{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Craigslist to compare prices in the Bay Area\n", "\n", "In the [last post](http://chrisholdgraf.com/querying-craigslist-with-python/) I showed how to use a simple python bot to scrape data from Criagslist. This is a quick follow-up to take a peek at the data.\n", "\n", "> Note - data that you scrape from Craigslist is pretty limited. They tend to clear out old posts, and you can only scrape from recent posts anyway to avoid them blocking you. \n", "\n", "Now that we've got some craigslist data, what questions can we ask? Well, a good start would be to see where we want (or don't want) to rent our house. Let's compare the housing market in a few different regions of the Bay Area." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# Seaborn can help create some pretty plots\n", "import seaborn as sns\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import matplotlib as mpl\n", "import numpy as np\n", "%matplotlib inline\n", "sns.set_palette('colorblind')\n", "sns.set_style('white')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# First we'll load the data we pulled from before\n", "results = pd.read_csv('../data/craigslist_results.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Price distributions\n", "As a start, let's take a look at the distribution of home prices to get an idea for what we're dealing with:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": {}, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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W7rrrLo0bN06rVq2yu2fXrl2rZ599VpJ08OBBjRgxop8/Nnoj3pi7NDeVOwAAklHcyt30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\nwh0AAMAgQrgDAAAYRAh3AAAAg8j/B5HRUwTJyEL7AAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 5))\n", "sns.distplot(results['price'].dropna())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's not super useful - it looks like we have a highly skewed distribution with a few instances way out to the right. We'll convert to a log scale from here on to make it easier to comprehend:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[]" ], "text/plain": "[<matplotlib.text.Text at 0x1141cb690>]" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3QeFq//79mDVr1jm3r1y5EtnZ2Zg1axZmzZqFEydOhLxAouY0jFGK5vFWDbqe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\nRERMpHAlIiIiYqK/AOXTY7dZ0wXHAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 5))\n", "results['logprice'] = results['price'].apply(np.log10)\n", "sns.distplot(results['logprice'].dropna())\n", "ax.set(title=\"Log plots are nicer for skewed data\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Don't forget the log mappings:\n", "print(['10**{0} = {1}'.format(i, 10**i) for i in ax.get_xlim()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, what we really want is to look at the breakdown of prices for a few locations in the bay area. Luckily Craigslist stores this in the URL of our search, so we can easily split this up with a pandas `groupby`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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jJIQQRzwJTqJXarhVZ3oO/Vad5i1ED/aTW3VCCCEkOIneyUiGsJwebKfnkMfS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sf6GieEEBPo0UcfZcGCBcyaNYu2tjZWr17Nhg0bePjhh4nFYtx0000nu4hCCHEEaXESQpwU06dP\n5xvf+AaGYRCLxbjvvvuAaivSwRF5QgjxQSMtTkIIIYQQYySdw4UQQgghxkgSJyGEEEKIMZLESQgh\nhBBijCRxEkIIIYQYI0mchBBCCCHGSBInIYQQQogx+v8YUhiujeKr8QAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax_hist = plt.subplots(figsize=(10, 5))\n", "for loc, vals in results.groupby('loc'):\n", " sns.distplot(vals['logprice'].dropna(), label=loc, ax=ax_hist)\n", " ax_hist.legend()\n", " ax_hist.set(title='San Francisco is too damn expensive')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "summary = results.groupby('loc').describe()['logprice'].unstack('loc')\n", "for loc, vals in summary.iteritems():\n", " print('{0}: {1}+/-{2}'.format(loc, vals['mean'], vals['std']/vals.shape[0]))\n", " \n", "print('Differences on the order of: $' + str(10**3.65 - 10**3.4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a bit unsurprising - San Francisco is significantly more expensive than any other region in the area. Note that this is a log scale, so small differences at this scale == large differences in the raw values.\n", "\n", "However, it looks like the shapes of these prices are different as well. If any of these distributions aren't symmetric around the center, then describing it with the mean +/- standard deviation isn't so great.\n", "\n", "Perhaps a better way to get an idea for what kind of deal we're getting is to directly calculate price per square foot. Let's see how this scales as the houses go up." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# We'll quickly create a new variable to use here\n", "results['ppsf'] = results['price'] / results['size']" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "[]" ], "text/plain": "[<matplotlib.text.Text at 0x114f59090>]" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EVVUKCgpYv349P/3pT3E4HPzP//xPqHnojBkzeO+999psdyNOXk3d45uCLZ0p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SLo9GLrGEWEVMpulwnboULOkq3tBFvWXqGb0mEV+48oyeu7gWAl6Ft/zOd1PLFDOmNJjqJ8Uy5V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\nsLOYx5buYtneIsyKSILRyLj0K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HiYhIQEurq6uLi4AKChoYHCwkLa2tp4fn6mpqYGl8sV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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These switches will turn on/off the KDE vs. histogram\n", "kws_dist = dict(kde=True, hist=False)\n", "n_loc = results['loc'].unique().shape[0]\n", "f, (ax_ppsf, ax_sze) = plt.subplots(1, 2, figsize=(10, 5))\n", "for loc, vals in results.groupby('loc'):\n", " sns.distplot(vals['ppsf'].dropna(), ax=ax_ppsf,\n", " bins=np.arange(0, 10, .5), label=loc, **kws_dist)\n", " sns.distplot(vals['size'].dropna(), ax=ax_sze,\n", " bins=np.arange(0, 4000, 100), **kws_dist)\n", "ax_ppsf.set(xlim=[0, 10], title='Price per square foot')\n", "ax_sze.set(title='Size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it looks like size-wise, there aren't many differences here. However, with price per square foot, you'll be paying a lot more for the same space in SF.\n", "\n", "Finally, let's take a look at how the price scales with the size. For this, we'll use a `regplot` to fit a line to each distribution." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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0VB3O9P3whz9k+PDh/PKXv8Q0TVatWsWPf/xjfvWrXyVifCIikiQ7y+v5uLSG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\n06SurnUq5xX90tlRXs/uEx6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ZsnZfl/w9iEj35QtFOOkNMSS3+6ZY5Wc4CEVj8XXJItLz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\nVlbG3XffTXFxMX6/n3HjxrWo2ePD+b/cEoSibwrHuAnCN3YKx7gJWufYKVz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t2jQ2bdqE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+bnjvT6kStEPxdc6IOxqXo53EzWmeEy3OEj0hXg5B93oTrNJQ2+mhZyq8qxuOxg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\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DK/di2ZrbF9ZQHRiYCoFt24RCxw9X7upHfz2J00a4+NafPuTnm0JcZ/hZNHWEVPKF6KeD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\nIG/tD/ORh9/hjS8tYNq4UXm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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Split up by location, then plot summaries of the data for each\n", "n_loc = results['loc'].unique().shape[0]\n", "f, axs = plt.subplots(n_loc, 3, figsize=(15, 5*n_loc))\n", "for (loc, vals), (axr) in zip(results.groupby('loc'), axs):\n", " sns.regplot('size', 'ppsf', data=vals, order=1, ax=axr[0])\n", " sns.distplot(vals['ppsf'].dropna(), kde=True, ax=axr[1],\n", " bins=np.arange(0, 10, .5))\n", " sns.distplot(vals['size'].dropna(), kde=True, ax=axr[2],\n", " bins=np.arange(0, 4000, 100))\n", " axr[0].set_title('Location: {0}'.format(loc))\n", "\n", "_ = plt.setp(axs[:, 0], xlim=[0, 4000], ylim=[0, 10])\n", "_ = plt.setp(axs[:, 1], xlim=[0, 10], ylim=[0, 1])\n", "_ = plt.setp(axs[:, 2], xlim=[0, 4000], ylim=[0, .002])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now on top of one another" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(0, 10)" ], "text/plain": "(0, 10)" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oppTC94bxnZ5iwVk/SmUoB44XWIl+2/4n+e6uB/jurge4bf+Tsz4nZtl0xZLl\n+12xpLYaNJoVZkF1Dk1NTdxxxx1s374dy7JmDVCvBkKtx9D5ls+TfuC2IO01O4Hbv5u+r76T5Asu\no/llb6tKe817QUZSxJq73kGpQtGlVLzPBKhmhAgjXR8AIzQ9Bz8QCwMfw/SBPDCIlDZSDeEzgKIf\nVAKDRmQ+BXFID3+knK3kZDaTaLt+xnqWogYhSCvNgsoXW1HsRnqjh9SKYjif5smJwfL9JycGObNt\n3awWxJbGDtbFgvcSDzXMeFyj0SwMpRY3orgW817+HXfccbz97W+np6eHc845h7/5m7/h5JNPrsvJ\nlwIhBA1nXsS693+bxOkvC36oFJM7/pP9X9hO9vG7AXh2cpiHR3t5eLSXZyeHD+pczliebH+GbH8G\nZyxf9VjECtERmaoT6YgkiFhhFA6IMUxhY9AAjCOZQHphcpM78AtPg5SgFL7zDIXs72Z/n7Okr86X\nqhp8FAopnWJa6Qi+OxBYBl5PcRZyqRXF2LK2opBeD2H5DGH5DNLrWdJzqXJdhUZzZCG9Hnz36boc\na17L4frrr+ehhx7i+OOPx7ZtLr30Us4777y6nHwpMRNNtF9xLfHTX8rIjz+PN9qHPzHEwLc+TOSk\n8xk+59WQaAJgMJ9hbayxpgUhRBhUY9l6EDSiPAsnnSk/x0k7WIlQlQWxMdnG2lgjMLt1IujCoBmD\nTRhGK27uGYL2HwqUB0i8wsMYRrgYO7AQRpigw+jsXn4ztBlhrEEpDyEspDdOkD3kEcRHZDGtdLql\nM0/XUplHGYsrLmuLJNja2FG2HrY2dsxqNShVKFc2QyBGwuxYknqFQASnqqh1cz7NkULpe+T4fl2O\nN684ZLNZbrvtNj7+8Y9jmibnn38+z3/+87Gs5eq8MYlScYLeSIvvpRM74Wwi7/s3xn/5r0zc9R8g\nffKP3kHL0/eRfuH/JX/y+bCA4wrRCaq5eDuMYmG/gOmiUBIaqfagyCKII0Tg3goZx+HIdmAQUAiz\nAyvUhfT2I4wkYIOUlCYSTP0r3VeAjwJQosb7mjt4XFpjZSsKhYfv7Q5evcgN9WXrtnJmWzAJb6UD\n0sspQhrNSnAgO8Hu1MF5QqYz7w7/wQ9+kM2bN/O5z30OKSX/+Z//ybXXXsvnP//5uixgPlx1M64q\nLlMVG+gRIZhgH0EQnrotgv+D51TcDoVpvvgNxE/9M4Zv+TzOgZ0YhSzJX95M5Im7sV/+10Q6Nsy7\nlspNxAjIkn9eAAAgAElEQVSZ2AkbJx349+yEPUvcoRbNwAiCBoSwqmIYIV6LtPZh2BOYoepNOLAW\nZp6j5CIJ1mcGm/8hlqKUW1HIfFkY4OA21PlE4XDsi1T9mWs0K0/OF/Tl69cvbl5x6O3t5Wtf+1r5\n/nXXXcfLX/7yui1gcTiAgyJV/omqfFhNf341Yi20v+tYlLsBfzKNzLvIvIfK3ETmwLGEO08EESuL\nTJXwVIgNhBBCYDdHsBLFpncLFobiWsTsH70wBKa3DhHpAoIU0Fqbpe/24Ht95fqKertJhAijlqnx\n6XL0RaqXCGnXlGa1kmMNaWqPKlgM84pDd3c3DzzwAGeccQYAO3fupLt7+b4MBmdjYBEUWhUIsn4K\nqOL/wf1FfBjCQ9hgtUWBymBtGsl9wc15RAYMUIFwCDMQDV9Os1ZEDeumdFs1gAhETtBYvUkZJipj\nYrVsBcOoeixbyo7K/xDfeRqlchhmJ3bsTw/JTVLrSvhgNtSDvapejqvwQxUh7ZrSrFZKKeEjLJNb\nqb+/n23btrFlyxYMw2Dnzp20tLRw8cVBi4qf//zndVlILUxxDpbRNudzlCq2uCA/TUAqbqtZfkYe\n5U6iVB7DXsyVvwRyQK5KRxZjxQTPqXCTlcSmwmXmj8UwY2tAhBAiyv7JEINpA1NNcGzDk0SM4LJe\n+v343jCmNffnVPPdzHMlbFjd5FQQvI9bc6eZHg5X1Xoj1xypbGnswGypTybevOLwhS98gf/93//l\n97//PZZlccUVV3DOOeeseH+lSoQIEVQmJ2q72ms9EAY/M8HoLV8m89gvMSIWRsTCbGml8YWXEt6w\nmbLwFFtFTInQTEFaHPO4yST46am77UB7ovrxUlDazf7/+EYSYTSCES3O144GbrIa9xFRECa+N1SV\ntjr9Sri671GuZt+jo+Gq+nCMj2iOLqLz1G0tlHnF4atf/SqFQoErrrgCKSU/+clPePrpp7nuuuvq\nsoDVgBlvpP3VHyFx2ssY/q/P4fYdwO1Lk3/si8Se+0JaX3klVrJt3iCvUgp3eCd+ug8MD7OhAau5\npVpIVA3L5mDdZOXU1xTST4F/MKNIBYgwAhuEjTCbESKOEFE8woicQ6eI4BMmnwuTCa0jYiWLIhQr\nCs3STtFbTei5EZqjgXnF4ZFHHuG///u/y1eWL37xi1cwIL20RNY/h653fZWJ3/6QiTu/D9In+9hv\nyT3zAC0Xv4OGs1+BMIzaldVuHn9iDIiAD/6oIpRYh1HZomMBBlfey/HY2F4sI0NDqB9DOHQ1muQ8\nh3QhjBA+EbuRRjuNUvkgiVXlitPuckGlM4upklRBZTT54Kas9ll2TQtKq3TgVJuBiBQ7y4YCkTES\nGPnfgYhWWCuBmAij4nbV/VU/nBDQoqA58pn3m9jZ2UlPTw/r168HYGRkhI6OI6+dsjO4u9ylNXHG\nS0icegFD//kZnP1PogoZRn78edIP3k7hwrcyWJwZ0RGJszF5cH7+EnkvKKSLWJVT9yw8FcXzo4BB\n2BxHedAYX0csHpw7Fjtpzg1KKa/YCiOH9AZB5UEYgYjIbCAixX/S24/yg2K5UtG8UkErjYUFT0on\nzZen5QEof3E2UEAQX6myShbhJhNGDLBXldtTozkcWdBl2itf+Upe8IIXYFkW99xzDx0dHbz1rW9F\nCMHXv/71pV7jkjM1/CfAnxwksv5Uut71VSZ33MLY7TehnByFvX9EfeP9xM++hMzZr5hRWV3ZCtzx\n/XlbgfeknyTtDuFKn0SonU3J5wJTrTcG8xnyfguNoTWEcEHahG1jQX5uISwQCbzCE0jnWQAMeyOh\nyDnV792fwMn9EiqMIDv6EoTZiFKyOMIzR86dBJXDFoGwgIeS2aK1EnRrLfVm8mUGVA5RFKdAdBaK\nGyQY+JOLkaVpGIFQzGmhlG6XhCZWIUiR4s+XKY9Xo1mFzCsO73znO6vub9u2rXz7SL86E4ZJ43mX\nEz/pTxn+8RfIPfk7hPSJ//6/CO+8h9RL3gwtXVWvsTs28ayfZCjjoJwIHcNZNrZVz7hWTo6cl2Gs\nMMCEk6cgHQbzKVzZyJamoJp4ttYbKpfHiKzDsGoXlVWmkSp/Ar/wx3JnVlVIY1knIMzGhb1/Udxk\niRI3W4qZSHkQ8ZqZSE9NDNKbrx7aI2Uav/BQ0BBMOSgKGGYHKK9soSiZRcphlD8BOKBkUIVedpct\nJtgvQWVQKoM6lJRvEamIqUxzjRnBYxSFZbrQTN0/PNxkGs105v3L/ZM/+ZPlWMeKMt/wH6tpDWve\n8A9k/vgbhn7yRciMY4320vzDT5Le8zChi9+BGQ1SPPOuz6BjQCgI0A5m8qxtDBMpFsmV3Fe9qUnG\n7BH6Q2HCIUHCNhnOT7LBKxBUQZtEzHhwWxUbZogo3qRDuC1B4LCRwdU9PiDxvb1IbwhQGGYbqEhV\ny24lcyiZrxIHYTZihNYj3X0AGKH1YERQqlBlnSwkE6nW0J6oGUIYcQRTrjPTfs6M42dzf4QQhE1z\nxnOUmhKKqe6x2VnvI3PF26UZFLlDcpMdvAUDEJphvcx0k1WKkHaTaVYH+rKmyHzDf4QQJE55MdHj\nzmLoZ18md39Q35G691ayT9xN6yXvI3bS+dWvURKFAVigLJSbwx8foeDBRMrGNwX5BknWDSPoxDaa\neXq4wGhxN+qKCbY0rak6ppIKmXExGwIxMqpmOezDMNspiYYZ6kSYXUh/AFAYRivCTKKQoKamtYXC\nZ+EbncX3Cb4TzL+oV53CQtI/n54YJJ0LZlG0RuIcE2ucdgwTRCKYwre4YvQylW6ysjtMVgfyy7dn\nic0oGbyGBfbVCnBR0gWWwU1WJTyxaSKk3WSaxaHFoYKFDP4xYw10Xn4NuTNexsh/fQ53uAc/Ncrg\nd/+O2Inn0PSSN9NGE31eEqnCrE0miNmBG0iRAT8Gvs/AeIFUoZ2elg68sMmxToE292lSboFQsgO/\n/Rj6c8N0x5uJWoFvRIgIwhC46UfwhYURsmdMeyv1XxLCxLTaiDS8HM95BgDLPg4ztBmlPJQsgHIB\nDyd/N77zLEq5CAGWvYWC74M/QKxoHSxkgy9VaFZOvysN7Zkr/TPrORzIFYjShM04I/kMbbH1xA8x\nI0i6QazDCFnF8065yQ6WYJa6O4u1kq0QnXxZaCrdZpXCs7JussgsFkp0mpssUiE6td1kWa84BlcP\nZzri0OKwCAIXjkJgEd10Nl3v/R4Tv/k3xu/4JkiP7BM7yO68j/jmP+E5p76K2CkXE7OnPmIRjmMk\n1iKH9wOQi3XQGNqIqcbp9npoizbylDtI3HsWIfJg2QRtPYLNTKgWBG0oYxw/pRDNa6tmSBvWmhlz\nqE1j5mCgIFjtggijpET5IxhmMpjz4PXRkxpj2PUR+DQ4w2xpWotiYfn9Wxo76I4H1dQzNgxZzGQy\nZ39tjjXkKXa+Ndct/BczC/mhFG4qC0CoIUakvT4DhALxtRHmoW2G1W6ykmjM5SbLTROhlXeTFaRF\nTlr4RAibCZrCLVWxmZnWS1FktJvssECLwxwo5RfnHgQV2IIQQthl89wIQ+tFV5M47VUM/fAaCgce\nA98lt/MunP6niTe1w3HPLx8vP5zF9dYiw000duYwk3EGJp5lKN3Pjom9bG5spjMewQmP4gKt4RAh\ncwApO4IqcDGKckyUyCNCEbyJIUJNa8pxhVoT4kq3025wtRplf8U40annGYaNZyQYdiU+MQq0MJhr\noLtxDXFLgCoglFNsV+LUmAsx+1WkW7ivKq4RCp9V9fySxaGwD3lMqHS9sjAAuKksdlO0bEGsBurj\nJlPldOVZXWNL7CazAbu0x0twFzyRdjY3WaTCQtFustXA6vm2rCCBq0AiEAQfSSAIgiiGMfdH5PuD\nWO1NdP7lV3j8mx8k0vcApvLwJwfo/cabaXrR22h+8bvIOpAbzRO2DCLRKG0FwXhulKGBJ3CtMD2i\ngcLoMMc1bSbUsgGzcS0NYYFUfQSpoBbeeBa/vwXsNGZjBKvlGLz0IBSTl6a7mCp5ZLSXvekxDAqc\nEO3l2ERL8ZEcRqgb6QbT14R9BiOZ4OpdElzhCyEQyKDHk5lE5tPF59rB1asqFAXDRSlmfGmVP1EW\nBgDp7kNNy5qa0+LQzIoQon5usqpAfqW1UhSUyvsyhy8z5LwUJoXgX3EmycKop5usVr1LpZtsemym\n0m2mt8BaHJWfTPCFUEG7iCqLYHGXcK5/O4q9AGTD63ii8yW0hDrpGLqfRPYASJ/xX/8LYw/8nME/\neT/Kfi4tMZtjmiJ0yGGMZ3+C0fMIrh1lX/tWnmnfys7wSUScLOHRcRrCks6ESUgFrTb83CTQAoUm\n/CGPUEMHSg0iCxmMcLzKxVRJ2i2wNz1GznNxvTz7/Uk6o0kiZvDrD9lnoqznIIwoUauFbjcQEoAN\niWai7McrBJaGOzSJP1IcTtS6gcj6U6o+V6UKwdQ4VSCwLvzi5z0/9RAFpQoIK3AlVbqVVpPVsJoo\nu8mEDcbCUpxLHKjsuRWNc0KyYVYLpVJoarvJcsX6mYNxk40tat3V1MommxmbKYuNcXS4yVbkGzMy\nMsJll13Gv/3bv7Fx48ZlOadSJcvARlC64jj4X6jvD5aFAcA09pFefyajzc/lmc2voWXscc56+muo\n9DBifB9rbnsfmY0XM3bCW2kNt2Jm9hLPDRIP2WScHB1je/HWnE5WJpBOkl0pYORRTo08RVK4JGON\nCGFjli7KlYUgjDIE2ckhjKQgFo7NulaAZ1OjPDo8wkTOY2vCpd3MsaW9AYWL7z4JgCHWAC2c0tLF\npoZWAOKmxCvsCU7p5vFST4FYh1A27she7I5NGMVhPkKI4AtlTPVZUspHGTl8eRy+sxuUjxHqrrIa\npgeOD5bKjrB2cxt2MftMC8PSMJu1t6RusunCMyOleaWyycypYH9VvUsxFXnezLLV6SZb9m+N67r8\n3d/9HdHowZvCC0EpVWxjZBEIQhjDWLp+OGHLYFNbjEec4BxNp13EhldeyuDPbiB73w8BiD/730T6\nfg8vfT+WLTHxabLiKMdCqSRbYuuIWAZ532U0PUn76Ah+NE82oYiKPJaKIMIeRsjCaurCCLewe7KH\nSWcYNTlMY8fzODEaLccgKi2IgicZyQYxh75CO0+Nb2R9exNRnik/p9LySISK9QVywY7k2VEOQphE\n4n+ODI8GPzNiZesiNziMl8qAMA4pcDxbHYZpJYtCpcVhqainC3Dp3GTT611muskOrTeZv8JusqXp\nTbbs35rPfvazvPa1r+XGG2+s+7GDALJFaS7CYsXAd4IrDnMBsx1MswPpbyhbD4IN/Nnxz+HktcEG\n3BoKrobXvvoTPLXxQtRtnyA0sRczP0bq1r8l37EZkezEdB0aGtdgdp2O39xBSzREbzpw2yTsEG7a\nBjw83yTcdByxjWdhhGOIcJys67A3HcMQQS3CaF+adQ1PEiHYhEsxCCVzWNP+2P2i9TTv9LxiFpTv\n7AITrIYtVW4lY44RoL67qyp7qioeYkTwCy7epAfEQeVJjWXw4hbxmD1roHsxSH8YpRyEsFftXAlN\n/TkUN1kllb3JplsrcwX5q2M1B5tNdmhusuzooX13SiyrONxyyy20tLRw3nnnceONNy7YFz0XgbvI\nJBCEWHlk5mLJD2dxJovzoJM2kbbaLpoSIfNCfL9YVV1M8WxLhCn0Pkl2vBcAq6mLLWe+kMyJPyZ9\n502k77wRfA93cBeM9KDWPZ+xLa/CazuBCHB8R4LjOxJ0TQiG7RSNoX00N+YJhwWWPYqZbJ+xDqmC\nqzfLT+NPPgnJYC3SGwjqGdxhNkT2kk7keWq8EWxY3xSjIdKA764pPi+NMNpnxCsAfG8/nhv0Z7La\ntxLpOA+lchjhOdp4yFxFRhSzxkOCvkt5IMKedIrBnIMTybO+KcJJTY3FL2EQt5hPLCrrMJQK+jMJ\nas+oWG6O1JnTR2qdQ6k3WX2LLudzk+VQKlO8nz94N5k6RGu/yLKLgxCCHTt28OSTT3LNNdfwla98\nhba22p1NDTsadBP1XESxrUJgIYSYEoRDexu+45eFAcCZdAglwwu2ICpRhQxeURgAvPFe7NZu4rE4\n8YveS9NJf8bAv38oEAffIb73TtYMPsUTW9+McdpUXURENuDF12C2taIsg1A0jDBz+P5g+ZyxUJD2\n+dBIMMPh9NY2bG8UWchihGMoVUD5g4DBMYUJusQwJ5HFC4U5aW3gvjFDm/Hc3fjuswixH8UkdnSq\n0lt6o/jOriCVFoLbdhLIIQtzZ0jN+Zm7u1BqAKsxQ2YiwmDOwm8IoUImezMpNiXXkAglg89UecUv\nkYNSDuCiAEG1j7ZUh+G7u8DrQXo9CCMZtBJZQQ5mOt7hICbVQ6CSNYdALQerUaQWW3RZ6+9EKWce\nN1l10aVpjQL9h7z+ZRWH73znO+Xb27dv5+Mf//icwgBgJVqxWztR0kXm8ihHoTwBCoS5+n3JBc9H\nOT6J4nfcSnbSesm1ZB7+b1L3/xdIj3hugDMf/AdS7m4y3VcjQhHuHThAVg2zVrq4XogY5qy/rLsH\n9vDgaCAOGc/luMZj8DIjhMwQht2BkhOEZZ5WJ8uegmQ44xLPDbB7/winbOxCeqNItwdPGaB8cHYh\nQydjWC2znI3gqlwOIYzAaqiVIVWrKA+qrYpwcxw/WsCzI/ih2b9EQlgIM1n1MykLxTRaJxBBPFBF\nsVAFhEii1CRKTiJCm1Zskz2Y6XiHw6jVWn20VmJzXk0idbDM9XcSZFIu3E0WSfcDdx7ymlb/7oqF\nMBoxrDhWeOpKXroFZHYc6WSRxeIuYRxctN+0TeykXeVWWojVMBsiHMdq6sIb7+XARI5B0YLbX6Br\nfICuwd/jDgfumVDnVqJn/AUTT/8Oe2IfAkXy0X9nqHcHkf/zEXZmTFKuT2ssxsbGFL60CamNmOGp\nP/x9qTEeGevDLGY5PDLWx/70CXQn2pApCHWeiPSfxXf30mQnCLkx1oWbsQ2LfeM5NhU8YiYM5lOM\n5IO0z9ZIjO6K0RKG1YJpbw5iDoBpb0KIePEKPkDJ3KzuqFpFedOJRcJ0N7WyJxOYwxsSzeWAeC2C\neFJl4z4/uHryJwCBMFtANSCEwLAOrdp6OTkaRq3Wk9UkUkcaKyYO3/72txf0PMNqx5h21QhghMIY\njUFTOqUUMp9G5lMoJ4d0CwhrcW8t0hYjlAy+gAcrDOlU8Eea6NqK29BFL+OoUJTQyDOMjzxNfOR+\n7FgDVkMb/kQfdjiKse5sMg3riQ48iOFm8Ed7yHznnbyw+3n8eutl3NV3PKN9z9LV2oIhosimJwl3\nbZ1zHUF+NjjDewl3BBu0EY8i3ceJWAonEWyWMp8mG4vz0EQYWwWxk55CM60tcSqjCXb0fGToZCAQ\nCyd3B767GyXHEKIBIWyUmt29NJsozGZVnNy6iY3JQOTnE4bZ37OJMBvAbABRwHf7UKqAYTYFWR7F\nAj1wi89fns32SJ05PVcfLc3iWY1/J4eB5TA/QgjMaEO5bbaSPn52ApVPI90cSvoLckEtRhRUIZjg\nJsLBZfZTjz7AaH9QBdzSuZ7uE05BhQoIN4eZrgjM5tM4dgKn7wm8tIkohIiEEkRO3k7I20vmkV8A\nis09f6C7/zEeO/WVRJrXEvabwZqKYYhwnPUNzZzSvJZHxvoAOKV5Lesbmsm6wVV91FK4Y72Emrto\nWNPAOtnEkCOwxgdoGh1CEGM83sofUhuIGUFdg5M3ObtthMS0ORUlN5OSOQQhDGsdvuuCsIKrXW8A\nIZqDlLtSu45CkLGVCM/87GezKg5GFGZjtmMrpfCcx5HeflAuwmzCMLuXJbd8MTOnV+MmUYvVUNV+\nJInUaptNfkSIw3SEYWIlWqDYIsIv5FD5ycAF5eRBiIN2QQEUep8sB52tpi7chq6yMACM9u/jmA3H\n0ZWMMjA6gWF6NLe0EmEdo/17SA8NE+nvwaAbQzrg5vDGWokefwqRQpbCnvtRhTS2m+P0P/wA1bIe\n80Vvg4bq+EzWdfi/m07nJfkTwMnQnWjmqfEBerOTCCfH2liSLW3dTO5/CCUfZY0VpsVOoBomsePr\nkYUcodyzHGPGGZAmicl+NuQnMS3Ip4+rqn6e8RkLuxykBpB+P6UZEIa1hseG2ukZC1Jqu5tbOKVr\npvU33aqYXp8xW73GQpnxGpUHOYFhFC8glEIYCQQiCPDVaP1RLxbzZV9tm8RcrIaNeDWIVL1YTb/v\nI1IcpmOGoxCO4hdcDKUQqoDMTQZWhevUdEFNtw5KP5uejaTCTeX7rj9VBXN8xzjdzSn81ghGqkAh\nfhq99ibITxLddx/lFDUpcUd7SN//B2R+BDO5BuUk8Sf6AIUY3cfwTz5Ow2mvIHnO6xHhOE+ND7A7\nFWy+bRO9rPPyjBkhnnVcDNchWRhn1AoxvDeKGN+D2eFjxZqxiqmw7vBe/Ikx/IkBzk12cMBOYmVG\nWHPMiUSt0Izq5xKVLiHDbCqmcRcTBIp/2OnJ3YyO7KLJDiyH4Yk20q1nzGpBlCjVRCjlYJgdCCNc\nu0aiDgghMIxYlWUxlRFSIBCLqZkXy81q2iQOBw53UViNHBXiAJDtG8cZDzZ7uylObO0xQIULqpBB\nOjmQHpjWDOtgLj9/ItFAS+d6nt71DKmCh918DL1Zl82JUcIhk0LTMahEgQO7xunLjWDnx2kxJbYz\nAmZg3YhCL1JOorw8Xtoh1NyN2bQGOTGIN34AfJfU/bdQ6HuS5Ks+yr2Ox0AuRc/YAdYN72RtPIlT\nCGGO7ifipHEiMdY0t+MJELlx/EIWv2kY5bnYbafhT+xCFtP/1ghBWyyOlx4gOUcLjhKVbhuAlDOO\nkE8TAZyhPbjjB0iOZ3Eja/Aa1xM2hou517NXP5eyl6Tfj/TH8ZynMIxGzNB6oHZG1GKYK3sKSq0/\nYkH1NkGOepA+WygWJrmHXJin0RxOHBXi4BfcsjAAOOMZwi1xzHBohgtKug7e+AG81FCx14uq8vNX\nZiNBIBw5Eab12OeyRzbTAtjRBH2pHOuafYYzLqPZAp6To7dvH5GQSZ4mRluOZ+3YMxgqhwhFoDCC\naTcjUUjXwUi0Em7fCJsn8IbbyT3xOMp1cHofZ/irryV5/Pncd9wLcekl2ZwiFPIYK3h0OlkkkHIc\n1ufTmJFYMFB03MAbGkFNNmKFDEQkSbhxDe7A03gTA3iFLDI7jju8l3DX1hnVz9IrVV0Xxay4sZa6\nvcbJ022lWJMaIkSSZFgxnh3Bj3fQ3tRIwp77T00pB+mPT92XE+UK53qx0OwpCNxLwkxQankbZENl\nKA3qCdqVr65eOBpNPVn14jCULtCYd0mErWUx8Y2QjdXQTqhUZezmA4vCCKF8DwyTcNdW7NYg93zn\nuKJ37xh5TzLsWKxrDJrOSRUm7zbRMxa01xicCLNvqEBL3CYRtjC3nkNT6IXYykdYNhN3fwfp5BDC\nINTcRfvFVyFsi8zu72A1n4jZFCf3xBN4Q6OgJCft/A3d+x/krtPPIt3cSBOShrgHjS2EpI1dSNEc\na8Ru24A/0YtfyKJyEcxwCyIUofRRGtEkI4O7mcDAb1hDS6SBrceejNU4NZ7Uyd1Rkcq6uVwkV+r2\nCpDhGHZl+mnMZ4kaTXREQzRFJwh1NpBIHjvnZiyMKIbZge/uDs5hVleBT7/KPxQO5jilORhBUV4Q\nO5GyVIiUBxyUMo7Izpyao5dVLw5px+fAZB4pIWIZREIGsZBFQ8TCNBb2ZTTDIeymeJVbyQzXbrNh\nRBKEWjfgjuzFCEUId24h0n0SSkpkLoUspJEIMrk8vZNBlkTECq4i854kYhl0JaPctdvjrj1JPF/h\nyhDHR9ox/SHyrqBxw3NoamrDG+9FZiexOzbj5SdxjQjGmuOxW7tRBJuSNzGALIwT3bIZp+kECnse\nAjdPY3acl9/9Pzy74Tj2nXU+bjKBNFqIpifpaF9P+wmnEtlwGvk9D+EM78Ec2YNjRvD6d2N7Gczk\nGuS6kxlSJmm3gAqFCVmjZNVTxAq9waYsmsvCAEGF9GxFcnEOEA0PYrU6qMkhhN9OvPVkIs0nLWhD\ntsLPARTSHywHtWe7yp/aqJfHJ1+yjCCovzilmMVlGFPdZ6dcULlyQd58LqjDoQL6UDka3uORzKoX\nBwBDCAwTPKVIOz6pgkdfSmGbJmHLIGYbJMMhLLO2mR9b20S4JQgszyUMJSLrT8Hu2BScv9SS2jAw\n442Y8aBS0cnm8Yd3IdwswiuwriHEczsaiNkmeQXPjmYJmzHc3ATRsZ2sbYXOeAtuvIPjjns+YdtC\nOXkm7vkPnKFdpD0YC3XQl2jmyaeGeOmWdgQtqEgGlZtE5i1MO0Gk+1Sy6RHE4DMIYOPeZ9gw0Ivx\n0jeSPPsVqMwordEIhWgjWdchduxphNcez1N/fJjxgQOEenfSsKab9aEIFLLc70tGx3sImZITG1s4\nuThLO/D1R2b9fCDYoDckmulJ99PIM7SFXaKRBmiMYUeejxmd2QdqLvLGcSiOIREKzyootTbqpaLS\nMgLYmx5jU0PrDGGq7YIqDkJCVrmgpNeD7wVuSdPqWpUV0IfK4VDlrZmbVS8OezMjFDIRQsLANixC\npkXUDBEyTHylyLo+Wdenb9LBNgWRkEE0ZNJgW4RD1VdvCxGFSubqOArQEIvQfUw3e8eC6uL1uTSx\nTB41UcBRLijFVv8pTLcH4fSxRnZiqWNp83yiqoAqFJj8w4/IH3gM5eQwnQKt5jCm8umxIgzYJzK5\nN0Umb2AWkkR8j0SogBFN0nrsGeTGTsLZ/XvkRD9GPgu3foXCQ3fR8Ly/YJdpMxhO4LZtpCuWpG3Y\nYbw3glHYgFHwSPUOMWE+hN/QxB/tNFYn2AZErAw5zy0PAppZIb25ymo4paWLY2MCciFCpTkORhYR\nmnnlXJogN9vnOnPjn31gUYlaG/VqICjIm80FlUPJNG7+CSAFgPInCR1hFdC6yvvIYNWLg8i5+IUC\nvk4rQdMAACAASURBVGWRNzyUq/CVQgiwDDMQDWFiGSYxZSOVRc6VDKYKmMIgHBJEQyZx2yJum3P6\nhf1CUD27GBE5pSvJptYY0vGQ+31KM5mblOLsxj/gZH6PihcI4dCYeS5hpxnLMhl6aITmzTDW34/0\nDITnYSgPX5oYMk/zyONknhwi3/80diEYRJJu3kxyzVqMXBAcjq97Lg1bziO3827SD/8UfJdCzyMU\nep8gd/wLMTc/Hy/ZydiTO7D2pYhPGEhhITAwwgqZSTEWNmlITJI3IrhAwS8wlBulOXxM2ddvR89n\nUpwAQDSydsZn0GA34bitSBkElA2jacaVf37fI7gjQfylNEGuVMeQ8Y1ZN/4SKyUAJcuoUrQOZi2V\nLijfHUbhABYoH6XGUX4OYemNU7O6WPXi8O4f72X9MQU2NYfZ2GyzqTXChpYIdthE2QLHUDj44MNo\nIYsUilBJNAyLkGsStWzMTBAwDFsGsZBJ3DargtwzU12b5lpWFYmwhY8iBf+PvTeNkS29z/t+73v2\n2qurer293O67zJ2dI5LiIlEbLVEGI5mJA8WxYAeRPyRKBCj6kjgKEQExnARQACdGaAmBYhhBBAmw\nFcNihNgSrZFEWhIpcoazcWbu3KW77+29qms/+3nffDjV1d13H3Lm8g55H6C6T51z6pxTy3mf9789\nf8IsJxgnG/FUc8jGMJ89uqWQYL0IjkSZLqP9iCTcJ1YLGLaJyDYh2yAxPSQwkx1g3LiOOfDRQiJF\nkscEZi8iOptQaJJFQ+LWy+gkpPjUp4m2v0Xa3oQsofTWH+Nsv87hD/897P2rkJSRNBCZjTIsLGki\nSjZ2sYohhkQqr7nYj4s44gKSMxhW7hZ69XCbG8NdROSzWBry3PyFU+9fSA/TfZ5s3CfasJZPkYMK\nhxNiAEjaGxhTEow8XqO5XeTv9c4OB2H+fRy5kN6Lgfrd4mRXvPfifNIoYlqzk8wsIStIa25cjBd9\nT6TMfpCqvB/j7njkyWGYKF7dD3l1P5yskwLOlC3WajZrUw6rDZfVKYdm2ca0DTSKWGji8YDXioZo\nAbY0cYSBbRjY0sIRFp5l4KAQ+z08K7csTqa6PigMx2JDjtg7aAMwVzdYcBzMYhUZDVBUUOU5hs4s\noZKYYYSrMpLyGTQGJhLlQqlcppzGOLYiHlWRchqFRIkBZcdEDncJRzZZNyYb9RBphExbGIUahad+\nkrS7TfD2n6JjH6u/z8z/9z+jZy9ilp/Bkk2UkCATVNznxnqPwF+FxVnqZhcpYSk0qdy4hr9zA6ux\nQjr/BK3h6zS7r2EMOwy3CxwGP8XU2kdOv/93kSaqRYxW+4hxPMPlkLPFuYnw3rRb4mDsgoJjS+K9\nHqgfFO/luYT0MJ3nyZIbABjWEoZ5HJs5ilcc11fcv5fFo4gPUpX3Y9wZjzw5PDXtsp5K+tFx5bHS\ncKOfcKOf8Kebx/ULZVuyVrdZrTkT0lhuuDiuCaZEaUWgFYFKyLSPBqzIwEo1Tm+A1IKibeOZJlmQ\nULMePCNqmERsegniTB703rAMFrPzlBsJveGIrlhmGK7BwQBQxCWbKcOmuvxh/PWXsLIEzxNYdgaG\nhcBARQVMovy5u0i5VCRoZcTpIjoOUSMNcYiM2ii/j3RLOB/+D9EXP036td8mufEyQmvE7tuk7RuY\nU59AFM/hS4cdinQMj/AwROsZxOIas57NC2Jr8p6S9gaq1sBNdzDGM3bb8kkPr5DNryCd0ulCsjuQ\nwjDJr/8o+wvAmlpGWMmp/Z6pz7NaOQ7avrhzhR2/B8B84Viq+FGMMbxb3ItIj+MVOfJeFiO0GqfM\nfoDI4vuNFEZJHkcqWt9eq9tHDY88Ofy3n5xhamaWwyDjaifiejfmWifiWifmRj9GnWgmN4gVr+yF\nvLJ3Byuj7rA6ZbM25bLa9GhWbYRloLUmNiArSIxhzDCMUCUH3dlHHuYuqJJlU3VtZosFXPPe9Rba\nMgiSDJIMe/mnWJ37OF/f7LLVd3ijNiAZd23bQvCpqM/M1nUKhwf0pEeSmaz4e9jTS+hRHwcDbToY\n5XMUK/OkIiUOO5NvTekCEgtp2ki3SC/SXH39behsYkx9krOLH0F+818ggg4kPnrv3yIXRgybP0Uc\nDfFGW6RRyoJdJPTL+HhUTQ/PPLaYSpbNtFuiN35esx0cp0eWvIbCRZqzBCyO9z09GLxx8DI3gx4x\n06yUmjxzIvvr1haiQnqUTiSb/cnOVb7Wyt1UP9hc5meWn37wH80HAA9ab5H3sqiCkROkUjEon2Ha\nB51QMI0PDFl8L+Nq5xV64U0Aqu4i5+rPf5ev6DvHI08O1X/9FrWZDuWyy2LZ4YcrDmq2TFZ2iEzJ\nRjfmejc+RRx3tTKO3d6UbcnqkVtqymW16bJS83A8E8bVvEoohqlimCbs+ENe397FMCTFgkPJtqh7\nDkXLwhIGTiZYssr82d4eB8OYaafCNS/ibLnMQRDhWgLbNNi3TXpBgmUIvhWFvLlznedH1+jYJZK0\nQsM1KaTQy0ymq1O0vTVCOcs8baoCPKuCyEZgOuAUkY6LZcyQagO/d0jmbyJVQjZsc7N8Eeujv0y5\n9Rqlb/0/CDTZ9l8ytfcScvoF9rwVArNCgxG9eECqY9TyIpBrIlmNFQxvmjXzQ/TiEap/gEUJ33WJ\nUoO6BdcOvsk7ox0yp34qvbTX/R3s4OusAQNW2Bh++lR2UaBW0GKGkm3eNlBe7bW46XeZGWc13fS7\nXO21OFdt3lPp9fsBUtq82m2xMcxnqSuFEs/UyuNivAiNmLRHfS/wuFbh/hglgwkxAPTCm4yStQ+8\nBfHI32FCgzGMMYYx7JzelliCSsnm2aoHFY9soURaatCSBld78X2tjONYRj4vPmllrDUczjZc1qYL\nNGs2ZifAGeZaRHEp5qBRZHcYYQjw+gHmMEQIgecrZmsViobL229vYhZtzMMI23WouAYzqc2c0FSM\nGK68zCDpoUiZjbbZxEXIIaXdr1MYtUidGnv1AVgXsaer4NgUmxVs6XPozNPtbWL1d6gObYqFEv7g\nAGO0QSocpJXP/uPaMt3FF8jikNLNv8AMD5FZzNTuVylWdihe/By9dA/3MKToFem3Y9THfo6y401S\nTg3rHPXlBVQ05Itv7NLpvwV7+6zKPcrxNQqDOtHs02zMPcFauYGnW5C8Pfmsy2xgcwCcB+DV7T4b\nHR853GexYPPMxXN3jO+YtyjnHr0OYKVeuKPS6/c6bkvp9YesVecoWbVbxANzpdlvuwEyj2sVvt/x\nyJPDnxa7POPYrMQunj79Q7cSjdWJoBMBx7o8ZaGpuZrzBUFQNEjPOaiSy4HhsB+YbHYzrncSrnUi\nBvHdrIzjgGjZlqwVDM6VTdbKFueqFguuhVO0IcnIuiEZ4CcpaSdmKE1iM8XsBwSmxXavx9YOtOsl\nPpIp5tKMeO+QKK3TMXsI5jCiK3giohntYGuFSFLCdJ/Q2ceyTXaC56k6Cm/eRM08zfVDE2dhHhE9\nQ3r9SxRLBrr77zDSASNho+wqixc/jlub5eXLV4nSBfyFv8Ns8ArG7pdBZzj9TZZf+gLDpRfoN34E\nywbd3yNtbyDO/sBt38VBbPKNA4umO0VdbsPGl9F+G69jYu2u06kfDx6mlBQse9JbYtGrUrIchlHK\nRsen+NYX8XavEGQON648xczHf3qSIbbquHyiMs1f9A+A3K0069Z48eZx7vxGx2etUfi+tSDuhNvF\nA0/qQcW3FePdC49rFR4cRatM1V085Vb6oFsN8AEgh98/6/PPSjc4jHzqicnZ2OVs4rIS54+zicts\nelqczdSC6UAwHQBtBQTjB7SMhE07ZNdNaZ/RdFzBniXYUwajyKAzMGgPJDqxIbVAmXksI1a80k0m\nx5F/2eZM2WK1ZnPBFqxVLM7VbKquSVtDmigKg21u7LYZdAdIu0bFW0F2Ioa2g84SbNOjaiUkOChV\nYLmQ4fo1DHMKZIKMW+h4xB43+Xdc4OcvPcd08yJbf/VF1JW/Akfinv0o0cqnMMQO9swu9uE1qsEA\nQ4ec6b4CZz5LT5coO4uosEWr8CwLTz2BbP0Jyd7boDJKG1/H3bvMcOV5vKVnIcvVVe2ZVYQQk/iA\nzBKabkorPENZb+BFHYpFi0gr6GyxrJKx2+gMhn2JGm9RMh2wnqBae2Hy/cjhPpXgZeyGCQTo8DWC\nrWdwpooke2+StDf4exI+O7uCPPP0KXfSrTjpZtIqQEVDhPDuW8D4QcW7qb24ezFeRK4H9f71r/h+\nw7n684ySPKb2vUAM8AEgh3/y7L/H7NwcWmv6aUQ79mklAe3YZzv2eTX2GQQ+Rj/GG2ZURzATGCzG\nNsuJi6NP//ibmUUzsPIx/tg6JxSKG1bIuj1ivRKyboVs2CE3rJgYkywxUUeEkdqo1OZGanGjbfNn\n6Xh9ZlG2JCt1h9WaQTeMiIcjLNXD89+i679Gpp4gLVVJtI3wanjuFGEwQut5cIoMIgNPRSgEoZzF\n1hmWguXBTYKdN3m1n7C6+WfYcZfYV1hqROHip6gv/wC9zKL15etEsgROmbevXaNtbNJef5u6thBe\nE0SJWS8hmhuSKhO7fRmpEsywT/XtLxMON3m1+SSN5vNcQmPUp1HZHnF/QBH4UGPI125KbFfhumVq\nTkZmpKSyxuLs2uTzdMs/RxbnmU+GfWayvuSYLFcFyoshMXFNA9sOQUSoaHSqHmIu6qOlYJhElByH\nlXrhlFvpWtufPD9f22c5e51scABZGbv2kXs2K/pO8LD1nW7Ft5vSe1oP6sgFdUQWySnxwMe1Cu8e\n3yukcIRHnhw0oJUCDRXDoVp0Wbvfa7TGzxJa4YitXp+gM0R3QqxBTGGoqPlQTk6ThqslF+ICF+Lb\n+xnsmjEbY7JYtwPWi102rJA9M+FU7E/DILV5PbV4PbIhs8G2IJ2jRJNClvGKUjw/GHDWKVEsFFDm\nMi11k4JpITKToFBjjj6RXeC6qtJXG5jEfHT4FktvrRPVnyHrXkc4FURmk4xGvL1znW8GsFqcxyjW\n8ROBrz2G3Qw/sqmrLv0IavYcFS1JWvukfogRD/Hr5zAGN/HiIQLwtjaw/uV/w87KX2fuJ3+ecrZG\n/+o3CXpDdBRwoZCxWr+AKscUik+Rbb+JlBludY60v49Zm5t8HCdJ4SSeuXieVnCRaGsLoSRmZRZ3\nPi8GPIn1QZuN3Wtop5AHuxcWWGscfz8vXhkPXIR0uleYzvawDQnGgPjwnTs2K/pO8aD6Tu83gXyn\nx72zC8oHHU7EAx/XKnx/45EnB6PmYTRLaKXQmYJUg1KgNDo7Xgby9p/jR9G0KZZsKNXhDmOUjlJU\nN0D1ApLOiKgzgl6IOUiQ+vS+c6nNXGrzseB0ANQXGRt2yIYVsm4fP244PpE3OrXvcPzYB74COetl\nJlZmYNVcrKwERpF6NeOiaTFruewEGc/sX2UqU0xrRSP0GRGhTZdkNI/UTTqyyLdeCzHqX0V3X2G+\nfRPCIaE7y7fKH+LZ1/6Atf4mKAezaONOT0PXJ7WWQV2HpEvglbGX6ogbu8g4wYx8li7/HrvtV1F/\n7R/Quhmg3ACpfPy2Q9q5Sha/Qr9qUkgiqrWncad/6FT3uHvpKAnpMfXM3yRZehuVZpjli9jFXJbj\nqB4iSBO23Qp63HxoY9hhtViYiPLdzc30fuJB9Z0etkDge4HcBVXmqCGTUgmoIfkQkaC1euyC+j7D\nI08ORxBS5n2f71K0rJVCJ1lOFJnOyUOpyTIA8rjto3BMjNkyxmwZCyicPE4/QvUCVDdAdwNUL0Qd\n+pBkp85Z0AZPRkWejIqn1is0e1bCdStg/RR5BLSNNLc2BGCmJGZKMhlbhvSA9aOnRfjS6ioApUwx\nlWRMhUNq9RWKeo6SdojSIm50HXX9Hfyky4GepmSU6JcvMHJmme18DW3Y2FLgpglmFoLOMLOQNIlR\nWqHkCkNrCvH0Jbyt1zH3dxFozPY7tH/vFxjV/32i4rPYmSJVIaJ6BVMEREmTqNfBDkfY1QA5VnO9\nk47SrTCsc/hj10jhRJvVIzVcnUTEnd3J+iJb6HiHJDMwrGVKzrmJm0nhUq+dx8vCY7fS1IXvStzh\ngyQQeC9IaYGsA2MXlPJB+2OrInvc6Oj7AB8YcrgfhJQI584/WK3HZJFmx2ShdG6JqLzbGwiEFPlx\nah6y5sHK6WPoYYjqhehhjO4FqM6YQAbRqfNJBPOJzXxi80m/empbIDJ2jIgNM+YdK+aKHXHd8bnh\njUil4m4YGpKhIdnk6HjJ+HGUVVUcP8DJMsqZoqA2eGuxRD2DuhLMpAPmbI+ZWpVyd4eSsGkZH8XV\nczi9IYX+iMj4GKPpXeb6b+NGHUTqUz74bZzeWUa1v4EvBzj96ySFKnowxBkOGcl1qM5RevYzRGlC\n1LqGJPdf360X9enZtX9qdi3dEtKwmBaCVjhCOAZnnS0spckU6KyDNBYmoocAJWcOrS68rwHp90qI\n74MGIQTCOP59HVkVx42Ovnu9th/j/cMjTw6mEBhCoNFoDRqN0vkDMR7XIS/9EUxKgE7+WIUQYAjE\nXfo9aD0mimRMFkqhJxaIOjoIsuwhy6cLtkZBCNs9rFChRzF6FIPW6F6I6gSQnR7wPW2wlhZYSwv8\n+HEhNwrNroANobgmFNdExroVs26F9OwYjBjMBMw4f9zq+zqByDCIjDztd/O2QXKcnlibA+awlKaW\nSWqZR0nNMqMzaqpJyf4YPzq4yofe/COMLMKO1zEP/nfi5jNY5TpJFmMdXEVMLaMXnmFYnmFUbKCH\nHfSon4diRE6U5qCFTHKVXAEEacJL7a3Jd9WLA6q2i0AgheDGqMvB1a/h9HZp2i5rK2sUK0efo0Cp\nLloFeVX1iVRWIT0M796Vx9+O8u5J3C8Y/P1AILdbFaNxo6PwXaXLPsajjUeeHJZKdRYrzTtuU1qh\ntEYDSikUmkxpFGpsEOQDqJ7sr3NyGROMnvwHbWq0w5iENCpO89fbBlmaoZIMlSlUpvIBX2mu99vs\n+0PcLGZGuszPVhAlG6ORD8hpa8DeZpegGyKVohT2KPoRyUhgpadrNiSCBQ0L2uATGIAFqQtBhaHW\n7Gh4R0newWRdCzbQbJkJmZmcJg0zQZoRthmizYTUTMnuQSSJFBxIzYGVAUdus9w6+T+dJ1j4yBz/\n/Ttf4lOH60idMXvwCjdGU/z2k5+hO1ehWajRlA6Nw22ct79KvTrDuVKTqdEuhhBQX0XZRZRSpOQD\nvJ8lE/XaI3x1f5PD2CfMUjrdA55qX8cHOnGAc/MqdU9gGBGkXbQsEekhUqoxCeWkckQ2UggMITGE\nwEAihcCSBun+gKwfIBE49dK7Ut49ifsN9t8tgcDvBnKr4rjRUS7vMTxOl32PK7Yf4+HhkSeHe0EK\nyUQXT753+jK5fHc+rbdrLoX50x3NtNYMkpAr2yPqFRuaGd0w4fzUDEXLQWWKLFMwY1KeqhAkCj8Z\n4G7tEQSab2x0aIUDCtMlrNCmgaAagegXaCY2tj59M5WE4IKAC1KTu5JypFqzm1pciR2ua4MNLVjX\nknUtGZ68IUUGRkTT6jJr7dM0DjCKBoaAjmHQNS18kdA1Nb5x+tzbXpX//Nn/gL++/zZ//8qLNBOf\nJf+Qv/+N3+F3F57nH619imEyDg4Pvj55nQTqlkFze5PGtddouEWaTpEpp0DTLRKkCYlKqVguy8Ua\nh7E/eW03DUiVwhpbP1I4ZMYarvpXmOyBdjAixcj9u4zSvMiuaJ6udbkVWZSQ7nTQ5L1AGHUxjRHS\ntiYWZ04wR5/ZsQV60hrNw0W5lXpESHK8hzyKZx3tK6AfB4jJ9vFnIySGlBMiy4/3vTGASmmDPJZg\nV+p0xfbj2ooPDj7Q5PB+IIuSSV8H4I7y3UKIyQ1uSAmmieU6TM82T80UB1GISjM63Ra77SFex0f0\nNfXApJ+4XEXgTB0yFLtMpw6bhsOmKlI0nmQZi7NaML9/DUt72DgY3FLsJwSLwKKh+DFOu6/aGta1\nZGNMFuvKZiOY481gHoWY1HiUiFkSMc/JmGkzYrY4YuZsil4s4scDlCG42WnTkk/zD6fW+NmrL/Lj\nu68D8Le2X+EnWlf4hxc+zZemT/d4UEA7yWgnAxjrAN0LRdOmbDmULQdTSF5XmuloxILt0TY8Zvo9\nzsohTbuEZ0osdZX13stc8/MZ60KhyqXqzF2PL4UYK+yOB2GRD9JHg7IGMn3CwtJ3t7beDW61Xo/c\no/kSOVHp/H8epzlNGA9KUJN1t+xnSIEkn0SZ0pisf1ikJKUHY+2s+9VWPMajhcfk8G3ifr7lo4Br\nGETshQPOlurstEfo1iZpbBDZVb6pzzHtR6SDIYHjkWrFYv9tUmNAW7g0LM2K7BFkCtwidpqgzAau\nlsRpk0zYiExjaAt5i+neENAQig/fQhqRhs2xhTEhDu3xp1mRIBMQgTjUzFyG5UrIefuA+ajDipKc\nLZiUlj7NWys/xdnXfxt3tMdMPOJ/e+P32aws8MXzf413ps+TmCO0MBhkmr6GbiY4TCLuHm6HURoz\nSmN2g5xI3jza4I+g24LLcJRmWTI0047GMv6CglWmYjmULZfn6vMsFCoTK6XhFCiadj4g2iai4qL7\nIToJEWUHYb//P39xwprgaOnWsfCW52pMHvcjqAexmvSR23TsQj2+LiaMNbGAxtaORNzRVXc3QpJj\nkpEit44kElPK8fFOv17Kk7UVCq2GJ2orHscrHiU8JodbYDgWdq14qivc3YKXd/MtH6Uzmu0Arxsg\nhj16XszOMCYzpyiYBSQRL+irmIN9qt1tOlaHA6PChXSPnlMli2Oy5IDYWUT4PczUZzT9JEllmare\nY9SDaBgQxgccFExKtTJTFGnWlmF/n1EvQwdg31Ih7gi4IDQXOBljyLGrBRtasKElG75kfWTzx3qR\nPZYAQZGQVfZZcALKi/8VP7f3uzzdfRWBZrm/zX/2zd/h5Sc+R3h2leccH4nBKJuhvvoRtlyf68MO\nvSxBGha26dBOQlpxQDuJaWUJB3HEYRLSiQISfY/MrUww9AV5H+Zjq+QPbr55276uYdJwijSdAg27\nQCOOaOiEZsukeThLc+ESDadAwylSsZwPzCz2rd4+2+N+F/eymo4GZxAY9yElTc5H6gGI6W44IqOj\nmN7xdTAho9NuvCMC8RAqQogQSYQkReg8ff042eT4tXeykm4l4mNiO7a+5FjMUZ5IYHmMO+MxOdwB\nhfkazlSetne/rJa76tokGcYgwTBMKrZLp9tnT/cpy7wNqNIJZ+hzVRt45iyN6BDfcIicaQJTUAFs\nFOnCWUxf0cpCLi+tUKmUqY0UI3GDfatF1O9RcGZxY8222aW/MM+ZwggVWby0c0j/IKUqm6wlB7jC\npG4I0sQDSrfN0uaEZk5oPoY6Jebpa9jUknUtWNdzrCeSVw8F/6/5P7Bau87/OPzHPJFew1QJH33z\nn9PfWKF39mdJi010pnG8Hq1agI1gxnRwDIPnp+ZP9Y1QwzyLSusiWtoMSzatOORQx/Sym7SiiFYU\n0wr7HMQ2rViwGwzoRP49iSTMUrb8Hlt+7/aNB1tw5aXJU0saE6JoOoVTFki+PN7mFqnZ3iTG8LAx\nSuMJMQBs+z2WirXbLIihn+uAlQoP1jvivcBJS+H2jbevOiKk3Ldmw5HrVCvQPjILQUcINDxgrOKU\nd5CxA08fPdfHl3JEWKdcevmGU+TFCXIRJwnqeN+TJCVP7CtPkNJJd+AHgZYek8Nd8O2mOqpwSAFY\nKtbZI7c+Llan2TId3pyep9+5QUKbQm2RH6g6bHa7dN0FpF3nWvE5vOqQ6dEmq5UpPtS8yHJtFn8U\n8Y1Es3juDLuDiH+lChhzK0wVzrPy5msYh9tkaCqNZTYqDpc7PuZwj30roLDiYbsjCqN9jFRitG8S\nxz5ZcRl1sItvr1K2nsTAwrBK6AxOaZsDBQGXhOIScNLaUBp27Dk23f+JVrrBh4IXcZMNyuE27rd+\ngy+W/gZvND7LecukO0hwnQNsU1Fx6jzpZrglCyk16Rv/Fr13hcyfRVsriOYqRaNF2d1mFbDmiphz\nTbALaGuB1DguQBkmEaM0JsgSWqFPOxrRjnza4YjWeLkVDGmNBrTTAF/dvbI6URm7wWDi2roXDCGY\nsnPSmBCKe0QsRRpuYRKAbzjF2+TH329cubZBr5UrFVebNc6vrdznFY8YhARRQo2zoFARkgDGsQox\ndn3d8aUnczGO/orTa7jL04lLD032HYSdtL6VmMaBpePc++NA1Elr6DgkdoJE7hx7On4Lx5YVwGF8\nWp3h28VjcngPcbIy+InGCmdWz5H28iycQyfjbO0jvHy9Qqoz1lYuEPffobI/ZBQq2sVVmvOLyNmI\nTlDBK5RZX7iI1fa4OTxkNx4i1nscjAv9MstjGCZUvALZ9DIgMFyTg3e28YMpRqmBrGTMlwYMlSaS\nFYrRPn67jW9NE2cFyoaDacVIRgglEJaJVXQonIetUR+z3Uf4kji0MLIirvZOzXekgDNozhgajCVw\n/i7x0Ubl89l0mx8bvMEfjtb4lpxnQ1dJjZAzjubGdMCTDc2lmZiFnQ3ICuiwAlEHXWyigwAxY6Os\nlGTPJ/WqSNNByxSsm2AXEF6FkuVMrLezpeMsmZPQcUq2mceG/IPrtAd77Bci2qUqw+o0rRNkchj5\nOamEPr0kvOPxIA9eH0QjDqL734gCqNkeTbd4m1Uy5RROkUnDKWAbt9+WQufXooVL0bRZKFRPuZVO\nWg1DP5gQA0Cv1WU4N/NQLYj3HNJBMbbStQIdTMji3VgVDwvHg/XRgjjeMNnp7q8/sqiCcVzJMy14\nQLLyk+T+Oz0AHpPDewQVDk8piibtDaaeXGNYz91TZ2Kb6NomvnZyM7Z/yEtumUsf/nF2egmu5fFD\nZxb4q8FlivYsKfDyzg1kZ46SXaKiFe3DIY4ULEgXyzDYViOyTDGt84Kkg2iITjMkNjE2pSih99Lx\nmgAAIABJREFUWBVkhiQrn+cwrDBkHjGqEaUpZmJRxsJIYjKjgFQROjnALZ+hUDDpVwtEU8vMl6fZ\n9ev82etvYh22WI57LAz3cMwqlpxCqRLoW35KsoC2z1MAPgd8jryKPNOwFUvWbw5554bPl7TgQHwG\ny/RZQHPBDLk4EJyNDIqHLrYD0skwVAmEk99PWYzyI9L+Hkgzl1WxPWR1/o4xg5PB6ML0KgelWQKp\nce0ia0WPS6t3rqaOVcZhOMrJIxrRCseWSDQak8nx+m4c3PXe1eT1Gp044B1ad9nrGBXLoXHCnTVj\nK5p2RtOxabhN6oWzNJwiz9UX8Ezrvmm833MQEkQRNa7YRsUIfMQDWBUfJFwbHLI/tmJnvDJr5TtP\nft4vPCaH9xGvd3Z4K8xnlk94DS6JKvuFMonKSHyFaSoWF5oszuSznheaU/zhXkovyF0f1bErIs4U\ndbOE8iWlWBFog77pM+u6UJpCZDFVu4Bjz2LsZvTCAF9JYsvmZlpmQcYcDFKuqBkGKmItGCG1yWbp\nQ0zbBpXeFSIRkok9zHCbt7dipuqLVL0qF5//BJVx0L022+CVr/8F6cZlVPAqjutQsm1kaR7z0me5\nsqsQfgpBhjkK8YYDUIVTszpDwLLQLJPxI6cC4jZdDRuxx+UtwR/pGv6hxrJTmiWTS7biiWnFdEEi\nTRPDkFiGQ3r5T9CDfShNQXUWufQ0meWQ2UWwPcxx/YsxU0bXPEZxxsaJjoLbvYClmkvxDplLtjSY\nK1SYK5wWXDw5iz9CqhSHkT+xPG4lkPbY5dWKfA7DEdk9poH9JKKfRFwfHt5lj69MlgqGdSoecrSs\niHD8jIrhsNhsgiXRWn9gAu7vCtJGY4+9N7lVIQgROkaQPXJWxYMgSJMJMQDsBwPmvfKpON37jcfk\n8B5BuqWJoihAUp3nTzq7bA1z8/6V7AYf9nNi8EybFbeIWc8DqZ5lsFKqM+vWqMs6PfIOaHWvQWaU\n2djpkmSKyDZ5oVliGMdcC0Kqnouwl3ijP6Qmq0SZSyvuU8WmKquMbEl9eo6ShLf3R9zQAYelIRuD\nNueUx7IoIYsGdroNYYBPyqEw8NOYkkppW4tIO6+WHiYRzyyVeLL+SQ7//Dpyuw29bSDGWJpDLzaI\nGIHWCKWJdJWlxjlY/0tGX/m/SEMDbc6jzQUy5zzKmL0t/bYmoCYUz59Mek0gPUy50d7lJS3ZlZLY\nM3HKNvXwDc71vso5sY9bn0ad+2HS4gjDlZiijRCaKDXAdnCmG0jbRGlFqhUGd8/xH8U5Od+JMMxs\nAxnfAEDZS5P4hyklM16JGe/emk46Tkk2DullEe00oJUGdKqSdhZyGPrHcZJwNCGTRGV3PZ6fJfij\nLjdG3bvuwwHwJjjSnMRFGieC641xYeJJl1fVcj+YRDK2KjTFnCxUAmOrQhA/sFUhdO7O0eL7zCo7\ngcfk8B7iSFEUYF8pXn/pX9NLQlKlGKYRl8pP4UUOQRqRlmr8yNLyJBXWU5JRnPLDU09wzsl7ItTs\nEhqYqXhEqeLtbojvSFrDFgdRn1gm2MqACKpll8Ry2C8WWC5a2IagaBjUrCKGZZBZgkWrxIxd5as4\nFEsutiE4iGISY54g2+QgLfCaNcONaJa/XX6aCzO5GN6tEtTnLnyEyDHIwovsmDbbMxdgtEvsWdhZ\nflPGmeLKzTcwAp/0mZ+lvPs1Sld+H6HzgU4bHvKpv4me/SQqc1BBit+yUZGNo07P9EwBq0KzepR+\nGyYQBsAiLbHEy1rQbsckA7Bv9pmeSViZdWl2Q/Qw77mR1XaxVhuUnQJnDYuNMNfmWqg6eIZBNpZf\neX17wM4gwjUlC1WPSzPHg73QIUb3ZWSSfxbCapFNzZ6yIB4EUgg8bbFoWJx36xhn6netudBaE0ZX\naIc7tKKYg9hlPy7c0bXVjnyC7O7+5kilbPl9tvz+fa/RFPL2eMjYKpm6JW5SdzyMR3V2Li2gOvbh\nH8UqjjKg1B2tCiPbRur8O1aiTmY8fMl1z7SY8cqn3EoP02qAx+TwnmOiBur3ORlxGoQZLzkRBcfB\ntlw+tXKOtWKdkmXi73QZjOsqVGvEDT93OXjTippngWXgAtOp4vU45C0dkpZtWvE+vgqYwuMQhw/N\nXGQhiJGYSNPgowsVLk6X2Oj4OG4+G/6wcJmpuhhCcDOD60qSWTNcNjSZGaFMB9/3uNoz+eR5G2TG\nxrCDGMuVbww7rK3+AAXHYzA6ZDsMCLP82K4Lz1aLoA1e39zDGO6RKMWWn3Jm6ZOMnvwZ6n/5j3H2\nX0dkAfq1/xtj9yvUf/I/oTvaJR4lJIZB7E7RmXsWO7QwfE02gkIoKUTZbT/YptA0hQbMPJFqbwh7\nQ6JX4W0EXSGJLYntSGY6iqWVImuuZF5nYDp4QpD1HaRb5tXtDn98tQdSUy9IwkQx7ZmUCyaGlJjR\ncEIMQL4cDfM3fgv02Pq4ddAXtsl6qukd5N93dabM+XsU4wkh8NwLLDlLLMF9iWiUxpPgems4oB37\ntNNw7No6TSbDNL7rcVKt2A+H7IdDuEMW8ElIBHXHm2RsTcjjpGUyXp5yCphJnmIrnIcsqX5brCLJ\nYxVEoJNxqmkyIQYAqTso3fyuWBBr5Snmvbzw82ETAzxkckiShF/91V9le3ubOI75xV/8RX7iJ37i\nYV7CQ0PJcnhmao6tYY9YKUg8ur7iW90hg6HJ+vZNXjgz4EeXaqwE+c0SJhleGPNcs4K2DDzLYLpo\ns9nPZbl/cKnG5XaPNi4xks3+PitRgUbgst3dJO76nDs/y1Nzs1zymsyWHQzH4tXhFQbFHcxUQ1Dh\n0xfmudYekbZ94mqBciQxujUEGVOGRc/0eGKmyDPzFSDDbAcYg3xGmpUt4vQ1VHebtH2Dw9GAm6Xc\n+plyinxsegUVa0g1SaZITqjSJvVV9n7mn/DM3h8y+KN/hI5GZAfrdH73HxCfeQJReQHPs0iym2S1\nJxi5HmmmyRLFXHkOp7OF7rTRkcEgrdNv9VGhpKhdyuK0tpYj4FwuipH34UiAtyJ4q81NBF3LIC1Y\nmGWTqZpFrWYRjhQzQ0FkF0hiA2nbWFkRIoNIZfixg46KGEY+m1OqRKSsU6ImozhFHwxxg/zzEhUX\nY6Z8avumIZDT+QDVMwTzcXpHF9ZJPKh1ctTk6oxvopM8+UE0Tl/DEaIsnWRmtSdxkiPX1ohW6HM4\ndm114+Cu51ToPH048rl8f6OEqjRomiYNp0SzOn0q/ffWbC7nDplb7xmkhR5bFfkbCZG6i0ZOLNzv\ndmD7u0EKR3io5PDFL36Rqakpfv3Xf51er8fnPve5R5ocHqTV490koEuWw4/NneOt3j5holjQku0D\nwWE0wo8U/SBhqxtw2TWZdcC1jgc3z5Loo+fuCLKxP9kVdH3NaGSxF/eJopRiYJDKiEaiuDRQzHdj\n0uEWchoGBxYDV/NadxsAy5Bs+V2eb8zzguHg6Bi3UiFoS6Z7AUGi6Jsma/MVfnSpjocGJZkKLHaC\nnKDmtcRI9xCmQJQaOHtXMZwSmZUPRFE7xPAVoqvZGtYh26FgS2R1nszyWKh4TF/8O9Sf+ymu/4v/\nDnn5y6AU9o03KZk3aM98HHflaZZn5+gk+ex6tjrHonQZ9A6Iqoo0SammN6g99Sw6DtBKI6xpgqs9\n9nsJwyBDp4pSqmhqjXXL/d1A00hS6KX5rPhmvv4JYEpKegZEtmQhLOPIIaLRxHGdXH1UP4sOboIU\nZO4Kiaoz7KUgNZdbA/a7Q6baI5olm7WpErIfomsejIPYjAd5Zb53QpFH0NFwcg7dP07D1eNruNWK\ncQyTM4UqZwqne47cCYnKOBwTwMl4yOGYRFrRcFJn0omCvMr6LuipjF6ccTWOYNC+53lLpj2Jh9yr\nnqThFr/zrC3popgjI0KqA9AxWpRQuAidAPK7ThYPEw+VHH76p3+az3zmM0AusW0Y7/0N8l7hQVo9\n5uqtxzIbt0pAn5TXeN32+ZetHUwsCnaKOe4toS0Ds+bAKMK1DGbna2yOZ0vTZZODuI03JorNUYd+\nKikKj3I6zSjcYD1oU8w055MibXfEQlpHdAL8Uohbsri+vcN+/5DEBMuxsV0P1d6gEA5Y1BEmM/TO\nP8Gnnj9Ds2jjAwtpijkKGFwLWPdTNjY7tA9zgkorMd60z+pMEWnaFMtNZp0yllehalikg5hU59o6\nc9OrJKUVbNfk0vIsBdugMB6gQqvCzZ/8rzHP/RBTL/4mbtjFSYcsbH+JduJz8bmPEow//6JtYzeW\nkIWcgOP2TSK/he5DUl0hbZwjHcZYrsFCNkALH50JRgWTba9KT0uSRCBCjR7EFOOMOZVRu+U+d4BF\npVhU5L093ukQv9MBLjM0JWnRwWsUKU2dJSnaRMUKThpQ9Wz8TBMfaurKo6BSen1N206xpEC88xpi\nNGagqTNUvVUO/QRDCBaq3n2thgeB3noDfTg+R3kBmLvn/u8WljSY9crMerdbILci04pOFIytidEx\nmYy6tA7WaWfp5HGYZfeWSkljhsOY9RPd9e4Gz7DGcZLT1e1H7qzjuMm9pVJSYwUhZ4ETFtsDxiu+\nl/BQyaFQyAW3hsMhv/zLv8yv/MqvPMzTPzAepNXjg6i3wrHV8fGzDqD58vU27xzkhXFnah6XZso0\nFyoTC+R5x+LcUX9kmfHizt7kWDcPt9gM+uwBB0SM7ABrJFiNPWZTi54cctXvspgYXBm0qWYBSdfn\nI2GJa6MO6/aA9ekCu+kuz8zMs2YWmU/6uKtFKtXa5H0Nru0DuZtra6fNIBgRJflM8FClrFNjLgnZ\nC/t802hw7XBEzYj5WHEBZYIc/6psKcHz0KY8TQwtn6DjY/cygsbH+Dc/dpYn/up3uNT+UwAaB3/O\n9j97leoP/hzu6kcYtW6QlBewagvEB9fQ/iFutYlVKkHWxiudI/CKtHb6hJ0emTJJDcUw7kCxhF1z\nsYTgyVRgDCRo8IsmL45SBoOMbJThhBm1VHFGK84IjXnLuFFKFfQC6AUk1/J1DhAKwaDoUmiUmJcG\nYcEBrbE0lCJwigLZO8zF5gSoToeLqxdpOwUUCs+SbHcDhKExpcQzDFzbuK2i+m4xDMgthgkxAAy2\noT5LOBhnwzWKd37dPY75ncAQkqabxxjgFrn7EyQmphZh4Sl6SXjH4PqRa6t9ws0V3aPCPciSu0ul\n3IK7SqVMihGPLBQ1lkq5JV6hM9B+ngGlw0eyEO87xUMPSO/s7PBLv/RL/PzP/zyf/exnH/bpv6v4\n+NkpnpmvMBwP/iXHnHQyO0kqx93NTFZKdTY7LdT2mzTaV1gd+JhGjS05BXFCIkzedH16ScosJXqj\nlFK1gCUUrWEfux9x0ShBHCCDlFfNNr/Xu85hNuLH5i/gWQZF594/g12p2Rm3MJ0WmnrzCfqLBq8c\nbDCSkqk0onB9nfZBzGWnR6NgM1W0OdAZmJKFikfBNvHjNG+a1M8DoSXLhiimXKzyzcVf4KD+aV64\n+X9QCm9CNKT35X9K9/Kf077wOcJ4mrl6jbXFD6MygekeE7UQgmLRIS126LPNIHWJhGIgLOIkQ9gS\nFWtEmCEsA601TphxqeHQqyuE1jRcm8Waw0GseeUwYbsVMezGqEFMLVEsC8VZoSjfQhqu1rjDAIbB\nqbm6BrJNh6TqIgHhHT/cYcaS4+Ul5qlASIHWglgrQpExDFISrdBCo4XC6fjYowRLSuypAs7c6bqL\nO+EqmqNyjjnEWPrkGNn+YOJ6ujUu8n5CnHkamnn671FAumZ71GyPc/d5rdY6D7jfWoh4UirlhMvL\nv0fA/duVSjkikpOk0nAKNC2HpgsNW2KK7HuCLB4qObRaLX7hF36BX/u1X+PjH//4wzz1u8KDtHp8\nN+qtp459YiAu3WdQBlgYmajdCLEXYWYV+nbE09mQsDDLN+IKigGJUFyzM0ZS0pya5TWzx3knYkl4\n/MDQox2OiLOMYiyQhsu2W+FKv83zU2eYWXgS6ZZOENbx+3Itg8Z8k8Ggh7BiMq0YmA6RE/GSH/Ka\n36cTCaYpkKYVUJrUM+jojGfXGqwUch9wwTZ5e2/Idj+AVCG7PUwr7+ddshz+46fO8pWsxd5elTem\n/1cu9r5I/e3fhixF7L1F4+B/IZz7EKP6R9mffwa3voQatLDLCrO2gHCK6GiEaXawpjPCaBdL2RRK\n52k7LgtFh+WGjXe5Qxpl9IOUoVZ0ayalmsvZRgHXFOhMMZtpZssmeskljDIu7w6ItGYrgL8cKZJE\n0jsYYMeCeWBFaFakYgF93HiKPE/NGEWo0R2kyl/5JrJaQFYLiPF/WS1glRxsIQCJToFxT/O4MyRF\nkgqFvzMgRIJtgMhya8OysEtzOIMdDCEIy/NsBXJyd99a6Kfj9IFiErfiTsV/3w6+3SwlIcRELmWl\nVL/v/kGanAqu31F3a0wm/SS663G+LakUp0DTcWg4Dg3Hpum4NN1C/t/xaDguDcfFeYRd6w+VHH7z\nN3+TwWDAF77wBb7whS8A8Fu/9Vs4zqPXSvFBWj2+G/XWI7y63Wejk7uVVuoFnlvIZ4F3Cn6/snuD\nF7/5DQ4Hh0y3b+LgIE0PlSackwJpN3nNG9GMbZSGXS8lM0JMDFJTkDomc40Gha5FKxyxL2NiAzqN\nVVqlOtbFH8KdWrjDNR2/r2cQfDk+ZK/TZZAmuM6QnWyPS0aTM6UKnaBNHNvU7BpFUoTKwLSQlsFY\n7AI/TtnuB4SpIspi2vGAC6GFk0h8JyDpJ/z0J5bY2M9ncSszv0q89x+x+89/leTGNxEqxdv+Ovbh\nDRIVU1z4W0hzGudMAbN0esZrN+eJEweUwD6zxoLl8tGlGnXb5GBrRDD+nN2CRcE1CdI0V8lVIA2J\nOOFPko4i6geITLNkw3JF81TNoH/1Bltdn61Q8E7q8aJ7lkFoksQaJ1GsiPxxVmhWhKJwq2s7TlEH\nfdTBLak9QiDKLqLgIGwLUXQQtSLSNHAsA1sJCoARWwhpgRREaUYUpfjFi7TtBVKh8YXNQWeAaeSt\nUi1DkmT6O6qQNrMNpM6lP5RonhI/fFThmRZLZo2l4v3bwcZZOsm4uptUylHmVifyH0wq5f5GCRUr\nJ47GmDRyEnFpjJfz9fk2z3y4jp6HerbPf/7zfP7zn3+Yp/yO8CD9f9+NeuswSieDMMBGx2etUeDa\naP+24PcwiXjtcJv9YEAmLXalx0KSsGRNsVO0eXJ6mWJvyJ84iqGXdzVLDM0lq8SF+hQrUx6eYbFt\nagZphjRKhFlErZD3N3jhzEXmpxbuek2lo/eVRGD7BCrClALLzmjFA4K0ymppijmvzIfry7z0lW8R\n7HbojUbUZoqYQcZoL09/zDyDm72Qw1FMolNGOuac65AWJBiCdBDzVtpnZzBO6dWCJ2bPsfRf/A7v\n/MFvIP/8NxAqwQj3yN78p4zkgNLH/kuEXZhct3CKmLUF6G5TKnrsGXWkV2Ct4tEsOWRxRmGhBFWL\nqOWDZVBwTAqmZKnu4ZkGwyglSDOiVBGnCtcUzJRd9odRXoxYcihUwJ0ySKQF/ZBy2OVSM2UJGzQ0\nSx6bnZR3hMG/8RWXhxmHoWJqTBpnZe6eWhnLo5+C1uh+gO7fIW3UMhFFB1n1YBRMLA6n6OJKK+84\nJ/PZ9CiL8Q2bwyAjRlEpSva7I/YMgWUYWIbEMSTmKMKUErvuYVh3n8EKHU6IAUDqFkK/++K/Rxm2\nYTJfqDBfuL/LLlWKTuxP0n5vl0o5dncdxv7pDoO3oJ/E9JOYa8P75wAXTXNCGkfEcfJ5082Xs/Sx\n8N73BHYP97jcvYFTzGfAR8FvAGVJ+i4UfWgXGgS2yXRhhVQl2NKk4RaZTWscaJ+iLfnx2RX+9tpz\nHMR9giyhaNoclGOEW6ZKmU+IWf7T6gwzXuk2vaB7oTgasjTIZ9yGlDSax26BS9UZDoZd/v/23jzK\nrrLO9/48ez5jzVVJJZUJSAWkAePYMrSKKLQoiN5L28rrK3YD0dcZlrQMAoIdXdK3vbLsV5aiV7jd\nTtDyKjS20HJBsUnbTAZMAoSQoZKaT1WdaU/P8/6xT506dWpMUklV0vuzVq1A1am9n/Pk5Pnu39yn\nhgibJQ1aihZ8RvvzOHbkVgrGfLRK/2NTGGT1JEoDdEGznQCl0dcziuVJPCl5edilJWXSZBmc8K6r\nGGpuovDEDwgHXgEU5ed/jL/3CcwP3EJy/ZnVtdidG9hlOAwkR/E0i85EQHdbtFbd0rGy0XqafTUl\nHgKQSUSNCAGUVOS9gLRtMFRw8EJJytaROZdysZ1w5ABpA/alE+QMh6xjYLkemg0nN1u8JqmPT85B\nNNsMSsG2XMCOkYAHcwHbcj69+ZAVTFgYayrWxiohceof8P0AlQsIcwXCV2ua92kCkZ1wTQ3YIX12\ngEybdDVmWJPqIGlqKCkJA4XrR9lBgWVR8gI8pXCVRPSPYRs6uiawdA1DExi6RsLQsLSFGZl6vGBo\nGm1OmjZnbveYVIqcV5rk2ppUT1LtBjzeKmXmzK1CEFAIxthdmN0kMXJF1h30u5rmOgtwjZh5krYN\nVjclJ57U92/lxR276S/2Y7d30dZ9+sRrTZszWlbwfGcv+4aHCHybhsxKMmIFqfIwCo8DKC5de3Z1\n/sLlZ5xC2jb4975d7M7nGHALHCiOsbbSzTGBzrrs5Kyr8TXt7o36Oa3qaJsUC5FugJ8r4skAV4Y0\njgrOblrFqR0rqq/5l4HnAdBNjTwKT7MnTQED6MzaNGej+zpGlg2OjlGW2LqBbwr0PsmBMZf9YyW8\nQDFacDm9JcOKRodM98U0/8l5FLc/zuC//j3haC/hyF72f/dy0hsvovXCa9FTzRR9j56yB5qDYwiG\n/DwDhSJJ0yJpGTitScyszfqVGVajKHohSWv6J2ahCTJOJBZtaQelFPmCy9DAKBotKNNCMwVaxkEv\n++zVxjAbA7yMT0eYpNOPREZrsNAabNr9kPaMwdkrFHtGhxguFvGlYEylyLkJtg0H3D/is30kZMST\nLEOxVossjFrhaK23NqRC5QqRaAANlS8A39ZRTftwG1No2Si+kWhIkkzZBLv6UUORD101hsiuJryy\nJBAhnlCUhCJAokQZ3bRI6SkSaoCQgNDswLR0HCPA0vUF6cE0Wz+rYxlNCJrtJM12kpPmeB5TSjHm\nuwyURhh0cwy5IwyU8wy5JQY8l4FyiQG3zKBbZsAtUQpn7rm1EBxffxPHAKd1ZlnXkmRsNMcLL/WA\nZtBgJhnp24O7ch3rO1ZVD+/xuEdvcYyUaZHWIzdKgtX0FooU946Q0Oumf/ku/eXCRGWlgHLJJWEY\nrGpqndZVtj7YxbJKfmY2WEfePQWIhKOvNIZSirWZFgIZYgiNVenG6nXyvovj2NjNadyhqAirac0a\nGgBvJDp8Ms0OnaEVBaSBzmyC5R1pQm/iw116aZhXBgsUywENto4qBBywy7SmLRj1MFc2k3nDJaT+\n5J0M/vJ/MPq7/w1KkX/qforb/g+t7/kb/OVvw+qLrhkmBa8Kj/JoDkc36cwm6O5Io1fEYPfeihur\nYj10d8z+FCiEwPZdbM/DTpmEYYqRks9JmgaOwWhQwkgYeIZgqFSgVVrVuQxCE4iK4JYCj+H+AlZZ\nYYcKxx7jzasyXLwqctGoULJ/xx52DBfY4Vm8KNP8NEzyyphPqCDNhFisFqryp2SVmFrsZ7ohHBgh\nOFCX2qlrYOoI24y+cgVMx8LpaEDUFOfp4lWU7MP3A8oDSfb2JRj2SowmCtjtu1htN6N0Hc0xMAwN\ns2JtmLqGYwhMTUfTpgpHvRBs68vTM1L5bNT1s4LpU26PRzERQpC1HLKWwzo6Jn4gXQQlBB4orzIe\nQqMQ+FWxGKwIx4BbZu++A/xhAdZz/OzsIjGfKup60raBrPlQd9gNNJkpzmhby/LmjsmvNW3SDVOv\nnSXFqqykvxDdf3VTkrRtkPcnP02c5CbYIKKmXdlkcsp16udQvPjiH9nd66DMJOVECWkVOGD6ZEqK\nRiuB3ZQmm0pNWt/qdBN0gduYZWWygTevPQkZ+JT27kBoGrqlc6IXsiIdBarH3TjjB3XRCyBlsMIw\n8DSFLwW6N715rTlp2i66gcwZF9J37w34vS8iizn6fvQFzJVvpPl1H2fIaiQcC9BMCycTiWTPaImu\nJoekZTC8f4zBXTksonhID1R/NhNuzza8gR5kwcL3MmTMDKmEyWioMWSCX1YYBUUqJTDL4JkgpSJR\nCFBpiTArRY++xCoBmobSQJfgmhLNFtjoUCzQYQ7QltU5U/kIaxTjxFNwybBzTLFtTLB9TLJjJOS3\nQyVy5eiQ1FF0Vq0MxVoxERhvqj+fQwmhRJX9qn0X7olcVVFcI4nWYGM25dAbNOy0jggHkLKZtJYl\n7UL5QIm0NoKOhp8y8BocikKBpqFpGiGgdA3d1DHMCeHYNVRksOBh6IIVDUm6Gp2qMMDUzKrpUm7n\nEpPjDs1GYVdakitQ0VS8pK6xKqmzOpmeVLndm13GRxfgtrE4HAbzqaKeiWxDI20rT6R/70sArFi1\ngeWtHXP8VuW+NdlFbSmLU5dnq66g2jRc4YcsD2ya0pEozFSot2uoyN7RAl4gCUYE2eVjuFqRV9Qw\nq7tb6FyznN5cjtWN7Zy2rGuKEJ7W3ElnwSBQRZyySXF/juTyRpz2lQS5/ZQHiowNRf/AM80OtE58\n7IpeQNEL0TMm6Uab/QLyYUiHpdORsLANDStrVYVkHGf1a+n61H3kHvsuw498CxV4+Hu3YB14ltUb\nP4ba8IGJarwaQi8kGJsI2OmlkDA5s58XQLkFglwPmgF2NiDoy2Mks6iERbmviGWapA2HvFcmZVg4\nmkPRUwTSIx2aLNc1PBWlRCYMiwYzwUil+VwgJS+N9SNLgnYnw1oniWjwUekgmigpFJiCcujTmVac\n3OiA0EFqKD1Jn2+yPS/YMSrZMVRi22CR3+XKk0ZcNjBhYaypWBtrhGSFpqh3qqmCS1gaU6c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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots()\n", "locs = [res[0] for res in results.groupby('loc')]\n", "for loc, vals in results.groupby('loc'):\n", " sns.regplot('size', 'ppsf', data=vals, order=1, ax=ax,\n", " scatter=True, label=loc, scatter_kws={'alpha':.3})\n", "\n", "# If we want to turn off the scatterplot\n", "scats = [isct for isct in ax.collections\n", " if isinstance(isct, mpl.collections.PathCollection)]\n", "# plt.setp(scats, visible=False)\n", "\n", "ax.legend(locs)\n", "ax.set_xlim([0, 4000])\n", "ax.set_ylim([0, 10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically, lines that go down more steeply mean you get a better deal the bigger the place is.\n", "\n", "For instance, if you're in the southbay you might be paying \\$6/sqf for a 600 sq. ft. place, but $1/sqf for a 2000 sq. ft. place. On the other hand, San Francisco is pretty consistent, with a relatively flat line. This means that you'll be paying pretty much the same per square foot regardless of how big your place is. In fact, all of the other regions seem to follow the same trend - so if you're looking for more efficient big-place finds, go with the South Bay.\n", "\n", "Also note that this gives us information about the uncertainty in these estimates. The error bars are so wide for San Francisco because we don't have many data points at high values (because there aren't that many places >2000 square feet in SF). It's anyone's guess as to what this would cost." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Text analysis\n", "Finally, we can also learn a bit from the text in the post titles. We could probably get better information by using the post text itself, but this would require some extra legwork looking up the URL of each entry and pulling the body of text from this. We'll stick with titles for now.\n", "\n", "To do this, we'll use some text analysis tools in `scikit-learn`. This is good enough for our purposes, though if we wanted to do something fancier we could use something like `gensim`, `word2vec`, or `nltk`. (we'd also probably need a lot more data)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "from sklearn.feature_extraction.text import CountVectorizer\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.svm import LinearSVC\n", "from sklearn.cross_validation import StratifiedShuffleSplit\n", "from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS\n", "import string" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we'll do some quick data cleaning - we'll only keep datapoints with a title, and then define some characters to remove so that the definition of \"a word\" makes more sense." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "word_data = results.dropna(subset=['title'])\n", "\n", "# Remove special characters\n", "rem = string.digits + '/\\-+.'\n", "rem_chars = lambda a: ''.join([i for i in a if i not in rem])\n", "word_data['title'] = word_data['title'].apply(rem_chars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll remove words that are too specific (from a geographical standpoint) to the regions we're using. Otherwise you'll just get a bunch of clusters with streetnames etc. predicting the Bay Area region." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "loc_words = {'eby': ['antioch', 'berkeley', 'dublin', 'fremont', 'rockridge',\n", " 'livermore', 'mercer', 'ramon'],\n", " 'nby': ['sausalito', 'marin', 'larkspur', 'novato', 'petaluma', 'bennett', \n", " 'tiburon', 'sonoma', 'anselmo', 'healdsburg', 'rafael'],\n", " 'sby': ['campbell', 'clara', 'cupertino', 'jose'],\n", " 'scz': ['aptos', 'capitola', 'cruz', 'felton', 'scotts',\n", " 'seabright', 'soquel', 'westside', 'ucsc'],\n", " 'sfc': ['miraloma', 'soma', 'usf', 'ashbury', 'marina',\n", " 'mission', 'noe']}\n", "\n", "# We can append these to sklearn's collection of english \"stop\" words\n", "rand_words = ['th', 'xs', 'x', 'bd', 'ok', 'bdr']\n", "stop_words = [i for j in loc_words.values() for i in j] + rand_words\n", "stop_words = ENGLISH_STOP_WORDS.union(stop_words)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we will vectorize this data so that it can be used with sklearn algorithms. This takes a list of \"bags\" of words, and turns it into a list of vectors, where the length of each vector is the total number of words we've got. Each position of the vector corresponds to 1 word. It will be \"1\" if that word is present in the current item, and 0 otherwise:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": {}, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "vec = CountVectorizer(max_df=.6, stop_words=stop_words)\n", "vec_tar = LabelEncoder()\n", "\n", "counts = vec.fit_transform(word_data['title'])\n", "targets = vec_tar.fit_transform(word_data['loc'])\n", "plt.plot(counts[:3].toarray().T)\n", "plt.ylim([-1, 2])\n", "plt.title('Each row is a post, with 1s representing presence of a word in that post')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do a quick description of the most common words in each region. We can use our vectorized vocabulary and see which words were most common." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "top_words = {}\n", "for itrg in np.unique(targets):\n", " loc = vec_tar.classes_[itrg]\n", " # Pull only the data points assigned to the current loction\n", " icounts = counts[targets == itrg, :].sum(0).squeeze()\n", " \n", " # Which counts had at least five occurrences\n", " msk_top_words = icounts > 5\n", " \n", " # The inverse transform turns the vectors back into actual words\n", " top_words[loc] = vec.inverse_transform(msk_top_words)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we'll print the words that are unique to each area by filtering out ones that are common across locations:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "unique_words = {}\n", "for loc, words in top_words.iteritems():\n", " others = top_words.copy()\n", " others.pop(loc)\n", " unique_words[loc] = [wrd for wrd in top_words[loc]\n", " if wrd not in np.hstack(others.values())]\n", "for loc, words in unique_words.iteritems():\n", " print('{0}: {1}\\n\\n---\\n'.format(loc, words))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apparently people in the North Bay like appliances, people in Santa Cruz like the beach, people in the East Bay need the Bart, and people in San Francisco have victorians...who knew.\n", "\n", "Just for fun we'll also do a quick classification algorithm to see if some machine learning can find structure in these words that separates one location from another:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "mod = LinearSVC(C=.1)\n", "cv = StratifiedShuffleSplit(targets, n_iter=10, test_size=.2)\n", "\n", "coefs = []\n", "for tr, tt in cv:\n", " mod.fit(counts[tr], targets[tr])\n", " coefs.append(mod.coef_)\n", " print(mod.score(counts[tt], targets[tt]))\n", "coefs = np.array(coefs).mean(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Doesn't look like it (those are horrible generalization scores), but we'll look at what coefficients it considered important anyway:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "for loc, icoef in zip(vec_tar.classes_, coefs):\n", " cut = np.percentile(icoef, 99)\n", " important = icoef > cut\n", " print('{0}: {1}'.format(loc, vec.inverse_transform(important)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may note that these are quite similar to the words that were unique to each location as noted above - such is the power of machine learning :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## So what have we learned?\n", "Well, you might say that we've merely quantified what everybody already knows: San Francisco is expensive, really expensive. If you're looking for a place in the Bay Area, you can expect to shell out a lot more for the same square footage.\n", "\n", "However, what's also interesting is that apartments in the Bay Area don't seem to obey the same rules that other regions do - they don't necessarily become more economically efficient as the place gets bigger. This is in stark contrast to the south bay, where places are pretty expensive in general, but in ways that you'd expect for an apartment.\n", "\n", "Finally, there are probably lots of other cool things that you could do with these datasets, especially if you wanted to break things down by neighborhood and collect more data." ] } ], "metadata": { "category": "til", "date": "2015-09-27", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" }, "redirect": "craigslist-data-analysis", "tags": "python, scraping, data analysis, visualization", "title": "Craigslist data analysis" }, "nbformat": 4, "nbformat_minor": 4 }