{ "metadata": { "name": "", "signature": "sha256:8fa3c9de6fa58c17f99c6150c0cebc3a273352cf27010a646ddb0f5c3a347cec" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Breakout: Data Exploration and Visualization" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Start with our normal batch of imports and settings\n", "from __future__ import print_function, division\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import seaborn as sns; sns.set()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load the Data\n", "\n", "1. Download the files:\n", " - https://www.dropbox.com/s/74vc6yqguz4z0rx/maleVisitsToPhysician.csv\n", " - https://www.dropbox.com/s/5w4l7fvus79wvew/femaleVisitsToPhysician.csv\n", "2. load females and males data separately (try setting the ``index_col`` argument to set the index to the first column)\n", "3. combine using ``pd.concat`` into a single dataframe" ] }, { "cell_type": "code", "collapsed": false, "input": [ "females = pd.read_csv('../data/femaleVisitsToPhysician.csv')\n", "females.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Unnamed: 0yearagesexconsultationspopulationperCapita
0 4 2006 1 f 67194 28221 2.380993
1 7 2006 2 f 49802 28361 1.756003
2 10 2006 3 f 42741 27899 1.531990
3 13 2006 4 f 36555 28420 1.286242
4 16 2006 5 f 33319 29479 1.130262
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " Unnamed: 0 year age sex consultations population perCapita\n", "0 4 2006 1 f 67194 28221 2.380993\n", "1 7 2006 2 f 49802 28361 1.756003\n", "2 10 2006 3 f 42741 27899 1.531990\n", "3 13 2006 4 f 36555 28420 1.286242\n", "4 16 2006 5 f 33319 29479 1.130262" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like this unnamed column is meant to be some sort of index. Let's use it as a numerical index for the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "females = pd.read_csv('../data/femaleVisitsToPhysician.csv',\n", " index_col=0)\n", "females.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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yearagesexconsultationspopulationperCapita
4 2006 1 f 67194 28221 2.380993
7 2006 2 f 49802 28361 1.756003
10 2006 3 f 42741 27899 1.531990
13 2006 4 f 36555 28420 1.286242
16 2006 5 f 33319 29479 1.130262
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ " year age sex consultations population perCapita\n", "4 2006 1 f 67194 28221 2.380993\n", "7 2006 2 f 49802 28361 1.756003\n", "10 2006 3 f 42741 27899 1.531990\n", "13 2006 4 f 36555 28420 1.286242\n", "16 2006 5 f 33319 29479 1.130262" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do the same for the males data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "males = pd.read_csv('../data/maleVisitsToPhysician.csv',\n", " index_col=0)\n", "males.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearagesexconsultationspopulationperCapita
5 2006 1 m 78700 29535 2.664635
8 2006 2 m 57272 29504 1.941161
11 2006 3 m 47374 28894 1.639579
14 2006 4 m 39366 29576 1.331012
17 2006 5 m 36272 30953 1.171841
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ " year age sex consultations population perCapita\n", "5 2006 1 m 78700 29535 2.664635\n", "8 2006 2 m 57272 29504 1.941161\n", "11 2006 3 m 47374 28894 1.639579\n", "14 2006 4 m 39366 29576 1.331012\n", "17 2006 5 m 36272 30953 1.171841" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concatenating these together, we get the following:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = pd.concat([males, females]).sort_index()\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearagesexconsultationspopulationperCapita
4 2006 1 f 67194 28221 2.380993
5 2006 1 m 78700 29535 2.664635
7 2006 2 f 49802 28361 1.756003
8 2006 2 m 57272 29504 1.941161
10 2006 3 f 42741 27899 1.531990
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " year age sex consultations population perCapita\n", "4 2006 1 f 67194 28221 2.380993\n", "5 2006 1 m 78700 29535 2.664635\n", "7 2006 2 f 49802 28361 1.756003\n", "8 2006 2 m 57272 29504 1.941161\n", "10 2006 3 f 42741 27899 1.531990" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Visualize the data\n", "\n", "For each gender, the data shows the per capita consultations by age and year.\n", "Use ``pd.pivot_table`` and plot the data.\n", "\n", "Also, as you create these plots, experiment with ``sns.set_palette`` to get a color scheme which helps convey the information you're interested in.\n", "\n", "1. Use a pivot table to index the data by age and gender\n", "2. Plot age vs per capita visits for females, one line per year\n", "3. Plot age vs per capita visits for males, one line per year" ] }, { "cell_type": "code", "collapsed": false, "input": [ "by_age = data.pivot_table('perCapita', index=['sex', 'age'], columns='year')\n", "by_age.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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year20062007200820092010201120122013
sexage
f1 2.380993 2.349824 2.425987 2.419597 2.630705 2.483097 2.482780 2.367074
2 1.756003 1.720274 1.776511 1.689157 1.783554 1.758548 1.807354 1.655557
3 1.531990 1.479736 1.441581 1.455040 1.405735 1.465799 1.469925 1.367749
4 1.286242 1.255660 1.242319 1.231516 1.229607 1.266953 1.272097 1.184196
5 1.130262 1.101836 1.128775 1.111600 1.062639 1.183401 1.134739 1.091244
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "year 2006 2007 2008 2009 2010 2011 2012 \\\n", "sex age \n", "f 1 2.380993 2.349824 2.425987 2.419597 2.630705 2.483097 2.482780 \n", " 2 1.756003 1.720274 1.776511 1.689157 1.783554 1.758548 1.807354 \n", " 3 1.531990 1.479736 1.441581 1.455040 1.405735 1.465799 1.469925 \n", " 4 1.286242 1.255660 1.242319 1.231516 1.229607 1.266953 1.272097 \n", " 5 1.130262 1.101836 1.128775 1.111600 1.062639 1.183401 1.134739 \n", "\n", "year 2013 \n", "sex age \n", "f 1 2.367074 \n", " 2 1.655557 \n", " 3 1.367749 \n", " 4 1.184196 \n", " 5 1.091244 " ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n", "by_age.loc['f'].plot(ax=ax[0], title='Visits Per Capita: Females')\n", "by_age.loc['m'].plot(ax=ax[1], title='Visits Per Capita: Males');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", 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ktS4fDpuZBJuFSDTCZ7WrSItPYXTqyIOOfX91NToQyY5nSUMr0dAOIIrFMpat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\nI8FKepaT2qpWAh37v3i7/ONyIuEoEaB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AUAj71KrwmYF+lKAqBCOZkmQzEoO9aripGDqx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\n7aZsFPxAAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the color palette is not sequential, some of the trend is hidden. Let's choose an 8-step sequential palette that will show us more information:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_palette('winter', 8)\n", "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n", "by_age.loc['f'].plot(ax=ax[0], title='Visits Per Capita: Females')\n", "by_age.loc['m'].plot(ax=ax[1], title='Visits Per Capita: Males');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VldUd//LqIJKSoigrqzvRYeyXxHfkmnuMEt+Ra+4xNrf4kpKi9j/6+iQneerwSXxHrrnH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7VVPFO+i2tatj14J/E3oGka8xvrKY9FcUgSSTHFs+HNbEz5wBMFVwJZFekez2VzfZBoDFrLDibm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\nXdT+t7oklgKbywk+2chHVwZZtkAht6qW//5NgTbPE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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that there seems to be an overall upward trend in visits as the years pass." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Effect of the 2010 Copayment Elimination\n", "\n", "The copayment for GP visits was eliminated in 2010. Let's see whether there is any indication that this affected the rate of visits\n", "\n", "1. Add a column to the data called ``with_copay``, which is True if the year is prior to 2010, and False otherwise\n", "2. Use a pivot table to plot the mean visits per capita for the years with a copay and without (one plot each for men and women)\n", "3. Plot the percentage increase in per capita visits as a function of age. What age ranges did the copay change most affect?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data['with_copay'] = (data['year'] < 2010)\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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yearagesexconsultationspopulationperCapitawith_copay
4 2006 1 f 67194 28221 2.380993 True
5 2006 1 m 78700 29535 2.664635 True
7 2006 2 f 49802 28361 1.756003 True
8 2006 2 m 57272 29504 1.941161 True
10 2006 3 f 42741 27899 1.531990 True
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ " year age sex consultations population perCapita with_copay\n", "4 2006 1 f 67194 28221 2.380993 True\n", "5 2006 1 m 78700 29535 2.664635 True\n", "7 2006 2 f 49802 28361 1.756003 True\n", "8 2006 2 m 57272 29504 1.941161 True\n", "10 2006 3 f 42741 27899 1.531990 True" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "by_age_copay = data.pivot_table('perCapita', index=['sex', 'age'],\n", " columns='with_copay', aggfunc='mean')\n", "by_age_copay.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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with_copayFalseTrue
sexage
f1 2.490914 2.394100
2 1.751253 1.735486
3 1.427302 1.477087
4 1.238213 1.253934
5 1.118006 1.118118
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "with_copay False True \n", "sex age \n", "f 1 2.490914 2.394100\n", " 2 1.751253 1.735486\n", " 3 1.427302 1.477087\n", " 4 1.238213 1.253934\n", " 5 1.118006 1.118118" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set() # reset palette\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n", "by_age_copay.loc['f'].plot(ax=ax[0], title='Visits Per Capita: Females')\n", "by_age_copay.loc['m'].plot(ax=ax[1], title='Visits Per Capita: Males');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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I6667YUQ/FyGE82pt72RPegWvbMjEx9ONh66diren/V+zKjaYOSqcvbqSXcfLWTA5cgTT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gvArTjnvaRZaxcZY74MfBtnVZe3rLUP9nJeERGR03KiWqYVM0VE4lenDYyIiIiIiIib6CRGERER\nERGJG2pgREREREQkbqiBERERERGRuNHVMspnnOhVmH9qrb3QGHM28DgQBj4B7rbWxuykIGNMAFgM\njAASgR8BW1yW0QcsAsYAEeAfcBZxcE1GAGNMLrAGuCia63Fcks8Y839ATfTmTuAnuCgfgDHmAeBK\nIAD8F84qTo/jgozGmK8Bt0RvJgOTgNnAr1ySzwv8DudvJAzcAYRwye9P3E91qtsZVae6n011qnvZ\nVKd6Wb8agTHG3I/zpZYY3fRL4HvW2rmAB7g6VtmibgTKo3kuB/4bWIi7Mn4BCFtrZwPfB36MyzJG\nC+z/APXRPK75nI0xSQDW2guj/93upnzRjPOBGdbamcB8YCQu+oyttU+0/f5wlm6/B/iBW/IBlwKp\n0b+RH+LCvxFxL9WpHqE61b1sqlPdpDrV+/pVAwMUA9fifDAAU62170V/fh24OCapjnkO5x84OJ9N\nKy7LaK1dAtwZvVkIVAHT3JQReAh4FCiL3nbT73ASkGKMecMYsyx6TQo35QPni22jMeZF4GXgJdz3\nGWOMmQ4UWWt/h7vyNQKZ0aV7M4EW3JVP3E11qptUp7pNdaqHqE71nn7VwFhr/wIE221qf7XlOpwP\nMWastfXW2jpjTDpOkfg+HT+jmGcEsNaGjDGP4wyFPo2Lfo/GmFtwjg6+Gd3kwUX5cI62PWStvQxn\nWsPTx90f63wAOTjXe/oSTsY/4q7fYZvvAW3XnnJTvhVAErAV5wjrr3FXPnEx1ameoTrVLapTPUd1\nqpf0qwbmBMLtfk4HqmMVpI0xZhjwNvCktfZPuDAjgLX2FsDgzKFMandXrDPeClxijPkbMBl4AueL\nrk2s820jWgystduBSiCv3f2xzgdQAbxprQ1GL/bXRMcvsphnNMYMAMZYa9+NbnLT38n9wAprrcH5\nN/gkzhztNrHOJ/HFTf+2AdWpHqA61X2qU90T93Wqvzcwa40x86I/fx54r7MH9zZjTB7wJnC/tfbx\n6Ga3Zbw5euIcOEOQIWC1WzJaa+dZa+dH552uA74KLHVLPpzCtRDAGFOA8yXxpovyASzHmdveljEF\nWOayjHOBZe1uu+nvJBWojf5chbNYipvySXxx1b8d1anuU53qEapT3RP3darfrUIW1baqwneARcaY\nBGAz8HzsIgHOUGMm8ANjTNsc428Bv3ZRxueBx40x7+J069/CGYJ00++xvQju+pwfA35vjGn7YrgV\n5+iWW/JhrX3VGDPXGLMK5yDHXUAJLsqIs3LKjna33fQZP4TzGb+P8zfyAM5KQ27JJ/FBdeqzU53q\nHtWpnqE61Ys8kYhrV0gTERERERHpoL9PIRMRERERkTiiBkZEREREROKGGhgREREREYkbamBERERE\nRCRuqIEREREREZG4oQZGRERERETihhoYERERERGJG2pgREREREQkbvhjHUDETYwxfuBRYByQB1jg\nWuAbwDeBapwrOu+w1j5ojLkceBDnSra7gDustYdjkV1ERPoH1Srp7zQCI9LRDKDJWjsTOBtIBu4H\n7gKmAnOA0UDEGJMD/AS41Fo7FXgT+FlMUouISH+iWiX9micSicQ6g4irGGOKgAuBc4AvAr8F0q21\n90Xv/ycgC1gNPAnsiT7VB1Raay/s89AiItKvqFZJf6YpZCLtGGOuwhlmfxhYDGTjDMUPaPcwT/T/\nPmC5tfbq6HOTgPS+SysiIv2RapX0d5pCJtLRRcCz1tongIPA3Oj2K4wx6caYBOA6IAysBGYYY0ZH\nH/N94Od9HVhERPod1Srp1zSFTKQdY8x44I9AM3AAZ8j9MFCGM7e4DqgA3rHW/sIY8wXg33GOcO0F\nbrLWVsUiu4iI9A+qVdLfqYER6UL0qNUCa+3D0dsvAousta/GNpmIiIhDtUr6E50DI9K13cC5xpiN\nQARYqoIgIiIuo1ol/YZGYEREREREJG7oJH4REREREYkbamBERERERCRuqIEREREREZG4oQZGRERE\nRETihhoYERERERGJG2pgREREREQkbvw/CfeL/ny/7fYAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apparently the removal of the copayment increased the number of visits in much of the population.\n", "\n", "Let's look at this percentage directly:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "increase = 100 * (by_age_copay[False] / by_age_copay[True] - 1)\n", "\n", "increase.loc['m'].plot(label='Males')\n", "increase.loc['f'].plot(label='Females')\n", "plt.legend();\n", "plt.ylabel('increase (pct)')\n", "plt.title('Percent Increase in per capita visits');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PK7GJaB4jcduY+z3utTxRwlErYdcVQojZYEfjazx2+Gkeqnx0zOdWdcaCdhe2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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see an interesting trend: the lack of copay increased visits by teenagers more than any other group!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Tracing trends in a Single Generation\n", "\n", "Let's try to pull some information out of the data that's not obviously available.\n", "\n", "Notice that the ``age`` column and the ``year`` column are intertwined... that is, by subtracting the age from the year, we can find the birth year of the group of people recorded.\n", "\n", "1. Create a new column in the data containing the birth year.\n", "2. Plot the **population** by birth year, with a different color line for each observation year. What does this tell you about immigrations and deaths in the population?\n", "3. Plot the **per capita visits** by birth year, with a different color line for each observation year. Are there any generations which have consistently more or consistently fewer visits than those in adjacent years?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data['birth_year'] = data['year'] - data['age']\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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yearagesexconsultationspopulationperCapitawith_copaybirth_year
4 2006 1 f 67194 28221 2.380993 True 2005
5 2006 1 m 78700 29535 2.664635 True 2005
7 2006 2 f 49802 28361 1.756003 True 2004
8 2006 2 m 57272 29504 1.941161 True 2004
10 2006 3 f 42741 27899 1.531990 True 2003
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ " year age sex consultations population perCapita with_copay birth_year\n", "4 2006 1 f 67194 28221 2.380993 True 2005\n", "5 2006 1 m 78700 29535 2.664635 True 2005\n", "7 2006 2 f 49802 28361 1.756003 True 2004\n", "8 2006 2 m 57272 29504 1.941161 True 2004\n", "10 2006 3 f 42741 27899 1.531990 True 2003" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "pop_by_birthyear = data.pivot_table('population', index=['sex', 'birth_year'],\n", " columns='year', aggfunc='mean')\n", "\n", "sns.set_palette('winter', 8)\n", "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n", "pop_by_birthyear.loc['m'].plot(title='Male Population', ax=ax[0]);\n", "pop_by_birthyear.loc['f'].plot(title='Female Population', ax=ax[1]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FmqaVAPOA0bquV2dfmgo8DHyKk/xsEsK5O9S6xfJtLQMnEYps7/j5+X4UxdXe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3eFm4exV/KDd2fHoW0RuKLIcZlrbVWvJC8cHKleiQtOh7fmWomlhRn1VBBJgnN6KVx/vp2GGWaw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\nxwvA5Vrr04BeSqmTa6u92TmAyyJg2bh8Jh4XNE9xCp+1eyv5LKuU3s2i6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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "percap_by_birthyear = data.pivot_table('perCapita', index=['sex', 'birth_year'],\n", " columns='year', aggfunc='mean')\n", "sns.set_palette('winter', 8)\n", "fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n", "percap_by_birthyear.loc['m'].plot(title='Male Visits per Capita', ax=ax[0]);\n", "percap_by_birthyear.loc['f'].plot(title='Female Visits per Capita', ax=ax[1]);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rt5BR4gPgQ2Pb/vP+5V9FKqUALDNyTn7BhRBCCCGEOA2cNslJfqCCNfZsiKpkeWgGTxRs\nAGCTWUgKJZjlVq4KS8buD8HqtfKTkc4es4wlRhbvGltIIjhDwXJTkhMhhBBCCCFOhNMmOZnrTgd7\nsFWECC9vVm7hf2VpTK1YC0B7XzTTWvTn/ugz8LusmMCbgU3c51uMBYWJZj+iTTsrjByM49gVTggh\nhBBCCBF02iQnn1akgAqDSCAEFWIqeKBwJT+Z6WAofBB1PjZFZUKURkdfDBjwdmAz6bjoWtmC+zLX\nUuQJUEglO8zihn4cIYQQQgghTjmnRXJSHPCyQd0LwAO23vzLOhhUk8rmpZhWg8FmIlpIMwBCFAv/\niesP7hAArD4rv+d5iLPYwWsBpGuXEEIIIYQQJ8IplZwsNjIZ5p3Nv31rqm3/3p2FafdjNVW+2VnM\n1WYnRqntwBrsnnWfvWe14wc74viT2R48VtRCJw/H9GBZ0iWEeoMJiwyKF0IIIYQQ4vg7JdY5SfeX\ncbd3CcssWQBsMgoYY+lMkhoBwOflKRBlEF4WwYdZGfQOb8YLieew0VuAjwDnKC1rXPOF2IH0LGnO\nZYmtaG8LXud8WyI/BMpYShamacp6J0KIw/L7/Uyd+jg5OTl4vV5uumkcycnteOqpKaiqSrt2HZg4\n8UEURWHOnNnMmTMbi8XCTTeNY8iQs5k5831WrFgGQFlZGUVFBXz99Q8N/FRCCCFOFY0xTjX55OSB\nkmXMtG0BiwleFZs3BF94Bbd5FvF9+OWUGT6Wkw1ASW7wcT/KzmBsyyR+DPkzPoxqiy3uE6Ha+Ft0\nl2rbLg5rxQ/eFPY6yknHRRsiTvwDCiGarPnz5xEVFc3kyU9SWlrKzTdfR+fOGuPHT6B37748//xU\nlixZRLdu3Zk163PefXcmlZUV3HXXrfTvP5CxY29m7NibAZg06X4mTLi3YR9ICCHEKaUxxqkmnZzk\n+MuZadkKqsm53jY8ETKAWEcIvb2fsdaSwxfuVBRDIWD3gQlmsR2HqrKurITfy0rpERG5/1plfj/X\nbVzN5XEJ3JGUXOv9hjsTocACDj/LjRzaWCQ5EaKpmDKjnLm/+o76PFV1YRhGrftGnmVjyi2OOs8d\nOvRCzj9/GACmaWC1Wtm+Xad3774ADBo0hJUrl6OqKj169MJqtWK1htOqVRIpKTvo0qUrAIsW/Uxk\nZCT9+w886vILIYRoGo41TkHdsaopxqkmPebk9ZKtYDPoaEbxRcRFdA2NIt7q5HZLd1DhvvJfebNU\nh9AAjgo7qs/CUx3PAODD7PRq15qWlsLK0mKeTd1Bia/2vxjxVgddzBgAFgeyTuzDCSGaPIfDgdPp\nxONxM3nyQ9x2253VgofTGYbb7cLjcRMWFn7Qdicul2v/zzNnvs8tt9x2UssuhBDi1NcY41STbTlx\nG34+qtwJ4XCxtU21ff8I6cMHlVvxOCtY79sLCpTn2TgnKobrElvzfFoKs3KzeKy9RrjVSlq5hzcz\nUlEAVyDAB9np3NOmfbVrri8t4cfCPEZGtmWbkc0iJfMkPq0Q4o+acovjsF+P6hIXF0FeXtkx3zc3\nN4dHHpnE6NFXMXz4JUyf/sr+fW63i/DwCJzOMDwez/7tHo+HiKqW3d27dxEeHkGrVq2PuQxCCCEa\nv2ONU/DHYlVji1NHbDnRNG2tpmkLq/68e1zuehx8VrYbt7USgMFqAgC5lRV8kZtFtqeSu6zdg+NQ\noiqCJxQ5+HOLRCyKwpjE1rgCAb7aGxyL8sQuHa9p8kynrkRYrLyVkUblQVljmd/PzZvX8WzqTtqa\nkeC1kKt4yDPLT+5DCyGalMLCAh544G7uuuseRowYCUCnTp1Zty44o+Dy5b/Rq1dfunbtxsaN6/B6\nvbhcLtLSdtO+fQcAVq9eyeDBZzXYMzQVjTVWHW+maWLKQsBCiOOkMcapw7acaJpmB9B1fehxu+Nx\nEDAN3ijejhIVwASWpJfxTP5v/O4qBaC5LYTPz+zL68rveFQ/Vp8VszyEy+PiARiT0Jr/pO7ko+wM\nOjjDmJuXy5mRzbipZRJ7Ksp5NX03X+RmMSYxmAH+a9d2siqDSU6+20+k00Gp3cWvRjZ/trSvtYxC\nCPHhhzNwuVzMmPE2M2a8DcC99/6dadOew+/3k5zcjqFDh6EoCldeeS0TJtyKYZjcfvsEbDYbAOnp\naQwYMKghH6PRa6yx6ngzTJOLM39km7eE5hY7zWwWKp0VPO7oz0Wh0rImhDh6jTFOKYf7AqNp2kDg\nAyCNYCLzsK7rK+o6Pi+vrN6fc/5I89NcVwbjcn/F0tKNUalirk/ApigMjoqhdaidT3Iy6RYWwcBe\nCu+ZWyAnjOElnfm455n7r3HD72v4oSCP1qF2MiormNd3EGdGRpFTWcGZyxfR1u5k6YCzWVlSzKj1\nK2gVaiezsoLLm8djtCzlu7AdXGa0Y4Zj2DE9w9H4o91KTidSV/UndVU/TbGe4uIiTqt5zo8mVh1N\nnILG9ftfXp7HqKyFxFlC8Tu8FEWWgAohPhvbnNcTrtoarGyNqZ4aO6mr+pO6qr+mVleHi1NH6tbl\nBp7Tdf1i4A7gY03TGnwQ/StF28BqEFANbG47r3XpiX7WML7o1Z8Xte7cmJjEZncZ6TttdHcnQHY4\nV8QnVrvGjS2TAMiorODK+JacGRkFQEKonSvjW7Kz3M2cvBwmbt+EArzVtRcJIaGsLC3mutAOYML3\nSipDvV9yrfd77vMtZqORf7KrQgghRCONVcfbXHcGqAZtEhSKokoIU2208Ifhtfn4q3thQxdPCCGO\niyO1nIQAqq7rFVU/rwBG67pe62hwvz9gWq2WE1LQfT7O3sXYtIVgC0C8m6fDzuH/ovsBEDBMPtqa\nRffmYfxj63p+ycvDpihYVZW9o0axILWAF9emMevy3sQ4bHT47jvyKivRL7mE1k7n/ntsKS2l2w8/\nEKqqVBoGf+vYkZf79OGqZcv4IiODbZdcTM+MTwg4vDhsKi4zOLtXL1sc61qMkcUZhRAN7bR6CR1N\nrDoZcepEMEyTpHWfkhOTh2E1GBqaxHvRw8FQ6JAzAwODH2OuZFh4UkMXVQgh6qPOOHWk2bpuAXoC\nEzRNawlEQtWKhrUoKvLUtauGY21+ejhlDVihfbiDXbgZ6G1OXl4ZuR4vd/y6nV9zS+kU6eDrS7pz\nSdly9lSUc2lMHOVF5fxz6Q42FbmZslhnypnJfN79TDxGgFB3gDz3gbLEoXBxbBw/FOTRKtTO/QnJ\n5OWV0SM0jC+AhWnZ3GPrxfM5W7gsIpmpcX2417+Yub7dfJ67lWGW4xscmlpTXUOSuqo/qav6aYr1\nFBd32q3BVO9YdTRxChrP739lRT5ZpgusBiPVdrxtXoBaFIzttxrdecu6kSv3fss293Wo6slvNGos\n9dQUSF3Vn9RV/TW1ujpcnDrSG+xdIFLTtMXAZ8Atuq7XvhrZSVDi97JHKcMSULGF+XFi5QwlmsXZ\nxVzw3QZ+zS0lwmZhR2k5u0u8fNzjTM6JiuGupGQ2F7nZVOQG4P3tOeRVeGnvDKN7eGSt95qU3IkO\nDicvdelBuDWYw/WPjAZgdWkx90d3pVdoNJ+XpbLInct9lt4AvBTYcBJqQgghxEEaVaw6Eea6MiDU\nD8AlahvUg1ron3D0I9YbRnFIOf/w1DksVAghmoTDtpzouu4HbjhJZTmi1/fuBIvJGUo0m0llkJLA\nsxvSeWlTJhZF4ckzk9GinFz90xY+2ZnLi4M7Mqv3AAD+uWY3AEMTo1iYXcz0LVn8s29ynffqERHJ\nsoHn1tgWqqisKinGpqi81mIgwzLm8/e8NSxKuphhamt+MjJYYeQwsGp6YyGEECdWY4tVx5thmnzj\nzsAaZeAHFqaWMTTJS/OQEABUVeX90AsYGZjLTHULd/u70c5a+4c3IYRo7JrUgMFZZXsAODsmGhPY\nlgLTNmXSOiyUuRd3Z/wZLTk3oRlJYaF8lZaPyxcAwGcYzNqdT3SIlXfO6UyCI4T39BzyKw6sBG+Y\nJl/uzmN3WUWd9w9VVXpFRLLZVYbL76dzSCSPxvSkwKhkYt5q7lF7AfDyQa0npmnytn8T9/oW4zUD\nJ6BWhBBCnMrWVRaS6XdjhgSg3MoX6Xs5a+USPs7OwKgaNzowJJ6h/raYFpNHylc2cImFEOLYNZkV\n4ot9wS5dqqHwW3EROKAoy8atWgIP925LuC04wFFVFK7t0ILnNqbzzZ4Cru3QgoVZxeRV+Phr5wQi\nQqzc060VD6/ezfStWUzu0xa3P8Ddv+7g2/RCOjdz8MtlvbGqtY/T6dcsipWlxawvK+Hs6Fhua9aJ\nH9xZ/ODJ4kJXIgMc8Sww0tlsFNBBacZE/1L+Z+wE4CwjkastnU5anQkhGpbf72fq1MfJycnB6/Vy\n003jSE5ux1NPTUFVVdq168DEiQ+iKApz5sxmzpzZWCwWbrppHEOGnE1FRQVTpjyMy+XCarXyz38+\nSUxMbEM/ljjJ5rjSISRAQDWgxMHoFon8ULCX+/VNfJqdwfSuvUiyO3jOOYh+vjR+UdPxGQFsat0D\n//ONch7xrmCc7QwGWOJP4tMIIRqTxhinmkzLyet7U8BiElkexkbyAPikV1+e7t9+f2Kyz7Xt41CA\nj3fmAvD5ruDx17SPA2Bsp3jiHTbe1bPZXOTmT/M38W16IeE2C9tLyvl81946y3HwuBMIJkMvt+hP\nlBrCQ/lrOccfHAz/dGA1o33f8T9jJ62NCBQTpgd+l5V9hTiNzJ8/j6ioaF577W3+859XeOGFZ3j1\n1RcZP34Cr732NmCyZMkiCgrymTXrc9544z1eeOEV3nzzVXw+H99//w1t27bj1VffYtiwi/jkk48a\n+pHESWZWdekKCQ3GjlCXg2lad37tfw6XN49nZWkxE7ZuxDRN2lgiaO+Lxm8N8FL55jqv6TcCDPPM\nYbayk5G+b5jh3XqyHkcI0cg0xjjVZFpOZpXtARsUZ1qxtK+gNRFc2Dyu1mOTwu2ck9CMxTklrMkv\n44eMYItI79hwAOwWlb91a8Wjq1O58LsNBEwY27EF93VvzTlz1/PsxnRGJzfHUct0k/2q1kNZVVK8\nf1trWxgfJ57NVVmLeDVnJ8ktI1lgpAPQzhfN7lw/xFjZ7CxkqZnNOUrL4109QogjmPJlMXPXHd1M\nTQCqRcUI1D62emQfJ1NGR9V57tChF3L++cGFWk3TwGq1sn27Tu/efQEYNGgIK1cuR1VVevTohdVq\nxWoNp1WrJFJSdhAaaqe0tAQAl8u1fzVecfpYX1lEut9DtEPBC1xsS8JusdDSYuG97n24edM6vsvP\n5bOcTK5LbM3EkN5MYCHv+bfwd3rWuJ7fNLikZB7ZzjKsPit+i58HzV/ZUFnACyFnVRtoL4Q4uY41\nTkHdsaopxqkm0XJS4K0kXSkFQwGflYAtQH/18M3Q13doAcD4JdvxGiZXt4+rtv7IDR2DrSeGCY/3\nTeY/AzvQJtzObV0SyfZ4eUfPqfW68aGhtLU7WF1avL+vL0B/e3PeSxhCwDTJLTSxmxZau4OJSYLF\nCWWhQLD1RAhxenA4HDidTjweN5MnP8Rtt92JYRwIHk5nGG63C4/HTVhY+EHbnbjdbs4993w2blzP\n2LFX89lnM7nsslEN8RjiJNK9JdyQvZRrsxZzffYS7t27EjApsZaDx8r1sW2qHf9Uxy44VQuPp+gU\neL1cGdIeh99GfqiL3ypzqx3rMw2uzf+FjY4crIbKYscVTPD2Bb/CJ2zj0oq5uE0fQojTR2OMU02i\n5eTNvbvAakJRKAM1GyuAfmqLw54zok0szVbtYo+7ElWBq9pVb2VxWC18fVF33D6DHjFh+7f/rVsr\nPtyRy8ubM7ihYzxRoTWrqH+zaL7IzSLF46bTQb+oC5yJvNJiAHfuXQGZTjIIMCosiRfi+jFgz3eU\neb38GJLOdqOIzmr0H6sUIcRRmTI66rBfj+ryR+eOz83N4ZFHJjF69FUMH34J06e/sn+f2+0iPDwC\npzMMj+fA1zKPx0NYWDivvvoS11wzhlGjriAlZSePPDKJDz749JjLIhq/6cXb+cGTVW1bc7uNfNUk\ntMzJOa2r9+VuZXfwYLuOPJai8+QunWldenCF0oFPlG08Wb6GeaEjACgzfNyeu4zFEamgwJvWoXS0\nNOOxZn0fkIqQAAAgAElEQVTp6o7mbxWLWGffy/CKr5lnH0kzJfRkPbIQosqxxin4Y7GqscWpBmk5\nMU2TgjJ/nft/Kczns5xMdLeLgGny39I0AOyF4VzVtgVOrAxVWx/2HnaLyl+SgwnJeQlRJDprvmjb\nRziqJSYAzUKs3Nu9FSXeAC9vzqhW5oARbCnZ37WrtJhD/SWiLVOb98GpWHkwuhtvxw8m0hLCJWGt\n8JUGE503A5sOW3YhxKmhsLCABx64m7vuuocRI0YC0KlTZ9atWwPA8uW/0atXX7p27cbGjevwer24\nXC7S0nbTvn0HKirKCQsLvqOioqLweNwN9izixPOZBt+5M2gWqrKz7Z/Z1e4KUtpdwdDI4Me4wUoC\n8zOKmJ9RWG384m2t2tItLIJPcjJZXlzII/a+YMJaaw6F/grWVxRyQfp8fgrdDTaDcWpXRlrb7T//\nqrB2zA29HIsnhJ1qMRdXzmGveWxdS4QQTUtjjFPK8RygnZdXVq+LzV7t4c73C/jxoXi6tw6psb/3\nsl/IqgxO6eu0qHjiSsBi8nhgCHd2aU3ANLAoR86rUkrLufGXbfx7QHvOSWhW7+eoCBgM/not+RU+\nhraMJs1VQVpZBQ6rypKRfcj2lTNszW+MTWzNC1r3Wq9xaBl/dGdzfc5iIlt6qVT9rA25ljjFUa/y\nNLVVPxuS1FX9SV3Vzx+pp2nTnmfhwh9p06bt/m333vt3pk17Dr/fT3JyOx588FEURWHu3K+YM+dL\nDMPkxhv/ynnnDSUnJ5tnnvkXXq+XQCDArbfeQb9+A+pTZhk4UIf6xql9Tua/k0WeXK4qmw9RlbQv\nbsHC2BE4rFZ6FP+XXHspL5dczL0L0jGBi1pF88yA9rQKC354W11SzGXrltPZGc5P/YZwaflcfrfm\n0bOkFZt9xQSalYPNoIcSy3e2UYQqNcdUzndnMbbiRwj3kkQEX4dcRmslvMZxtZH3Sf1JXdWf1FX9\nHWtdNcY41SDJyVNfF/PS/DKmjYnm+iE1X3xTNuxiXt5e8owKXCHlkFSGvczBrp6X1znFb328vaqA\nF3/L4/ub2tMmqmZSdLD/7cpjwm87AAizqkSGWMn2eHlpcAeuahdHp19/Itxi5Ye+g2lptx/x3pVm\ngK6pc7CEeymOLOPvlj5Msp5Zr3LLP876k7qqP6mr+mmK9STJSd0ac3Ly97zVfBjyO9iDa2IlFjRn\nbuxw+hmfYq0I4dHsYUxZm0ZLZwhZHi9hVpX/692GcZ0TsagKE/VNfJSdwZMdutAuUWVsYD4YgAqq\nqfBX6xlMspxJ1GG6bM0o2cGD3mUQ6aUFDmbaLqK3WvvkMwdriv9OGorUVf1JXdVfU6urw8WpBunW\nVegODrTJLKq5KKHbH+D133PYnWNgLw2ja3k8rdzRvN663xETE9M0yXP78QVqxp7SigDPLt1LvifA\nm6sKjljGq9rHsWxUH7Zc2Z9d1wxk1rBuACzILMKqqtyd1I5cbyWj1q8grfzIzd+hioWLnIkUl0EE\nNl4P/M5GI/+I5wkhhDj1BUyDr6vWM7F7bYR77WTH5jO4+CtQoWugOV+l5mNRYMGInrw8uCMhqsqj\nq1N5fF0qAA+360ykxcrzaTs504inheEEFQaRwC8ho3naOuSwiQnALc06MUHtBcWh7DXLGeX7hi8D\nKSehBoQQIqhBkpNiTzA5yS6umZzscQW7c93YKZ4tV/bnl0v7sq7ncC5vnljjWL9hsmBnGf/8KYe/\nfJpK15d0ur2sc8MXe2qsJ/LOmkJKKoL3/XhDMcXlR16tvUOkg+Z2G4qi0CHSTnK4nYVZxXgDBg+0\n7cCk5I7sqShn1LoVpNSjj91lYa3BVDi/PJly/Nzgm0+u9OsVQojT3vKK/OCMXCr0MxNZGvZnmvns\n+KLKATifVqwvdHNeYhRx9hCu7dCCX0f1oX2EnTe3ZrM6r4zYkBAmJnegxO/n+bQUvrWPZI7tcr4O\nuYwutUzCstdbWevaW5NjenKx0Q4KHGDCHf6FPOVfVW2GSiGEOFEaJjk5TMtJalklAG3D6+4qtaOg\nkicW5tD71e2M+d8e3lhZwJJUN2GhKslRIfy8y8XMDUX7jy+rDPDGygKi7RYmnhWHx2fw4frCoyqz\noihc1Doat99g2d5SFEXh78kdeay9Rra3klHrVrDFdfjmtAucCTgVC1tKPTxi6Uc2Hm70LaDcrHty\nACGEEKe+ua4MCA3GxNGhbWmphvNL2J+JDTiwGipkB7tAj05uvv+c5nYbLw7qgAnct3wnlQGDca3a\n0s7h5P3MdCo9CoPUhGrT6HsCAT7NzuDiNcvo/ttCpu7eUaMsqqLwTFxfnJUOQvMiaUsELwU28Fhg\nxYmtBCGEoIGSk6KqlpOsopr/U55aFmw5iVRrn+X4rVUFnPXWTl5dXoA3YPLXvjF8PSaZlAe6sPrO\nznw9NpnIUJXHfsolo8QLwLtrCimuCHDHgFjuHBBLeIjKO6sL8daxsFpdhrcKfnn6MfNA4jOhTTv+\n3akreT4vl69bzs8FeXWe71StXOBMJMVXxoWBZK5WO7HOzOM+/2JZOV4IIU5Thmnu79IF8OA3uSzI\nKKSVEs5yx5UsCr2C73aXYreojEiqPpXw4Phm3NI5ge0l5by4KYMQVWVKB40AJlNS9P3HZVaU89jO\nbfRe9gv36pvYUFZCM6uVaXt2saBgb40ytbQ6mRjdlRJvgLNKk2lLBDMCW6S1XwhxwjVIcpJfGkwK\nMmppOdldFmzCnrown73u6snLtrwKHvspB8VQuK9/PBv/1pl/X5zI4DZhRIQGZx5JjLDxxLAEXF6D\nifOycVUGmL6igCi7hVv7xRBptzCmVzQ5Lj+zt5Tuv7Zpmizb4ybfU3crxuAWkYRZVX7IKKqWTPy1\nVRve7toLn2Fy/e9reC9zT53XuDwsOAXyt+5M/mM9mwFKPLONXcwwth6p2oQQQpyCVlUUUGBUQIgf\nmycUX7mVe5btJNfjpZkSSkWxjZ2l5VzUKppwW81Ztib3aUvrsBBe3pTJpiI3l8S24OyoGH4szOP9\nzD3cs+13+q9YzPSMVKyKwv1t2rN60Hl82WsAoYrKhK2/k15RXuO646M60ckWwaelaVxBR7wYMhW+\nEOKEa5jkpCyYnLgrTcrKq7de6MXBF2RhqcmdczL2ry3iN0zu/DqTgAlmoZ2ZCyopctXe8nFdzyiG\ntgtn4W4X13yeRlFFgPH9Y/YnMLf1i0FVYPrKfEzTpLg8wG1fZfCnj1O5ZVZ6na0YIRaV8xOjSHVV\nkFJaUW3fn1okMrv3AGJsITy0YwuTtm9mdm42n2Vn8EHWHn6salEZHpZIqKLybskOVpTn865tGCqK\nDDgUQojT1DfuqlYTC/iyHUTaLBRU+rl72Q4M02TW7uDkKaPbNa/1/HCbhecHdsBvmty/bCcBEx7v\n0AUFmLRjC5/lZNLO4WSa1p11g8/n/9p3prXdQY+ISJ7udAbFfh+3bV6P16geU0MUC1Ob98UEFuUV\n0AIH7we2UmJWnuAaEUKczixTpkw5bhfzeLxHvJjXb/L8vJLgizigcGX/MJpHHPgSNHX9HlyVBvZy\nB7sKvSgKnNU2jFeX5zNrSwm4bZzXOpKtWX7WpXm5ekAY6kGzeGUU+rGoCue3D+fjDUWkFvuIDFV5\n809J2K3BXKyZ3YKeX8nSNA82VeGBeVmsziwn1KKQVuLjnLZhJDWrfarh8kCA7zOKaBNup39cRLV9\nLe12RsbFs7iogB8L8/kmP5d5BXtZUJDHrL3Z/CkugZahDuItdr51Z/JfVxrNlBAqQipZY+Zxq6Ub\ndqVmd7awsFA8Hm+9fgenO6mr+pO6qp8/Uk9+v5+nnnqM//73U776ahYxMbGoqsqDDz7AvHnfsHXr\nFgYPPgtFUZgzZzbPPTeVb7+dQ2xsc5KS2lBaWsrkyQ8xe/YX/PTTfHr16kt4+JHXnQgLC338mAp8\nGqhPnDrYifh38nlZKjNLd7GushDdW8p7JTvxhFaAIwB6LE9rZ2ACP2cV47Ra+CRlLwrw/MAO7Cn2\n4jMgLKT6t8V2EQ5Syyr4ObuYzs2cnBcfjQpYFIXHO3Th6U5n0DOiGVal+qyXPcMjSa0o56fCfMr8\nfobFVp82uK0tnO3eUn4p38tQZwKb1HyaEcpANeGE19OpSuqq/qSu6u9Y66oxxqmT3nJS7DHA6YMW\nHggNVBt3EjBM8iq84FeZdHYLkprZ+M/SPN5eVcAzi/dCQKFLWDifTYhjVB8HK1K8PD23BAiOX7nn\nowLO/Gc2Q6fm4PHAE8OCL8+7Bjanmb16U/idA4L9dqcu3ktOmY8Hz4njf9cFF6B58be6x41c0DI4\n7mRBZu0D6ts4nHzbdxAvdO7Gs5268pLWnbuSkgGYvTcbgDGR7fm61VASLHamFm6iwB3AwGSxkXm0\n1SmEaMTmz59HVFQ0r732Nv/5zyu88MIzvPrqi4wfP4HXXnsbMFmyZBEFBfnMmvU5b7zxHi+88Apv\nvvkqPp+Pjz6aQY8evXj99Xe4/vobeeml5xr6kcQfVGkGuDd3Fe+V7uS5os08lL+WPKMSQoKtFraC\ncEa2iWXa4A7E2W08sS6NLI+XkW1iMQy46P1dXPz+Lgpq6YJ8f/dgt+GZO3MBmJjckS969WdEXDyq\nUvtU/Iqi8GynrnR2hvF2ZhpjNq5hp8dV7ZjHm/fCrljYUOAikhDeDGySiVyEOEU0xjhV+6jzE6jY\nY4BZ9ZK0Bcg8aDrhLE8lAQC/yrQ5biZeGse/lmXzyI85wQOK7EwdH4NFVXhxTAybMnN5dUEZuSUB\n5q4rp8Jn0ibWQlp+gBHP5/Lurc1ZdGsHtOY153Xv29LJZVoEO/K9vDiiJf1bOwE4u20Yv+x2sz67\nnN6JB1Zw3+v2szm3gqHtw+kTG87yvWWUev1EhtSswgirlbEtk/b/7PL7mZG5h6/2ZjMpuSOKotDP\nHsuPScO5M3cFi8qywAk/GxmMsrT/45UshKhhys85zN1WeuQDD6GqCoZRe1fPkV0imXJBQq37AIYO\nvZDzzx8GgGkaWK1Wtm/X6d27LwCDBg1h5crlqKpKjx69sFqtWK3htGqVRErKDlJTd3H77XcB0KNH\nTx599MGjLr9oXJa68jAUE9xWcIfQ2hlKmeGjJLEMSkO4sHkcUaHBuPLKkI5c+3NwPOIVyc35Nc1N\naaVBaaXBXXMy+eTqNlgO6jnQsZmDwS0iWZJTwu6yCtpFHHmBYIBwq5WZPc7kfn0TCwrzWLgqn3Gt\n2jCxbUeibDZaWp2MDm/DJ2W7GWUkMUdN4XNjBzdbzjj+FSTEaexY4xTUHauaYpw66S0nhS4DfFW3\ntRlkHTQoPtVV1Y/Vr1JapvDY5y76xVR1nXLbuKxLJGd1Dr5sIxwq74yLxW5T+N9KD9FhKi+PjWHF\nlERevTGGcp/Jta/lsXq7n70lBjtyfKzZXcmuvb7993vviiSW3t5xf2ICcO/gYJ/eaQe1nmSUeBnx\nwS6u+TyNHQWVDG8Vjd80+SW7uF7PHG61clFsC1LKPfzuOvCXrrnFzqeJ5xAbcKAEFH42MmTWLiFO\nIQ6HA6fTicfjZvLkh7jttjsxDurX73SG4Xa78HjchIWFH7TdicvlomPHzixduhiApUsXU1lZUeMe\nommZVZQOgFJqZ6gjgayiACUBH1hM2BvGlQdNFXxBy2ge7dOGS5NiOCu+GQtSgtPVd4wJYeFuFy/8\nWrOVf0zHFgB8UtV6Ul/JDidf9urP+9360DrUwZsZaQxf8xsuf7CFZFyzjgAUFJuEYuE1/0b85tHN\neCmEaHwaY5xqmJYTvwomYDXIPKhb175phPGpXNU/jA17vCxb7wdrGDZU/vnnqGrX6t46hJl3NGdH\njo/rhoThrOqDe/XAMNrEWrn5rXwmflIEFFU7781bYrmin7Pa3O/7nJscRt9EB99tL0PPryAy1MLo\nT9LYUxJMalZmeBjeOppnN6YzP7OIUW1rH6B4qCtaJPJ1Xg6z9+bQM6LZ/u1WReXSsFbMrCghJ8zD\nVrOIrkpMva4phKi/KRckHPbrUV3i4iLIyzv8GkaHk5ubwyOPTGL06KsYPvwSpk9/Zf8+t9tFeHgE\nTmcYHs+BKVo9Hg8REZHccMMtTJv2HHfffTuDB59Fixbxx1wO0TgsceVBbCVmtMqeVPj53LOYUrmK\nX8gjtDCcC7XqiyXe0y3YVcs0TRbsdNHMrvL12HZc8sEunl+ax5ktHVzQ4cD4x5FtYnlk9W4+TdnL\ng73aYFVr785VG0VRGBEXz7DYOB7duZUPstJ5IS2Ff3bQ6BEazQB7c3715DM6JpkvSWGusZsrLB2O\nS70IIY49TsEfi1WNLU41QMuJH1DAawGrQepBLRn7phGm0sJlvR3MfzCeG84KA7+FCcMiaRdXM5c6\nt4udcedH7E9M9hnUMZTv/t6CqwY4ueJMJzecFcYdF4QTble4b2YhmzJqHzSkKAr3DgkmHE8uzGX0\nJ6mkFnv50xmRAKzJ9NAjJoyWzhC+Ss1nUT1bTy6IaU6ExcrXe7NrrLI7Iqw1VAbHxPxkpNfrekKI\nxq+wsIAHHribu+66hxEjRgLQqVNn1q1bA8Dy5b/Rq1dfunbtxsaN6/B6vbhcLtLSdtO+fQfWr1/L\nqFFX8Oqrb9GqVWt69erTkI8jjoNc1QPNKqFjMSmDN/Nw6iZK7MGAf2loaxzWmlMFA2zLrySj1McF\n7cKJC7Py7hVJ2CwKd87JJL3kQDxzWC1c2S6OvRU+FmQW1XqtIwlVVR7v0IU2dgdvZKSyzR38H55b\nq1pPbC4HCvBGYJO09gvRxDXGOHXSW05Sc6uaisqtEFXJ7oIDLSfbiqqSk3IbneJtOENU/nN9DBMv\njSQxqvYX9uG0b2HjtZuqL1g1qGMoN79VwM1v5TN/Ujwx4TWve3GnCM6IC2X+zuCgwLsHxfLwefEs\n2LmN1ZnlqIrCy4M7cv3Crdz0yzb+d2G3GjN3HcpusTCieQs+z81iVWkxA5sd+Dp2jrMFzjw7Hir4\n2cjgb/Q66mcVQjQ+H344A5fLxYwZbzNjxtsA3Hvv35k27Tn8fj/Jye0YOnQYiqJw5ZXXMmHCrRiG\nye23T8Bms9G2bTL/+tdjgElERDMefvixhn0g8YdscpWCwwcKJBNJqqOM3zpvDvYkKA1hTFIr8j1+\nPt1YzLgzY3DaDnx0W7AzmCBc2CHYraJ3ooOnhifwj++zmfR9Np9c3WZ/b4AxHeN5V89h5s5cLk0K\ntsSbpsm36YWszS8jzVXJHlcFxV4/k3q24ar21WfoAnBaLDzd8QzGblrLg9u38FXvAVwW1pp4i53v\nSrMZHpHEfDOdlWYuA5Vj+9IrhGh4jTFOKcfzq0deXtkRLzb+jSJm/+4CawAS3Fjyw8h6vi2KojBo\n9jp2lZXDtuZkPtkJm6X+zdFH49/flPDCvFLO6xLKp3fFYa3lPt/qpYybnc5t/WJ5Ylg8iqJwxce7\n+W2Phx33dyHSbmFeeiF/XbyNcJuFLy/sTo+YsMPe9+eCPK79fQ3jWrVhaqeu1faNz13GbOdWrCEm\n20NuIFw5MJXxH+1WcjqRuqo/qav6aYr1FBcXcWJenqeA+sSpgx3P3/94fS2zI7dATAXPWs8iuTya\n60p/JhDrwbGrObu0PzHl51zeXFXAfUOa8/B5B7pHjPxoN6syPWhmNE6bhRevj0FLtHLlZ2ksSXXz\n/l+SGNE5cv/xF8/byIZCF2v/fCYAD6xI4eesAy39dksw8fEaBm+d3bnOLso3bVrLvPy9vNKlB9ck\ntOL5ws08W7SZ8XHteTN0PZepycywXdgk/500FKmr+pO6qr+mVleHi1MnvVtX9r4B8B4bAAFLgJJy\nE9M0ySqvhIBKgjOkzsRk6UY/D79VzrfLfHh91WNMmcdk/iofGXmHH6Q3aUQkF3W3s2hbJWPfyOf+\njwu5+8MC7ny/gKXbg+NeLtMi0e/rwpMXJuz/GtWvlRMTWJsdbOG5NCmGV4Z0otQb4JqfNrOzpOYK\nuwc7JzqWWJuNr/fm4D9ksasRYa2hwoofk6VG9mGvI4QQoulZ7MkDW/Dd31WJ4fzwBGYYF6P80pab\nK3uiKvDd9uCkKW+uLCDXFez2XFTuZ1Wmh3bNQtmaEWDNbi8XPpPDaz+W8a9hCVhVmPxjDh7fgbgy\npmMLDDOYlJz7zXp+zipmaGIUcy7qzu+j+5F67UDmXNQdp9XCHUt3sCCj9unxn+p4Bk7VwuMpOsU+\nHzdEtseGys/FefRWmvOdkUqqeWyzCwkhRG1OenKyb3X4KLNqmt6qQfHFXj8VRnCwfLuYmgsgBgIm\nz39WwV8mu3nnGy+3TPXQ8+YyHn6rnOlfVfKXyS66jC1l7JMe/vKoG09l3R/HVFXh9Ztj0RKs/Lyl\ngo9/c/PfFR5mrfJw/8eF+1elP3RtlDNbBcu8JvPAgKAr28Xx7ID25Ff6uePX7fjrmHIUwKaqXB6X\nQL7Py28l1fsCD3MmYKsMPreMOxFCiFOLYRgUWjxgC36g66oEu/Ze0jqWtWefy6M9k9mUW0F6iY/m\nTgvlfpPnlgZn4/p5lwvDBK8rGJOeujKKZg6VJ74q4e8flTC2ZzTpJT5eXpa//36jk+NwWlV+zirG\nAF4Y2IHPLjiDQS0iiXeGoCoKvWPD+WToGdhUhb8u1lmSU1Kj3K3tDiYmdyDf5+Xfu3cQb3UwMrw1\nO3xlDPC1xATeCWw+sZUnhDitnPTkpLQimJz0bFE1fa8tQHZR4MBMXX6VnbqFIXeWMXVmBau3+ckt\nMrj2cQ/PflJJq+YK70xyMn5UCKoK73zj5bH3KliyIUDXZAvn9LKwO9vg2U9qTmX2/rxKRj7kIrfQ\nINKh8tP/JbDk0QSWP5bA6icSuWagk7T8APM21t4C0rdlsMxrsqrvv6lzAle3j2NjoZv3ttds9Vi+\nt5RXN2dimiZXtEgE4MvcrGrHhKs2zrO0BAPmG+kyyFAIIU4h3+cWYIb6wGbQlohqXXdbhYViU1W+\n3R7sknFj91g6xoTw8foidhZUsqBq/GN6psJ5XUK5bWgESx5N4E99Haza5SUv00pCuJXXluezuyg4\nOD7cZmFyn7aMTm7Oost6MbZTfK0zVA5qEcn753XBBG74ZSu/1pKgjG+dTHuHkw+z00kt9zAhSiNU\nUfkodw+xpp2PA9spNmSaayHE8XHSkxOP1wQDhvZ2BNc7sRpkFgUOrHHiU8nLVdmZafDifysZMclN\nz5vLWLTez/B+Vn58MZxRZ9t48lYHG2ZEMHOyk5fvdfD7+xEseCGcjx4No22Cyhtfe1m348Bg+zlL\nfUyaXsGKLQGe/TR4rxCrgpZoo30LG21irdxzUbC/7vSfau+z1yLMSpsoG2syy2skD1P6JhMdYmXq\n+j1kuSv3b1+bX8a1P23hiXVprC9wMbBZNG3sDj7LyWRRYX61a1xe1bUrGzc7zZoBQgghRNP0Xsae\n4CrwFpNuau3Txc/bXopFgRdml9OzWQQBE55YmMvCXS6cFhV8KuPOC06+EhNu4a2/xtKtlY3vN1Ty\ntwFxVAZMHl1w4APZOC2RN87uTFL44RdjHNoyirfP0fAZJtct3MrPWdVb9kNUlQeTO+E3TZ5L3UmP\n0GjejR+CzzQpK1Vw4+Md96Y/WENCCBF00pOTSsMAQ6FrR2twxi6rSVqh76BphK3gs0BpCGqRg7O7\n2uiarDL5JjsfPeokJvJAkW1WhYv627h2WAjxMcHtzlCFF+92YBhw38vleH0my7f4mfCihzAHtGmh\n8MkCLzszAjXK1inBxvDudlbt8rJ6d2WN/QD9Wjopqgiwq7D6VMTN7Tb+2bctbr/BI6t3A5BSWs6Y\nhVvxBIKtRT9kFmFRFF4/oyf/z955h1dRbX34nTm9pYeQkNAh9N5FpAqCWPBT7AVEmqBiF7lyBTtW\nQFTE7rUAKqKCqBQpAtKbJLT03k/JaTPz/TEhMQQwIlXmfR6f6PTZiXvN2mut39IJAvfs20lKeVWK\n2GBbPQSvWovznXzkFEdYQ0NDQ+N843d/QWW9ia7AzsoDrmr7Dxf5+CPfh+jTgyLwzXo/LSJNLD/g\npNgr4XfpSYjQM6hNlaMhCAITBjqQZEhNg94NbPx0yMXalOrXrg1XJETw0WUtALht9X6+Tyustv/q\nOnVpbXOwKDeLP1xOLrfF8VZMDwIuA8jwctk2rSmjhobGaeGsOydBFJAFmjcQ0Vd8iO/N8ZJUKSOs\nh6DIwG56bIKB9T9ZuPNSO5OuMyHWsplU73Z6bhts5I9UmUffKueOZzxIMrz3mJXpoyxIMjz3yfFD\n0OMHqKtSbx0TPflgrYtb5+XTLkY1DFuyaqZ+3dSkDt2jHXyfXsSnB3MZuXIfhb4g/+3UEKMosCJD\nXY3qFhrOC81aURwMcMeebbglNcITqTPRTYkBBT6XDmipXRoaGhr/AlKd5ZSbvJX1JkvXBrhpYRqH\nCqoWwY6mdAVcega0MqMoAkVZhsr9QbeOOy61ozvGDl7T2UpsmI5PNni4r4cqCfzmpuqORW0ZUC+c\nz/q1xCgK3L02iUVHqjrQi4LAE42boQDPpxwA4Cp7Aq9HdQOPgRzFzQYp55Tuq6GhofFnzqpzEpAU\nFEF1Tpo10GOXTAAcLPRzoLRc1XovN4AiMOlmkW/egcgwePhZuHmywlfLFdzltftgf+pOM7GRAp/+\nFKDYqfDyRAv9OhoY1lNP5+Y6lm4Isi05WOO8S5qZaBNv4Lsd5aQWBFEUhZe+L+WRz4tZsceLSVFb\nw2z5U1H8UURBYFb3JhhEgQc2HiLN5ePBtvGMbxVH77qh7Cl2k1GR8nVrXAJ3xiXwh9vFffurGlld\na2sI5XqOUMYu5dQMjIaGxvlBMBhkxoxpTJw4hjFj7mDdul/JyEhn/PjRTJw4hlmznq+2CFFcXMyN\nN44gEFBVmnw+L1OnPszEiWN4+OH7KCmpXdNXjfOLD1KywSyBsSJiX2BDERRu/jyj8vf/Q1IZKGAI\n6OAlbdsAACAASURBVHnt1gjuu9xBXr5IPbMZnSJgDOq5pZeNlVsD7D5UFfk36ATu6WfH41fYeVCi\ne7yVXw67SCo4tRqQS+qGsmhga+wGHff/dlCV969gYEQ0XUPCWFaQx9Yy9W/xxpCG9NPVA+D7QNop\n3VNDQ+PccT7aqbPqnJR6KkK+soDNIhJjVJ2TgvIg6W4fSILqnEgCXduItG0hsPQ96Ngafl4H456A\n1gNh0lMKufknd1JCbGp6l9UMj91i4qaBavGhIAhMu1ONfsz80FsjOiEIAuMHOJAVeGeVk/98VcJL\nP5RhNaqrVYVFYNYLNYrij5IYZuXeVupEfUuTOjzSLgGAwfFqjvGPf5JrnNm0JT1Cw/k2P4f3stRJ\nfaSjIQ6vWnj/SXB/LUZVQ0PjfGXFimWEhYUzd+58Xn55Nq+88gJz5rzK2LETmTt3PqCwdu0aADZt\n+o0pUyZSUlI1R3z99SKaNm3O3LnzGTJkGB9+uOAcvYnGqaIoCouyssAoIRoU8ItQbMYQ1HPE6eWt\njUXkOAOqTfHpuK6znZhQHQ8PC6VzQyOZBw1ImXZGdLGRlq1w09Mern7CRXpeVQrVbZfYsZsF5q92\nMrqzamve3nzqi1udoxzM6t4Ev6wwfWtK5XZBEHiycXMAnj18oHL7QEM8AFvl3FO+p4aGxrnhfLRT\nZ7VDfEmFcyLI6od+03AzSUC5GKA8GISgDsr1hJl16PXqMU0aCPz4MSQfVvhqOSxeDl8shZ/XwuvT\nFS7vc+JUr/6dDSR/GoLRUP2YXm30DOis55etQVZtD9K/k6Ha/qs7WZm5pJT5q9W83eZ19cy7M5IB\nz+eyPSVAu7oWtmR6cPtlbMaa/t2j7RO4IiGCtuG2SnWUwfXCeRT4MaOY0YmqYpdRFHm3dQe6blzD\n2+mp3BVXH5uo5wFLW56WNrBQOMRzSq+/P9AaGho1mL41haVpf/+DTdQJyNLxF0OG149keueGJzy3\nX7+B9O07AABFkdHr9SQnJ9GhQycAevToxebNG+nTpy+iKPL66/MYPfq2yvN3797JLbfcAUD37r34\n4IN3//bza5xbfsooItfgAp2MrJcg2077CDvXtwnlyV8zmbkml9JARSSk3MDtl9j5ao2foT0NzLsr\nkv7P5eDyKtx5qZ0n5npRFHCVw+TXPSyeYUMUBUIsIrddYmfeL048JToahhlZuKeUxy6LoY7t1Mz8\nVfUjeb9OCMszilmZVUz/OFX6uGdYBP3Co1hVXMDKwnz6R0Yz2BjP1CAcQet3oqHxTzhVOwUntlUX\nop06q5GTnGI1jcpQcdt29fUgAeaK9KqgCB49jerqapzbvLHAYxMENi+B5x4BlwduvR+eeFHBe5Ke\nJsc6JkeZersZQYBRz3noNd7JsEdc3D7TzdqdQYx6gbv72gFoX9/Akgfq0DbBSMMoPVuO+OgUa0ZW\nYEf28aMnR/Xj/5wbHGcz0S7CxvrcUpz+qnSyOkYTV0XXJcXrYX2FJzo6pBkWrxmPGOCHYOoJ301D\nQ+P8xmKxYLVa8XjcTJv2GGPGjEf+UwNWi8WK260ugnTt2p2QkNBq57vdbux2dS6yWq243e6z9/AX\nOcWlClNmKOTknXqRt6IoTP/jENhUCWEEIM/Gc8NiGNM7lAZGGwFF4ZX1am1HtzgrC1fIjHu5nHtf\nLad+hI6Px0bx/Mgwkg8JbE2SuOoSA0O661m/W+Ltb6uEWe7pZ0cvwlsrnYztGoFPUnh/6/EbK9YG\nQRCY2bURogDTtqQQ+NPf7ZONm6MXBO5L2kOB30+C3oY+aMCp81Gu1EyX1tDQOH85H+3UWY2cHMhQ\nnQijrsI5aaqDAzoIq8iNDYhQrqdL15rOyVEEQWD0jdCjk8LYx+Hdz+GndTDySoURQ6Bx/RNHUpIP\nK2RkQ79e0KaRjqfuNPPpT36KnQpHsmUkGdbtDrL6DQfj+ztoHK3nshZm7Gb1ebs2NrJws4d6djUd\nbWuWh0sa2Gr9/oPjI9hV5GZVdglXNYiq3H5rXAJf5GbxcVY6l4ZHYhH13KZvzjvsZJZvB6NpV+t7\naGhoHJ/pnRuedPXoRERHO8jPP768eG3Izc1h6tRHGDHiegYNGsK8ebMr93k8bux2xwnPtdlslRO9\nx+OpNAAaZ55lq+CTr6FD6wC3jzi1a/yaXcJBStRak4pi+PDSUF78QSIypJx3R8Yy6L0jYJLAL3L3\nwFDuf1F1OL5dH6BBXVWpsl28iR7jnFiMMH2UGZMBtux38cxHXvp21NOygY564Xqu7mxl8e8e6uhD\nCDPr+GBbEZN7RmEx1FyHLPIEeW9bETe3CycuxFBjP0CbcBu3N4vhg+RcFiTlMK5lHABtHSE83qgZ\nMw4nc9/+3XzSthNx2EkTivlNyqG/Pr7adXbI+TQQHIQLJ5c01tC42DlVOwX/zFadb3bqrEZODmap\nk7OtYqJslyiAV18pr4hfD0Edl/f468dq3VxgxScweiTk5sOLb0GPa2DwbQpPv67w4SKFNZsUdu9X\neG2BQt+RCr3/D26cBAu+UK8x4VoT6990sO/jELK+DuG1SRZc5XDvqx4EYFgHa6VjAtClkeqUSOXq\nti2Zx4+cnIgh8WpYfHlGdQ35biFhNLfa+KEgl0K/apiesHVAFxTZryskxa+FyjU0LkSKigqZMuVe\nJkyYzNChwwFo1qw527dvBWDjxg20b9/phOe3bdue335bX3Hs+pMeq3F6Kayo6UzNPHXVxKf2HQRz\nEL09CDr1OpcKcazeHmTxmgDFhSLXNIqAgEgd0UJqioDHB/dfb6JJPZHZi318/KOfl7/wkl+iMPn/\nTMRHi0SHibw6yYI/CBNe8eAPqNeeNEj9gHjzJxd3dAynsFxi4Z6axaluv8wtC9N4cW0+j/yYVWP/\nn3msfX3CjHpe2pVOvrcqUjMxoRGXhUfyU1E+8zNTaa9XlcJWBDKqnX9ILmVI4FueDG485XHU0NA4\nc5yPduqsOifpBapzEmpRbxsVXlEAr69wTsrVHic9OtTusawWgeceFdj7E8x5Gvr3gl37Yc6HqsLX\n9eNhwM3w7Fw4cAQG94GocHjqFdiyq2Yh/E0DVTWvjfsk5n7jr3G/ro3VovoDWTINwgz8eMDJq+vz\nkWsp+dsm3Eac1cjPmcUE5apzBEHgttgE/IrCl7mZ6rvpDPQhHkSYlLO2VtfX0NA4v/joo/dxuVy8\n//58Jk0ay6RJYxkzZgILFrzNuHGjkCSJfv0GHHNWVfT32mv/jyNHDjNhwt0sXbqEUaPGnN0XuIgp\nOuqcZJxaWtemvFL2ycUQ5iMoyuBXMwKSVkQgVpi4mR95eebaCPpHRvHi8Dos+D6AxQRZB43Mvc9K\nhEPgkXnlvPOtn/p1BCZca6q8/uBuBm4ZZGDvEZm5X6sqkK3qGRnWwcLWFD8tQmwYRIHXfytgX16V\ncldAUrj763S2ZpVj1gusOOg6rvrkUSJMBh5tn4AzIPH8jvTK7aIgMKdFO6IMRp4+lEQikQBskfOq\nnb9MTkVGYZWcUWtbqaGhcfY4H+2UcDp7aeTnO096scH/KWJ7oZueEaFseKse+flO4u7OItgtA6xB\n2BeF4496HPq69qlSx1JcqpB0GFIzISUd8gqga3u4oh+EOgR+3aRw/QSIi4GfP4XI8OppYIVlMpdN\nclHsVFj+kp22TapSzCRZoelDmcSH65h9dxh3Lk4jyxlkSDMHc66sR4j5xOloR3lk8yE+SM7lm0Gt\n6RVTlbdXFPDTbsMq6putrO/WG0EQ2CsV0S/4FaLXwBHHLVjEs5qFd0HyT1NwLia0saodF+I4RUc7\natcU6iLkr+zUUe58LMgPuzw0DbGx4fO/ntuP5fKVW9lhyYY6HnQlZqTGRdhkI+67hlE/zIBer3C4\nIMjbD1m4to+RRav9THilnCiDkYIjZsbdCsOGSFz3pBt/EN5/3MrQHnoeegYaxMPkOwWcHoWuY5xI\nssKW+SGE2gV2p/sZ8Hwu3Rob6dUFXttQgF6Eid2jeOCSaB5ensXCPaX0b2xnYvdIrvsslT4NbSy6\nqeEJ3yUoK/T9fgeHyspZN7wjTUIslftWFuZz4+6tNAwxkdLyECGyiYO2qmLZK/1L2ayoKl6rDNfS\nWoz822P5b+NCnFPOFdpY1Z4LbaxOZqfOauSkyK2uQNWLqJroHZIZXCYoNoPbSKOYv28E/kx4qECP\njgIjrxR4dLzAy9MEbrxKILRiDPp0F3h0PGTmwIQnQZar26nIEJE3JlsIVITLy/9UbK8TBTo1MJKU\nE6RhqImfRzXh0gY2lh9wcvkHhzlQePyu8n9mSIWk8NcpBUh/uneEwciV0XU5WO5mU6ma9tVaF0Gk\nZEU2BdgZOPXCRg0NDQ2Nv8eR/CDYAqQV1Yyi/xW7Cp3sCBRCuBcUkPZGgTWImBKGAKTtN3J4txmd\nCM9+4sMfUHj7Wz8CUJCmRug/WgRNY3V8+bSNF8aZGdpDz9Kf4eOvYOYbsGaTgsMqMOFaI6VumP+d\nan/aJhgZ3NbM5sN++sSG8tkN9Yl1GHj9twLaz0li4Z5SOsdZWHBtApc2tNO3kY1fU9ysTz1xEate\nFHisfX0kBZ7fWb2XSf/IaG6uW4+UMi9iQE+Zzoenoii+SPHyu5yr9jADfpVPnkKmoaGhAWfZOXH5\nVOekUUzVbeuZTWrdicsEHj2dEs/8I90/CgZcAqt+g+fm1nRQ+nc2MGqokaR0mRFT3WQVVIX1uzZW\nw+rbjviIsur54sYGTOweyeFiPzd8nkquK3DSe18SE0qIQceHB3Jpteh3xq5N5vNDeQRkmdti1SLC\nj7OrcnZbKREgwC/+40/qbiWgdZLX0NDQOM3k+X1Qx4Pf5qW0dsGWSp7ZfxiiytV6ygORlXWVzn1h\nhOj1CJIOu1lEcBtJzZGZ/Ho5Ow9K6Px6Qq0i990FHi/M/0yVvr9rqIlgEJ6ZA3q9+s9906HUqTBq\nqIkIh8DbS3yUutTnnHJFCAAv/1DGgCYOfr27KeO7ReL0yTSLNPLp9fUrZfAf7xMDwHO/5p3UlgxL\niKBjpJ0lqYXsKnRV29cnPBIQsAfMIMBmSY2U/CynowiAWy24/yZ45G+No4aGxsVJrTyBxMTEOomJ\niemJiYnN/8nNyoPqBJ0YXxUdaRijV1W6ADxGBnX/Z5GT2iCKAnNnQHxdeP19uHIU7E6qPilPH2Xm\nussMbE2WGPiAi7U71ZWgLo3UVa3fj6iraXpR4Kn+dZl6WR0yywLctjANt//EOcomncjiga25tWkd\nLHqRr1MLmPzbQZ7ZnkavsAgaW6wszc+hpKLzZlexDnD85laH5FIS/R/zoaw1a9TQ0Li4OV126ige\nuaL3iCVA2t9Y8HcFJFb7siHEh+DVw95oEhpXyOumhlKaYeLqQfDykxAsNiICX/2qzvfBEiNTJ8H9\nd0NkmKpG6axwOD7+Go6kwx3XwZS7ISsXpr4EdqvAhBEmSt3wzlI1etKxgYn+rcysP+Bj40EfNqPI\nfwfUZcv4Zvx4Z2MirFUpwh3jLAxp5mBzhodVh6s7HX9GEASmdqgPwDM7qkdP2jvUFGVruarGdbQo\nfplUIYVfZoSAyC7yCSinLs2soaFxcfCXzkliYqIBeBv4x8LFflkGGVo0qnJAmiWI4DKCTwdOA5d0\nPDvBnIgwge8/gKsGwZZdMOgWmPqSUmkIzEaBN6dYeG6smVK3wvVPuZn7tY/Olc5J9RSuyT2juLld\nGDtyvExYmlEtZetY2kfaeaVHU7Zf25lfr+xAmFHPN6kFANwWm4BXlnk3U53Uj3bePUhNxZXlUip+\nZD4JJP3j8dDQ0NC4UDmdduoovqMf0UaJjOzan/dqUgpKmBdEULbHIAZ0mOuoBen2jEgEScdD98C1\ngwWuv0JELq0ocveLdGqm4/YRYLMIjL0Fylzw/kJwuRVmvQM2K0wZA/fdBR1awZffwXe/KIwaalSj\nJ99WRU8erIiePP5lMe+scrLqDy+CLOLzQ0ZRkOScAPsy/ciywqN96iAAz/6ah8svnfDd+sSGcWnd\nUFZll7A+p7RyeyOLlRC9nmCZGiH5Xc7Fr0j8IqdDUIASM3gMSILCd/6U2g+mhobGRUltPIGXgHnA\n35iej48kKCALxEZW3bZ1YxEyQyA1FJtowGo5e3WcsXUE3n1B4Iu50DBeDaFP/E/VfkEQGD3MxDfP\n2ogJF/jv+16y8qBZjJ5tKf5qDoggCLw4JJbeDWwsS3YyfWUuOc4Aua4Aee4g3mDN1SJBEGgRZmVA\nXBhZHj+7i9zcEZdAlMHIm+lHKPT76aiLQlCgQFdTtnhZQFVO2UMhPuXEBkVDQ0PjX85ps1OgpvrK\nQsWcbZA5kl77tK6PctPALIEM5DiQi40ciMqCDAeubZGMGKI2FQZ4/lGIDzGCy4BQaualqQJiRfPe\nUTdAiB3e+gReeRcKimDi7RAdIWAwCMx5GswmePgZ8HhgwggTZX+KnnRtbGJ4Rwt7MwM8uaiEkXPy\n6fhkNi0fzaLTtGx6z8ih77O5vPpjGa3rmLm2VSi7cry0m53Mg8uy2J5Vftw0r6PRk5k7Uiv3i4JA\np/BwCgoBGY4IpWxQsvEKkqrI6TZCkRpVedv7x6n8SjQ0NC4iTuqcJCYm3gnkJyUlrajY9I88B6XC\nObFXCX3QsYUATiMUWmkYfW7UqPr1FFjzparqtXw17NxXfULu2kLPtDvUifWXbUG6NDLh8iokZVev\nLzHqRN67NoFmkUbe/r2QdnOSaTs7mTZvJNFhTjLF5cfvnHtFglokvzyjCLtez331G+OSJN5IO4xO\nEAmVLQT1QXKC1eUe96MWycuCwkopo8Z1NTQ0NP7tnG47BVDqBHQVzolO5o8jtUtF+i4rj1K9V226\nWGhB9OlpPbAMjDLhaxIRZT0P3VN1vMMu8NZMAXvAwv236mnbourRQxwCo0dCQbEqjx8dCeNurTq3\neWOBqfeq/Vj+8wqMGmokMqR69OSdUZGseiKGd0ZF8tDQEK7pbGFYBwvXd7NyR28b0Q6RN350klkc\nZNaQWB7qHU2oWcfHO4oZ/OFhbvwirZrsPUCnKAfDEiLYWuBiSWph5fbO4eEgiWpRvOjjy+BBdYfT\nQJRggQIrKLBDyKdUqhIZWCwdZFxglZbupaGhUclJpYQTExPXoOpsKEAHIAm4OikpqWYBBBAMSope\nf/yaEX9AxnTzfgS/DnlJYuV2WVbQ9cgCncLdg0KY/3TIqb/NP+TntUEG3ezhqkF6lrxnrbYvr0gi\nZlg2/TqbuOkaPfe8k81bY2IZOyi8xnVSi3w890smZV4JWYHUYh8bU13M+79GjOsVU+P4Ml+QqLdW\n0jrSzvZbe+GVJJovW0aez8fBK67gqsIlbBdyeMd2OWPCWwNQKJUTlf2WujonwpViU5bGDT8j46Kh\noXFqBAIBnnjiCbKysvD7/YwfP54mTZrw2GOPIYoizZo146mnnkIQ1I/SoqIibrrpJpYuXYrRqKaQ\npqamcu+997J06dK/c+uLRkr4dNqpoxw4ItF80iFV4h7oJtRl0xcR1Y757JsAPr/CnTcYK7c1/3oF\nB/QFEF0Oe6MZ6e7A2kGrybEWIw+/kTsGhPDBqxaOxetVMJtr/soKimQa9HDhKYc3nzEz/nZjtf2y\nrNDtSjdbd8us+8rK2j88PD6vjFfvC+X+G0/c0fkoH6wu4a43s7i5dwifTlZTiCVZ4aekUp79JZO1\nh528cGV9HukfV+285GI3HT7ZgEknsvPWXtQPsfBZWho3b9pEaLsSSm0udAhqdsG+KB6Mbcdbhw7h\na5dF0BTgWV0/Ho/rwIFAMe1yP8aLxIbokfQ0xR3vMTU0NM4g56OdOmmoIikp6bKj/56YmLgKGHui\nCR+guPjEjZwOpEsggE4Ryc93VtNjNulEfEhc0lY+pxrN7RIVunWAb38KsnJtWbVVLAFo31THup0+\nHr1dDTh9v6WENnUVFAUEARpH69HrBKzAjL7RlefmOAN0mJvMgt9yuK6ZlePRO0bN492eUkC8zcSD\n9Ztwf9Ienti2k45N67A9mMPykhSuCaoh9R+CKQCYPRa8tnJ+9WVcUPrWZ4oLTef7XKKNVe34J+P0\nww9LsVjsvPbaW5SVlXHnnTfRvHkio0aNo0OHTsya9RxfffUdffr0ZdOm33jrrdkUFBRQUODCYDCw\nfPn3LFr0BYWFRX/rGaKj//rD9N/C6bRTRzl4WKmKnACHC33Vxl+WFcY+Dk4XGPVeBl0qsLfExYFA\nKVgrUmyTIvhiRwBGFMKqhpjcFibcFiA///gRdOcJfr3TJsPGbXD1QC/5+TXl6v87ReHKu2DCEx7+\nN1dm+rswd5GTm/srlR8TJ+KKliLt6xv437oybuleUKlG2TlKx7tXxdF7/iGeWp5OnzgjTSKrGkCG\nA890bsSUTYe4/tvtfDOojRo5AcweE6U2FxKKqsTpMdLaYKWDI5T1RYUQF+DVgp10lyO4V1mlpn4B\nK4qO0FR/cfzdanNv7dHGqvac6lidj3bqrOVRJaWpE5BRrDlZto01sSNZpk+Xs6psXANBEHjoHoUb\nJsCs+fDhy9X39+uoZ+dBidw8CLEILN1eztLtVbUgN/e08dqtERxLXYeBSxvYWJPi5nCRj8YRphrH\nDI4PZ1V2CT9mFDE6MZYbYuKYm36E/2Vn8mIzVXxmj1LV62R5MB0E8BYb0BsDlBm8pAacNDBcHJO7\nhsbfZfqh/SzNy/nb54k6EVk6fsrJ8Dp1md6kxQnP7ddvIH37qp11FUVGr9eTnJxEhw6dAOjRoxeb\nN2+kT5++iKLI66/PY/ToqgZ2ISGhzJnzDiNHXv23n1vj1MkvUkBXlVVQ4qvuUKRkgNMjg0li3HSR\nZx6TmVa0F2IAowwBkSa7Eqnz1BZ+Ax5LaM6IRdAw/u8HtEaPVNO7TkS39gLXXaGweBmsWC0y/BID\ni1YHWLdL4tL2Jzfxoigw47pwrno1j2mLSvjhoTqVNS/hFj3PXx7L6K/Tuf+HLJbc2hDxT87OLU3r\nsCanhCWphczanc5LA1rh0OmRyoxQsTZn9VjxSCKdQ8LY6SxjfYkZ4lzkG1wMKP5e7QPj04FJYrWU\nxQR9u789Phoa/yZO1U7BiW3VhWinau0NJCUl9UtKSko+1Rvtz1CdE7O+5i0XzNCz/E0jDvu5z0S4\nrDt0aQfLVsGe5CrjFAgodEtUUwFWb5d49eYIbrvExu29bdzR20ajaD3/+83NjtTjN+y6oW0YAAv3\nlB53/9HmjMszVAdEL4o81rAZEgrrj5SBAplClUf6+1Fp4RITVrcFBK3QUEPjfMNisWC1WvF43Eyb\n9hhjxoxHluU/7bfidqvyrV27dickJLTa+b169cZsNp/VZ76Q+ad26igZeQqIVfN/UB+sVHIE2L0f\naJcHnXJxtshm8g+ZlEYXg6KAJYjuQCQfPK9jT4NDxGLlvlbxp+SY1Jb/3AdWCzw7B66/TFXM+nB5\n7ZpH9mhq4prOFral+lm8pXpUaXiLEK5MDGFThof3t1VvBCwIArO6N6G+zcSruzP4NaOYdo4QCooU\nNd1YAbHASl2jiViTmS4hYeA0IioCdivow/yYFB0jfIkQFNii5Go9uzQ0zgHno506a5GTIzmqc+Iw\n1XROYusIxNY5W09yco5GT268F15+B6beq/DpN/DFd+Au12GrB6u2BXlhnIPhnapStNYlexnxej7/\nWVzCkgeia4TThzYPwWrIZuGeEh6+NLraChRAnM1EuwgbG3LLKPMHCTHqGRYdQxu7g6/TszHG6HHr\nfARlCVEQSRPKVInGcgO+AgXCnSwLpvEs3c7KOGloXGhMb9LipKtHJ+KfphXk5uYwdeojjBhxPYMG\nDWHevNmV+zweN3a7Fu0838jIk0EEvSAQVBQwSqRnQ6tm6v5NeySwBBEkAYMO/Jemqkt9QXVev61+\nHDvrpuAMBrhb1xqdcGazAmLrCNw/SuHZufDLKh0tG4j8sDFAbpFMTMRf33va1WEs3+VlxjeltIg1\n0Dahqrblucvrsi7VzczVeVze1EFCaNW+UKOeeb2bc9WK3dyybBdDWztYX1KIocxCUJBxlYpcGqF+\nyHQOCQNZxFFupdSqKj6/ou9Dr7B6fOVKxmUNkIqThpy7ulMNjXPNqdop+Ge26nyzU2ctjyqrWPXC\nwm3nNnWrNvTrCZ3bwPcrodcImPsRFJdCeblAs1g9KTkyh7OqS/f2bm5mSDsLGw/5+G5HTdlfm1Hk\nykQHaaUBNmccP+d5SHwEAVlhZZba00QUBAZFRKMAoUELiLA+mMshpYSAKCP49CAJ+IqNamRF5yQ7\n+Nf51BoaGmeHoqJCpky5lwkTJjN0qCpY0axZc7Zv3wrAxo0baN++07l8RI3jkFGg2qtIU8X6nVEi\nLbNqVX/NH35AIbppOeKAIxDhBa8OAmp0fVTLuvxPUvtP3aQ7LT0h/5Jxt0KDeHjvS4HhPY0EJfj0\np9pFTxIi9TwwJIScUokBz+cy+t2CSjXKGLuBGQPr4vbLTP2pZrpJ12gH41rGkeX2VTRUFhhc3pSR\n/pYgi3R2qFkDUUYjjSxWvEVqZKe/EM9IsRn1DTYiJHWhb5NU/fqKovB5WQoZgdPWvkZDQ+MYzkc7\ndcY8hdkfKHy0uGoyL3CqH/MxYee/cyIIAk9OBosZLusB85+HRfPUfTZRNVarttcsanzqmlD0Ijz9\nTQm+QM3w9NHUri9312yoCDD4mNQuqOq8G+JXFV5WBjP5JZgJgOI2AAJIIhFBKxglFrlST+GNNTQ0\nzgQfffQ+LpeL99+fz6RJY5k0aSxjxkxgwYK3GTduFJIk0a/fgGPOOl76z7lPeb2YyC2RQFCQQsvR\niQroFZJT1DldURRSSnzQvJC82Dy8IR5QQPdzE0wJHurozBj1sEHJobcQS0Ph7EQCzCaBB++GYBD8\npQZsFvj4Rz+SVLtUqfsHO/ji3mg6NTCydHs5fZ7J4ZHPi5BlhRvahNIt3sryA062Z9VcfBvRvQNN\n3wAAIABJREFUMAqAtCLVoTF5zET51JXWjn9KAekSEoYv28L1cnNeN/SpzDDoIdQFYFkwvdp1V5Xn\nMDl/My8U7/2bo6GhoVFbzkc7dUbSuopKFGbOBp0OendVaFxfoNSjhsnrR59cwvF84ZIuAqkbqv7b\n51cwGaEwWx2y1duDjB5WvbC9SYyB0ZfZeXuVi3fXOJk4sLpRuqS+jViHnm/3l/HMoFgshuqOWptw\nKwk2Ez9nFhOQZQyiSIcK50TvMkEobJPzsQR1oAOcRhpbrBwu9xBbHkpRiIfPfYeYREsAvEoQLxJh\nQs0CfA0NjTPP/fc/xP33P1Rj+5w575zwnIULl9TYtmTJ8tP6XBonp9AjgyNIgaEca6gVT5HA3hQZ\n0JGZAwGTHyLKweYHvcK1ofGM/284l+f46GNpwCFFrS28S9fqrD730H7w0DPw4yqB6/oa+Wi5n5+3\nBhnczYAvoJCcLiMIEBspEOEQqqUfC4JAv5Zm+rYwsWKPl5nflPDBWjc2k8hT14bxWJ86jPhfCi+s\nzePzkQ2q3bdNuI0Eh5mN2S4csXp2ucrI8fsQoNKGAXQNCWNhbha9ShoTE6tGS+alHyHTKYMVtijV\nRdY+d6YA8Lu34MwMmIaGxnlpp85IGGPtZrUuMBiEFyoiDu6AGiZvGnf+R06Oh8ko0L4VHDgk0jhO\nZO2uIP7jREemXBFCmFXklWVlTF1YzGNfFPPwZ0XM/qkMUYD/ax1GmU9mxcGaeYGCIDA4PpyygMTP\nmWp0JdZkoo7JRHGhOm6HKWUPhaqif6mJkXXrIQBKieqAHBCLmFqwndnuvXTzf8ll/sVacysNDQ2N\nv0GZT4KgOueaLDIIcCBHjZbv2g+Ee9RGi6E+4k0WXm3Xkt8CeQBcZo1hoJjARuP1DNc1OqvPHeIQ\n6NcT/jgI/dup6VNPvuul/31OGo8sY8D9Lvrf56LlrU4Sriuj53gnP2+p3kxYEAQGt7Xw7ZQ6NI3R\nM/dnJx+tc9G7gY1LG9hYedjFpmNSkwVB4KrG0ZT5ZeqbrBz0uNleVkpzqx2HvmoNtEuomj2wpVS1\nb/PSj/DUoSR25pdDQEee6MGpqKlopZKfZW41S+BwwEWhVFNGWUND49/JGfEUft2k/oyOhK9/hF1/\nKPgqKv+b1rswIifHo2s7kCRoUU+Pxwub/5BqHBNu0/HolSE4vQrzV7t471cXH65zM+ObUjYd8nN9\nG3UVacHWohqddwFubRqDKMCM7akEZBlBEOgSHk6eO4gQFCnUeSgUPeDXgV9P99BwmlhspOXJiIqA\naJKZL+1hhu43cvCQjYf9SlGN+2hoaGhoHB9PQIagiF4QUIzqPJ9Vpn7Eb94tQ6QXQr0gwKzmrbDq\ndKzxqKv+fSx1EASBxkLoCa9/JrlqkPrzjz909GqjIzVH5mCmTNvGOm4bbOSuoUau6KGnTWMdGXky\no5/3sP1AzTTlcJuOT8dHE2kXefSLYlb94eXRPqpyzQu/5tU4/uom6j7Rr0MBPLJEp2NUfVraHNh0\nOn4vK+aTrHSeOpREtMGIVdAjeAwgwDopG4BvXOn4FAlMARBltnkLj72lhobGv5TT7pwoisKaTRAW\nArOnq9tmzkZVPAEaxVy4zkm3DupPm6i+w8ptgeMeN6qPnTVTY/jlsRhWPxHD23dFAvDJBhctos0M\naGxnY7qHe5dmqh10/0SrcBu3N4vhYFk57yWpxYFdIiIAAVvAhCwqKAIYfAZQBFrZHLRzhOAKyLQk\nAtkUhDAfVsWA1aPWqawOZp2B0dDQ0ND4d6IupgnEWA04pQCgUBZUP+DX7PGD3Q9ePZ2Ipn9kND5F\nYqM3n0RDCLH64zfaPVsM7gNGA3z7E3z8pI11c+0c/iKE5bPsvDzRwgvjLHz4hI3ls+y8+6gVXxBu\nedpDak7NCHujaD0fjo1CL8LodwuwKHoGNLazLtXN2hRXtWMvi4/AYdCRVVLl6HR0hOIKSNy++g++\nSSlAJwh0coSS7HHzYPJeIvQGmvgi8RTrUZxqpGeJPwWAT8oOgzUA0eUQ6mOL5pxoaFw0nHbn5Eg6\npGVB767Q/xKBS7vB6o0gizIoEBt+YaZ1gdr/BCAvU4/JAAtXB9i4t+aKkyAItIwz0jbBSKt6Rq7p\nbKFRtJ6l28op9cjMvzaervUsfLWvlAd+yEI+Rtv90Xb1CTXqeGlXOgXeAF0qOu/aK4riAXAbqWcy\nE2Yw0N6h1rY09KkF9T2FumwyX88NqLqXayXNOdHQ0NCoDYqiEBTUD/Um4UYkBdDLBHUS7nKFg0U+\n9aPZZWJyfBMAAoqMUdBxjT3hHD65SohDoH8vNbUrOweaJ+jQ645fqDq4m4FnxpgpKFW4ZYabElfN\naH63xiZm3x6Jy6twxaxc4kTV+Xr+1zwkWaHQEyS5wEd2aYABcWEUuqqcnE4hoby4K43lGcXM2p2O\noihqvxPArtOzoFVHtuZ4wGVEX6Jed6Ocw0F/GTuDhRBakcplDrK+vGa0RkND49/JafcU1lSkdPXp\nrv6cNvnonRSQBXS6C9c5iY4QaJQA2/cITLnBRF6xwlWPu3lwbjmlx5nUjyIIArf0slEeUFi8xY3d\nqOOzGxrQMdbC57tLeHh5drXmU5FmA4+0q09ZQOKFnWl0rnBODJ4qfflAiYHWFbrTRxW96hVE87lh\nCIsNQ4kRrFxmjAMZ9qKldWloaGjUBpebyu7wbetWNBYzyGCU2LoLfPoAmIMgCfSqZwfALhrY1/Aq\nHoxofY6eujpHU7u+/fmvjx09zMT4a4wkp8vcPtPN/rSa6crXdLbywT2RRNh0fLzai0028HtmOfVe\n3EfL15PoPf8gTZ/dQffIUAiKGAURsyhCQGT+fjVNK7m0nD9KPIyIiaNnaDiftu1MVolEQFZAEYgp\nDYeASLbOxQv5+yDEBzoFs6wHncJ2qRBJq5/U0LgoOP3OyUb155ZULw+/WU7TRhUTpU5BVC58Ocxu\nHaDMBUM6m/j+BRstG4h8/KOf3vc6jxtFOcrI7jZ0Iny6QdVrDzHr+GJkA9rGmPl4RzGzN1ZXI7mz\neQzNQy18fDCXAleQukYTzqKKX5ckgNNIa5vqnLS1q5GTvU4X/cV49BUNv9oawyGgI1/w4FJqp3ev\noaGhcTFTVAro1I/gjnEV0WqDBAaZpb8oqkKXQcao6AizVBV7689wo8W/w+A+YDLC0lo4JwBP3Wlm\neC89G/dJ9LnXxRUPufhkhR+Xp2rRbGh7K+un1WVMXzuefCP4dDQONTG0uYOu9SwEZQW7bEQviMR4\nHTzdpAVTf09BUuCminqUJamFJNrsLOnYnR5h4XyXrqZqxduMZOUJCOUGFFHhW/Eg2AM0kENISI0H\nVIW0JH/Z6R0oDQ2N85LTOptKksK636F+PSjzyny43M+Qh1z839VBEBWMF3DU5ChdK1K7ft8JXVro\n+ekVO4/faqKwVGH8yx48vuNHUGJCdVze1sLu9AC70lRHIcyi48sbGxBp0TF7YwFl3qoVK4Mo8nTn\nhsgK3L9mP+0cIZS4ALcBg8sMkkirisiJQ6+nicXKLmdZtRSxBL0VY0AtMtypaFKMGhpnm2AwyIwZ\n05g4cQxjxtzBunW/kpGRzvjxo5k4cQyzZj1fLWpaXFzMjTeOIBBQ69lcLhePPPIA9957D+PGjWLP\nnt3n6lUuGopKqIycdIlXnRPRIINe5ru1kiohLEBd0/kr0e6wC/SrSO1KPvzXfU5EUeCdh60seMzK\ngM56th2QmDKnnF4TnOw+VGWXHBaRZ64PZ9n9sZhL7LgzrLw5PJ5HLlWdj8OFAXrGhJCer1BSLLIp\n38nQhAie7doIq07km9SCyr93V0BiVVYJzUMt3NmsLoosUNerLrQp4V4AhuS25sC+ijpVc5AtPq3u\nREPjdHM+2qnT6i3s2KdGFS7rDu8+YmXsVWqo+O5X3CBAqPXfETkB2LxT/Wk0CDxwg5mJ15rILFB4\nY+GJ5Q5v62UD1ML4o0Ra9YzvHkmpV+bdrdXTr/rHhdM3NoxV6UU0MFpBFrnE1ZDmxbGAUJnWBWpq\nl1MKklJeJfEoCAINZTXla6NUXT9eQ0PjzLNixTLCwsKZO3c+L788m1deeYE5c15l7NiJzJ07H1BY\nu3YNAJs2/caUKRMpKamaB7744lO6du3OnDnv8MQTT/HKKy+coze5eCgqVkAnIygQF2qgrsMARhl0\niipnW1EH0Tzk3Ba+/xVXDVR/Hpva5SlXWLNJ4ZnZCrc/oLBstfrRodMJDO9l4LOnbGx718Hk60zk\nFisMf9zFL1uri790amhiXH872SUSb/3ipE2Mmv62O9fLFRXNhJ/dkYZVJzKzSyNseh2D4yM44vSy\nu0jNHliVVYxXkrkyIZLLK86JzVebOSJAPzmBX3b5wWMCrw5MQTZ48s/EUGloXNScj3bqtDZhPFpv\ncll39aN9xt0WurXUM2mOCz/gMF34kZPmjSDUoUZO/sx915v4cpWfuV/7GDnAQKPYmqpk/VqZiQ3T\nsfh3D09dG4atYjxGdYpg7sZC3tpcyJguEThMVecOS4hgdXYJQZ+6rZdcjx/KcrGIQRpZbJXHtXeE\n8FVeNjudZTS2qts/ykpH7zdBiCrP+KCh4+keDg2NC4bpBTtZ6k7/6wOPQUwXkeXj57oPtyUwPar9\nCc/t128gffuqnXUVRUav15OcnESHDp0A6NGjF5s3b6RPn76Iosjrr89j9OjbKs8fOfIWDAZVxSgY\nDGI6j1fr/y1k5AGigq5i7a5trJWfnKUgKBWNF9UP9S4x9nP4lH/N0dSud/4HKzcoSBL4/HAwBfx/\n8jWWr4GxtyhMm6zabYB60SJP3mGmfTMdE1/xcOsMDy+Ms3D7kKq6x0mDQvhkg5s3Vji5pZed+DAj\ne3K9vBAfwxNbjgAwpV088Tb1b/bqhpF8nVrA16kFtIu0812a+nEzrH4EiaEW6ttNJB3wI7YQQVC4\nuaQ9Y8oOqzcrsEK8k7Wa8qTGv5xTtVNwYlt1Idqp0+otrNkIgqAqdR1l+CUGPpqqrjB1aWo4nbc7\nJ4iiQJd2qipZXmFVmMtuEfjvKDO+APxngfe45+pEgZt62nB6FZZuL68616RjXLdISrwSC46JnvSJ\nVZVN0otUa7KltIRkj4sWNge6P3X3PVoUv9Oldib+IDONh5L3si+vHCRBbdyooaFxVrFYLFitVjwe\nN9OmPcaYMeOrGQ+LxYrbrUZSu3btTsgxfSHsdjsmk4nCwgJmzvwP48bde1af/2IkK18BUcFUoXDV\nLq4iQmKQwB4AizoXD6h/bvqY1BaHXeCmq6GkTM1q2H8I0rOhRROYcBt8NhuWfQhNG8Lbn8LVoyEj\nu3oK2PBeBhbPtBFqE3jozXLe+bYqM8BhEXlkWCgev8KL35fSsZ6NHFcQs6Dn0rqhtI+wMa5FXOXx\n/ePCcRh0fJtaiFeSWZFZRH27iTbhNgRB4PJ64bgDCtNdffjOcBWLk4oBGNk4GnLUBbd8o5sSSauf\n1NA4nZyPduq0Rk627IL2LSEirHr6Vp82Jr5/sA4t4y585wSga3v4Zb36vkP7VW2/ureBD5f7+XFz\nkJ9+DzCoa833vbmnjVeXl/HKsjLaJRhoVU9dibq7SwTzNhcyb1Mhd3eOwF4RPWloN9EwxMLveS7i\nEsz8WlyIhFItpQuqiuJ3Ocv4OjebRw/sQwTkgB78OkotPnIUN3UFGxoaFyPTo9qfdPXoRERHO8jP\nd57yfXNzc5g69RFGjLieQYOGMG/e7Mp9Ho8b+zH/Lx/LoUMHmT79Ce699wHat9ein2eazAIZRLAY\nqiInQKViF+YggiTQNtpykqucH7z4uMALjykIwolTqld8ovDwM7B4GfQaAQmxCnWjISYa+vaAG67U\n88NLNq581M1zn3q5rq+ByBB1bG7tZePd1U4+3eBmzAh1PPbkelk0oBWyoi7IHcWsExkSH8HCI/m8\ntjsDd1DmjoTIyme7PD6Cd5NyyEzTMdTq4MeMA3SMtDO2ZRxf/KJ2iscUZJuvkP7W2DM0Yhoa55ZT\ntVPwz2zV+WanTmvkJBCskhA+lq6NTdjNF35aF0C3ir+bY1O7BEHg2Xss6ESYOt/L20t8PPuxlylz\nPMz80IssK9SP1DNpkIOUgiCDX8zlnVVOZFnBYdIxtmsExV6J97YVVbvmoPqRlPolGpmsSKgrW0eV\nuo5ytCh+S1kJE/fvwq7T81m7LhAQoSIlbLusFcVraJxNiooKmTLlXiZMmMzQocMBaNasOdu3bwVg\n48YNtG/f6YTnHzlymGnTHmX69Gfp3r3nWXnmi53sYlV1MaTCXrWL/VPkRC+BXiFENCCe5IP/fOJk\njgmA3Srw5kx49T/QpAEUlsDa32HRDzB5OqRkKDSO03H/9Sbc5TBncVX0RK8TeOraMGQFNu1Tt+/O\nLUcQhGqOyd5MPy6vzDUN1IbEr+/NAGBY/UgKPEE2prvpWScEm17kx4xi3k/OQQHuaBrDyx/7MfvN\n4NGDSWJD+empOylSvBySS0/LtTQ0LmTORzt12r2Fy07gnPyb6NgGdDo1VzfpGCWUlg103H2lkZQc\nmWkLvLy20McnKwK8sdjHDxtVo/fk1WF8PC4Kh1nkyUUljJybT75T4u4ukYSYROZtKsTpq1JIGVhf\nndD1wapAVyu7A78kM3tvJukuNY2svSMUryyjFwQ+bduJfhFRdA0Jh3L1vK2yVhSvoXE2+eij93G5\nXLz//nwmTRrLpEljGTNmAgsWvM24caOQJIl+/QYcc1bVR90778wlEAjy2msvMWnSWB5//KGz+wIX\nIQUVTQTDbervoWWMBZ2AGjlxqClF8VbzuXq8M4IgCNxyjcCqzwX2rxRI+w1mTQVZVmtWAG4fYiQ2\nUuC97/3kFlelfAxsbebS5iZ2JKv2bW9u9bTm9MIgA5/PZcIHhVwWG0aYUY+kQF2LkY6RNi5fcISr\nPklhf66PfnFhpLi8vJeUQ5RJT8ouC98nuVBKTWrdiQDLA2m1eie/LPN+Zhrp3vIa+2RZ5nLvEnr5\nF7JEOnyKo6ah8e/gfLRTgqL8tcxgbel5VZmycB6YjH+9ovRPUyXONROeVFj0g1pjc83l8OAYaN5Y\nfW+vX2HJugBWs0B0qIA/CNf/x037Jjp+fNlWuZKVVyZx/ydF/LzXy4BWZj6bGM2sdXm8uDaf1nXM\nfPR/CSSEGhHsJuq8tYpWdY3s1avRjwOXDGDR4QIe//0I1zWMYl7v5nydm81DyXuZ17Idl0ep0o5v\npB1mZtl2aFZMV2L43jT83AzYWeJC/7s6m2hjVTsuxHGKjnZcGMv654D8fOdJjV77O8rItpdyRSsb\nH06MIDraQeIz20nO94EoQ4KTkXF1md2/8dl65HNCIKDQ7WooLoHtyyA8VOCDZT4emeflnuFGZo6p\nSmv7ZL2LKf8rwtzARXyogQ1jm1Xu++w3F/d9lQt+HSumxPFhVhqfHspjVPO61JdCmb46B4BB9UMZ\n3sPI5N8OAvBAm3gW/s9IhuyBKDdckgbdstGVmcmMuuUvI1dvpB1m5uFkmlltrOjcE5tOXaQrk/zc\nXvQrG0JSAFXnYIFuAFcaGp3O4TspF+Kccq44dqwkRWafv5SN5fmUKxITwxLRnUc9hs4lF9rf1cns\n1Gn9jX67QKiVY/JvYO4M+OhVaJMIX/8Il14P8z9TbZ7ZKDCyv5HhvQz0aK2nT3s9w3rq2XFQ4ted\nVRGROiE6Ph0fxaWJJn7Z52Xl3nLu6xnNHR3D2ZvnZfAHh/ktzU2UxUjbCBvJBWrYPMFkxqrT8eY+\nVblkeUYRnqDEtTGxHOg9oNIxAbgisg549RAQ2aMUVuuDoqGhoaFRHZdfjQrEhFaZx1Z1TKq1tKvF\n8L1iQ87Fo51VDAaBe24Gjxc+WKhuu3mgkfp1BD5Y5ieroCp60r2JCRCwi3oOFflx+6v2fb/PBRFe\niPbw9HdF3N0ilg4RNq5rEM1zv+aBDMiwJs1Jv7gwBEAnwLC6UWQEPRBZDrIAOXZQQDL72foX/U5y\nfF5eSTkEeokDgTIeOrAHRVHY6StiQMZPbNCraWVNPVEowGhpJUv8R07vAGr8LXJ9Xib8sYtBWzYw\nbt9OXk09xHf5OaS43SiKQmrAxR0560lMWcKAjJ+YWriDmUW7+cKZcq4fXeMMoLmbp4ggCAy5TODn\nT1UnJSoCZrwBqZnH//iffJ0qrfbGouohb0EQePq6MEQBnvqqBAF4aUgcLwyOpcQrcd1nKSzYmEef\nuqEEggLDw2OZVL8x36QUku72YTfocAdlfslUlU3+vJr02p4MZm3LJFa0gl9HuRDkkKLm2EqKzHeu\nDFxydf16DQ0NjYsZX4VKTWx4laR7y+iKNC5LABQY2OD8Vuo6Xdx6DTjs8O4X4PUpGA0CU0aa8Qfh\n1S+rak+axuiJcujwekQUYF9elZ3bmFPR10unsK6gmOJCkRVD2/Peb2X4ZBmh1AwuI35kVieV82Db\neB7vUJ///RSoTKNDEdRFNrcBDDJXZ63kv4U7KTuBcteMw8l4bB6IdUNdN4sNycQfXswVGb+QKjsR\nLRLRARv9Cpsz0NMYBYV7pJUs9B06U0OpcQIUReGz7Ax6/76ORblZ7HE5+Sovm+eOHGDU3h00+uEH\nWm36hT4pK1jmziRUMHCToyEvRnXCKuh4tmiP9h3zL0RzTv4hR52Up6eA1wfTZh3/uA7N1AjK2l0S\n2ypyc4/Sup6RW3rZSMoJ8tF6dSK/q1MEi25qSIhJx7hFR+gcqa7UJQRDuT0ugdl7M9D9P3tnHWZF\n2Tbw39TpPdtdxLJLp6Q0IogiIIqdiI3dqK/1vXZiIAaKggmo+NIqSHfHLrnBdp7Ome+PQRBFRUUB\nOb/r4trl7DxzZu6Zee65n7sEeKOH7j6fvu/wZPcyj5/nNhUzo7CG7qZECOiKdp2mJxO+WLedayqW\n8XbDzmMmiwgRIkQ4mdE0jaD2o3HyU8/JAeNEUZE1kUTLv6Py5O8RZRO4ciRU1ejVvABG9VdonCoy\ndUGAvWV6JIAgCPRsbsHl1BfHthwwToprgzjwQ1AgOWQFg8qYGSWsL/UybXs9BEW0YjtU6lUkX19a\nw73tsri1VQbTNzvAdCDSQAS8ClTqeSdigpfXndvpVjybyY7dB68ZwKqGOj737IUYP2mSmfMsWUhe\nhXBAoKkSRc/YOFRBo6pY4e2SIvbvNjDEk4MmaIwNL2Jf6OQJiznZqfD7uHDTGm7L30JI07gkJZ2X\nmrdiZZdeTGnTkYeb5HJ2ejL1sQ14xRA0GCkvVAjVGFmnlGNJ9VEpuHmtPv94n0qEY0zEODlGnDcY\nenTSk+TnLz6y9+S283/0nvyyi/z9Q6OxmQSe/cZBvUefaHtkWRnVJoaQqhGNAaMo8EN5A/P317Gj\nwcuIRokMyoglN9rMgv11OAOHjJ6JO8oIqvpxxIes4NWNk4nhLVzpX8DzrIFYL4sD5cdUDhEiRIhw\nsuLxgSbp82Zm/E89J0Y930TSSFBOrUaYYy4GWYY3PwRV1ZAlgfsvNRIMwUWPeiir0fVVz+YWCOoy\n23IgKf6t5XX6W0a9mYrV0UShUBMKMPRDPYRKqTPr3pCiKAgJ7Kj34vCF2VUWot5wIJF93wEvlVeB\n3bFQayJgDCKneGgwu7m7ag09i+fwhbMQRzjA1WVLIdmN1aZxTloidyc359WErqgVVsqLZZZIJRAS\nuFLJ4+q0LLa7XSzeGqKVJxlVUhnhnc2xzMWNcGQ0TeOm7ZtZWFdDE8WG3WdhqrCDW93LGFz0HfuE\nBs5PS6HIVk1YDnOVrSnPJrcn22zm86itfCLtoFr0Iibqhur+kOd4n1KEY0jEODlGCILA0/frVbwe\nfE53gQOEwxrT52i89oFGj9YiHXMlZq0IUVAcPmx8YpTEHYPt1LpVXph9qLxhXoKuCAvrg3RJsrOl\nzs1/N+jVSsa2SkMQBEZkJ+BXNWaX6CWInYEQk3dWEG3QFUVhbRDZY4SwwGathtnsQ7MGwRpknVL2\nt8smQoQIEU4G6uoBSX/ZTow+ZJxkRiuYzPqc3iTq31Wp6/dITRI4bzAU7IUFS/TPhvdSuP0CI3vL\nVIY/6KasRqVnczMERUQOGSezdjn0AZUWQCSxMh6CIgFVA49McL8N3Aaot0C9CUR4/vsaHv+yHixB\nvXzwxmTQ0Mvi15tpV5gDO+MIhyEY48GS5mNvQhk3KfPJCU2mqnE5JHpwxziZqG3hzOBX2BODXJSS\nToPdAQaVkUIOz+W04ZnclrzWvA0hTWXrJgmDX2G/wcH9npXHQ9SnFF9XlrG4vga8Mnsqg5RllYKk\nIdSZqJO9jKtbT7vCb9jsqWO0PYdnkjpyYVo6jdt7IdGD1WOGkihUScUf7+SR2vUH952v1vF4aBXr\n1MrjeIYR/goR4+QY0rypwJiLobAExr8PX8/X6Hsh3PAgPP4KTP1K4NYD3pNxb/vYX6UeNv66vlFk\nJ0i8u9DF3irdC5Ibr2+fX+2nT4q+grS93sOg9FhaxOiu8OGNEgCYcSC0a/KuCpzBMLe0TKdJlIll\nFU6aydFQYSWvOg3KbLSrzAYNPIqfitAvSy1GiBAhwqlGXQMg/1hK+JB6FASBpAPNhTsm2I7HoR1X\nbrpc//mfl8Dh1Js6PnCZ8TADJdlmwKyIKJrE9iofRfUBSjx+vc9WvQl8Ent2S+QI0eAwYHfZ9DwS\nl4E7rhKhUA9dnrqhgQXF9SCAtSSO0SNkcBggLAICGb5oXo7vgmFjKlSbCaoahpCM4JP1CAGXwiXh\n5oyX+/CM3IMwKleE5tMoJ0TrHP2a3mNqf/DcRqWk87+O3Ug1mAnuiAUVJolbWR2MvNj+XVS6gty4\ncZtudPpFaF4DkoZlTRaxS5rBwmwojgK/hFIRBeUWXqnbwQXB2czXiukrpLPSdh7JFUlIpVGgqMw0\n5/O2bxuXBufSKziN18KbuC74PT4t9LvHE+HEI2KcHGPuuQ6SE+C5t+Da+2BXIVw4FGwm5JNVAAAg\nAElEQVRWPWG+U45ElxYSizaE6HK9k3ve8FJcqStDoyJwz5BoQip8scoNQO4Bz8nOaj99UmMOfs/Y\n1ukHf29qN9M2zsqisgYqPAEm7ijDIotc2SyF3qnRuIJhWsixoIrk+1zgl9i4J6T3P1FUVvkjzRkj\nRPg7CIVCPPHEw9x88xjGjLmSJUt+oKSkmBtvHM3NN4/h+eefPiyEpK6ujosuOo9gUE/w9Hq93H//\nndxyy3XcfvtNVFcfmwZ0EY5MTT1wIKwrxnK4ekw8UL1rUKOYnw/719OymcDNV8DuQrjpIT286+cG\nSperq2ifpeD3iPhCGk9+f6CvVoMRgyqTZTMBAqFyMzkmG45iMwRkWmRL3H8TDG8VDX4JhxYgZPVD\nSODVK+I4szd6TooqQFBkRaWLi1PSmdO2J01LMgmuTkFbn0JuQQ4DSlrznnYmL1t6cqHUjKullsxU\nhpKGlafDa9kiVtNfyKCJeHhBg9Y2O6+3aIvmMRBVHguixsX+eVSrXtxakIZggB/qagio6i9kE+GP\nsaEwQNdpGwkZQhAQMbasR1BUstbk4lmcTsNuG+O7N2NkdiKyUSXYsoJ3c5fwX+tSVmkVZNUlMra+\nG4myiUea5BEutJPoiAGDyjhhGfPVYjLDUXTRUijCydvhrcf7lE94TkQ9FTFOjjFRNoGn7gOTEc4f\nAkunwfjHBB64Ceod8NjLAjP+z8qrt5nJSBT5YE6Artc7mblUv8hD2pkxyvDNBt2bEW2SSLMrFNT4\naR1rpXGUiQFpMXRJPLyU5YhGCYQ0jeuWFFDmCXB5TjIxRpneKboijXZbDm6b60/gocZ54DKAAPOC\nxf+QdCJEOLWYN282MTGxvP7627zwwnhefPEZXnvtJa6//mZef/1tQGPx4kUArFy5nDvvvJn6+tqD\n42fO/JLmzVvy2msTGTRoCFOmTD5OZ3JqUFGtgaghaqBIh5fFH9+3MU+f1oSuKVHH6eiOL+Nugd5d\nYd5ieH7ioc9jMSC4FaoawgSc8sHiK1/ucOgr47Um8tJkbrxQArfCvmIRsdKmb+c0cM0o3TM1fpyM\nWKMnvCOC3RHF0H4SnduCUG4DBPDK1ASC7HX6aGWL4ofOPVnVtTeFvQbyTftutA8ns6E4wNpq58GX\nqbZiAnMNw+gqJANwg9z6iOfXMzae0elZOAvNWDxmHIqPlsEpNA58QDN1MucbvySn+Av+uzefCr/v\niPuI8NvM2eTlrImFuDOrIQxKhhu/FOLlpM6suag9D9zrJ3z9asY2mcG0tA2EMhoQwiLivhhalzQi\nfkVTihYkMHLedrp+tZ7aOo0u9liqtlpp7I1H8Rqg0kJxmcCqUjcGVeKl8AYqtUg+ym9xIuop+fc3\nifBHOWeAwNn9tYPNFgGuGQWffQNfzIKLhsJFAwyc31dh+g9Bbn3Fy4Sv/Aw9XcFmEunX0sycTV52\nlgdplqLQItnMtzsdeEMqi89pz5F6Tw3LTuCxdYUsr3QgCwLXt0ijxhMiw2hCALaVBzm9ZRLNDdE8\n1bQDAO/kb6ccD2u1iPs6wr+fR0MrmRn+470MxDIRNXzkFdOhUmMelbv+6th+/c6gb1+9s66mqciy\nTEFBPu3bdwSgW7cerFq1gt69+yKKIq+88iajR19+cPyoURejHlitLS8vIyrq1Hwx/qcoqdCNE1n8\n5bpdTrSFnGjLEUadGsiywMSnNM68XDdOmmRpzF0EX80XMFmM+CxBdu8V4SdVzvDK4FUY0F1m1Nnw\n+OtGvFqQgmIVUROwSjIjh+ibGg0Ct/WI46W9erWs8aP0cGWbVaBtnJWNIUEPEQMGz9nEra0yGJ2X\nQpbJzKd7KnliXSHVfj2E59Wt+0mzGBiSGcfYVumkWizMUM5mP26yhV9/hh5qksuCmioKt6mktTTS\nIPpwqyG9U6NBxZfi4OXgUl7Zt4lLyOOZZq0xHOFeifBLlhb4uPa9SsK9SvVlcUOIoCnINfYcLrY3\nZqFawrMpiyBFg8JomlakM7lHS/IdRq6ZvofYbCvzLspiWYWDT/dU8U1RDQ+vLeTpHtmsdtSjFCSw\nt9O57Ld62eSv47X6HWxsCBKI9fFMaB0vKD2PtwiOij+rp+DXddXJqKciT9XfhPAzC0KSBJ4fB6II\n9z6lJ8zLksCofga6tpBYkx+mql6/uEM76J13f/SetEzWFeKumgAGSUT5yWS4ocxLIKySYTXSJVG/\nIYY3SiDJpDB8yj7On1JE2zgra6tcfJjci6eSOhwc2+XASlKh6PibpBAhwqmN2WzGYrHg8bh5+OH7\nGTPmxoOTuP53C263Xj68c+eu2O2/7J8hiiK33XYj06d/Tq9eff+pQz8lKavRjROTFFGNRyIuRuD9\nF8Bs0sO7vpoPXdrD0s9EpJBEfZ2AEDpUSAC3AdwKA7uLRNkELh4i6h57QHUYuORcAZvlkK68d5SV\nmJpo0hyxnNX5UAf6Hp1EqDWDT4EiO4EwPL6+kG5fr+esOZu5bfluPCGVh9pnMblPc0Y1ScQdCvNO\nfjlD526h2OVDFsTDDJMyj58NNa7DwlWsksz45m0QgjLh7fH4NySibErlJe9A5snDyfHFg6yiNWpg\nStI6Ltu+OhLqdRRsKAxwybvlBFpW6E01BQ0hyUMj2cbD8W3ZodYxOvgtEgJfSmczYH5fdn+SyawF\nIld1TuTMHBuLC918sL6O3qkxvH56M2YMbAXAwiIHl6dmUuBx88y+XShhiXOtGbyR1BWDx4gUlJii\n5rNV/e3GnacyJ6KeinhO/kHatRQYfaHG2x/rCfP3XK9/PqiLwvKtYRasCXHxGQYGtTGjSDBzvYc7\nBttpmaJP0vnVftqnHpqw1+73cNbkvZydF8V7IzK5vnkqhS4ft7dOZ8KqGvIPdJRvZrWysdbNikoH\nZ6THHhzf3ZrI1wGRoCFAWdBDqnLqrgpG+PfzqNz1N1ePfo3ExCiqqv5874OKinLGjbuX8867gIED\nB/Pmm+MP/s3jcWOz/f4q0yuvvElR0T7uued2Pv30yz99LBF+m7JaFUSwGY/gno4AQOtcgVcf1bjt\nUbj8PHjkNr2bfOccEysK3cQoMvVBEU3QwKUg+hXattDHXjMK3vvMqFfe8ihcPerwfUuSwJan0/m5\nM6J7R3hzrQWSPAgNJrwrouje2896fw1lngDnZsXzWKdGpFv1HM3BmXEEVZWXt+znuU3FjJi/lRkD\nW5FpM6FpGp/sqWTcmn24gmE6xNu4sUUa52TFI4sC3WLiuC4jm7dKComTFSa17kD3mDgAlhlG8L2/\nlBsDi6i1uFmYvo3LtsGHLTtjjHhQjkhBWYDh7xbjza6DZrWgaUhJXlQBXk3qjFsIcGlgLk6CTJD7\n0UNKJe/KMP2fquCpmQ0M7BjDC2el0fvt3TzxfQUtE010z7LSMSGKDvE25pbUMb99G2ZWlTO+eC/j\ni/cSryi0sdm5LDmH9+q3Q6KHR0Ir+UI56xcLxycaf1ZPwV/TVSeanoo8Tf8w998IifEwYQp4vPqK\nzeCuuo04Z5Wed2I3i/RtYWJLSZA9lUFaJusGyc6aw/ujfLdHt2T/l+/kg/V1DM1OYPPIzpiReWFJ\nFT8+gsaQ3jBsUVn9YePbR0WDRwER5gQieScRIhxramtruPPOW7jpplsZMmQoAM2a5bJ+/VoAVqxY\nRrt2HX91/IcfTmLOnP8BYDKZkSTpV7eN8Nepcuol3qMtEdX4Www7U2DXD/DE3QKKomua60ZaQQVn\nnYRWZdGT2P0yTZNljAZ9m9wmAr06C+Ax0L+HQJOsX74oGhQB+Wf5Pt06AGX6y1FqgkCqTWH5UgVl\nfwzRdXYGxSWTZjEcNkYRRe5pm8l9bTMpcvsZMX8r66udXLkon9uW70YABqTFsKHGxXVLCuj61Tpm\nFeur6+Ma5/J0s5bM69T9oGHyI/2MaWywXkCKPwrMYRZmbOeyratxh/WQsu3+Bl6r28GOQAOnOmUN\nIc54Zx+exAbIO+C5MIYJG0MMDeWQ4onmiuB8inFxn9SJ86SmAMTbJCZeE48gwMgXSnC54bnBqXiC\nGsOm7OOGr0oodQS5OjcFDfhqby2zO3bjoca5DE1MxirJLKyrYf6+BtpoCeCVWayV8lh4FQEt/OsH\nfIpyIuqpyAz8DxNlE7h0GDhdMOt7/bMmaRLNMkQWrQ/hPdAfZWh73YvxzQYvLQ4YJwXVhxsns/Od\noIEiCDzybTnbq/QkvXHzy/GGNB7pr4dtlVZrmCWRH8oPTZbFLh8zd9UhOPWVpu/C+/++k44Q4RRl\n8uRJuFwuJk16m7Fjr2fs2OsZM+Ym3n33LW644RrC4TD9+g342ahDL2bnnDOM+fPnMnbs9Tz22EM8\n+OB//tkTOMWodeuhDAlREdX4e8jy4QbEsDMUBK+BkEcCVdT/+ST6djw8QOO2a8Bug9uuPvrvirEL\n5MWbwCtTHvTRrFUAEj04gyoNToGbZ+5n+Ef7KKwP/GLsXT8xUAbN2cycklp6JttZdE57Pu7fkuXn\nduDq3BSqfEFuXLKTPQ4vJknimvQsssxHjiYwiTLLrOcR77eBOcSijO003vgNyfmf06dsNo83bKBP\n8RwerF5HXfiXTZdPBUJhjXMmFuOzeRBaVIOo6aWekzxQaeHrBxvRZelS1mlVWFZmM+feHC553M07\n3+jy6trUyPMXx1LjDHPh61V0S7cx64rGtE8xMX1bAz0m7qSsAuKMMlN2VZBmNHNrdhPebdWBNd36\ncGNGI4p9Pnqo6cj1ZqSQxBvhzQwOfk2BWnecpXNicSLqKeFYdkKtqnIe9c7+aqjEycyeIo1uw6FX\nF5g2Qb/Aj7/v5bXpAaY8bGFgZ4U6d5hW95fSOkNh/fPNSBi3GrtJYuUNzQDwBlWavLCdsF9EdBlR\n4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N75BKKtAneMMGEwa6zOD7NofYgal4q9bR0OkwdJBAGB0M/fkfwSreMsPDAgnoGtrABU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\n9mYtwa7p8JqUVIdDnWb4imhH5US/l0kpqZT+zzUs+N8a4g0MvkkSPYI3/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m7om0We3UGG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\nGnfUbQfgjqT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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Bonus: Exploring Titanic Survivors\n", "\n", "If you finish the above tasks, try this more open-ended exploration on a different dataset.\n", "\n", "Seaborn includes a dataset representing the individuals who were on-board the ill-fated maiden voyage of the *Titanic*. It has information about their age, gender, class, fare paid, the deck their quarters were on, whether they were traveling with someone, and whether they survived.\n", "\n", "This is a fairly open-ended exploration, but try answering these questions:\n", "\n", "1. Did age influence chances of survival?\n", "2. Did gender influence chances of survival?\n", "3. Did wealth (measured by class or by fair paid) influence chances of survival?\n", "4. Did the deck the person was on influence chances of survival?\n", "\n", "See what sort of interesting relationships you can find between the various pieces of data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "titanic = sns.load_dataset('titanic')\n", "titanic.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
0 0 3 male 22 1 0 7.2500 S Third man True NaN Southampton no False
1 1 1 female 38 1 0 71.2833 C First woman False C Cherbourg yes False
2 1 3 female 26 0 0 7.9250 S Third woman False NaN Southampton yes True
3 1 1 female 35 1 0 53.1000 S First woman False C Southampton yes False
4 0 3 male 35 0 0 8.0500 S Third man True NaN Southampton no True
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ " survived pclass sex age sibsp parch fare embarked class \\\n", "0 0 3 male 22 1 0 7.2500 S Third \n", "1 1 1 female 38 1 0 71.2833 C First \n", "2 1 3 female 26 0 0 7.9250 S Third \n", "3 1 1 female 35 1 0 53.1000 S First \n", "4 0 3 male 35 0 0 8.0500 S Third \n", "\n", " who adult_male deck embark_town alive alone \n", "0 man True NaN Southampton no False \n", "1 woman False C Cherbourg yes False \n", "2 woman False NaN Southampton yes True \n", "3 woman False C Southampton yes False \n", "4 man True NaN Southampton no True " ] } ], "prompt_number": 17 } ], "metadata": {} } ] }