk08+sicvd490hDo455xzEZ+SxuXF1q0A/4DNLxifamYe8F7Y1rBvBdH0MzADGzvYfIA3Z84dISC0\n69bWWpm3sDnnnHOdiweF3UBBATQ2ZtrzN6z1cBq2quDTwBvASGwFwlpgOXAw8BGbNil9+pSRSPRn\n2LDBTJr0RZ555v/CMfOBPRtfWF19AcuWTaa21p4XF0+junrhHl1rT3WEOjjnnHPtybuPuwGRaNnp\nePfxpdj4wd9i8w4ODWXnYa2EVaFsNdCb5Aom0UooS8Lz1JVPEokCFi16cI/GFbb3mqYdoQ7OOecc\nePexy5v+gGBjB/8dyz6eCjyPJZf8CKjHVjO5HWsZPBz4M1AKzCK12/nfsSXz0svnMXDgOr72tW8D\nMGXKuUyfPn3X3o4edFVWVna4OjnnnHNtxYPCbiPqP/4Yyzy+FVvBBKz1D2zs4BLgdeBfgb8CJRmu\ntQVrdUz3Hu++u4mo9XDGDLvu9OnTmySkLFs2eVdCyu72Oeecc65tePdxNyDSC2sp7IV1Dy8A5hDP\ntLWkkp7YuMD49l3AX0jtPm4AvhXOi8qnYtnKP025bpSxvLvsXs/8dc4551J597HLk6LwKMXGCx7Z\ninMHYsHaFKy1sR7rYp6MjS2cCbyKdUO/nrMaO+ecc65teVDYDRQWJmho+CzwOBbc7Rd+Ri7Gvgr7\nhu2dWPfxVCz4W4i1Dg7BVjOJVIbnN2JzG15IsisaoIopU64Adp/d65m/zjnnXPvz7uNuoHfvA6it\n/SrwHyRbCVdiXcQ7sfWPoyziKqyrGWwi635YospbWAZzQzjv5tjxjZSWDuT++/+DFStWMHfuXUDr\nEk06ehKKc84515Z8RZM86s5BYVFRfxoaGoBiUscAFgHDSJ3UeiE2jvBcbIqawUB/Cgv/yuOPP5ST\nZe2cc845t3seFOZRdw4KRfpgAeBNpAZ/U4ABWEJJvLwaCyDrsdbBu4B17Z784cGoc8657sITTVye\n7MCCu3RFwJdIHwdo5oSflwBnAPvz3HP11NTUtNvE0j5tjXPOOZc/HhR2cTU1NSTHAk6N7akCTiXZ\nnXwZkMCSSa6k6RrJsGnTRZx6avsEY77GsnPOOZdfmZqPXBdi3a37ArcB9wKLsCBvCDYJNdg0Nftg\nax0393fCEMBa6qIuXOecc851HXkPCkWkl4g8KyIviMhLIjI7lJeKyBIReUVEnhSR/rFzrhKRV0Xk\nZRGZECsfJyKrwr6bY+U9ReShUP6MiAzL9+vqnCqBR7DEkv7AWmwM4VQs4eQWbK3jqaE8Gnf4EnDB\nXt+9pqaGCRMmMWHCpNCCmb3q6gsoLp62q142bc3e18k555xzpk0STUSkt6puE5FCYBkWdUwENqrq\nDSIyDRigqleKyOHA/cA/AAcAvwFGqaqKyHLgO6q6XESeAG5R1cUicjFwpKpeLCJnAKeq6plpdeiW\niSY1NTWcdNIp2DQy0bQz0eojRcChwMvAg9icg9/FJrneAjRQWGhjXBsaLAYvLp7Go4/aHIKtSfpI\nHxMYXac13b+eaOKcc6676PLZxyLSG3gK+AbWZDVeVdeLyGBgqaoeJiJXAY2qen04ZzG2bMYa4Heq\n+slQfiZQrqoXhWOuVtVnQ+D5rqrum3bvbhkUQpR9vBULDIuwLmLFxhn2wOYjjLKNa4G+4cyoO1nC\ncQ2xqxYBm7Fu56JQ1kAikSCRELZubQQaKC0tZdy4cWzcuJ6VKwcDL4T7FZBIbGbnzp6ICGed9UUW\nLFjQpO7pgSDsPhjdk8DRg03nXGfk/3d1be0RFKKqeX9g3dQvYM1PN4SyzbH9Ej0HbgXOiu37OTAJ\nGAcsiZV/BngsbK8ChsT2vQaUptVBuytAoadCb4VShQXhUaZQHcqqFUoU+sb291XoleH4/uFn77Tj\ny8Lz3gqTwnPbJ9IvlEfHNr3X5MmTU+q9ePFiLS4etOuYRKK/JhL77npeXDxIFy9e3Ozx6fsz2ZNz\nnHOuvfn/XV1fiFvaJE6LHm2SfayqjcAxItIPqBGRz6btVxHpns14bWIA1qI3lNSJqsEST+aGn0dm\n2D8jw/E/CT+PynD8vPDzBSyz2fZZXD4vduy8Jufed98VxBsL0zOO6+pSz0nPQN6TDGXPanbOdUb+\nf5fLhzadkkZVPxSR/8Za/daLyGBVXSci+wMbwmHvAAfGThsKvB3Kh2Yoj845CFgbuo/7qeqm9PvP\nnDlz13Z5eTnl5eW5eFnOOeecc3tl6dKlLF26tH0rke+mSKAM6B+2i4E/AJ8HbgCmhfIrgR+F7cOx\nZqYEMBx4neTYx2eB47Du5ieAk0L5xcDtYftM4MEM9dirZtzOjA7QfVxYONC7j51zLkf8/66uj3bo\nPs57oomIjMbmESkIj3tU9cciUgo8jLXwrQZOV9UPwjnfA76JZTZcoqo1oXwcsAALLp9Q1apQ3hO4\nBxgDvA+cqaqr0+qh+X6tHZW91ZvJLtEEoARbBWVbOL65RJMPwnmJUNZ8okl19QWsWLGCuXPvor6+\njv3268+2bVvYsOFjTzRxzrk94P93dW1dPvu4PXXvoFCA3kAv4FzgzbBneNieiK1okr428gxgFlBF\nItGLhoadNDaWYwnkthLKnkwt45xzzrnda4+g0Fc06RZKsJa93sBd2KTVw7HAb/1uzttOtDReXd0N\nNDbOwaaNnLzrEa1wUlNTw9ix5QwcOJKxY09s9eTUzjnnnGtf3lLYDYgMwALDLUC0EMw04OvAr4D3\nsKXuVpGc4LoKqAB+j2Unx1sQ5wF/3PV8zJj5/OUvr1BX9+NQNgWReo45ZiyzZ1/lrYjOOedcK7VH\nS2GbZh+79lKPjQ+8mabTx3wI7ATOBy4ELsfGHu4AlmBDPlMVFLxKY6OtamJLzx0WAsLktVXnsXLl\nuZx66mTvXnbOOec6Ae8+7haKgE9kKH8FW7VEsW7iHsAlwN+B/8Dydm4kvhZycfE0rrnmMioqFlFR\nsYhHH11IWdnADNceQrx72TnnnHMdm7cUdguNwAlYl3GkCmsNbMDWP56LrX18LTA9HDMQqMRaAGdQ\nWtqT+++3Vr/p00nx1FNnU1cXPZsK3JuXV+Kcc865/PAxhV1cTU0NJ510CtYKeBC2BvJHWDCYCD+j\n7R7Y1DUDsC7lBpJdyTuxRJUGbAqbaLse6I3Ix6jug7U6bgXmhxpUUVyc4LDDjuCoow7msceWAXDy\nySeydu0WYPdTKcSnXBg/fixPPfX8bs/xKRqcc851BT4lTR5116Bw7NgTWbnyRWykQDyJ5HwsuWQq\nNt7wW+F5FbZYzBVh32SSAV6m86vInKTSN1znT+HahOukJ7Kc3Oy0NjU1NZx66uSwlNOqlPMznZN6\nvE+X45xzrvPyRBOXc2vWrAMOJhngRRYRzTVoCSdvxp5Xx45dhC0yk2nN5Oj4K7BgLb7/WixDeWE4\nlmaO+WWza3amru05KeX8TOf4WqDOOefcnvNEky5u2LCh2MojzjnnnHPN85bCLm7SpApWrvw/okmo\nTdT9u5Bk9/EJ4XnUfRztm4xNWF3VzPlR93H6/orY/vNj5U2PKS6eRnX1wiZ1r66+gGXLJlNbCzbZ\ndvL8TOekHp/5GOecc85l5mMKu7gJEyaxZMmTWKPw4aH0BSzpZBvWiri7RJNe2Momu080KSjYjmov\nVIVevXZQV9eTxkalsHA7xcUDGTnyEE80cc4557LkiSZ51L2Dwt8D38RWL9kXmIlNNROtb1wLCLAP\nFgBeH86+FHgwbE/Flsfbj5KSDzn++ONbHXR5wOacc85lx4PCPOquQaFNSXMyUEyyyzdKEIlnEV+C\ntfp9K7Z/IZbx+woQLWE3FQscL6S4+N6ss3s9M9g555zLngeFedRdg0IAkVKS3b+1WIBYBqzG1kOG\n5JrGEF/X2FoSZ9F07eMhwEQqKhbx5JOPtFgHa7GcmHKdbM91zjnnuhufksblST02ATWkzhPYmHbc\nVuBdLPADaz30r4hzzjnXHfhv/G5hKzaZ9Pkk5ww8H+sajgLAKVi38MFYS+ArWDD5BVKzhqdiiSYn\npGT3NjdeMCrfuHE9icTlu5bCa01msI9FdM455/LPu4+7uIqKCn7zm//FEkmKSY4XvBTLPu4LHAFc\nha19fAnW1VyPTQPTH1iJJaEkgK2MGHEQhxxy2K4ArbnxgkBKeSJxKUcccTRlZQOzDu58LKJzzrnu\nyLuPXc4Ogg7DAAAgAElEQVT95jcrgaOw1sL0VU0uxVr9lobnC4E+2DyFrwE/IZmlfG0oW8ghh6SO\nBWxuJRHbTpbX1UFZWevGEfoqJc4551zb8BVNuo11WLfwJOC6sF2CzTW4kORE01uBt7Ag7I7Y+VvC\nuavarsp7oKamhgkTJjFhwiRqamrauzrOOedcp+EthV3c/vsnePfd5VgAeBEW1N1AasLJeWF/LTbO\nEOAyYBDJYLECOBmoYvz4K1LusbuVRLJdYaS5cYOtWaUkvat52bLJ3tXsnHPOZcnHFHZxRUWDaGho\nAOZirX+TgNSpYSzJ5BNY9/B7sfJLgZ5AEfD3XeWZppJpKdEkvTz93N2NG8w20cSnvXHOOddV+JhC\nlyc7sO7iRcD6DPsVeBOboqYGG0cINrpgOBYslgMDw/OmKisrMwZrUXkU2M2Zc0eTwK6lcYPNXds5\n55xzuZP3MYUicqCI/F5E/iIifxaRqlA+U0TeFpGV4fHF2DlXicirIvKyiEyIlY8TkVVh382x8p4i\n8lAof0ZEhuX7dXUWDQ0bsDWNL8JaCP8KXEzqOMJtWGvgXODrWEJKFfAxcEC40rnh/PmMHz+2VXWI\nWgKXLJnIkiUTOfXUyXkZ71ddfQHFxdOIXpt1NV+Q8/s455xzXZKq5vUBDAaOCdslwN+ATwJXA1My\nHH848AIWpRyMNVNF3dzLgU+F7SeAk8L2xcBtYfsM4MEM19XuCEoVFihoeCxQ6KcwROFIhdGhbERs\n/+BwTFSeev6YMeNbVYeKitOaXKOi4rRd+xcvXqzFxYPCMQu0uHiQLl68eI9e7+LFi7Wi4jStqDht\nj6/hnHPOtbcQt+Q9Tos/2nxMoYj8CvgpcAKwVVXnpO2/CmhU1evD88XATGAN8DtV/WQoPxMoV9WL\nwjFXq+qzIlIIvKuq+6ZdV9v6tXYEIgNJjieswd7Kv2FZxr2xxuKt2NjBAqwLuRBLOikkOb/h4TSd\ny3AHIiUUFBSSSOyktrYeSDBmzEGUlVk385Ahfbjvvl/T0HAD9vfBHcBaxozpwfPPL9tVz/i4wfHj\nx/LUU88D2U1W7ZNbO+ec62q6/JhCETkYGAM8gwWF3xWRc4AVQLWqfoAtqvtM7LS3sT7M+rAdeYdk\n3+YBhEwIVW0QkQ9FpFRVN+Xv1XQWm7Cu4FVYt2o0eXUV8G/A6LC9A/gOcBfWVTw/lPUCfhzO+Rq2\n6slOYF/gI1RvYudOqK2digWQ32DlyvnAIeGcR7HVU6qwya/t/n/5y+XU1NQ0GTfY2gxizzh2zjnn\ncqPNgkIRKQF+CVyiqltF5HbgmrD7WmAONjeKy6lSrAXwISwgi09evYhkkDgVSzaZG8pvAWYAs9LO\nmYb17NeFY+L75oVr3IJ9pMSOWYEFm8mJrDNNQt3ayap9cmvnnHMuN9okKBSRIuAR4F5V/RWAqm6I\n7f858Fh4+g5wYOz0oVgL4TthO708OucgYG3oPu6XqZVw5syZu7bLy8spLy/fm5fVSexNl3nPDGVF\n4WevVl5r4F7UwznnnOvali5dytKlS9u1DnkPCkVEgDuBl1T1J7Hy/VX13fD0VJJLZSwC7heRuVi3\n8ChguaqqiHwkIsdhCSdnk5yBeRHWVPQM8GXgt5nqEg8Ku4/N2PrGk7HWwEgV1q0bZSDvwKabmYK1\n6E3F5imclnbODqyb+F/C88hUrPXwBJKTXRM7ZnjK8c1NQt2ayar35HjnnHOuI0pvrPrBD37Q5nXI\ne6KJiJwI/AH4E8lmq+8BXwWOITlJ3oWquj6c8z3gm9gabJeoak0oHwcswDIfnlDVaHqbnsA92HjF\n94EzVXV1Wj26aaLJAGwN45YSTRLY1DWNoawBuA2L1e8M5XXYxzUcSzwZCzwIvAv0w5JTelBS8jHH\nH/9ZwBJNHnvMEkpOPvlE1q7dAuw+IaS1iSOeaOKcc66r6ZKJJqq6jMzzIf56N+f8EPhhhvLnsMyI\n9PIdwOl7Uc0uLNP3Kcoojj6WemAElllcgTW01mNL3QnW0rgFCxx3YDE8wP9iiSf1WO/968BCBg2a\nw3PPvQjAkCEnMm7c0QCMGjWKtWufb7HGK1as2HX+ihUrUoK8KAB84403WL9+PYlEb6ZMObdDrFri\nwalzzrlOra3nwGmvB912nsIihb4K1Qplu+YCTJZF2yj0CtuTws/4sb3Ddu/wiF+rNJQdFH6mnzsp\n3CtZ3txchLNmzWpy/qxZs1S16XyGVofqlGPaSy7nWnTOOefoDvMUtpfu231cCgwCNpKafbwQG4r5\nCMn1j3tj2cbXAt+n6frI7wPHh7KL0vbPA17BElGuT9t3LXA06WsuZ1qXeODAkWzalHrv0tJref/9\n1zKubWyvYeKuY9qLr7vsnHMul9qj+zjvy9y5jqA/rc8W3lNFLR/inHPOuQ6nTSevdu1hM5bj00hq\ntnB69vFH2FrHlwBfyHBs/3Dsn0JZPJN5Cja2sIzCwvdpaEg/twJbsbDl7OMpU85lxozU86dMuQJo\nmmlsdZicckx78Sxo55xznV2L3cci8ltV/XxLZR1d9+0+jloIe2ATWddiAeIOkvMQbgbKsKBQsVbF\nWqw7GeBDLDGlB5aBvDOcG/1N0UBJSQ+OP/7zVFdfwIoVK5g79y4gNeM42+Xrrrvuul3nT5lyLtOn\nT9+1r7lEk/gx7cUTTZxzzuVKe3QfNxsUikgxFhX8HiiP7eoLLFbVw/JeuxzqvkFhKTbd41Tiaw/D\nB8B6bGqZNVhL31Ys+LspnD0F+GQ47w9YILgRGz9orWG+pJxzzjmXex1tSpoLsb7EIcBzsfItwE/z\nWSmXS9uxIHAVNhH19aG8CpvdZxXWvXsyNln1N0lduu7ycMwtsfOqgEJOP/1kDwidc865LqLZoFBt\n9ZGfiEiVqt7S3HGuoyvCWvruJDmJdeQukusU/zKUzUs7fydN1zi2NZHvuecyvvrVGg8MnXPOuS6g\nxUQTVb1FRP4RyxQojJXfncd6uZxpxJaIPiitfBXwEhYEbouVv4IllEBy6bp0PYHJNDbCnDl3eFDo\nnHPOdQEtBoUici9wCPAC1mwU8aCwU+gB3Iy1FkatfauA+SS7hC/DAsA7sQSTG4ESLFgspGkmcvtm\n+jrnnHMu97KZkmYccHi3zNLoEgQLAhcBI4Grseln0ruEL8MCwhHYGMRovsEdYXsKBQVCY+MOYCiw\nkETicqqr72mTV+Gcc865/Mpm8uo/A/vnuyIuX2qB27Gu4lew7OGeGY4TYBS2/vFnsXWObwP2BRKU\nlg7gmmsuI5EoBn4EzKC+voEVK1Y0uVJNTQ0TJkxiwoRJ1NTU5ONFOeeccy7HspmncClwDLAcazYC\nW49vYn6rllvdd0qafbAG4QTWMrgw9vPGcFQVNnYwSjK5FGjAEtDvDWXXU1BQTWPjN0KZZTEXFFzG\nE088sGtcYU1NDaeeOpnaWtvv09Y455xzrdeh5incdYBIeaZyVV2ah/rkTfcNCkuBQ7G1iudjw0KH\nAGOBx4E3gLOBp4E/hrMWYtPXRJNZH4KtZJJ53eP4Gr++BrBzzjm39zraPIVA5wv+XLooEI6yjaOJ\nqacBX8e6kkdjQWHccOCv2PzlfYFJ2OTWf8/yvjVEE2Vv3NhjTyvvnHPOuTaSTUvhVpKRRQLLOtiq\nqn3zXLec6r4thb2wDOSeWECYbMGz5JJvYi2IjSTnJI8yjIeGbcEymFdh4xN7E3U9JxKXs2jRPSnd\nxxMnnkldXWGzxzjnnHNu9zpqS2FJtC0iBcBE4NP5rJTLpXosKMzUWtcTayFswOYx/D7wD8D5wPPY\nmshRQHkDNqT0NuLL5R1xxCdSgr3KykqOOOJoVq48lygAravr2PMZ+prFzjnnXHZT0uyiqo3Ar0Rk\nJnBlXmrkcqwf9jGfgy1ZF7kE+DeslRDs44y2n8YmvP4NqcvbDQjbleGxkLKyRU3uWFY2MHfVz7P0\nxJhlyyZ7YoxzzrluKZvu40mxpwXYvIXjVfX4Zk7pkLpv93Epoccfaw3cii1fvQ3YB2tJhGRr4uFY\nMsrLwBHAoLB/OBY0CtAHm9z6rXB+HwoLhZkzL+PYY4/l29++nNdffwvrck52HwO7WuTGjx/LU089\nDzRtnctVy1021/HEGOeccx1Rh+w+Bk4mOaawAVgNnJKvCrlc+xAL9vpgAeFxwJKwrw74Fk2npzkf\nyzCuwkYKjMZWPImPO5yKBY/FwFwaGmDGjCoKCpTGxlux8YdTgEYaG+tZsWIF1113a2iRW8WSJTcQ\ntULGW+dy1XKX7XU2bny/ybmZypxzzrmuLpsxhd9og3q4vEmEx9zwvAqoAH6HBYtvYgFhfHWTRSSD\nxPh2+nEzgFkpZY2N82LPRwPzaGiAuXPvCgHaZCyTObmiSm1tcszhnDl3xI5L3dca2V+nAQtwI1Ox\nKXycc8657qXFFU1E5EAReVRE3guPR0RkaFtUzuVCLywAG4wFeIcDv2XPAp+Slg/pZMrKBmGB46Lw\nmBzKnHPOue4lm+7ju4D7gNPD87NCWUU2NxCRA4G7gf2wbug7VPUWscFuDwHDsC7p01X1g3DOVdhc\nKTuBKlV9MpSPAxZgkc4TqnpJKO8Z7jEWeB84Q1XXZFO/ri9a+3ga0Sok1lp4ADYP4XBSW8qi7uOF\nGbYbwzbhnC2hPHmudR/Hj6kjkShgypSpXHfdNGprCfdMnldcPI3qajunuvoCli2bHI5L3dca2V4n\nedz1uz3OOeec6+qySTR5UVWPbqlsN+cPBgar6gsiUgI8B3wJOBfYqKo3iMg0YICqXikihwP3Y3Oj\nHIClwI5SVRWR5cB3VHW5iDwB3KKqi0XkYuBIVb1YRM4ATlXVM9Pq0U0TTUqwKWXmkjpH4SXY21uA\nxeQ9sPGBlViwtxZYic1JCPARFosXYYFmHZZkUrDrmBEjBvOzn83lqqtm89prb6Jaz6hRhzB79vd3\njRfsaIkmubyfc845lysdNdHkfRE5GwvUBDgT2JjtDVR1HbAubG8Vkb9i0chEYHw4bCGwFJsX5RTg\nAVWtB1aLyGvAcSKyBuijqsvDOXdjweXicK2rQ/kjJLMhHHVk/pgFWIONN9yBBXYfAf8NlGGZxUXh\n2HpsVZN6LGDsGR4FJHOQCunbdwArVqzgr39dxfbtQnFxTwYOLObLXz6Xbdu20thYBCi9egnjx4/N\nS4ZveoCXzT0qKytTJt+eMGHSrvM9QHTOOddtqOpuH8DBwGPAe+Hx/4CDWjpvN9dag6XCbo6VS/Qc\nuBU4K7bv51hmwjhgSaz8M8BjYXsVMCS27zWgNO3e2t3MmjVLAYUChb4KC8JjkEK1wqfD874KJyiU\nhfIBCr0VJsX2Twr7e4dHdK3ScE5fhZ4KRWn36qvQK5wbL+ups2bNalLnxYsXa3HxoF3HFhcP0sWL\nF2f1evfm3Fyc75xzzuVKiFtaHWvtzaPtbmRZCs8BXwrPN6ft36QeFOZUaemIEOCVhcenFU5TWBwC\nn9MUNGzvFytbEI4dEds/IlY+NJRr2jlDQ5C4IG3/0IxlpaUjmtS5ouK0JsdWVJyW1evdm3Nzcb5z\nzjmXK+0RFLbYfSwihwDfDa180fGqqhNbOjd2jSKsW/ceVf1VKF4vIoNVdZ2I7A9sCOXvAAfGTh+K\nLa/xTthOL4/OOQhYKyKFQD9V3ZRej5kzZ+7aLi8vp7y8PNuX0AWUYbHyRVhv/lTg3natkXPOOefM\n0qVLWbp0aftWoqWoEfgTlir6OaA8PMZnG3ViXcN3Azelld8ATAvbVwI/CtuHAy9gg92GA6+TTIh5\nFpt9WYAngJNC+cXA7WH7TODBDPXY66i9s7Hu46Lw6K1QElr6jkzrAs5N97FIr7CvLG1/T+8+ds45\n51qBdmgpzCb7eLmqfmpPg04RORH4Qwguo5tdBSwHHsZa+FaTOiXN97ApaRqAS1S1JpRHU9IUY1PS\nVIXynsA9wBhsSpozVXV1Wj20pdfaFVn2cR32lhVgySIJ4GMsuUSwlU5KsKXvemEzAX0M9A9X2RaO\nrQeOxt7i9djHo0AR++/fj7vumscDDzzAwoX/CRwFQEHBn0kkEtTV1ackmsyYMYXp06dnrPPeZAPv\nbSaxZyI755zrCNoj+ziboPBsYARQg6WpAqCqz+e3arnVHYPCmpoaTjrpFCxT+JZQGs09OBprYC0i\nWqM4dd9UbAqbhcA2iotLqK29gdRpbeYBF1FcPC1lCTkPrJxzzrm901GnpDkCOBv4LDZ7ceSzeamR\nyxkLzIqBn5B5GTsL6jLvWwX8ChgJ/Ina2roMdxgCTG6yhFx8ihfnnHPOdQ7ZBIVfAYaraqaowHV4\nrf0j40XgOqwlMFrzuAr4PLYqyirgaeBvQHWO6uicc8659pZNULgKGIANInOdSHX1BSxZ8hjpS9El\nl657KcO+CiwYPI/UFsR5WBL6HOCmUDYV2Exx8b2+NJxzzjnXyWUTFA4AXhaR/yM5plC1FVPSuPZU\njAWB87DWvVqspe9pLFHki1iXMeG4N7Hu5nlp13kFeBwLCJPBYmnptdx//0LvLnbOOec6uWyCwqsz\nlHWvjI1OysYU3kJqcsg0LDg8AMsoPjlt/5th+2/hOSRbEJ9tco9x4472gNA555zrAlrMPm5ygshn\ngK+q6sX5qVJ+dMfs4759D2DLlh+SGvRdiAWDAB9gKw5GmclTseWof4vF/duxlsaPgH6hrA64LRx/\nCSNGHMQhh4xiyJA+/Nd//Y6PP96G6g5EejB8+HB+9rMf5SRojGc0jx8/lqeeer7Jdj4znT2j2jnn\nXFvqkFPSAIjIWOCrwOlYU9IjqnprnuuWU90xKBTpRep0NBdhcxTGp6fZAvTFAr4dNJ2+pj8WPMbL\ndgI9sGT0n2LDTueTGlzWAedTWLiAxx+/b6+CqJqaGk49dTK1tdfH6hBNnZPcTp8aJ1fS75+v+zjn\nnHORDjUljYgcigWCZwDvAf+JBZHlbVM1t/d6A4OAGdiqgH2AH5OaQDIF+ATJFQNnZdh/S1rZjLRj\nJ2U4Zh7wJg0Nc1Kmq9kTc+bcEQKyTFPnJLfTp8bJlfT75+s+zjnnXHsq2M2+vwJjgUpV/afQMriz\nbarlciPXLaM1WLC3PTxWYQHhizm+j3POOefa2u4STU7DWgr/ICKLCS2FbVIrlyMfYF288e7j9Clo\ntmIrEILF/On7P8a6g1fRdO7C27HxhcPTzou6j0+gsLCa6ur79upVVFdfwLJlNkl28t7RtDrJ7eLi\naXmZGif9/vm6j3POOdeeslnmrgQ4BQsQPwvcDTyqqk/mv3q50z3HFJaSOoVMeqLJh2G7Afv7YBs2\n5rAYa2XcAtwJDAa+DXyfpsvc/TE8n0qPHnej2uiJJs4559xe6rCJJrsOtijjy8CZqvq5vNUqD7pn\nUDgQmEtqIDeVZBCYAH6IrUwiWOteIzAOuAqYSXIZvEnARJoPChdSUbGIJ598JK+vKRMP2JxzznU1\nHT4o7My6Z1AoWGZxPHM4nrXbgHUZfyeUTcXGCl4I/ILkENJbSM8wTiQuB+qpq/sJ0H4ZuZ4Z7Jxz\nrivyoDCPumdQ2A8L9l4C9sESySuAO4C12JjDd4HLgedD2bvAwcCxwEPYlDRvAoWI1FNSMpCRIw9h\n9uyrANq9hW7ChEksWZLagllaei3jxh3trYbOOec6rQ41JY3rCnpgrX0HACWhbDIQzfd3GfAFUtcz\nrsKWuV5J6ryD21G9jS1b4OWXpwFQWVnZIYOuTZv2ZcmSiSxbNtlbDZ1zzrkseVDYpdUDLwNHACuw\n9YvjYwzB5hy8Ka2sGtg3rWwqHXGevqaZyVOBe4HKDlVP55xzrqNrdp5CEdkqIluaeXzUlpV0e6oO\nyzBeiWUZfyLDMR9nKBsFrMPmJYz0y3ntcqGyspJHH7Ukl9LSa7HA1YNA55xzrrWabSlU1RIAEZmF\nDTa7N+w6CxiS/6q5vVeEdRsPwVrQBpPa+leFLWs3LVY2DcssXodlH68Lx0koh4KCy6iufiC/VW+F\nqBs7mXQyGvD5BJ1zzrnWyGaewj+p6lEtlXV03TPRpBQbU1gA/AQLCGuwYO8V4JPAn7G/DXoAh4R9\nlVgAeGm40kdYFrMA20gk+tGjRwHQQGFhb0aOPJDZs7+/227ampoarrpqNmvWvM2wYYOZPfv7QMuJ\nKtlMN9PcHIaeaOKcc66z6pDZxyLyR+BnQNQ0dCbwbVX9xzzXLae6Z1BYjAWE0ZyE0WoklwHfBO7C\nupjBAsElpE5fsyNs9wCOwlY/eQNbxQSS4wwXkkg0sGjRg80GbRMnnk1d3Y93nVdYWEtBQe9dZZmm\nkslmuhmfksY551xX1FGDwuHAzUAUBD4NXKKqq/NbtdzqnkHhAOAwbALqwSSnolkTfkbL1kVdzMOB\nXwFHh+2ngb9gXcxRQJlM5LDzF2GTWs+jomJIxsmrM00bYwkus1LK0ie/znTenhzjnHPOdTYdckoa\nVX0T+63vOp34d6mSZCB3bay8JLY9GpuT8JFw3NPYuMQbSR2LeAeezOGcc851LS0GhSJyKNZfOFhV\njxCRo4CJqjormxuIyC+AfwE2qOroUDYT+DfgvXDY91T112HfVVjf5k6gKlpjWUTGAQuAXsATqnpJ\nKO+Jrcc8FngfOENV12RTt65vM5Z5XBUrq8KCv4XAJdi0NQXACSRXPFkITMFWPMkkamWMuo+nkkg0\nUF09M+PR1dUX8NRTZ1MX9VTv6j6+fFdZpqSQ9Olm9vQY55xzzrUsm+7jP2BLXsxT1TFia6f9WVWP\nyOoGIp/BBqPdHQsKrwa2qOrctGMPB+4H/gGbcfk3wChVVRFZDnxHVZeLyBPALaq6WEQuBo5U1YtF\n5AzgVFU9M0M9umH38T5Y3H8+8AyWSVwMrMZaAHsAtdh4w32wGD2BTV8zAHgLCxqLiY81LCwUioqK\nyWWiSXMJIq1NNPHkEuecc11Bh+w+Bnqr6rMWC0II0OqzvYGq/o+IHJxhV6YXegrwgKrWA6tF5DXg\nOBFZA/RR1eXhuLuBLwGLsa7tq0P5I8BPs61b15fAgr/VwJ+wuQaLgUbgc1hiSW04Zjs2drAHtvxd\nbTiuBNiGJacIMJSGhndpbKyjf/8e1NfDmjXrWLFiBWBB3htvvMyGDVspKipi7NjhPP/8mwBMmXIu\n06dPbxLEASnJIvGVSLJZNaUjraziAapzzrnOKpug8D0RGRk9EZEvYwvk7q3visg52FIb1ar6AZbt\n8EzsmLexFsP6sB15J5QTfv4dQFUbRORDESlV1U05qGMntwXrGv411voX9fhPAf6Atf5dik1XA9Z9\nHAWLFeHn4cAqUpfBS9DYeCObNlUB5wCjmTGjisLCnTQ0nIR9VLcAq/jNb+YTtTLOmFHFq6++ysMP\nL04JAA877LDwvOOtmNIa6ZnQvsyec87ll/8hnlvZBIXfwTILDhORtVgmwll7ed/bgWvC9rXY4rvn\n7eU1XRN9sW7hoVgGcjxZZAoW7B2WVn4F1t38KyyYuyL8jB9zeez5IqLM5IaGGcALseMnNTn3vvuu\noKHhBuIB4Jo18cSXzmvOnDu6RHDrnHOdgf8hnnvZZB+/DnxebIBagapu2dubquqGaFtEfg48Fp6+\nAxwYO3Qo1uz0TthOL4/OOQhYKyKFQL/mWglnzpy5a7u8vJzy8vK9eRmdRHM9/QOAX2A5PXGHYEkk\nRbu5Zm6HOAwbNpja2mmeLOKccy5rXe0P8aVLl7J06dJ2rUOzQaGIVMeeaqzcCtKSRFpDRPZX1agL\n+lSsyQqs2el+EZmLdQuPApaHcYwfichxwHLgbJKZD4uwb8QzwJeB3zZ333hQ2D18iCVrv4RlCkcu\nxRpmHwbmY9nIkLrE3bUkM5Wby16uIrmE3k+xLuodwMXh2OFNzj3rrFN5+OHUAHD2bAsAk10AnfMv\nPc+Eds45t6fSG6t+8IMftHkdms0+DtPGKHAolg28CGsi+lcsUPt6VjcQeQAYD5QB67GkkHLgmHD9\nN4ELVXV9OP57WPNVAzZJdk0oj6akKcampKkK5T2Be4Ax2JQ0Z2aaWLt7Zh8PwMYLDsaCvDVY0HYO\nFgzWA6djcfRQUpe4uyQc2wtLOukdrvohlrDSiM0qNBq4EEtSSWYoJxKFlJQMyCrRpDMGgM3pyq/N\nOec6kq6+olVHXdHkf4B/jrqNRaQPFpR9pg3qlzPdMyjsC9xK6koiUQNwIzYV5BXYfIa/IJlMcim2\n/J0C/0yyoXh4OK4WmBe77oGkrk4ylcLCexg9ehRQSFnZQJ9OxjnnXM515d8hHTUo/BtwtKpuD897\nAS+q6qFtUL+c6Z5BYTRPYXw940aSs/ZMxaab2Yk1AL8DvIpNPzM0/NxB6lrHZdjk1RXAL0N5PCis\nAb5OtCZylITi6xY755xz2euo8xTeDSwXkf/Cuo+/hP22dx1eT6yL+EYskAM4EhsJcEEonwe8Avwe\n+ARwH8ku5Cjuj2ce3wVcibUmRl+DzSTHDs4L142ykpsfANzVBgk755xznVk22cfXichi4DNYP+I3\nVHVl3mvmcmAHNk/hm+F5ETY1DVggFg0LLQj7XsaSTBZiSSdfx9Y/jhsYfgo2W9GR2JzhK4AZWNey\nc8455zqbbFoKwSafWxeOVxE5SFXfyl+1XG40YiuVlGCTUGeaq3A71n08FNgYyj6BBYS/wALLqEUw\nWut4GpYLNJ9E4nXq6tYBQykurmf69Mu45prLqas7h3jGs69b7JxzznVsLQaFIvJdLGN4AxY9REZn\nPsN1HMVYK2BzGkm2+I3GMo4Lse7kV7EE8N6hXLAs5jeJpq0ZM2YMs2dflTKVjKnHWhjLELmMY445\nitmzm44VrKys5NFHF3b6qWicc865riCbRJPXgU+p6vttU6X86J6JJj2wbuEeoaQ3UeJHco7BfwHu\nJTk/4RTg3PA8ShbZAUzAlr2zpJWCgsu45ppqpk+fnnLPCRMmsWTJROIZzxUVi3jyyUfy8Aqdc865\nruNmn+sAACAASURBVKk9Ek1214wUeQv4KN8VcflQHB63Ad/CxvtdimUVn48ljNyLdRXfEc5RrJXv\nXiyAvBEYhq2VXIGNG5xCY+PnuO66W6mpqWmhDqt47rkXmTBhUhbHOuecc669ZNNS+AtskNl/Y5PX\nAejerGjSHrpnS2E0eXU0VcxMrFv4GyRbDBdiGcNgK5+MxgLG+NyGi4CJ4bghYdvK0lsBU6eZWYVN\nkm2tiz7ljHPOOZedjjolzVvhkQgPIbbsnevoHgOuwuYjvDmUTcVa/aLg7GVs/KACI0ldEi++9N2r\nWGC5rtm7xccJPvfci2zadAs+5YxzzjnX8WUzJc3MNqiHy4uPsXGAmTKPZ2LBXRXWrTw/lEfPv4t9\nPb4ZO66C+LjD5rKFKysrqaysDOMLm9aqK89A75xzznVW2WQf/z5Dsarq5/JQH5dTJdjSdYsy7Psb\n1oW8Ewv44gFjNTAKa0H8BdAXOASbmegvlJT05Pjj32wxWzjTlDPjx383ZRWTZcsme5eyc8451wFk\nM6bw2NjTXsAkoEFVL89nxXKte44pLMVa+n6LjQDYD8s2no9lFAs2TLQv1n3cgC1j924oA9iKJatU\nYMvgvQzU0qvXPjQ2FlJfvxXVXvToIajWIdKLfv16APswYEBPoAcbNnwACPvtV8KGDVvZsuUa9jY7\n2VsbnXPOdWUdckyhqq5IK1omIv+Xp/q4nNpMPNHDxgrOA07CupV3YFPW9MXGHG7DEtL3wVoYwVoR\nhxKfjgaq2L59O/DFUD6XnTuj65/Dpk3zgRFs2rQKS1qx6W22bFmIjVncO+lrJntro3POObf3suk+\nLo09LQCOJdmM5Dq0AVhwF+8anocllNyCTS8D1ho4l+Q6yLfQtDs5vWwe1p2cXr4olF0RfkZrIEc/\nB6ccvyermPiayc4551zuZZN9/DzJbOMGYDVwXr4q5DqLrXt4XiXWcjiT0tL3uP9+b+FzzjnnOoJm\ng8JofWNVPbgN6+NyajPW/RuZio0hPCGU7wjlg8K+bdiYwvg5Ufdx+nW2AWMylE8OZaPDz/Nj5fG1\nkN/c44DQ10x2zjnncq/ZRBMRWamqY8L2I6o6qU1rlmPdM9EkWuauJxb/R8klhdi0M2DrFEeJJjuw\njOWPSE006RWOG4nNY34BNjXNlcAHQO9mE0369t03XLtw18+ysoF7nRziiSbOOee6svZINMk2KNy1\n3Vl1z6CwP5Y5fBbwZigdDjyEBX6jsSlpolVKopVNLsLmIqwDGrFl8sBa+u4l2QU87/+3d/9hVlbl\n/sff9/DLEVGY9KiIAamlFinCQTueYioR7SqS7KR+vxpfM8yoQBkUSOuQ5IVWYHpKOZrJWPmrPBSW\nOaI5dPQcJeWH+FsMKEAJJZV0BIa5v3/ca7OfPQyIMDN7Zu/P67r2Nc9ez372ftae0etmrXXfixEj\n+mpfYxERkVbWUfc+lk5rK/AqcBOwlggIbySCvmuB5USJmfMz1/QlpnpnEaN716XnY4hEkWlEQHgh\nXbsuo6bmfOrq6jj55NNb3N94Z+dERESk49hZUPhhM9toZhuBQbnj9HijvW5Q9sQWYqQwlxf0U2AY\ncGl6vonY9eTLwDjgCfIB4jLiz2M2sW9yznOp7TwqKvbmscceY9Soc5g/fxTz549i1KhztgV/udIx\nuXOjR49RYCgiItJBvWPx6lJRntPHueLVPweuSq0XEkHijURB6keJpJHNRJL5j4mAsHl9wzGpbSwx\nYghQS69e396uGPXgwTezaFF92uZuFHtaqFpERKTcdMji1dKZOfAwERBmawlOJEYBF6Tn7ycSStYQ\n9QX3Yvv6gxM5+OD9eemlQQWf0NDw9nafumrV6ta5fREREWk3bb6m0Mx+ambrzGxZpq3KzOab2fNm\ndp9FRkTu3FQze8HMnjWzkzPtQ8xsWTp3Taa9h5ndkdofMbP+bd2nzuNNYs1gc41AF2LEbzNwCLHm\ncBOxS8nQFq5p4uWX/47ZRGLksJbKysn077//tufxmET//gcBkRVcWTl527koHXN+C+8tIiIixdYe\niSY3E/uqZU0B5rv7+4mNeacAmNnRwBnA0ema68wsN3R6PXCeux8BHGFmufc8D3g1tV9Nfp60rF1x\nxRXEesI3iXqBk4CPABcR08Y5ewP3AecC7yN+HQPTNblAbxzQBfercZ9FRcVPGTz4RubOreXHP55F\n9+6NxDrD2XTv3siMGd8CYOTIkcydG1PGI0bM01Z0IiIiHVi7rCk0swHA3e4+KD1/Fhju7uvM7CCg\n3t2PNLOpQJO7X5Vedy+R7roK+IO7H5XazwSq3f2C9Jp/d/dHzawr8JK7H9DCPZTVmsL3vOdwNmxY\nSZSU6UWMDDYSNQu3pFe9QUwlXw90J6ab30rnnKhV2ERkMf8H2bWBcBG9eu3D5z73CR56aBGrVq2j\nsrLHds8nT/4Kl14aiS252oKvvLKO1qpXmFVXV8fUqTNYtWo1/fsfxIwZ31IQKiIinVI5rSk80N3X\npeN1xJYaEPVQHsm8bjUxt7klHeesSe2kn38FcPdGM3vdzKrcfUNb3XxnsGHDaiKY25d8wshEIujL\n1R0cTwzk7k0+eWQ8UdjagI8T6w5bCqaNjRu/QG3tjen5tWzcCLW14wueX3ZZPB86dCijR4+hoeFs\n4I/bPu+hh8a0yghiXV0do0adw+bN30/9n8SoUWcyb97tCgxFRER2QdETTdzdzax8hvDaTTci2Lua\nwoSR2WyfdPKDFtoA/iedu5LC7ewmE9PNK4iAs/l7Fj6fNWs6Q4YsoqHhKmBewec1NMDMmTfsceA2\nc+YNKSDMf+7mzbNb5b1FRETKQbGCwnVmdpC7v2xmBwN/S+1rgEMzr+tHjBCuScfN23PXvBdYm6aP\n99vRKOG0adO2HVdXV1NdXb3nPemwctPB78SJIO4gYqcSiGzkC4AJRHma3sBL6XV9ienjl8nvkrK7\n6oDZPP74eurq6hS8iYhI2aqvr6e+vr6o91CsNYXfI5JDrjKzKUBvd5+SEk1uJSosHwLcDxyeRhMf\nJYarFgK/A65193vNbBwwyN2/mtYanubuZ7ZwD2W1ptCsFzEN3JPC6eO3KZw+Hktsd5erRVhL4VZ2\nuWsGELF7bpo5W7uQzGeM3+75d797SbPp49rMZ8X7VVZO3qNp5ObTxzCJ7t0bNX0sIiKdUofa+7jV\nPsDsNmA4sD+xfvDbwG+AO4kRvpXAF9z9tfT6bxIVlxuBCe5el9qHAHOIlNp73H18au8B/AwYTOzp\ndqa7r2zhPsosKOxJJJV8icgoXkskjbxFjCJaOpcvRB2Zyc3bLgY+BjxIlK+pTO+zmV69evO5z32C\nJ55YzqpVL9O/fz9OP30EN998xzsmmixf/tftil7vaWFrJZqIiEipKMmgsKMov6CwTzr6IYVZwxOJ\neLuSwqLWuVG7v7D9Tia1REz/CrAR+CeqqrozceK5LFiwCIDhw4/bdrwrGcXa7URERGTHFBS2ofIL\nCvcmpo+z2ce5zOLK9LwJ+FHmXCMxgtgVOIqoBpSbRv4mcBbwE+CazDVj03F+W7xdmQrO7YscySd7\nPn0sIiJSShQUtqHyCwpztQl7pZat6fgVInN4EDFquAX4IPAakVByAflgLzuNPJFIQDmRfILJwMzx\nux/1y00nw66NLoqIiJSLcqpTKO2igkjUPgT4AzAjtee2nptFBHsnEnskryeykK8l1hfm9jmeRGyB\n9xSwnMJkkw+QLzP57owcOVKBoIiISAehoLCk/QP4E7H/cXZtIcANxOheX2Lqt4EYIRwDnE1MLU8H\nDiASTJwYSZze7H1+AJxAto5h7HFc2xYdEhERkTaioLBkNRIjhT2BI1s4vxa4MB2PJXY2GUGMDl4E\nfBn4KTFyeCdRl3Didu9SVdXAkCErGD78EhYsmAdATY3WBoqIiHQ2CgpLVi6Z5BBienhy5twEImj8\nCDEqOJtYL5gbPexBBIe5qeGRxFRxY7o2mF3IcccN5fHHl/L440uZOPHcbeVnsrR2UEREpONTokmJ\niuzjLsQ0cFdiNPBhYip5I3AaMJ8YHawH/l86/zQREC5L59YQQWUuu3gZcBOxVnFkas8VwI5C1dnA\n8IorruDb355JU9PVgLKMRUREdoWyj9tQ+QWFvYnaggcQo4VL0pljgQVEQepRxFTxJ4gAsRH4KnAH\nsYvJViKw3Av4LoU1DecBd213XFU1nVdfXQ7ECOGnPvV/aWqaieoRioiI7DplH0srqiACwuXAM+Rr\nC+YyiXOM2IN4JDFiOIgYMVxNJJ8cvguf9WqLrTNn3kBT0xHv/tZFRESk3SkoLFlvA48TiSbXUJgx\nPJ4IBscTU8QPEHsbNwHjiNqFFcBQYHG6ZlKz68cSo4STiOzkScCNTJx4SbP7KFzPWFFxETU1t+1p\n50RERKSVKSgsWQ7sQySLNHc0sZdxFRHcfYbILO4BdCMCyn8AfwZOJaaWtwA1wN5EEPg74NdE4euh\ndOlyC9/5TuF6wpqa83nooTE0NEQyS0XFC1x+eY3WE4qIiHRAFcW+AWkrW9PP3EhdbXpMSG17A6cD\n5xDJI32BK4mAcAQRUG4C7iW/M0o18Hp6378B3yJ2R7mZpqa3GTp0aMEdjBw5krlzaxkxYgUjRvTl\nnnt+0WJ2soiIiBSfEk1KlFl3Yjq4J4WZxw3EaOBXgJ8TJWluJkYCf0nUI7yMyFA+iRglzO6dnJtu\nzhbDrgWmM2LEMUogERERaQVKNJFWtE/62ZPIJu5BrPvrRwSBPyCSSmann+eSr1P4FnAwkbF8LYXr\nES+j5QHmTS20iYiISGehoLCkOREEXkAEdnXANGKP47r0mueBW4kRwrXEaOAgYvp5fQvv+RZmm3HP\nJp5MwmwTNTXnt0UnREREpB0oKCxZfyemiRcTgd4yYpr3B+n82cSI4KlEQJjLSN4MPEbUJuxNdk/j\nOG7gi1/8P9x222/YvHk2AGZvM336FCWQiIiIdGJaU1iizKqALwE/IfYx/jWRGJJdB3ghEQg2EtPN\nazPtP0yvG0dMPQM0MGbMGcyZM0db14mIiLQhrSmUVrSVmCI+ipgOXtHCayqILOR+xDRyzpEUriOc\nDnyLwYNvZs6cOUBkFisQFBERKR0aKSxRZr2I6eNPAH8ADiTKyMxKr4ip4Cg140Rdwq3AvkQJmr7A\n94mp5QuBfnTpso7vfGcCl156KVdccQWzZt0MwMSJ5zJ06NBtI4fDhx/HggWLAI0iioiI7A7tfdyG\nyi8o3IdYH1hJvqTM18gPDm8kpoxz58alc7nnk4iahZ4e16X28Zx00jDuv39hwbVdu1bS2DiTWLt4\n47ZzlZWTmTu3VoGhiIjIu6DpY2lFFcSo30wKp4InEwFhFZF0kjs3m3yWMpm2F7Z7j/vvr6GwVM1s\nGhtz155ecK6hIfZAVlAoIiLSsWlHk5LVlfyuJlm5eoJv7uL7dGmhrXxGXEVERMpFUUcKzWwl8AYR\nvWxx92EWabN3AP2BlcAX3P219PqpRErtVmC8u9+X2ocAc4g6Kve4+4T27UlH9A+gOzENnDMJOIgo\nNfMsheVmnmj2fBJRsmYwzcvSVFXtzYYNk5pdm/vKBxa8vrJyMjU1tXvUExEREWl7RV1TaGYrgCHu\nviHT9j3gFXf/nplNBvq4+xQzO5qosvzPwCHA/cAR7u5mthD4ursvNLN7gGvd/d5mn1Vmawr7EFnE\nJ5LPPB5IbHcHsBp4hVhzWAF8mggkHyDK1GwiYu+exNrC7lRUVHD55RNZsGAR8+cPTO+7DniG2BHl\nYSoqXuCccz7N2rUbASWaiIiI7I5yXVPYvMOjgOHpuBaoB6YAnwVuc/ctwEozWw4cb2argF7uvjBd\ncwtwGlAQFJYfIwLC64D9iKSTOmI6+E2gDzCACOr+ATwK/CWdPxn4LREQGrEvcgVNTd256667mDFj\nBg89NIaGhquIdYezyK0hbGqqZe3aea2yB3K2FqIymkVERNpWsdcUOnC/mT1mZmNT24Huvi4dryNq\nqUDUSFmduXY1MWLYvH1Nai9zbxEFqLsBVxKBWyUwlgj2Xie+tn2J4tQvputOBn6f2mYRSSaVxMz8\nLBYvfpGpU6dy6aXfoKKihsKvvvXU1dUxevQY5s8fxfz5A7nssu+l41GMHj2Gurq6d34TERER2WXF\nHik80d1fMrMDgPlm9mz2ZJoaLp8531bVjShMfTWFGcXziOzgScDhxNTwd4CJwPuBJcCH2T4TuWbb\n88WLJ7L//otoappJBIWFaw6HD79kj+9+5swb0kikMppFRETaQ1GDQnd/Kf1cb2ZzgWHAOjM7yN1f\nNrODiYrLECOAh2Yu70dEJGvScbZ9TUufN23atG3H1dXVVFdXt05HOqRuu/i6jbv4uh0NKi8iRh/n\npedjWbBgEZdeuotvKyIiItTX11NfX1/UeyhaoomZ7Q10cfeNZtYTuI8YsjoJeNXdrzKzKUDvZokm\nw8gnmhyeRhMfJYarFgK/Q4kmmO1F7Gnck8KC1GOI4tJvpnN9iT2PG4hA8lRi+jhbyHo8sVXeWGA8\ngwcfxowZMxg9egwNDQMpHFWsZcSIPV9TmJs+jtFCFcQWEZHyUlY7mpjZQGBuetoV+IW7z0glae4E\n3sv2JWm+SZSkaQQmuHtdas+VpKkkStJk5zNzn1dmQeG+xChgBZFo4kSyyYeJBJSfEFPH3YhM4x5E\ntnE3IkA8MJ3fCjSl9zEGD+7PokWR8FFXV8fUqdNZuvRpmpquBlo3YFOiiYiIlKuyCgrbW/kFhb3S\nURMR8EHE0z9Ix7XECODYdLyFSNp+jqhhuJXYBm9/YAtdu27gt7+9ZVswpoBNRESk7SgobEPlFxTu\naPr458BIIhC8kBgV/DQwP70m99qJ6fpc0DiGysqfM3duFKLOT+0Wfzo3G6AqKBURkVKgoLANlV9Q\n2IuYCs5mH9eS3+N4MnA2Met+JDEymFsbWAdMI/J4+pNPJBlFVdV0+vfvx+LF59La6wh3R+Haw+IH\nqCIiIq2hXItXS5voRowSNvc8MJ0IEF8m/gSWkk/griOCvavS8wnA3duu3rDhAF577cm2ueXdUFi6\nRuVqREREdpeCwpLlwPE0ryEY08XnEgHhJGLN4Fbgr+n80URAmK1ReCHwSWJ0sZampvlUVFxEU1Oc\n1f7GIiIinZ+CwpLVCDwIjAAuI0rQ9EjPbyP2LR6Tfo4i1hBupOUdSo4EFgAfSM8HccwxR7P//lGb\nsKameNO1NTXnpy334rkCVBERkd2joLBkNRKjgg8Qv+YuRMWe54A3gIFEWZo7iFHDRmIHlDOIEcGc\ni4is5RXAKuBMooTNsA6R1DFy5Ejmzq3NJJpoPaGIiMjuUKJJiTKrIILAivToTr4czXiiVE0T8FWi\nMPQmIjDclwgCHybWH36c7TOTJwBf3paN3JGCMGUii4hIKVD2cRsqv6Cwivx0LzTfdQSmAjOIpJPT\niCAwl228lRgZrEjPlxMBZfb6yEYuVtZxS5SJLCIipaIYQeGONrSVkreJ2D6uH/mA8I107gLAiODw\ntaLc3e4ozESO4DA3aigiIiI7pzWFJes14AniV9xEZBrnXExkIN+UzmULVi8FxhHTyoPSdW9RmMU8\nEThXSR0iIiIlREFhyepJBHz7AuuJQeFJxMjgz4jkEoA+wEHELicQxa3/TGQp59t69VpDt27T6dOn\nF/vuexT777+iwyV1KBNZRERk92lNYYky24eYAu5K1Cy8Jp3J1Rx8ADiPmDpeQb6Y9ez0usK2ESP6\ndpi1gzujRBMRESkFSjRpQ+UXFPYiRgePZvskkwuJNYXjyNcpnA08ndp/Qz5AXE737o3Mm3e7AiwR\nEZF2okQTaUXdiLWCfVs4dyRwGLHv8fmpbT2xx/GB5KeNl1NRsUUBoYiISBnQmsKStTX9PB84K9M+\nGTibmDY+mBgRjO3r4vgO8qOJm7n88m8qIBQRESkDmj4uUWZ7EdvaXQvcTawhPBI4kdjJZAux1rAH\nsbZwEJFhvAnYC3ibMWPOZM6cOe1+7yIiIuVOawrbUPkFhblEkw+llsXEDicOvE1MH68hHwTm6hJC\nZCiv5bDD+rJ8+VPtedsiIiKC1hRKq+oK/Aj43/T4TyLY60KMDq4GjgI+BfyQ2P2kK7GucB1wHi++\n+BJ1dXXtf+siIiLS7hQUlqyWfrUNwCwiI7kLMZW8lNjZBOCfiDWFlcDvgA9oRxAREZEyoUSTkrWF\nwl1MJlG4F3IjcDOxs8mNxDRyTyJohFhf+EFiullERERKnYLCktVA7GiSK0a9GTiByCrektpuJcrP\nDAKmAFeSr2cIFRU11NT8op3uV0RERIpJ08cla18iKFxNJJT0J8rQOFHMug/5eoSQDxTzjjnmQypH\nIyIiUiZKZqTQzE4hMia6AD9x96uKfEtF9ncio/gNoiwNxJTwCPLTxbl9gScRI4vjt11dWTmZGTO0\nb7CIiEi5KImSNGbWBXgOOIkYFvsTcJa7P5N5TVmVpIFIZ4/AsHdqeYvIPN5MlKXZlxgsbqR7926c\nddYo1q7dCGjfYBERkWIqRkmaUhkpHAYsd/eVAGZ2O/BZ4JmdXVTqyi0IFhERkd1XKmsKDwH+mnm+\nOrWJiIiIyC4olaBQQ2IiIiIie6BUpo/XAIdmnh9KjBYWmDZt2rbj6upqqqur2/q+RERERN5RfX09\n9fX1Rb2HUkk06UokmnwSWAssRIkmIiIi0kkp0WQ3uXujmX0dqCNK0tyUDQhFREREZOdKYqRwV2ik\nUERERDqLYowUlkqiiYiIiIjsAQWFIiIiIqKgUEREREQUFIqIiIgICgpFREREBAWFIiIiIoKCQhER\nERFBQaGIiIiIoKBQRERERFBQKCIiIiIoKBQRERERFBSKiIiICAoKRURERAQFhSIiIiKCgkIRERER\nQUGhiIiIiKCgUERERERQUCgiIiIiKCgUERERERQUioiIiAgKCkVEREQEBYUiIiIiQpGCQjObZmar\nzWxxepyaOTfVzF4ws2fN7ORM+xAzW5bOXZNp72Fmd6T2R8ysf3v3R0RERKSzK9ZIoQOz3H1wevwe\nwMyOBs4AjgZOAa4zM0vXXA+c5+5HAEeY2Smp/Tzg1dR+NXBVe3ako6uvry/2LRSF+l1e1O/yon6X\nl3LtdzEUc/rYWmj7LHCbu29x95XAcuB4MzsY6OXuC9PrbgFOS8ejgNp0fBfwyba75c6nXP9jUr/L\ni/pdXtTv8lKu/S6GYgaF3zCzpWZ2k5n1Tm19gdWZ16wGDmmhfU1qJ/38K4C7NwKvm1lVm965iIiI\nSIlps6DQzOanNYDNH6OIqeCBwLHAS8DMtroPEREREXln5u7FvQGzAcDd7j7IzKYAuPuV6dy9wL8D\nq4AH3f2o1H4W8DF3/2p6zTR3f8TMugIvufsBLXxOcTsqIiIi8i64e0tL7dpM1/b8sBwzO9jdX0pP\nRwPL0vE84FYzm0VMCx8BLHR3N7M3zOx4YCFwDnBt5poxwCPA54EHWvrM9v5iRURERDqTogSFwFVm\ndiyRhbwC+AqAuz9tZncCTwONwDjPD2WOA+YAlcA97n5var8J+JmZvQC8CpzZbr0QERERKRFFnz4W\nERERkeLr8DuamNm/mdlTZrbVzI5rdq7VCl2b2Rgzez49vphpH2hmj6Zrbjezbplz16b2pWY2uO2+\nhd1jZqek7+YFM5tc7PvZETP7qZmtM7NlmbaqlKz0vJndl8lQL/rvvRX7faiZPZj+vp80s/Hl0Hcz\n2yu9/xIze9rMZpRDv9NndLEo2H93ufQ5fc5KM3si9X1hufTdzHqb2a/M7Jn0t358qffbzD5g+Y0p\nFpvZ62Y2vtT7nenHU+meb0332bn67e4d+gEcCbwfeBA4LtN+NLAE6AYMIGoa5kY+FwLD0vE9wCnp\neBxwXTo+A7g9HVcBLwK90+NFYL907k7gC+n4euCCdPwpYhob4HjgkWJ/V82+ty7pOxmQvqMlwFHF\nvq8d3OtHgcHAskzb94BL0vFk4MqO8Htv5X4fBBybjvcBngOOKpO+751+diXWA/9rmfR7IvALYF65\n/J2n914BVDVrK/m+EzV0v5T5W9+vHPqd6X8FUWHk0FLvd7r3PwM90vM7iHyHTtXvNvlDaKM/ruZB\n4VRgcub5vcAJwMHAM5n2M4HZmdccn/kPdH06Pgu4PnPN7HSdAeuBitR+AnBvOv5P4IzMNc8CBxb7\ne8rcz0dy95qeTwGmFPu+dnK/AygMCrd9n0Tw9GxH+L238Xfwa+Ckcuo7sDfwJ+CDpd5voB9wP/Bx\nouJC2fydE0Hhe5q1lXTfiQDwzy20l3S/m/X1ZOC/y6HfRGD2HNAn3dPdwIjO1u8OP328E61V6Po9\nO3mvKuA1d29q4b365t4rc02/PetSq9rW1yTXp87iQHdfl47XAQem42L/3tuERWmmwcCjlEHfzazC\nzJYQ/XvQ3Z+i9Pt9NXAx0JRpK/U+5zhwv5k9ZmZjU1up930gsN7MbjazRWZ2o5n1pPT7nXUmcFs6\nLul+u/sGoubyX4C16fPm08n63SGCQttxoevPFPG2fBde07zMza5c01460r3sEY9/4rRXf9r9ezOz\nfYgtGie4+8aCmynRvrt7k7sfS/xD6mNm9vFm50uq32b2aeBv7r6Ylrf4LLk+N3Oiuw8GTgW+ZmYf\nLbiZ0ux7V+A4YrrvOOBNYsYmfyOl2W8AzKw78Bngl9vdSAn228wOAy4kZr36AvuY2dkFN9IJ+t0h\ngkJ3H+Hug1p43L2Ty9YQ6xRy+hHR8RoKR+xy7blr3gtgUeh6P3d/tYX3OjS1bQB6m1lF5r3W7OTz\n19BxtNSn1Tt4bUe0zswOgqhrCfwttRf7996q0qLfu4CfufuvU3NZ9B3A3V8HfgcMobT7/S/AKDNb\nQYycfMLMfkZp93kbT3Vp3X09MBcYRun3fTWw2t3/lJ7/iggSXy7xfuecCjyefudQ+r/vocD/N9RQ\nWQAABLNJREFUuPuraRTvv4hlXJ3r992ac+pt+SDWFA7JPM8t0uxODNO/SH6R5qNE8oex/SLN6z0/\nT59dpPlnYoFmn9xxOncnae0gMU/fUqLJCXS8RJOu6TsZkL6jDptoku53ANsnmkxOx1PYfnFuUX7v\nrdxnA24Brm7WXtJ9B/bPfFYl8Efgk6Xe70z/h5NfU1jyfSbWjfZKxz2Bh4m1ZuXQ9z8C70/H01Kf\nS77f6b1vB8Zknpd0v4FjgCeJ/6cZkWT0tc7W71b/Q2iDP6zRxBx6A/Ay8PvMuW8SGTvPAiMz7UOI\nXVKWA9dm2nukL+gFIuNxQObcuan9hWZ/yAPTL+gFIpuoW+bcj9JnLCWTBNNRHsS/1J5L9zi12Pez\nk/u8jViDsTn9rs9Nf+T3A88D9+X+wDvC770V+/2vxPqyJcDi9Dil1PsODAIWpX4/AVyc2ku635nP\nGU4++7jk+5w+Y0l6PEn6f1GZ9P0YIpFqKTFytF+Z9Lsn8ArpHwNl9Pu+BHgq3XMtkVncqfqt4tUi\nIiIi0jHWFIqIiIhIcSkoFBEREREFhSIiIiKioFBEREREUFAoIiIiIigoFBEREREUFIpIJ2Rmp5lZ\nk5l9oAifvdLMqna1XUSks1BQKCKd0VnAb9PP9raj4q4q+ioinZqCQhHpVMxsH2ILqK8DZ2Taq82s\n3sx+aWbPmNnPM+dWmtk0M3vczJ7IjTCmtprM6540s9zeonPN7LHUNvZd3N+A9Pk3pGvrzGyvdO5w\nM7vfzJakexmY2r9vZsvSvX0h058FZvZrM3vRzK40s3PMbGF63fvS6w4ws1+l9oVm9i978PWKSBlT\nUCginc1ngXvd/S/AejM7LnPuWGACsa/o+zIBkgPr3X0IcD0wKdOelX3+JXcfCvwzMN7M+ryLezwc\n+JG7fwh4DTg9tf8C+A93Pxb4CPCymZ1ObIf2YeAk4PtmdlB6/YeBrwBHAecAh7n7MOAnwDfSa64h\n9s8eBnw+nRMRedcUFIpIZ3MW8Mt0/EsKp5AXuvtaj/07lwADMuf+K/1c1Kx9RyaY2RLgf4FDgSPe\nxT2ucPcn0vHjwIA0wtnX3X8D4O6b3b0BOBG41cPfgAVEIOrAn9x9nbtvJvZBrUvv+WSmDycBPzKz\nxcBvgF5mtve7uFcREQC6FvsGRER2VUrk+DjwITNzoAsRPF2cXrIp8/KtFP4/blML7Y0U/uM4N81b\nDXwSOMHd3zazB3PndlHz+3ina63Z89yIZfZ9mjLPm8j3wYDjU+AoIrLbNFIoIp3J54Fb3H2Auw90\n9/cCK8zso7v5fiuB4wDSNPTA1L4v8PcUEB4JnLCH923u/g9gtZl9Nn1eDzOrBP4bOMPMKszsAOBj\nwEK2DxR35D5g/LYPMjt2D+9VRMqUgkIR6UzOBOY2a7uLmEJ2di0DOPu6u4AqM3sS+BrwXGq/F+hq\nZk8DM4gp5F1535aOs8/PIdYnLgUeBg5097nAE8BS4AHg4jSNvLP+ZM+NB4aa2VIzewo4fxfuVURk\nOxZLb0RERESknGmkUEREREQUFIqIiIiIgkIRERERQUGhiIiIiKCgUERERERQUCgiIiIiKCgUERER\nERQUioiIiAjw/wH6JplDCzgd8AAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x107c16410>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x10840e4d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAokAAAFHCAYAAADN3dZ4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x108705c50>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are several outliers to be accounted for. Lets limit the data to annual income of $200000."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2 = loan_2[loan_2['annual_inc']<200000]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.annual_inc.hist(figsize=(10,5))\n",
"plt.ylabel('Number of Loans')\n",
"plt.xlabel('Annual Income')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.text.Text at 0x1081c50d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAFHCAYAAAAxyP2yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npAXz/wPSgu4IAH5fqgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10e6bfdd0>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much better!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a quick look at the funded amount. We will plot funded amount both from the unfiltered data frame and the filtered data frame (annual income < $200,000). "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print loan.funded_amnt.hist()\n",
"plt.title(\"Loan with income maximum of $8,000,000.00\")\n",
"plt.xlabel(\"Funded Amount\")\n",
"plt.show()\n",
"\n",
"print loan_2.funded_amnt.hist()\n",
"plt.title(\"Loan with income maximum of $200,000.00\")\n",
"plt.xlabel(\"Funded Amount\")\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Axes(0.125,0.125;0.775x0.775)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEZCAYAAABvpam5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x1086de190>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Axes(0.125,0.125;0.775x0.775)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEZCAYAAABvpam5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/f9KfyvUkBAYigAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10a413a90>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There's no significant difference to Funded Amount when we remove the outliers in Annual Income. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Cleaning Loan_Status\n",
"\n",
"Our feature \"loan_status\" has seven unique values. To do our logistic regression we require two.\n",
"\n",
"Below, you'll notice a bar chart that highlights each of the seven values. We'll be removing \"Current\", as our goal is to focus on who paid or didn't pay their loans. \"Fully Paid\" will remain as is and the rest of the columns will be characterized as \"Unpaid\", after all that's pretty much what they are."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.loan_status.value_counts().plot(kind='bar',alpha=.30)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x108744c90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAFUCAYAAADLQSDCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x107a89810>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#cleaning \"loan_status\"\n",
"loan_2['loan_status_clean'] = loan_2['loan_status'].map({'Current': 2, 'Fully Paid': 1, 'Charged Off':0, 'Late(31-120 days)':0, 'In Grace Period': 0, 'Late(16-30 days)': 0, 'Default': 0})\n",
"loan_2 = loan_2[loan_2.loan_status_clean != 2] \n",
"loan_2[\"loan_status_clean\"] = loan_2[\"loan_status_clean\"].apply(lambda loan_status_clean: 0 if loan_status_clean == 0 else 1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.loan_status_clean.value_counts().plot(kind='bar',alpha=.30)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10a984190>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD7CAYAAACCEpQdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x1074235d0>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.info()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 53487 entries, 3 to 188121\n",
"Data columns (total 9 columns):\n",
"funded_amnt 53487 non-null float64\n",
"emp_length 53487 non-null object\n",
"annual_inc 53487 non-null float64\n",
"loan_status 53487 non-null object\n",
"home_ownership 53487 non-null object\n",
"addr_state 53487 non-null object\n",
"tax_liens 53487 non-null float64\n",
"grade 53487 non-null object\n",
"loan_status_clean 53487 non-null int64\n",
"dtypes: float64(3), int64(1), object(5)"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Cleaning Employment Length"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2['emp_length_clean'] = loan_2.emp_length.str.replace('+','')\n",
"loan_2['emp_length_clean'] = loan_2.emp_length_clean.str.replace('<','')\n",
"loan_2['emp_length_clean'] = loan_2.emp_length_clean.str.replace('years','')\n",
"loan_2['emp_length_clean'] = loan_2.emp_length_clean.str.replace('year','')\n",
"loan_2['emp_length_clean'] = loan_2.emp_length_clean.str.replace('n/a','0')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.emp_length_clean.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"array(['10 ', '2 ', '1 ', '9 ', '5 ', ' 1 ', '8 ', '0', '7 ', '4 ', '3 ',\n",
" '6 '], dtype=object)"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2['emp_length_clean'] = loan_2.emp_length_clean.map(float)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Cleaning Grade_Clean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we'll be adding a value to letter grade assigned to individual loans. \"A\", the highest rating, will receive the value 7. \"G\", the lowest rating, will receive the value 1.\n",
"\n",
"Using the map function, we assign the values:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2['grade_clean'] = loan_2['grade'].map({'A':7,'B':6,'C':5,'D':4,'E':3,'F':2,'G':1})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Filling in mean values for NaN values."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"funded_amnt = loan_2.funded_amnt\n",
"mean_funded_amnt = loan_2[loan_2.funded_amnt.notnull()].funded_amnt.mean()\n",
"loan_2.funded_amnt.fillna(mean_funded_amnt, inplace=True)\n",
"\n",
"annual_inc = loan_2.annual_inc\n",
"mean_annual_inc = loan_2[loan_2.annual_inc.notnull()].annual_inc.mean()\n",
"loan_2.annual_inc.fillna(mean_annual_inc, inplace=True)\n",
"\n",
"emp_length = loan_2.emp_length_clean\n",
"mean_emp_length_clean = loan_2[loan_2.emp_length_clean.notnull()].emp_length_clean.mean()\n",
"loan_2.emp_length_clean.fillna(mean_emp_length_clean, inplace=True)\n",
"\n",
"grade = loan_2.grade\n",
"mean_grade_clean = loan_2[loan_2.grade.notnull()].grade_clean.mean()\n",
"loan_2.grade_clean.fillna(mean_grade_clean, inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Describing Data using Logistic Regression"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import statsmodels.api as sm\n",
"from sklearn import linear_model, datasets\n",
"from sklearn.cross_validation import train_test_split"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###First Logistic Regression (Employment Length & Grade of the Loan)\n",
"Predicting whether a loan will be paid off using Emplyoment Length and Grade of the Loan."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_Variables = ['emp_length_clean', 'grade_clean']\n",
"X = loan_2[X_Variables]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = X.values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y = loan_2['loan_status_clean'].values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf = linear_model.LogisticRegression()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model = clf.fit(X,y)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model.score(X, y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
"0.77702993250696428"
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.DataFrame(zip(X_Variables,model.coef_.T))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> emp_length_clean</td>\n",
" <td> [0.0160344150048]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> grade_clean</td>\n",
" <td> [0.312299443185]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": [
" 0 1\n",
"0 emp_length_clean [0.0160344150048]\n",
"1 grade_clean [0.312299443185]"
]
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above we have our coefficients:\n",
"\n",
"0.0160 for the lenght of employment\n",
"\n",
"0.3123 for the grade a loan received. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets take a look at the grade a loan receives. For every additional increase in the grade \"G\" to \"F\" or in our case \"1\" to \"2\" the chance of the loan being paid off increases by .3123"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Makes intuitive sense right? Why else would Lending Tree give a high grade to a loan that they think is faulty and as the grade for a loan increases so does the chance of the loan being paid off in this case by a coefficient of .3123"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alright. Well what about the years that someone has been employed? That certainly could be used as a predictor. In this case, it's not the best predictor. For every each additional year that someone is employed the chance of that person paying back their loan increases only by 0.0160"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Second Logistic Regression (Funded Amount & Annual Income)\n",
"Predicting whether a loan will be paid off using Funded Ammount and Annual Income. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_Variables_2 = ['funded_amnt', 'annual_inc']\n",
"X_2 = loan_2[X_Variables_2]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_2 = X_2.values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_2 = loan_2['loan_status_clean'].values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_2 = clf.fit(X_2,y_2)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_2.score(X_2, y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
"0.77809561201787347"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.DataFrame(zip(X_Variables_2,model_2.coef_.T))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> funded_amnt</td>\n",
" <td> [-2.38695184337e-05]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> annual_inc</td>\n",
" <td> [2.2999063003e-05]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": [
" 0 1\n",
"0 funded_amnt [-2.38695184337e-05]\n",
"1 annual_inc [2.2999063003e-05]"
]
}
],
"prompt_number": 33
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The reason for such low coefficients, for funded amount and annual income, is that the numbers are in thousands, granted they're in $, and loan status is binary ranging from 0 to 1. \n",
"\n",
"Let's look at the amount funded. As the amount funded increases by $10,000 the chance of it getting paid back decreases by -0.238 = (10,000 x -0.0000238).\n",
"\n",
"Similar, as annual income increases so does the chance of the loan being paid off. Intuitive, right? This is understandable and supported by the positive coefficient 0.0000202. In other words if my annual income increases by $10,000 so does the chance of me paying back the loan by 0.230 (10,000 x 0.0000230)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Third Logistic Regression (Home Ownership)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Predicting whether a loan will be paid off given the individuals home ownership status. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We currently have a column \"home_ownership\" with five unique values: \"Rent\", \"Mortgage\", \"Own\", \"None\", \"Other\"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.home_ownership.unique().tolist()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": [
"['RENT', 'MORTGAGE', 'OWN', 'NONE', 'OTHER']"
]
}
],
"prompt_number": 34
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before running this unique list, using logistic regression, against loan status, we have to create individual columns for each value, referred to as dummy variables. \n",
"\n",
"Each column will have a True or a False value associated with the individual loan that has either \"Rent\", \"Mortgage\", \"Own\", \"None\" or \"Other\"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"home_ownership = pd.get_dummies(loan_2.home_ownership)\n",
"loan_2 = loan_2.join(home_ownership)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below are our dummy variables."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_2.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>funded_amnt</th>\n",
" <th>emp_length</th>\n",
" <th>annual_inc</th>\n",
" <th>loan_status</th>\n",
" <th>home_ownership</th>\n",
" <th>addr_state</th>\n",
" <th>tax_liens</th>\n",
" <th>grade</th>\n",
" <th>loan_status_clean</th>\n",
" <th>emp_length_clean</th>\n",
" <th>grade_clean</th>\n",
" <th>MORTGAGE</th>\n",
" <th>NONE</th>\n",
" <th>OTHER</th>\n",
" <th>OWN</th>\n",
" <th>RENT</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> 15000</td>\n",
" <td> 10+ years</td>\n",
" <td> 98000</td>\n",
" <td> Fully Paid</td>\n",
" <td> RENT</td>\n",
" <td> NY</td>\n",
" <td> 0</td>\n",
" <td> C</td>\n",
" <td> 1</td>\n",
" <td> 10</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> 3000</td>\n",
" <td> 10+ years</td>\n",
" <td> 25000</td>\n",
" <td> Fully Paid</td>\n",
" <td> RENT</td>\n",
" <td> FL</td>\n",
" <td> 0</td>\n",
" <td> B</td>\n",
" <td> 1</td>\n",
" <td> 10</td>\n",
" <td> 6</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> 4800</td>\n",
" <td> 2 years</td>\n",
" <td> 39600</td>\n",
" <td> Fully Paid</td>\n",
" <td> MORTGAGE</td>\n",
" <td> TX</td>\n",
" <td> 0</td>\n",
" <td> B</td>\n",
" <td> 1</td>\n",
" <td> 2</td>\n",
" <td> 6</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> 6000</td>\n",
" <td> 1 year</td>\n",
" <td> 70000</td>\n",
" <td> Fully Paid</td>\n",
" <td> MORTGAGE</td>\n",
" <td> NC</td>\n",
" <td> 0</td>\n",
" <td> B</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 6</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> 10075</td>\n",
" <td> 2 years</td>\n",
" <td> 55000</td>\n",
" <td> Fully Paid</td>\n",
" <td> MORTGAGE</td>\n",
" <td> DE</td>\n",
" <td> 0</td>\n",
" <td> E</td>\n",
" <td> 1</td>\n",
" <td> 2</td>\n",
" <td> 3</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": [
" funded_amnt emp_length annual_inc loan_status home_ownership addr_state \\\n",
"3 15000 10+ years 98000 Fully Paid RENT NY \n",
"12 3000 10+ years 25000 Fully Paid RENT FL \n",
"15 4800 2 years 39600 Fully Paid MORTGAGE TX \n",
"22 6000 1 year 70000 Fully Paid MORTGAGE NC \n",
"26 10075 2 years 55000 Fully Paid MORTGAGE DE \n",
"\n",
" tax_liens grade loan_status_clean emp_length_clean grade_clean \\\n",
"3 0 C 1 10 5 \n",
"12 0 B 1 10 6 \n",
"15 0 B 1 2 6 \n",
"22 0 B 1 1 6 \n",
"26 0 E 1 2 3 \n",
"\n",
" MORTGAGE NONE OTHER OWN RENT \n",
"3 0 0 0 0 1 \n",
"12 0 0 0 0 1 \n",
"15 1 0 0 0 0 \n",
"22 1 0 0 0 0 \n",
"26 1 0 0 0 0 "
]
}
],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's run the logistic regression."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_Variables_3 = ['RENT', 'MORTGAGE', 'OWN', 'NONE', 'OTHER']\n",
"X_3 = loan_2[X_Variables_3]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_3 = X_3.values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_3 = loan_2['loan_status_clean'].values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_3 = clf.fit(X_3,y_3)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_3.score(X_3,y_3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 41,
"text": [
"0.77809561201787347"
]
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.DataFrame(zip(X_Variables_3, model_3.coef_.T))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> RENT</td>\n",
" <td> [0.219178922014]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> MORTGAGE</td>\n",
" <td> [0.553450501195]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> OWN</td>\n",
" <td> [0.317744061658]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> NONE</td>\n",
" <td> [0.434085592491]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> OTHER</td>\n",
" <td> [-0.654472520962]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 42,
"text": [
" 0 1\n",
"0 RENT [0.219178922014]\n",
"1 MORTGAGE [0.553450501195]\n",
"2 OWN [0.317744061658]\n",
"3 NONE [0.434085592491]\n",
"4 OTHER [-0.654472520962]"
]
}
],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"My understanding for someone putting \u201cOTHER\u201d for home ownership on the loan application is that they either did not want to reveal their home ownership situation, are hiding something, or are bad at filling out applications. \u201cNone\u201d could be an honest answer, from someone that may be living with their parents. \n",
"\n",
"Regardless, it seems that if someone checks off \u201cOTHER\u201d and gets funded, then there\u2019s a very good chance of that individual defaulting on his or her loan.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Fourth Logistic Regression (Years Employed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using our column of years employed, we clreate dummies so that we could easily run the logistic regression. We're trying to see which length of employment is best predictive of someone paying back their loan."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"emp_dummies = pd.get_dummies(loan_2.emp_length)\n",
"loan_2 = loan_2.join(emp_dummies)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_Variables_4 = ['< 1 year','1 year','2 years','3 years','4 years','5 years','6 years','7 years','8 years','9 years','10+ years']\n",
"X_4 = loan_2[X_Variables_4]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_4 = loan_2['loan_status_clean'].values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_4 = clf.fit(X_4,y_4)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"model_4.score(X_4, y_4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 47,
"text": [
"0.77809561201787347"
]
}
],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.DataFrame(zip(X_Variables_4,model_4.coef_.T))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"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>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> &lt; 1 year</td>\n",
" <td> [0.391361177496]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> 1 year</td>\n",
" <td> [0.452628193439]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> 2 years</td>\n",
" <td> [0.508271648822]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> 3 years</td>\n",
" <td> [0.475809147396]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> 4 years</td>\n",
" <td> [0.395646588617]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> 5 years</td>\n",
" <td> [0.449174342544]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> 6 years</td>\n",
" <td> [0.405863824018]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> 7 years</td>\n",
" <td> [0.42051748587]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> 8 years</td>\n",
" <td> [0.418944522839]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> 9 years</td>\n",
" <td> [0.414805343338]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> 10+ years</td>\n",
" <td> [0.496719497268]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 48,
"text": [
" 0 1\n",
"0 < 1 year [0.391361177496]\n",
"1 1 year [0.452628193439]\n",
"2 2 years [0.508271648822]\n",
"3 3 years [0.475809147396]\n",
"4 4 years [0.395646588617]\n",
"5 5 years [0.449174342544]\n",
"6 6 years [0.405863824018]\n",
"7 7 years [0.42051748587]\n",
"8 8 years [0.418944522839]\n",
"9 9 years [0.414805343338]\n",
"10 10+ years [0.496719497268]"
]
}
],
"prompt_number": 48
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There doesn't appear to be too much variance between the generated coefficients of the years employed. It looks like, so long as the person is employed they will be paying back their loan. \n",
"\n",
"However, it holds true, that if someone is unemployed or has less than a year of employment then they'll have a lower chance of repaying their loan. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"####For some graphs and charts refer to my earlier post on this same dataset. Below I'll be going over some mapping using cartodb which is a web mapping tool. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Describing Data using CartoDB"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below we're generating a csv file, with select columns, so that we could pull it into cartodb. Cartodb is a web mapping tool. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_cartodb2 = loan_2[['addr_state','funded_amnt','emp_length_clean','annual_inc','grade_clean','loan_status_clean']]\n",
"#loan_cartodb2.to_csv('/Users/olehdubno/Desktop/loan_cartodb2.csv', index=False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 49
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we use www.cartodb.com. A very intuitive and friendly way of generating maps. \n",
"\n",
"Before mapping our data, cartodb uses an intelligent way, in this instance, in converting State acronyms into latitude and longitude.\n",
"\n",
"After selecting the features we want to play with, cartodb generates a map and ways to share it. One of the ways is using IFrame. IFrame uses HTML to embed content from one source into another."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Mapping Paid and Unpaid Loans"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML\n",
"HTML(\"<iframe width='100%' height='520' frameborder='0' src='http://shortyskater456.cartodb.com/viz/40d16f7e-6d3e-11e4-a898-0e9d821ea90d/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<iframe width='100%' height='520' frameborder='0' src='http://shortyskater456.cartodb.com/viz/40d16f7e-6d3e-11e4-a898-0e9d821ea90d/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 50,
"text": [
"<IPython.core.display.HTML at 0x112c139d0>"
]
}
],
"prompt_number": 50
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above map is referred to as the choropleth map, \"a thematic map in which areas are shade patterned in proportion to the measurement of the statistical variable being displayed.\" (wikipedia)\n",
"\n",
"As the intensity of the color increases (gets closer to 1), on average the majority of the people residing in that state have paid of their loan.\n",
"\n",
"The number near the point references the amount of loans given in that state.\n",
"\n",
"By the looks of the map I wouldn't give loans out to Oregon, Wisconsin, Nevada, Tennessee, Virginia, Indianapolis, maybe a few others.\n",
"\n",
"Of course this an average of individual loans, per state, discounting specific regions of the state, and is not the best estimate for whether a funded individual in that state is likely to repay their loan.\n",
"\n",
"However, maybe the other features could help determine which state is less likelier to pay off a loan. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Mapping The Amount Funded"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"HTML(\"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/0dce85a4-6d10-11e4-98f3-0e9d821ea90d/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/0dce85a4-6d10-11e4-98f3-0e9d821ea90d/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
"<IPython.core.display.HTML at 0x112c13d50>"
]
}
],
"prompt_number": 51
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reviewing the map we could see that Oregon, Montana and Mississippi, on average, have taken out higher loans (closer to $35,000).\n",
"\n",
"According to the \"Paid vs Unpaid\" map, Oregon is not only taking out the highest loans, it's also not paying them back.\n",
"\n",
"On average, indivduals receiving a loan in Oregon are much more liklier to default on their loan as they are also liklier to receive bigger loans. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Mapping Annual Income"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"HTML(\"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/c2c9b8a4-6ba6-11e4-aadc-0e4fddd5de28/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/c2c9b8a4-6ba6-11e4-aadc-0e4fddd5de28/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 52,
"text": [
"<IPython.core.display.HTML at 0x112c13f10>"
]
}
],
"prompt_number": 52
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There's several outliers in the data that have been removed, using cartodb, in terms of annual income. \n",
"\n",
"Before removing the outliers, the income ranges from $33,504.72 to $7,241,778. Which is an obsene amount. I limit it to $500,000.00\n",
"\n",
"Interestingly, Oregon is the state with the highest income, lowest payback rate and on average the state that takes out the highest loans. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Mapping The Grade Given To Individual Loans"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"HTML(\"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/57bfeb6c-6ba8-11e4-a74d-0e4fddd5de28/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<iframe width='100%' height='520' frameborder='0' src='http://olehdubno.cartodb.com/viz/57bfeb6c-6ba8-11e4-a74d-0e4fddd5de28/embed_map' allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 53,
"text": [
"<IPython.core.display.HTML at 0x1135a1550>"
]
}
],
"prompt_number": 53
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Keeping on track with Oregon, a state I'm not too familiar with, it happens to be a state with a fairly good rating for loans according to the data, not really. At least for the loans given out by Lending Club.\n",
"\n",
"I could understand why Lending Club, on average, would give a pretty good grade to loans in Oregon. The average population there has some of the highest income. We could see that by looking at the income map presented before."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Decision Tree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"####Train Test Split\n",
"Here, we're using the train test split function from sklearn to split up the features into train and test values. Our test size will be 25% of our actual data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn.naive_bayes import GaussianNB\n",
"clf = GaussianNB()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_Variables = ['emp_length_clean', 'grade_clean','emp_length_clean','grade_clean']\n",
"X = loan_2[X_Variables]\n",
"\n",
"X = X.values\n",
"y = loan_2['loan_status_clean'].values"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn.cross_validation import train_test_split\n",
"\n",
"X_train, X_test, Y_train, Y_test = train_test_split(X,y,test_size=0.25)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 56
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"clf.fit cretes a classifier object, which is called \"clf', and then this new \"fitted\" object, \"clf\", can do things like score and predict."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf = GaussianNB()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf.fit(X_train,Y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 58,
"text": [
"GaussianNB()"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf.score(X_train,Y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 59,
"text": [
"0.74363704349993764"
]
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf.score(X_test,Y_test)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": [
"0.74132515704457069"
]
}
],
"prompt_number": 60
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Time for Decision Tree"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"clf.fit(X_train,Y_train)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 61,
"text": [
"GaussianNB()"
]
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn import metrics\n",
"def measure_performance(X,y,clf, show_accuracy=True, show_classification_report=True, show_confusion_matrix=True):\n",
" y_pred=clf.predict(X) \n",
" if show_accuracy:\n",
" print \"Accuracy:{0:.3f}\".format(metrics.accuracy_score(y,y_pred)),\"\\n\"\n",
"\n",
" if show_classification_report:\n",
" print \"Classification report\"\n",
" print metrics.classification_report(y,y_pred),\"\\n\"\n",
" \n",
" if show_confusion_matrix:\n",
" print \"Confusion matrix\"\n",
" print metrics.confusion_matrix(y,y_pred),\"\\n\"\n",
" \n",
"measure_performance(X_train,Y_train,clf, show_classification_report=True, show_confusion_matrix=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Accuracy:0.744 \n",
"\n",
"Classification report\n",
" precision recall f1-score support\n",
"\n",
" 0 0.35 0.19 0.25 8847\n",
" 1 0.80 0.90 0.85 31268\n",
"\n",
"avg / total 0.70 0.74 0.71 40115\n",
"\n",
"\n",
"Confusion matrix\n",
"[[ 1708 7139]\n",
" [ 3145 28123]]"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" \n",
"\n"
]
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import Image\n",
"Image(filename='/Users/olehdubno/Desktop/python_tests/confusion_matrix.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAB5CAIAAAA4SPV6AAAYWGlDQ1BJQ0MgUHJvZmlsZQAAWAmt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\nAAAAAElFTkSuQmCC\n",
"prompt_number": 63,
"text": [
"<IPython.core.display.Image at 0x1135a1190>"
]
}
],
"prompt_number": 63
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Confusion Matrix allows for more detailed analysis than mere proportion of correct guesses.\n",
"\n",
"For instance 2,528 loans from paid loans were incorrecly predicted as unpaid. \n",
"\n",
"Based on the entries in the confusion matrix, the total number of correct predictions made by the model is (1,364 loans + 28,709 loans) and the total number of incorrect predictions is (2,528 loans + 7,514 loans).\n",
"\n",
"The confusion matrix provides the information needed to determine how well a classification model performs. The perforamnce metric, accuracy, summarizes this information with a single number .777 \n",
"\n",
"Accuracy takes the total number of correct predictions and divides it by the total number of all predictions made. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"predictions = [p[1] for p in clf.predict_proba(X_train)]\n",
"fpr_p, tpr_p, thresholds_p = metrics.roc_curve(Y_train,predictions)\n",
"\n",
"fig = plt.figure()\n",
"fig.set_figwidth(10)\n",
"fig.suptitle('AUC for Decision Tree Classifier Predicting Loans Paid')\n",
"\n",
"ax1 = plt.subplot(1, 2, 1)\n",
"ax1.set_xlabel('false positive rate')\n",
"ax1.set_ylabel('true positive rate')\n",
"ax1.plot(fpr_p, tpr_p)\n",
"\n",
"fpr, tpr, thresholds = metrics.roc_curve(Y_train,clf.predict(X_train))\n",
"ax2 = plt.subplot(1, 2, 2)\n",
"ax2.set_xlabel('false positive rate')\n",
"ax2.set_ylabel('true positive rate')\n",
"ax2.plot(fpr, tpr)\n",
"\n",
"\n",
"print \"False-positive rate:\", fpr\n",
"print \"True-positive rate: \", tpr\n",
"print \"Thresholds: \", thresholds\n",
"\n",
"print fig"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"False-positive rate: [ 0. 0.80694021 1. ]\n",
"True-positive rate: [ 0. 0.89941794 1. ]\n",
"Thresholds: [2 1 0]\n",
"Figure(800x320)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAEhCAYAAAA+rtfAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHKCiTERERCQHqCgTERERyQH/D4JAn934dF34AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1135cda50>"
]
}
],
"prompt_number": 64
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#OLS on funded amount and annual income"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loan_limit_by_inc = loan_2[loan_2['annual_inc']<200000]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 65
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import statsmodels.formula.api as smf\n",
"# OLS, or ordinary least squares, takes a y (dependent variable) and X (independent variables) (formula = y ~ X)\n",
"# Below, we copy the data frame and remove the na variables, and create a single variable linear model\n",
"# to return a test statistic and p-value, to see how strong of a relationship bodyweight and brainweight have.\n",
"\n",
"loan_limit_by_inc['log_annual_inc'] = np.log(loan_limit_by_inc['annual_inc'])\n",
"loan_limit_by_inc['log_funded_amnt'] = np.log(loan_limit_by_inc['funded_amnt'])\n",
"\n",
"fig, axes = plt.subplots(nrows=1,ncols=2)\n",
"\n",
"axes[0].plot(loan_limit_by_inc.annual_inc, loan_limit_by_inc.funded_amnt, 'go')\n",
"\n",
"model = smf.ols(formula='funded_amnt ~ annual_inc', data=loan_limit_by_inc)\n",
"results = model.fit()\n",
"print 'NORMAL FIT SUMMARY'\n",
"print(results.summary())\n",
"print\n",
"\n",
"axes[1].plot(loan_limit_by_inc.log_annual_inc, loan_limit_by_inc.log_funded_amnt, 'mo')\n",
"\n",
"log_model = smf.ols(formula='log_funded_amnt ~ log_annual_inc', data=loan_limit_by_inc)\n",
"log_results = log_model.fit()\n",
"print 'LOG-LOG FIT SUMMARY'\n",
"print(log_results.summary())\n",
"\n",
"print fig"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"NORMAL FIT SUMMARY\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: funded_amnt R-squared: 0.201\n",
"Model: OLS Adj. R-squared: 0.201\n",
"Method: Least Squares F-statistic: 1.346e+04\n",
"Date: Thu, 20 Nov 2014 Prob (F-statistic): 0.00\n",
"Time: 20:47:36 Log-Likelihood: -5.5036e+05\n",
"No. Observations: 53487 AIC: 1.101e+06\n",
"Df Residuals: 53485 BIC: 1.101e+06\n",
"Df Model: 1 \n",
"==============================================================================\n",
" coef std err t P>|t| [95.0% Conf. Int.]\n",
"------------------------------------------------------------------------------\n",
"Intercept 6142.0477 72.531 84.682 0.000 5999.887 6284.209\n",
"annual_inc 0.1122 0.001 116.031 0.000 0.110 0.114\n",
"==============================================================================\n",
"Omnibus: 1305.010 Durbin-Watson: 1.979\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 1402.884\n",
"Skew: 0.397 Prob(JB): 2.33e-305\n",
"Kurtosis: 2.989 Cond. No. 1.77e+05\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] The condition number is large, 1.77e+05. This might indicate that there are\n",
"strong multicollinearity or other numerical problems."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"\n",
"LOG-LOG FIT SUMMARY\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: log_funded_amnt R-squared: 0.201\n",
"Model: OLS Adj. R-squared: 0.201\n",
"Method: Least Squares F-statistic: 1.349e+04\n",
"Date: Thu, 20 Nov 2014 Prob (F-statistic): 0.00\n",
"Time: 20:47:36 Log-Likelihood: -48153.\n",
"No. Observations: 53487 AIC: 9.631e+04\n",
"Df Residuals: 53485 BIC: 9.633e+04\n",
"Df Model: 1 \n",
"==================================================================================\n",
" coef std err t P>|t| [95.0% Conf. Int.]\n",
"----------------------------------------------------------------------------------\n",
"Intercept 2.2661 0.061 37.187 0.000 2.147 2.386\n",
"log_annual_inc 0.6417 0.006 116.158 0.000 0.631 0.653\n",
"==============================================================================\n",
"Omnibus: 7182.767 Durbin-Watson: 1.986\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 11028.790\n",
"Skew: -0.964 Prob(JB): 0.00\n",
"Kurtosis: 4.108 Cond. No. 263.\n",
"=============================================================================="
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Figure(480x320)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEACAYAAABGYoqtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x115db9c90>"
]
}
],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#multilinear regression OLS\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import statsmodels.api as sm\n",
"\n",
"X = loan_limit_by_inc[['annual_inc','emp_length_clean','grade_clean']]\n",
"y = loan_limit_by_inc['funded_amnt']\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 67
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = sm.add_constant(X)\n",
"est = sm.OLS(y,X).fit()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"est.summary()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>funded_amnt</td> <th> R-squared: </th> <td> 0.269</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.269</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 6551.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Thu, 20 Nov 2014</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>20:47:40</td> <th> Log-Likelihood: </th> <td>-5.4799e+05</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 53487</td> <th> AIC: </th> <td>1.096e+06</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 53483</td> <th> BIC: </th> <td>1.096e+06</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 3</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[95.0% Conf. Int.]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>const</th> <td> 1.327e+04</td> <td> 140.208</td> <td> 94.669</td> <td> 0.000</td> <td> 1.3e+04 1.35e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>annual_inc</th> <td> 0.1094</td> <td> 0.001</td> <td> 117.082</td> <td> 0.000</td> <td> 0.108 0.111</td>\n",
"</tr>\n",
"<tr>\n",
" <th>emp_length_clean</th> <td> 136.6026</td> <td> 8.394</td> <td> 16.275</td> <td> 0.000</td> <td> 120.151 153.054</td>\n",
"</tr>\n",
"<tr>\n",
" <th>grade_clean</th> <td>-1503.2291</td> <td> 22.103</td> <td> -68.010</td> <td> 0.000</td> <td>-1546.551 -1459.907</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td>510.645</td> <th> Durbin-Watson: </th> <td> 1.977</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.000</td> <th> Jarque-Bera (JB): </th> <td> 525.249</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 0.243</td> <th> Prob(JB): </th> <td>8.78e-115</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 3.012</td> <th> Cond. No. </th> <td>3.60e+05</td> \n",
"</tr>\n",
"</table>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 69,
"text": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: funded_amnt R-squared: 0.269\n",
"Model: OLS Adj. R-squared: 0.269\n",
"Method: Least Squares F-statistic: 6551.\n",
"Date: Thu, 20 Nov 2014 Prob (F-statistic): 0.00\n",
"Time: 20:47:40 Log-Likelihood: -5.4799e+05\n",
"No. Observations: 53487 AIC: 1.096e+06\n",
"Df Residuals: 53483 BIC: 1.096e+06\n",
"Df Model: 3 \n",
"====================================================================================\n",
" coef std err t P>|t| [95.0% Conf. Int.]\n",
"------------------------------------------------------------------------------------\n",
"const 1.327e+04 140.208 94.669 0.000 1.3e+04 1.35e+04\n",
"annual_inc 0.1094 0.001 117.082 0.000 0.108 0.111\n",
"emp_length_clean 136.6026 8.394 16.275 0.000 120.151 153.054\n",
"grade_clean -1503.2291 22.103 -68.010 0.000 -1546.551 -1459.907\n",
"==============================================================================\n",
"Omnibus: 510.645 Durbin-Watson: 1.977\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 525.249\n",
"Skew: 0.243 Prob(JB): 8.78e-115\n",
"Kurtosis: 3.012 Cond. No. 3.60e+05\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] The condition number is large, 3.6e+05. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
}
],
"prompt_number": 69
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Mapping using folium"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"state_geo = r'https://gist.githubusercontent.com/datadave/108b5f382c838c3963d7/raw/3036216d894d49205948dbbfd562754ef3814785/us-states.json'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 70
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = loan_2[['addr_state','funded_amnt','annual_inc','emp_length_clean','loan_status_clean','grade_clean']]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 71
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = df[df['annual_inc']<200000]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 72
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.info()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 53487 entries, 3 to 188121\n",
"Data columns (total 6 columns):\n",
"addr_state 53487 non-null object\n",
"funded_amnt 53487 non-null float64\n",
"annual_inc 53487 non-null float64\n",
"emp_length_clean 53487 non-null float64\n",
"loan_status_clean 53487 non-null int64\n",
"grade_clean 53487 non-null int64\n",
"dtypes: float64(3), int64(2), object(1)"
]
}
],
"prompt_number": 73
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import folium\n",
"from IPython.display import HTML"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.info()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 53487 entries, 3 to 188121\n",
"Data columns (total 6 columns):\n",
"addr_state 53487 non-null object\n",
"funded_amnt 53487 non-null float64\n",
"annual_inc 53487 non-null float64\n",
"emp_length_clean 53487 non-null float64\n",
"loan_status_clean 53487 non-null int64\n",
"grade_clean 53487 non-null int64\n",
"dtypes: float64(3), int64(2), object(1)"
]
}
],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map = folium.Map(location=[40, -100], zoom_start=4) # Initialize map\n",
"\n",
"thresh = [2, 3, 4, 5, 6, 7] # set the threshold, use histogram as guide\n",
"\n",
"map.geo_json(geo_path=state_geo, data=df,\n",
" columns=['addr_state', 'grade_clean'], # pick columns\n",
" key_on='feature.id',\n",
" threshold_scale = thresh, # set threshold\n",
" fill_color='YlOrRd', fill_opacity=0.75, line_opacity=0.5, # colors\n",
" legend_name='Grade (G-1 F-2 E-3 D-4 C-5 B-6 A-7)') # legend\n",
"map.create_map(path='grade5_chloropleth.html') #draw map"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Locally, you can use HTML library to Display the map inline\n",
"# HTML('<iframe src=grade5_chloropleth.html width=1000 height = 500><iframe>')\n",
"\n",
"# For publishing on the gist, showing image via markdown"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='/Users/olehdubno/Desktop/python_tests/map_grade.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAHoCAIAAADovwTvAAAYWGlDQ1BJQ0MgUHJvZmlsZQAAWAmt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\nYII=\n",
"prompt_number": 92,
"text": [
"<IPython.core.display.Image at 0x119f4e350>"
]
}
],
"prompt_number": 92
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map = folium.Map(location=[40, -100], zoom_start=4) # Initialize map\n",
"\n",
"thresh = [5000, 10000, 20000, 30000, 35000] # set the threshold, use histogram as guide\n",
"\n",
"map.geo_json(geo_path=state_geo, data=df,\n",
" columns=['addr_state', 'funded_amnt'], # pick columns\n",
" key_on='feature.id',\n",
" threshold_scale = thresh, # set threshold\n",
" fill_color='YlOrRd', fill_opacity=0.75, line_opacity=0.5, # colors\n",
" legend_name='Funded Amount') # legend\n",
"map.create_map(path='funded5_chloropleth.html') #draw map"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 81
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Locally, you can use HTML library to Display the map inline\n",
"# HTML('<iframe src=grade5_chloropleth.html width=1000 height = 500><iframe>')\n",
"\n",
"# For publishing on the gist, showing image via markdown"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 91
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='/Users/olehdubno/Desktop/python_tests/map_funded_amount.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAHxCAIAAADBeCf7AAAYWGlDQ1BJQ0MgUHJvZmlsZQAAWAmt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\nYII=\n",
"prompt_number": 93,
"text": [
"<IPython.core.display.Image at 0x119f4e3d0>"
]
}
],
"prompt_number": 93
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.annual_inc.hist()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 1286,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1204c6450>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEACAYAAAByG0uxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x120a0d1d0>"
]
}
],
"prompt_number": 1286
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map = folium.Map(location=[40, -100], zoom_start=4) # Initialize map\n",
"\n",
"thresh = [20000, 40000, 60000, 80000, 100000, 120000] # set the threshold, use histogram as guide\n",
"\n",
"map.geo_json(geo_path=state_geo, data=df,\n",
" columns=['addr_state', 'annual_inc'], # pick columns\n",
" key_on='feature.id',\n",
" threshold_scale = thresh, # set threshold\n",
" fill_color='YlOrRd', fill_opacity=0.75, line_opacity=0.5, # colors\n",
" legend_name='Annual Income') # legend\n",
"map.create_map(path='income4_chloropleth.html') #draw map"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 89
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Locally, you can use HTML library to Display the map inline\n",
"# HTML('<iframe src=grade5_chloropleth.html width=1000 height = 500><iframe>')\n",
"\n",
"# For publishing on the gist, showing image via markdown"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 95
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='/Users/olehdubno/Desktop/python_tests/map_annual_income.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": "iVBORw0KGgoAAAANSUhEUgAAA74AAAHrCAIAAABnwNY7AAAYWGlDQ1BJQ0MgUHJvZmlsZQAAWAmt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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment