diff --git a/Complaints.ipynb b/Complaints.ipynb
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@@ -0,0 +1,769 @@
+{
+ "metadata": {
+  "name": "",
+  "signature": "sha256:8b6af459a4a563a24ff704d92a56464c752d36d6e88e4bfe38f3250fb699276b"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": [
+  {
+   "cells": [
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import pandas as pd\n",
+      "import numpy as np\n",
+      "import matplotlib.pyplot as plt\n",
+      "import seaborn as sns\n",
+      "import calendar as cal"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "%matplotlib inline"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 28
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "!head complaints_dec_2014.csv"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Complaint ID,Product,Sub-product,Issue,Sub-issue,State,ZIP code,Submitted via,Date received,Date sent to company,Company,Company response,Timely response?,Consumer disputed?\r\n",
+        "1177167,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,Ad Astra Recovery Services Inc,Closed with explanation,Yes,\r\n",
+        "1177166,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,\"Unique Management Services, Inc\",Closed with explanation,Yes,\r\n",
+        "1177165,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,\"CL Holdings, LLC\",Closed with monetary relief,Yes,\r\n",
+        "1177164,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,\"Enhanced Recovery Company, LLC\",Closed with non-monetary relief,Yes,\r\n",
+        "1177163,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,\"Enhanced Acquisitions, LLC\",Closed with explanation,Yes,\r\n",
+        "1177162,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77068,Web,12/31/2014,12/31/2014,\"Credit Systems International, Inc.\",Closed with explanation,Yes,\r\n",
+        "1177154,Credit card,,Billing disputes,,GA,31322,Web,12/31/2014,01/07/2015,Amex,Closed with explanation,Yes,\r\n",
+        "1177143,Debt collection,Payday loan,Taking/threatening an illegal action,Threatened arrest/jail if do not pay,AZ,85023,Web,12/31/2014,01/07/2015,Speedy Cash Holdings,Closed,Yes,\r\n",
+        "1177140,Debt collection,,Cont'd attempts collect debt not owed,Debt is not mine,TX,77045,Web,12/31/2014,12/31/2014,\"Afni, Inc.\",Closed with explanation,Yes,\r\n"
+       ]
+      }
+     ],
+     "prompt_number": 29
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "complaints = pd.read_csv(\"complaints_dec_2014.csv\")\n",
+      "complaints.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>Complaint ID</th>\n",
+        "      <th>Product</th>\n",
+        "      <th>Sub-product</th>\n",
+        "      <th>Issue</th>\n",
+        "      <th>Sub-issue</th>\n",
+        "      <th>State</th>\n",
+        "      <th>ZIP code</th>\n",
+        "      <th>Submitted via</th>\n",
+        "      <th>Date received</th>\n",
+        "      <th>Date sent to company</th>\n",
+        "      <th>Company</th>\n",
+        "      <th>Company response</th>\n",
+        "      <th>Timely response?</th>\n",
+        "      <th>Consumer disputed?</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 1177167</td>\n",
+        "      <td> Debt collection</td>\n",
+        "      <td> NaN</td>\n",
+        "      <td> Cont'd attempts collect debt not owed</td>\n",
+        "      <td> Debt is not mine</td>\n",
+        "      <td> TX</td>\n",
+        "      <td> 77068</td>\n",
+        "      <td> Web</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td>  Ad Astra Recovery Services Inc</td>\n",
+        "      <td>         Closed with explanation</td>\n",
+        "      <td> Yes</td>\n",
+        "      <td> NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 1177166</td>\n",
+        "      <td> Debt collection</td>\n",
+        "      <td> NaN</td>\n",
+        "      <td> Cont'd attempts collect debt not owed</td>\n",
+        "      <td> Debt is not mine</td>\n",
+        "      <td> TX</td>\n",
+        "      <td> 77068</td>\n",
+        "      <td> Web</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> Unique Management Services, Inc</td>\n",
+        "      <td>         Closed with explanation</td>\n",
+        "      <td> Yes</td>\n",
+        "      <td> NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 1177165</td>\n",
+        "      <td> Debt collection</td>\n",
+        "      <td> NaN</td>\n",
+        "      <td> Cont'd attempts collect debt not owed</td>\n",
+        "      <td> Debt is not mine</td>\n",
+        "      <td> TX</td>\n",
+        "      <td> 77068</td>\n",
+        "      <td> Web</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td>                CL Holdings, LLC</td>\n",
+        "      <td>     Closed with monetary relief</td>\n",
+        "      <td> Yes</td>\n",
+        "      <td> NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 1177164</td>\n",
+        "      <td> Debt collection</td>\n",
+        "      <td> NaN</td>\n",
+        "      <td> Cont'd attempts collect debt not owed</td>\n",
+        "      <td> Debt is not mine</td>\n",
+        "      <td> TX</td>\n",
+        "      <td> 77068</td>\n",
+        "      <td> Web</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td>  Enhanced Recovery Company, LLC</td>\n",
+        "      <td> Closed with non-monetary relief</td>\n",
+        "      <td> Yes</td>\n",
+        "      <td> NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 1177163</td>\n",
+        "      <td> Debt collection</td>\n",
+        "      <td> NaN</td>\n",
+        "      <td> Cont'd attempts collect debt not owed</td>\n",
+        "      <td> Debt is not mine</td>\n",
+        "      <td> TX</td>\n",
+        "      <td> 77068</td>\n",
+        "      <td> Web</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td> 12/31/2014</td>\n",
+        "      <td>      Enhanced Acquisitions, LLC</td>\n",
+        "      <td>         Closed with explanation</td>\n",
+        "      <td> Yes</td>\n",
+        "      <td> NaN</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 30,
+       "text": [
+        "   Complaint ID          Product Sub-product  \\\n",
+        "0       1177167  Debt collection         NaN   \n",
+        "1       1177166  Debt collection         NaN   \n",
+        "2       1177165  Debt collection         NaN   \n",
+        "3       1177164  Debt collection         NaN   \n",
+        "4       1177163  Debt collection         NaN   \n",
+        "\n",
+        "                                   Issue         Sub-issue State  ZIP code  \\\n",
+        "0  Cont'd attempts collect debt not owed  Debt is not mine    TX     77068   \n",
+        "1  Cont'd attempts collect debt not owed  Debt is not mine    TX     77068   \n",
+        "2  Cont'd attempts collect debt not owed  Debt is not mine    TX     77068   \n",
+        "3  Cont'd attempts collect debt not owed  Debt is not mine    TX     77068   \n",
+        "4  Cont'd attempts collect debt not owed  Debt is not mine    TX     77068   \n",
+        "\n",
+        "  Submitted via Date received Date sent to company  \\\n",
+        "0           Web    12/31/2014           12/31/2014   \n",
+        "1           Web    12/31/2014           12/31/2014   \n",
+        "2           Web    12/31/2014           12/31/2014   \n",
+        "3           Web    12/31/2014           12/31/2014   \n",
+        "4           Web    12/31/2014           12/31/2014   \n",
+        "\n",
+        "                           Company                 Company response  \\\n",
+        "0   Ad Astra Recovery Services Inc          Closed with explanation   \n",
+        "1  Unique Management Services, Inc          Closed with explanation   \n",
+        "2                 CL Holdings, LLC      Closed with monetary relief   \n",
+        "3   Enhanced Recovery Company, LLC  Closed with non-monetary relief   \n",
+        "4       Enhanced Acquisitions, LLC          Closed with explanation   \n",
+        "\n",
+        "  Timely response? Consumer disputed?  \n",
+        "0              Yes                NaN  \n",
+        "1              Yes                NaN  \n",
+        "2              Yes                NaN  \n",
+        "3              Yes                NaN  \n",
+        "4              Yes                NaN  "
+       ]
+      }
+     ],
+     "prompt_number": 30
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "complaints[\"Product\"]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 31,
+       "text": [
+        "0             Debt collection\n",
+        "1             Debt collection\n",
+        "2             Debt collection\n",
+        "3             Debt collection\n",
+        "4             Debt collection\n",
+        "5             Debt collection\n",
+        "6                 Credit card\n",
+        "7             Debt collection\n",
+        "8             Debt collection\n",
+        "9             Debt collection\n",
+        "10            Debt collection\n",
+        "11    Bank account or service\n",
+        "12            Debt collection\n",
+        "13            Debt collection\n",
+        "14            Debt collection\n",
+        "...\n",
+        "11528    Credit reporting\n",
+        "11529    Credit reporting\n",
+        "11530            Mortgage\n",
+        "11531         Credit card\n",
+        "11532         Credit card\n",
+        "11533       Consumer loan\n",
+        "11534            Mortgage\n",
+        "11535     Debt collection\n",
+        "11536     Debt collection\n",
+        "11537    Credit reporting\n",
+        "11538            Mortgage\n",
+        "11539            Mortgage\n",
+        "11540            Mortgage\n",
+        "11541            Mortgage\n",
+        "11542            Mortgage\n",
+        "Name: Product, Length: 11543, dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 31
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "product = complaints[\"Product\"]\n",
+      "products_by_complaints = Counter(product)\n",
+      "\n",
+      "products_by_complaints"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 32,
+       "text": [
+        "Counter({'Mortgage': 3002, 'Debt collection': 2942, 'Credit reporting': 2113, 'Bank account or service': 1136, 'Credit card': 1100, 'Consumer loan': 578, 'Student loan': 340, 'Payday loan': 141, 'Money transfers': 107, 'Prepaid card': 70, 'Other financial service': 14})"
+       ]
+      }
+     ],
+     "prompt_number": 32
+    },
+    {
+     "cell_type": "heading",
+     "level": 1,
+     "metadata": {},
+     "source": [
+      "Number of complaints by product"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "product_counts = complaints[\"Product\"].value_counts()\n",
+      "product_counts"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 33,
+       "text": [
+        "Mortgage                   3002\n",
+        "Debt collection            2942\n",
+        "Credit reporting           2113\n",
+        "Bank account or service    1136\n",
+        "Credit card                1100\n",
+        "Consumer loan               578\n",
+        "Student loan                340\n",
+        "Payday loan                 141\n",
+        "Money transfers             107\n",
+        "Prepaid card                 70\n",
+        "Other financial service      14\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 33
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "product_counts[:].plot(kind='bar', fontsize=20, figsize=(10, 10))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 71,
+       "text": [
+        "<matplotlib.axes._subplots.AxesSubplot at 0x115b0e518>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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Lu9QuB9Zm5i091j4C3DS+rkqSJNVnMoPbZ5rtnd7eGBGHAgcB12fmj5rmy4D1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\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x115d70160>"
+       ]
+      }
+     ],
+     "prompt_number": 71
+    },
+    {
+     "cell_type": "heading",
+     "level": 1,
+     "metadata": {},
+     "source": [
+      "Top 10 Number of complaints by Company"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "company_counts = complaints[\"Company\"].value_counts()\n",
+      "company_counts[:10]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 35,
+       "text": [
+        "Bank of America        766\n",
+        "Equifax                737\n",
+        "Experian               675\n",
+        "TransUnion             604\n",
+        "Wells Fargo            598\n",
+        "JPMorgan Chase         545\n",
+        "Ocwen                  408\n",
+        "Citibank               403\n",
+        "Nationstar Mortgage    357\n",
+        "Capital One            252\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 35
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "company_counts[:10].plot(kind='bar', fontsize=20, figsize=(10, 10))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 70,
+       "text": [
+        "<matplotlib.axes._subplots.AxesSubplot at 0x1158e2eb8>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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c8nZgd+CgbtonSZI0qLqewN8uIvYEfg24AFgNfKQ5tBh4JDOf7PCyh5vt/sDd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\nSYX8f3cOXDIM/LCaAAAAAElFTkSuQmCC\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x115adc2e8>"
+       ]
+      }
+     ],
+     "prompt_number": 70
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "response_counts = complaints[\"Company response\"].value_counts()\n",
+      "company_counts[:10]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 37,
+       "text": [
+        "Bank of America        766\n",
+        "Equifax                737\n",
+        "Experian               675\n",
+        "TransUnion             604\n",
+        "Wells Fargo            598\n",
+        "JPMorgan Chase         545\n",
+        "Ocwen                  408\n",
+        "Citibank               403\n",
+        "Nationstar Mortgage    357\n",
+        "Capital One            252\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 37
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "response_counts[:10].plot(kind='bar', fontsize=20, figsize=(10, 10))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 69,
+       "text": [
+        "<matplotlib.axes._subplots.AxesSubplot at 0x115704710>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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N8fm7mB3vk+/OSpIkzUhTLW4n19sr+3z+KrBvn8/m1duXdzE7q0++OytJkjQjtS5u9UMJ\nHwD+NjMf6RMbo/8ty8741kZ2fkTMbZltjk+UlSRJmpHavIC3YzmwH/BHE2QeBn40Iub1+O7aIcAO\n4JFG9mjg4MZYMwvVa0E62c74o5Nke1q0aD/mzJk9UWSXjI0N7fZ9DsrixUMMDy+YPPgW5HUZPK/5\n4HnNB89rPngz7ZpPpbgdWW/vmSBzNzBC9fqODZ3BerbuSODBxrJXd1OtkjDCG4vbCLAlMx9qZDvj\nG3pkdwD3T3TwY2O9HnR980ZHt00e2kuNjm5j8+aXpvsw9jrDwwu8LgPmNR88r/ngec0Hr+Rr3q9w\nTuU7bodRPSDwNxNkbqAqURdFRPP7aOcDC/in3427CXgJWBkRizqDEXEq1as9rm5k7wKeBs6sV2fo\nZI+jun37pcx8YQrnIkmSVJypzLgtAV7t8zQpAJmZEbEGOA94ICJupVo8/niqmbqrGtmxiFgJfAH4\nWkTcCBxItXRVUr3kt5PdGRFnATcDX4mIG4Ah4CTgeeqlsSRJkmayqcy4LabFAwCZuQr4ONXs3NnA\nu4HLgBXNBebr7Drgo8Bmqhf7HgNcB4xk5pau7G3AB4GHgNOoyuDNwPtdYF6SJL0VtJ5xy8wDp5Bd\nS+8X9PbKrgfWt8xuBDZOGpQkSZqBdmmReUmSJA2exU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVN\nkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJ\nkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJ\nkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJ\nKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSp\nEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRBzphKOiJOATwDvAbYC9wKfyszsyp0MnAMsBcaA9cCF\nmflyj32uAD5d7/NV4BZgVWZu7pE9CrgUOBzYCWwEzsvMJ6ZyHpIkSSVqPeMWEf8Z+D3ge4ArgE3A\nTwF/GRGHNHKrgOvqXz8PfJ2qxN0eEXO79nkiVVF7O7AWuAM4Bbg3IhZ2ZZfXf+e7gS8CNwEfAu6P\niIPanockSVKpWs24RcQPA+dTFaefzMzt9fgfAzcCFwI/VxeoS6hm4pZn5o46dzFwAXAGVekjIobq\nnx8DDsvMbfX47cA1VLNw59Zj+wDrgG3AEZn5bD1+PbABWAOc8CaugyRJ0l6v7YzbL1HdmjyjU9oA\nMvOPgSuBh+uhM4DZwOpOaautBl4ETm+MnQi8Dbi8U9rqfV4LJHBKRMyqh48DlgHXdEpbnb2Dqrh9\nJCIWtzwXSZKkIrUtbj8JfCMzH+3+IDN/ITM/W/96LDBONTPXzGwH7gMOjYgFjSzAnT3+vruA/YH3\ntshuoiqLx7Q5EUmSpFJNeqs0Ig6g+g7a7RHxLqrZsx+vP74dWJmZT9a/LwGey8xXeuyqk1kGfLXO\njgOPT5L9Rp2F6rZqv+zSyc5FkiSpZG1m3L6/3v4A8FfAO4Grgf8G/AxwX0S8s87sD2zps5+t9XZh\nI7u9eet1kix99t2dlSRJmpHaFLfvrrfHAn8C/FBm/lpmrgDOBg4APldn5gK9ihiN8fm7mB3vk+/O\nSpIkzUhtitvOevst4JzMHG98dgXwBHB8RHwX1XvY9u2zn3n1tvMut6lmZ/XJd2clSZJmpDbFrXMr\n8snM/Ce3KusS97dUM2LvpHrZbr9blp3xzv7GgPnd73abINscnygrSZI0I7V5j9vjVLNu/WbHOsXr\nFarXghwbEfN6fHftEGAH8Ej9+8PA0cDBjbFmFqrXgnSynfHuJ1u7sz0tWrQfc+bMniiyS8bGhnb7\nPgdl8eIhhocXTB58C/K6DJ7XfPC85oPnNR+8mXbNJy1umfmPEfHXwI9ExJLM/PaTnRExBzgUeAH4\nn8A9wAjV9+E2NHLzgSOBBxvLXt1NtUrCCG8sbiPAlsx8qJHtjG/okd0B3D/ReYyN9XrQ9c0bHd02\neWgvNTq6jc2bX5ruw9jrDA8v8LoMmNd88Lzmg+c1H7ySr3m/wtn2PW5X1tvP12Wt41eBA4Hfzcyd\nwPVUJeqiiGjO0J0PLGjsB6olq14CVkbEos5gRJxK9WqPqxvZu4CngTOby1tFxHHAB4AvZeYLLc9F\nkiSpSK2WvMrMayPiQ8BHgK9FxP8H/AuqF/MmcHGdy4hYA5wHPBARt1ItHn881WzcVY19jkXESuAL\n9T5vpCqBJ9T7XN3I7oyIs4Cbga9ExA3AEHAS8Dz10liSJEkzWetF5qkK1Sfrn38JeB/VU6VHZ+a3\n5yEzcxXwcarXd5xNtSj8ZcCKzHy9ucPMXAd8FNgMnEW1+sF1wEiPByFuAz4IPAScRlUGbwben5lP\nTeE8JEmSitRqxg2gXnv0c3znnW0TZdcCa1vudz2wvmV2I7CxTVaSJGmmmcqMmyRJkqaRxU2SJKkQ\nFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY\n3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFx\nkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVN\nkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJ\nkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRBz2gYj4lLgU30+\n/sPMPLGRPRk4B1gKjAHrgQsz8+Ue+10BfBp4D/AqcAuwKjM398geBVwKHA7sBDYC52XmE23PQ5Ik\nqVStixtwKLAd+GyPz/6u80NErAI+A3wd+DzwPqoSd2REjGTm643sicD1wGPAWuAg4BRgeUQckZlb\nG9nlwO3AC8AXgbcBHwN+rM4+NYVzkSRJKs5Uitv7gAcz85J+gYg4CLgEuBdYnpk76vGLgQuAM4Ar\n6rGh+ufHgMMyc1s9fjtwDdUs3Ln12D7AOmAbcERmPluPXw9sANYAJ0zhXCRJkorT6jtuEfE9wDuB\nv50kegYwG1jdKW211cCLwOmNsROpZs0u75Q2gMy8FkjglIiYVQ8fBywDrumUtjp7B1Vx+0hELG5z\nLpIkSaVq+3DC++rtZMXtWGAc2NQczMztwH3AoRGxoJEFuLPHfu4C9gfe2yK7iaosHjPJsUmSJBWt\n7a3STnE7ICI2AEdQFbSNwKcy8+H68yXAc5n5So99PFlvlwFfrbPjwOOTZL9RZ6G6rdovu7TFeUiS\nJBVrqjNuvwZsofq+2V8B/xb4q4g4tP58//rzXjoPGixsZLfXs3FtsvTZd3dWkiRpRmo74/Ytqpmt\nUzLzLzqDEfEx4PepnvI8HJhL9eRpL53x+fV2qtnxPvnurCRJ0ozUqrhl5sf7jN8QEWcCx0TEMqr3\nsO3bZzfz6m3nXW6vAt87heysPvvuzkqSJM1Iu2PlhL+hKlWHUL1st98ty85459bmGDA/Iua2zDbH\nJ8pKkiTNSJPOuEXEbKqX787OzL/uEfmuevuPwMPAsRExr8d31w4BdgCP1L8/DBwNHNwYa2ahei1I\nJ9sZf3SSbE+LFu3HnDmzJ4rskrGxod2+z0FZvHiI4eEFkwffgrwug+c1Hzyv+eB5zQdvpl3zNrdK\n51I9iPBiRAxn5s7OB/V71o4GXgceAO4GRqhe37GhkZsPHEn1At/OLc27qVZJGOGNxW0E2JKZDzWy\nnfENPbI7gPsnOomxsV4Pur55o6PbJg/tpUZHt7F580vTfRh7neHhBV6XAfOaD57XfPC85oNX8jXv\nVzgnvVWamf8I3AosAv5j18e/SvWutRsy80XgBqoSdVFENL+Pdj6wALiyMXYT8BKwMiIWdQYj4lSq\nV3tc3cjeBTwNnFmvztDJHgd8APhSZr4w2blIkiSVrO1Tpb9KNbP2nyNihOpFvIcDy4EHgU8CZGZG\nxBrgPOCBiLiVavH444F7gKs6O8zMsYhYCXwB+FpE3AgcSLV0VVKtttDJ7oyIs4Cbga9ExA3AEHAS\n8Dz10liSJEkzWauHEzLzcaqX7v4O1QzbL1MtgbUGODozxxrZVcDHqV7fcTbwbuAyYEVzgfk6uw74\nKLAZOItq9YPrgJHM3NKVvQ34IPAQcBpVGbwZeL8LzEuSpLeC1ovMZ+YzwM+1zK4F1rbMrgfWt8xu\npFqtQZIk6S1nd7wORJIkSQNgcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3\nSZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwk\nSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMk\nSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIk\nqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKk\nQljcJEmSCmFxkyRJKsScXflDEbEG+CQwkpl/0fXZycA5wFJgDFgPXJiZL/fYzwrg08B7gFeBW4BV\nmbm5R/Yo4FLgcGAnsBE4LzOf2JVzkCRJKs2UZ9wi4oeBXwHGe3y2Criu/vXzwNepStztETG3K3si\nVVF7O7AWuAM4Bbg3IhZ2ZZcDm4B3A18EbgI+BNwfEQdN9RwkSZJKNKUZt4jYl6o4vaHw1QXqEuBe\nYHlm7qjHLwYuAM4ArqjHhuqfHwMOy8xt9fjtwDVUs3Dn1mP7AOuAbcARmflsPX49sAFYA5wwlfOQ\nJEkq0VRn3D4F/HPgz3t8dgYwG1jdKW211cCLwOmNsROBtwGXd0obQGZeCyRwSkTMqoePA5YB13RK\nW529g6q4fSQiFk/xPCRJkorTurhFxPuA/0hVxB7sETmW6vbppuZgZm4H7gMOjYgFjSzAnT32cxew\nP/DeFtlNVGXxmDbnIEmSVLJWxS0iZlPdwnwY+Cwwq0dsCfBcZr7S47Mn6+2yRnYceLxlFqrbqv2y\nS3sfuSRJ0szRdsbt14DDgNMz8/U+mf2BLX0+21pvFzay2+vZuDZZ+uy7OytJkjRjTVrcImIZcBFw\nRWb+1QTRuUCvIkZjfP4uZsf75LuzkiRJM9aExa1+QOAa4JvAqkn29Sqwb5/P5tXbl3cxO6tPvjsr\nSZI0Y0024/ZLwPuBX+zz3bXmd93G6H/LsjO+tZGd3/1utwmyzfGJspIkSTPWZO9x+5l6e1tE9Pr8\nznr8EKoHF46NiHk9vrt2CLADeKT+/WHgaODgxlgzC9VrQTrZzvijk2T7WrRoP+bMmT1ZbMrGxoZ2\n+z4HZfHiIYaHF0wefAvyugye13zwvOaD5zUfvJl2zScrbtdSrWjQ7SeBH6FaJeFJqgcH7gZGqF7f\nsaETjIj5wJHAg41lr+6mWiVhhDcWtxFgS2Y+1Mh2xjf0yO4A7p/kPBgb6zVh+OaNjm6bPLSXGh3d\nxubNL033Yex1hocXeF0GzGs+eF7zwfOaD17J17xf4ZywuGXm7/Qar194+yPAdZ21SiPiBuB84KKI\nuCszX6vj5wMLgCsbu7gJ+BywMiL+KDPH6n2cSvVqjzWN7F3A08CZEXFlZj5VZ48DPgD8UWa+MNF5\nSJIkzQS7tMh8L5mZ9eLz5wEPRMStVIvHHw/cA1zVyI5FxErgC8DXIuJG4ECqpauS6iW/nezOiDgL\nuBn4Sl0Qh4CTgOepl8aSJEma6aa8yHxtnB6LzGfmKuDj9WdnUy0Kfxmwovv9b5m5DvgosBk4i2r1\ng+uAkcw3mdQdAAAgAElEQVTc0pW9Dfgg8BBwGlUZvBl4f2cGTpIkaabbpRm3zDwHOKfPZ2uBtS33\nsx5Y3zK7EdjY9hglSZJmml2dcZMkSdKAWdwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFx\nkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVN\nkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJ\nkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJ\nkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJ\nKoTFTZIkqRAWN0mSpEJY3CRJkgoxp20wIvYH/hOwAvg+4AngOuCyzNzRlT0ZOAdYCowB64ELM/Pl\nHvtdAXwaeA/wKnALsCozN/fIHgVcChwO7AQ2Audl5hNtz0OSJKlUrWbcImIBcA/wceAbwP8DbAX+\nC/ClruwqqkIH8Hng61Ql7vaImNuVPZGqqL0dWAvcAZwC3BsRC7uyy4FNwLuBLwI3AR8C7o+Ig9qc\nhyRJUsnazritAgI4OzN/uzMYEdcDJ0bE8Zl5W12gLgHuBZZ3ZuIi4mLgAuAM4Ip6bKj++THgsMzc\nVo/fDlxDNQt3bj22D7AO2AYckZnPNv7+DcAa4IRdvQiSJEklaPsdt4OAp6lmxZr+sN4eWW/PAGYD\nq7tun64GXgROb4ydCLwNuLxT2gAy81oggVMiYlY9fBywDLimU9rq7B1Uxe0jEbG45blIkiQVqVVx\ny8yTMvPgzNzZ9dG76u1z9fZYYJzqlmbzz28H7gMOrW+7drIAd/b4K+8C9gfe2yK7iaosHjPpiUiS\nJBWs9cMJTRFxAPAzwMXAU8Dv1x8tAZ7LzFd6/LEn6+0y4Kt1dhx4fJLsN+osVLdV+2WXtj1+SZKk\nEk35dSARcSnwTeC3gS3Av8rMrfXH+9djvXQyCxvZ7fVsXJssffbdnZUkSZqRduU9bo8Bv071NOkw\ncHdEHFZ/NhfoVcRojM/fxex4n3x3VpIkaUaa8q3SzLyu83P9DrYvA78L/CDVe9j27fNH59Xbzrvc\nXgW+dwrZWX323Z2VJEmakd7UygmZ+adU7157d0QsoXrZbr9blp3xzq3NMWB+97vdJsg2xyfKSpIk\nzUiTzrhFxGzgxwAy8897RJ6img17O/AwcGxEzOvx3bVDgB3AI/XvDwNHAwc3xppZqF4L0sl2xh+d\nJNvTokX7MWfO7Ikiu2RsbGi373NQFi8eYnh4weTBtyCvy+B5zQfPaz54XvPBm2nXvM2t0llUqxu8\nGBHf1+OVIIdSLT/1OHA3MEL1+o4NnUBEzKd619uDjWWv7qZaJWGENxa3EWBLZj7UyHbGN/TI7gDu\nn+gkxsZ6Pej65o2Obps8tJcaHd3G5s0vTfdh7HWGhxd4XQbMaz54XvPB85oPXsnXvF/hnPRWaWZ+\nC/hjqgcRzm1+FhG/SLVu6J/Wa4veQFWiLoqI5vfRzgcWAFc2xm4CXgJWRsSixj5PpXq1x9WN7F1U\nLwA+s7m8VUQcB3wA+FJmvjDZuUiSJJWs7cMJK6lm0T4bESPA3wGHAT9ONdN2JkBmZkSsAc4DHoiI\nW6kWjz+eaq3Tqzo7zMyxiFgJfAH4WkTcCBxItXRVUq220MnujIizgJuBr0TEDcAQcBLwPF2FUpIk\naSZqu3LCs8APURWv9wGfoHop7uXAD2XmNxvZVVSL0Y8DZ1MtCn8ZsCIzX+/a7zrgo8Bm4Cyq1Q+u\nA0Yyc0tX9jbgg8BDwGlUZfBm4P2Z+dRUTlqSJKlErV8HkpnPUc+stciu5Y3rmvbLrgfWt8xuBDa2\nyUqSJM00b+p1IJIkSRoci5skSVIhLG6SJEmFsLhJkiQVwuImSZJUCIubJElSISxukiRJhbC4SZIk\nFcLiJkmSVAiLmyRJUiEsbpIkSYWwuEmSJBXC4iZJklQIi5skSVIhLG6SJEmFsLhJkiQVwuImSZJU\nCIubJElSISxukiRJhbC4SZIkFcLiJkmSVAiLmyRJUiEsbpIkSYWwuEmSJBXC4iZJklQIi5skSVIh\nLG6SJEmFsLhJkiQVwuImSZJUCIubJElSISxukiRJhbC4SZIkFcLiJkmSVAiLmyRJUiEsbpIkSYWw\nuEmSJBXC4iZJklQIi5skSVIhLG6SJEmFsLhJkiQVwuImSZJUCIubJElSISxukiRJhbC4SZIkFcLi\nJkmSVAiLmyRJUiHmtA1GxD8DLgJWAAcAo8CfAxdm5hNd2ZOBc4ClwBiwvs693GO/K4BPA+8BXgVu\nAVZl5uYe2aOAS4HDgZ3ARuC87r9fkiRpJmo141aXtvuBM4AHgc/Vv38M+OuI+OeN7CrguvrXzwNf\npypxt0fE3K79nkhV1N4OrAXuAE4B7o2IhV3Z5cAm4N3AF4GbgA8B90fEQS3PV5IkqVhtZ9wuAn4A\n+GRmfq4zGBEnAb8H/CbwU3WBugS4F1iemTvq3MXABVTF74p6bKj++THgsMzcVo/fDlxDNQt3bj22\nD7AO2AYckZnP1uPXAxuANcAJu3QFJEmSCtH2O24/DTzfLG0AmXk98Djwf0XELKpiNhtY3SlttdXA\ni8DpjbETgbcBl3dKW73Pa4EETqn3CXAcsAy4plPa6uwdVMXtIxGxuOW5SJIkFWnS4lbPdn2Gatat\nl+3AvsBc4FhgnOqW5rdl5nbgPuDQiFhQDx9bb+/ssc+7gP2B97bIbqIqi8dMeCKSJEmFm/RWaWbu\npPqu2htExLuAdwGPZeZrEbEEeC4zX+kRf7LeLgO+CiyhKnmPT5L9Rp2F6rZqv+zSic5DkiSpdLv8\nOpB6Ju63gVnAlfXw/sCWPn9ka71d2Mhur2fj2mTps+/urCRJ0oy0S8Wt/u7ZOuDHgb+mesoUqtul\nvYoYjfH5u5gd75PvzkqSJM1IUy5uETGH6nUcp1HduvypzPxW/fGrVN9362VevX15F7Oz+uS7s5Ik\nSTPSlIpbROwH3Az8B+Bh4Mcy85uNyBj9b1l2xrc2svO73+02QbY5PlFWkiRpRprKygmLgD8Dfhj4\nG+CDmfm/umIPAz8aEfN6fHftEGAH8EgjezRwcGOsmYXqtSCdbGf80UmyPS1atB9z5syeKLJLxsaG\ndvs+B2Xx4iGGhxdMHnwL8roMntd88Lzmg+c1H7yZds1bFbeImA/cSlXaNgEfbr57reFuYITq9R0b\nuv78kcCDjWWv7qZaJWGENxa3EWBLZj7UyHbGN/TI7qBayaGvsbFeD7q+eaOjvS5DGUZHt7F580vT\nfRh7neHhBV6XAfOaD57XfPC85oNX8jXvVzjb3ipdDRxFtSLCT/YpbQA3UJWoiyKi+X2084EFfOfp\nU6iWrHoJWFnP5gEQEadSvdrj6kb2LuBp4Mzm8lYRcRzwAeBLmflCy3ORJEkq0qQzbvU6pb9U//rf\ngVUR0Sv62czMiFgDnAc8EBG3Ui0efzxwD3BVJ5yZYxGxEvgC8LWIuBE4kGrpqqQqi53szog4i+r7\ndV+JiBuAIeAk4HnqpbEkSZJmsja3So/kO6/jOLVPZhy4jOq9bKsi4hngLOBs4B/qzy7OzNebfygz\n10XEGLCyzr9AtUD9pzJzS1f2toj4IPCfqJ5ofYmqyJ2fmU+1OA9JkqSitVk54Sam+PRpZq4F1rbM\nrgfWt8xuBDZO5VgkSZJmil1eOUGSJEmDZXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTF\nTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEBY3\nSZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRCWNwk\nSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpEJY3CRJkgphcZMk\nSSqExU2SJKkQFjdJkqRCWNwkSZIKYXGTJEkqhMVNkiSpEHOm+wCkqXrttdd45pmn9tj+x8aGGB3d\ntkf2/Y53HMS+++67R/YtSZr5LG4qzjPPPMUnfuPL7LfwgOk+lCl5Zevz/Na5H2bJkqXTfSiSpEJZ\n3FSk/RYewNCiA6f7MCRJGii/4yZJklQIi5skSVIhLG6SJEmFsLhJkiQVYsoPJ0TE9wMPARdm5m/1\n+Pxk4BxgKTAGrK+zL/fIrgA+DbwHeBW4BViVmZt7ZI8CLgUOB3YCG4HzMvOJqZ6DJElSiaY04xYR\nQ8CfAAuA8R6frwKuq3/9PPB1qhJ3e0TM7cqeSFXU3g6sBe4ATgHujYiFXdnlwCbg3cAXgZuADwH3\nR8RBUzkHSZKkUrWecasL0p8Ah03w+SXAvcDyzNxRj18MXACcAVxRjw3VPz8GHJaZ2+rx24FrqGbh\nzq3H9gHWAduAIzLz2Xr8emADsAY4YSonLUmSVKJWM24R8SvAN4AfpJoZ6+UMYDawulPaaquBF4HT\nG2MnAm8DLu+UNoDMvBZI4JSImFUPHwcsA67plLY6ewdVcftIRCxucx6SJEkla3ur9BPAE8CxwO/1\nyRxLdft0U3MwM7cD9wGHRsSCRhbgzh77uQvYH3hvi+wmqrJ4zGQnIEmSVLq2t0rPAP48M8cj4l19\nMkuA5zLzlR6fPVlvlwFfrbPjwOOTZL9RZ6G6rdov6xpC0h7k+rCStHdoVdwyc0OL2P70LlcAW+vt\nwkZ2ez0b1yYLsKVFVtIe4PqwkrR32J1rlc4FehUxGuPzdzE73iffnZW0h7g+rCRNv935At5XgX73\nI+bV25d3MTurT747K0mSNGPtzuI2Rv9blp3xrY3s/O53u02QbY5PlJUkSZqxduet0oeBH42IeT2+\nu3YIsAN4pJE9Gji4MdbMQvVakE62M/7oJNm+Fi3ajzlzZk8Wm7KxsaHdvs9BWbx4iOHhBZMH9zJe\n88Hzms9MXpfB85oP3ky75ruzuN0NjFC9vuPbDzNExHzgSODBxrJXd1OtkjDCG4vbCLAlMx9qZDvj\n3Q9JjFAVwvsnO7ixsV4Pu755e+pJuEEYHd3G5s0vTfdhTJnXfPC85jPP8PACr8uAec0Hr+Rr3q9w\n7s5bpTdQlaiLIqL5fbTzqZbIurIxdhPwErAyIhZ1BiPiVKpXe1zdyN4FPA2c2VzeKiKOAz4AfCkz\nX9iN5yFJkrRX2m0zbpmZEbEGOA94ICJupVo8/njgHuCqRnYsIlYCXwC+FhE3AgdSLV2VVKstdLI7\nI+Is4GbgKxFxAzAEnAQ8T700liRJ0ky3KzNu4/RYYB4gM1cBH68/P5tqUfjLgBWZ+XpXdh3wUWAz\ncBbV6gfXASOZuaUrexvwQeAh4DSqMngz8P7M3HNvBZUkSdqLTHnGLTN/B/idCT5fC6xtua/1wPqW\n2Y3AxjZZSZKkmWh3fsdNkiRJe5DFTZIkqRAWN0mSpEJY3CRJkgphcZMkSSqExU2SJKkQFjdJkqRC\nWNwkSZIKYXGTJEkqhMVNkiSpEBY3SZKkQljcJEmSCmFxkyRJKoTFTZIkqRAWN0mSpELMme4DkCS9\n0WuvvcYzzzy1x/Y/NjbE6Oi2PbLvd7zjIPbdd989sm/prc7iJkl7oWeeeYpP/MaX2W/hAdN9KFPy\nytbn+a1zP8ySJUun+1CkGcniJkl7qf0WHsDQogOn+zAk7UX8jpskSVIhLG6SJEmFsLhJkiQVwuIm\nSZJUCIubJElSISxukiRJhbC4SZIkFcLiJkmSVAiLmyRJUiEsbpIkSYWwuEmSJBXC4iZJklQIi5sk\nSVIhLG6SJEmFsLhJkiQVwuImSZJUCIubJElSISxukiRJhbC4SZIkFcLiJkmSVAiLmyRJUiEsbpIk\nSYWYM90HIEnS3uC1117jmWee2mP7HxsbYnR02x7Z9zvecRD77rvvHtm39i4WN0mSgGeeeYpP/MaX\n2W/hAdN9KFPyytbn+a1zP8ySJUun+1A0ABY3SZJq+y08gKFFB073YUh9+R03SZKkQjjjJkmSpoXf\nK5w6i5skSZoWfq9w6ooqbhExB/hl4OeBg4F/AK4Ffj0zvzWNhyZJknaB3yucmtK+43YF8JvAZuBz\nwP8ELgH+YDoPSpIkaRCKmXGLiKOpZtpuzMyfbYxfB5wcESsy80+n6/gkSZL2tJJm3H6p3l7cNb4K\nGAdOH+zhSJIkDVZJxe1YYHNm/n1zMDP/AXik/lySJGnGKqK4RcQ84EDgsT6RJ4FFEbH/wA5KkiRp\nwIoobsDierulz+db6+3CARyLJEnStCiluM2tt9v7fN4Znz+AY5EkSZoWpRS3V+ttv1cUz6u3Lw/g\nWCRJkqZFKa8D2Ur15Gi/W6EL68+39vmcww9/b8/xr3717950/pWtz/OXN17QM3/UCZf2HJ/u/Ctb\nn/8n43vy+uyJfPfxT/f1bJMf37kDzrijZ366r+dk+ddff53RF1/h6J9d3TO/t17/8Z07+Ok/24+5\nc6tJ+73lerbJd675rH1mf3t8uq9nm/wrW5/np3/6X3/7mjeVcP399/ng8/77vHf+6ad7LwU2a3x8\nvOcHe5uIeByYl5lveL1yRCSwMDP/2eCPTJIkaTBKuVUKcDfwfRHxTxYGi4jvB5YC903LUUmSJA1I\nScXtd+vt6oiYBVBvP1uPXzktRyVJkjQgxdwqBYiIPwB+Frgf2AQcDRxD1zJYkiRJM1FJM24A/zdw\nIfB24BPAAcAFwL+fzoOSJEkahKJm3CRJkt7KSptxkyRJessq5T1ubxkRsR/wA1QvFZ7VK5OZfzvQ\ng5ohImJ+Zv7jdB+HeouIOZn5rek+jtL5z7k0s3mrdC8REd8FXAWcwHeW+OplPDNnT/C5+oiI/wFc\nnZkX1b//B+ABi/BgRcQy4DRgVWbujIiDgD8Efgj4JnB+Zv7OdB5jyfznfPAi4gmql8BPxSyqf5//\nH3vgkN6yIuIngZ8D/k9gUWYOR8RJwBJgTWa+Mq0HuBs447b3uAT4GLAZ+Eu+s1pEN5v2rhvmn65n\ney1wEeD/oQ1IRBxG9U7G/YC1wFNU/8Hyw8CjwCLgixHxfGb+2bQdaNn853zwev3H9kLgu4GdwMPA\naP37u6juqPwD8PSgDvCtICLWAT9f/7qT79y1+pfAOcDxEfETmbltOo5vd7G47T0+CjwGHJ6ZL073\nwcxQzwEnRcTDwAv12Lsi4sOT/cHM/PIePbK3jk9Tfbf2BOB/1LNtP0H1Au1jqP7P7uvArwIWt13j\nP+cDlpk/0Py9/g+UO4HfBz6Zmf+r8dkC4DPAqcCvDfI4Z7KIOJOqtP0RcD7V2yYurD/+3+zdeZRc\nZbX+8W+CMgkBIipcRWR8QGQIgiBzmGRQUMSrXBUREBAUFPUqP5CESVFUFEFRUMKkMqOIjAIJMzI6\noJvBXEYFZAgBIwGS3x/7NCma6u50p6rOqVPPZ61a6apzirVX83bVPu95370PB8aQM/1fJi9kupYT\nt+pYEviBk7a2OoEs2Hxyw2sfKx6DmQ349nRrbAScFRHnAUj6QPH6mRExC3ha0oXArmUFWAMe5+X7\nLjmDvFsxrl8REdMlHQCsU5y3fgnx1dE+wJ+Aj0bEbEmvHIiIacBnJK1BXjROLCXCFnHiVh33AcuU\nHUSdRcS3JN1JTpsvQF6NTS4eg/Ht6dYZQ94i6rNt8e/lDa+9iHe8j5jHeSWsB5zYP2nrUyQWN5HJ\nhrWGgOMiYrBxPBn4XIfiaRsnbtVxLPBjScdFxM1lB1NXEXEZcBmApEOBayLisHKj6ikPAKvBK7eM\nNgP+HhH3NpwzvjjPRsjjvHRPA2sOcc765G1ta40ZZFH+wSwNeHOCtczL5OLhayVNJhezvtDsxIg4\nsJOB1VVEvGZWR9IbIuL5MuLpEZcAB0g6hVykvRBwJoCk9chOKGsxZ22KzSOP81JcAOwn6TDgiMYy\nN5IWBI4mE7ejS4qvjq4FdpI0MSJes+lD0krAh4DfdzyyFnPiVh2nNPy8RfEYiBO3FpE0Gtib3D6+\nJvk3MZ+k/YB3kyUrfFXcOl8nb2l8qnh+I/Dt4uePAtuRyd2xnQ+tvjzOO24CsDk53j9f3LqeTm6+\nWRtYBLgeOKK0COvncGAb4GZJxwArA0jajCw19FVgfnL9Z1dz4lYdm5cdQK+R9DrgN+Qf+0zyg3WJ\n4vDbgd2ATSS9NyKeKCXImim24W8n6V3A6H61xX4FXETe1vN6qxbxOO+8iHiqmEH+CrALuSSgz1+B\nScD3I+LFzkdXTxFxu6QPAacC32k4dFXx77PA/0TETR0PrsWcuFVERFxTdgw96Mvkl9mx5K25rzDn\nFt3B5B/6EeTW8i+WEWBdRcSfm7x8uzsntIXHeQmKi5QJwISiwPriwDMRMaPcyOorIi6R9A5gB3Im\neXHgOXIZ0vnF7tKu584JFVMs2N4JWIMsUvok8Bfgom4vGlg1ku4GnoqIjYrnE4FDG9cESfo9sExE\nrFxOlPXjzgmd5XFeLkmrkus2x0bECcV4f9Kf5zZSnnGrkKJA5iTyKqG/pyXtFhEXdTaqWlseuHCI\nc24FNuhALD3BnRNK4XFeAkmrAT8nL0ggy62cQK7vPFDS3hFxVlnx1VGxLGCrvs8OSfOTa982Ij9r\nvhERfykxxJZwraSKkPRu4Byy7tJ3yN0v65G3OL5BJtlnSRpqi7nNvWnAskOcs3xxnrXGYJ0TViEX\nFD9Cdk6w1vA47zBJy5E1w9YCfkGus+prv3Rv8fOZkjYuJ8L6kfQW8pbobyX1lQU5Dvhf8qJkF+AG\nNVbm7VJO3Krj62RvtY0i4n8j4tcR8YeIuDwiDiFrW40CDio1ynq5gtw+Pq7ZQUnrAztSg+3jFfJK\n54SIeBl4VeeEiHianB1ap7QI68fjvPOOIPuSbhARnwCu6zsQEb8E3kvWHfPneescSl78/Qj4j6TF\nyY03D5CbcDYlO4NMKCvAVnHiVh0bARdGxB3NDkbE7eQX2qYdjareJpK18q6TdBx5uw5Ju0k6Abim\nOH5kWQHWkDsndN5EPM47bSvg7Ii4rdnBiLibvMPSNJm2EdkO+F1EfL5oHbkdWf7jlIh4OCKuBc6m\nBhUc/OFYHYvw6i+0Zh5jzjZ+m0cRcR/5R/x3sg3KNsWhnwOfJW/ZbRMRfy0nwlpy54QO8zgvxRiG\n7orwDM3XM9vILA3c1fC876Lw0obXHidr6XU1b06ojr8DW0ga3ay/naT5yC+0qR2PrMaK2j9rkOsJ\nG7eP3wVMGajXoI2YOyeUwOO846YCA65fkzSKvHvy945FVH+PAf8FrxSc3oasynBrwzmrkxcqXc2J\nW3WcQd6qOEnS/o3taCQtSdZgWh1/obVcUez1puJh7eXOCSXxOO+o04GjJH2TrJX3ioaWV+OowXqr\nCrkZ2FnSNeQa2TcCPy9KDi0K7EPOwp1cXoit4TpuFSFpAeBKYEPgeeAOcpfXW8kvuoWAG4AtI+I/\nZcXZzSTtD9wUEbcUzw8gt+gPKSKOa2dsvaZZ5wRJ7yEXdLtzwjzwOC9fUYbiEvIuydPkGsKlgCnA\nu4CxZKIx3p/nrSFpRXKDzTLFS08C60bE/0n6Mdny7SFg42a9TLuJE7cKKa7EvkLuhFmu4dBUsr7b\ntyOiaeN5G5qkWcDEiDi84fncmB0R87Uvst7mhuet5XFeDZJeD3yBLDbdWNj4IbI39dFO2lpL0pvI\nmftRwLkR8Y/i9f8m19YeX4e2br5VWiHFH/ERwBHF1O4YYHqxQ8bm3e7kTGbj87nhq5sWcsPztvM4\nr4CiD+kxwDGSFiEXxT9Xl7ZLVVQkZcc3ef3sEsJpG8+4mVnHNGl4/hywRETMJ+lb5Izz3wE3PLfa\nkTQWWBt4oN9OamuRoqXeO8hi9qOanRMRv+lkTK3mGbeSSHoa+GZEfLvh+dyuQxnbztjM2sgNz60n\nSPoE8HlyTdVMSeOBi8h2b7MlnQbs4R29rSHpjcCvGbp122yyEG/XcuJWnmnkgtXG53PDU6QjJOkO\nRvj7i4i1WxxOr9oVuCEivgTQ2H0mIl4id+JtDmyPE7cR8Tgvn6SdgdOYsynhQbKi/0Lk+rZlyZ3V\ntwM/LCnMuvkmmbT9hdykMI3mfwdd/x3qxK0kEfGOwZ5bW7jPa/nc8Lz9PM7Ltz/wT3JX4yNFL2qR\nC+b3AJB0C7nO04lba+wI3Am8p7gIrC0nbhUhaVfgzsbyCE3O2ZDcPu7WNCMQEe4UUj43PG8zj/NK\nWBOYFBF9xV63L/69oOGcycB+HY2q3hYFLqt70gZueVUlk4APDnHOTuTaH7Nu5Ybn1gtG8eqlMNuR\nt+iubHhtIbJmp7XGn8luLLXnGbeSSNoN2KHfyx+TtNYAb5mf7Df4VDvj6kWStiVvWaxF7nB8k6SP\nAysA34mIf5caYL1MBN5PNjz/GbAivPL3sC5Z88oNz9vA47yj7gHGF6VvViAr+d/at1Na0hLAhwDv\nLG2dI4HzJX04Is4rO5h2cuJWnsuA48jm8n1WYfArhhdwy6uWkvQT4DPF01nM2T6+Nrk4fjtJW0bE\nc2XEVzcRcV+x+eBUsuF5n58X/04FdnXD89byOO+4U4EfAH8D3kze3ToRXlkWcxTZFP2rZQVYQ+PI\nNW7nSLqfTJ6bFqyPiJ06GVirOXErSUT8o2jRsXDx0t/JP/Tv89raM7OBF4F/RcTMzkVZb5L2Jr/M\nziVvQX+COYnx4WQB5D3IEhYTSwixltzwvLM8zjsvIn4oaWGy3M0sskvCKcXhlck+mgdFxBllxVhD\njX1fVygeteQCvBVR3Cq6IyLuKjuWXlGUTRgNrBURsyVNBA5tXNwt6WZgkYhYraQwa0XS9cDvI8Iz\nxylt9z8AACAASURBVB3icV4tkpYiO+J4fVsLSXrH3J4bEf/XvkjazzNuFRERk4Y6R9IoYLOIuLr9\nEfUEAccN0dB8Mq++pWfzZm2yubZ1jsd5iSS9ndxlujDZ+PxuJ22t1+3J2HA4cauQolfjLuSaiPmY\nc8t0FPB6YAlgQbq86nOFzCB/14NZGvCi7daZSpb7sM7xOC+BpOWAk8hNZY1mSboa2CsipnY+snor\nfu+7AmswJ1n+C/Cruvy+nbhVRLEOpa8Q43/IPmsvkEnbAsXr9wCXdj662rqWLE0xMSIe7H9Q0krk\nzi+XpmidXYGLJJ0DnEcmcjOanThYTUMbFo/zDituh15HJsR/AG4AHiUvvjcBtgCmSBoXEf8qLdCa\nkfRZcq14s9xmgqQvRMSJHQ6r5Zy4VcdnyC+wzSLiD8VaoL9ExF7FvfvjyVseXy8xxro5nOybebOk\nY8hFw0jajCxN8VWyDMs3ywqwhm4p/v1w8RhI1/cTrBCP886bQCZt+zZLFCTtCfyU7M/r1m4tIGlL\n8nvyn+Su3et5dbJ8KPBDSX+NiMmlBdoC3pxQEZKmA+dHxKeK598FdoyIvjpXC5EzbqdGxCHlRVov\nRW2rU4Elmxx+FtgzIs7tbFT1JWnSXJ46OyI+3c5YeonHeWdJehD4W0RsPcg5lwMrRERtdz92UvH7\nXBdYu9kt0eIW6u3A9RHx/k7H10qecauO1wEPNzwPYDlJb4iI5yNihqSLgP8GnLi1SERcUsxo7sBr\nS1NcEBFuvdRCEbFb2TH0Io/zjnsLcNYQ5/yJnAmy1ngPcOFA69giYqqkXzOn/VjXcuJWHY8CyzQ8\nv49c37Y6cFPx2nPA2zscV21JOousG3YC8KviYVYrHueleJxcHD+Y1QGvb2ud+YHpQ5zzHPCGDsTS\nVk7cquNy4JOSJkXEVWQF6JeATwI3SXo9sBXwjxJjrJv3A0+UHUQvKXbTDbU+42Vyh+NDwNV1b1/T\nAR7nnXcxsJek3SPi5/0PStoH2JLcdWqtEcA2khaKiNdseCoKIm9TnNfVnLhVx9HAzsAVxR/7qZJ+\nAXxW0jrkAssVyc4K1hpPkFXjrXOWAcaSt+ogL06eABbl1e3f+uwr6VLgAxHxcmdCrB2P8847DPgg\ncHLR4moKMA14K7AR2bv0MXLjiLXGT4ETgPMk7dtY103SauRu0+WB/csJr3WcuFVERDwgaV3ga+Rt\nUsjdRm8CtiXbppzLq9t62LzZF/hVsdNuqNIUz3YysBr7AFme4jpyN+MtfQmZpHcC3ybXqmwOPE+2\nDNoHOBA4poyAa8DjvMOKloYbksnEeF67lu1qYO+IeKTjwdXXT8jf9c7A/ZIeYU6y3HeheB6Z3HU1\n7yrtApIWB2ZGhAtktpCkqWTPwL6ZnmZ/DKPIHY4uTdECki4mr3rXbNZ3V9ICwB3AvRGxY/HajcBC\nEbFWR4OtCY/zcklaBliLnPWcDtzZrJ6ezTtJo4GPA7vR73cOnBIRp5cXXet4xq0LRMQzZcdQUw8A\n/8ecDhUD8dVN62wC/KhZ0gYQES8U2/r3bHj5emDvTgRXUx7nJYqIh8j1mtZmETELOL141JYTtwqR\ntBWwO7As2S2h6QdtRKzdybjqKiI2KzuGHvRvhm559VbgxYbn8/V7bsPgcd5+ko5lhIlvRBzY4nB6\nmqTFgO3I/rCLkTt3bwYuH+iCsds4casISTsB5zD0VbFZN7sK+IiknSLi/P4Hi0KxHyR35VHspq7F\nTjCrtQPm4b1O3FpE0m7AsWTC1t/Dkj4TEZd1NqrWc+JWHf8PmEnOuF0CTIsI37qwujmE7NN4rqQp\nZAusf5JrUdYjS948Cxwk6XXAH8lWb3s2/8+ZVUL/RvLWYZK2B35Gbkg4kuwR+09yY8J7yd2kF0ra\nNCJuGfA/1AW8OaEiJM0AzowIf0FZrUlakbwq3o5XzzDPBq4A9o+Ie4rz7gB+DHzVFzJmNhBJN5B9\neN8TEX9vclzkLdMbImK7TsfXSp5xq45pZFVns1qLiPuAD0hakmy/tCQ5y3Z7v/II9wNjnLBZNykS\nhCcj4jVdESQdBlwREdd1PrLaWx04o1nSBhARIek8YKfOhtV6o8sOwF5xAbBD0UzerBdMIzuB3Af8\nlWwT9IqImO2kzbqFpAUl/Qr4Czmb3P/40sDXgcmSLpTkosit9Sy5kWkws8glSV3NM27VcRBZTfsq\nSccD9wAvNDsxIv7YycDqStIKEXF/2XH0GklLkMV0P07unu4zXdLZwFdcAqd1PM7bT9J85NrkTcny\nK082Oe15suj0Z4AdgN8W6618cdIaPwG+JunkZmvYJK1EFuft+jZjXuNWEZJmzeWpLpLZIsXv/Eay\n5s9ZEfF0ySHVXjHLcBOwCvAouYD4UbKl20bA24C7yXUqLjjdAh7n7SdpX+B44Ezg0xHx0iDnLlyc\ntyPZPaHrE4kqkLQ18A1gDeAXZHeKR4CFyG4snyVn5A6n36RIRPyoo8HOIyduFSFp0lyeOjsiPt3O\nWHqFpJ8DHyb7ZM4Efkd+uf02Ilw3rA0kfYtsY/UtYEJjXaWi6vlhwMHAERHh9m4t4HHefpKuJy86\nVpqbWmFFrbF7gb9FRP92WDYCw5j86K/rJkOcuFlPk7Qg2T/zE2RP2NcBTwFnA6dHxI0lhlc7ku4D\nHo+IDQY550Zg8YhYtXOR1ZvHeXtJmgb8KiLmusOHpDOA90fE4kOebEMqariNxOyIOLWVsbSb17h1\nGUkL+xZS60TEf8jCx+dIGgv8d/HYE9hH0v3AGeSXW9PdSjYsywAXDnHODWRjdGsRj/O2ex0w3HWZ\njwDztyGWnhQRk8qOoVOcuFWIpDXJD9M3kffi+2pcjQJeT5ZN2Ig5zaKthSLiKeDE4tbSjsC3gRWA\nCcAESVcBE72Vf548w9Atr5Ynd4hZG3ict8VDwIrDfM8KZPJmbSRpNbIA7wMRcUXZ8bSCE7eKkLQZ\ncDmD/z95mdxqbi1W7Ap7H7ALueNrUXIB67nFYxywB3CNpL0j4mdlxdrlrgA+KmnriLi8/8Gi5dUH\ngLM6HlkP8Dhvm8nAJyUtHRH/GOpkSUsB25PrDa1FJB0CfA5YLiJmSPoI8EuK0meSrga2i4imFRu6\nhde4VYSky8lWQF8jPwROJ3fcHQe8k7wa/hs56Pw/rUUkbUx+ie1MzmhC7sA7jdyB90zDucsAfwKe\ni4i3dTrWOpC0MnA7OYP8S2AKWc/trcDGZHHM54F1I8L9SVvE47y9JK0N3Er+TreNiAFnjIud1ZcC\n6wPvq8ssUNkk7QP8iKwNuW7x74PkHawjgeWAT5Oboo4oK85WcOJWEZKeIltxvL94fiJZEmHt4vnb\ngT8DX/L28daQ9AC55gqy9tLpwGlFZf+B3nMr8I6IWHKgc2xwktYjf9fNbi3dB3zKi+Vbx+O8MyQd\nTvbifZwsDXIZWY9zOlnuZiVga3JGaEnglIjYo5xo60fSLeTvee2ImF5crEwGJkXE7sU5vweWjoh3\nlhjqPPOt0up4A3mV2+du4NOSXhcRL0XEg5J+A+xFDQoIVsQSwCTg1IiYPJfvOZZcz2IjUGyuuVnS\nqsAGwFpkg/npZF/S6zyj3HIe550xgSy3cihZK+xwsv9un741yzPJcjgHdzS6+lsVODEiphfP+7pX\n/KbhnFvJZvNdzYlbdTxFrjfpcz95O2kVcqYN8oO06/usVcjJZKIwt19mRMSZbYynF9wu6eqI+Cxw\nbfGw9vI474DiguPIovvHrmTZlbcBi5OdFP5Odlf4RURMLS3Q+nqJV7fx3I5cF351w2tLkEszupoT\nt+q4EfigpMMi4gnmJGtbNfy8Bt5t10qfARYDzi87kB6yHK++Arb28zjvoIi4h7xlekjZsfSYu4Ht\nJR1KNpxfHbgmIqYBSFoO+Ag5s9/V3GS+Or4LLAXcLWmbiHiAvD9/pKRvSTqVvILzFv3W+Tc1aDjc\nZe4ke/Ja53icWy84HliZ3JTQ9z15HICkLwJ3kRcw3ykluhbyjFtFRMT1kj5Mrn1YsHh5f7J8wleK\n5/9HNim21vgacLykPwPnRcQ/yw6oBxwEnCnpZuACYCowo9mJEeGZudbwOLfai4hfSpoNfJmclDox\nIvqKfS9KLkfaKyK6vgSLd5VWkKRRfQu0JS0KbA78B7jWXRNap6jpsxq5w2s2OSsxUBIxtoOh1dYw\n+gl2Xf/AqvI4t15Xt45DnnGroMZddcUOmV+XGE6dLUfWDBvqD9pXN61z+Fye599563icW08pdq2P\nA5aIiBOAN0l6MiKeKzm0lvCMW0kkHcAIPygj4rgWh2NmZtbVivZWPycL8EIxc19sWDgQ2Dsiur4r\ni2fcynPsCN83m2LBpVm3kjSK7B+4Brlg+F/AzRHx50HfaGbWRLFrdDK5nu0X5Ga/zYvD95J19M6U\n9GhEdHUZIidu5dl9hO/zFGkLFT0DP0C2RZmPOUUyR5F19JYk29IsV06E9SNpK+DHNGk2X1Ts3ysi\n7ux4YDXmcW494AiykP0GEXGbpIkUiVuxceEu4GZyg5QTNxu+iJhUdgy9TtKaZK/MRYc49ekOhNMT\nJG0AXETu+jqD7Mf7T7JI6XuBjwNXSXqve5W2hse59YitgLMj4rZmByPibknnkGW1upoTt4qRtBiw\nPf1uIQGXR4RrMbXWRPLL7MfkFPt3yJYoZ5HtUw4Argd2KCm+OjqMrGa+SUTc0u/YSZJOBq4ir57/\nu9PB1dREPM6t/sYAjw1xzjPkRWJXc+JWIZJ2I9e+Ldbk8MOSPhMRl3U2qlrbEJgSEfsBSNoWUN/i\nVUnnk0nzh4DzSouyXtYFzmmStAEQETdIOhd4X2fDqjWPc+sFU4GNBzpYrKvdlGw91tXcOaEiJG0P\n/Ixcw3YksCOwHvkFNhFYGLhQ0nvKirGGFie/sPr8GVir+AMnIv4IXEwNmhJXyIsM3bbtWXxR2Uoe\n59YLTgfWk/RNSa/KbSQtSE6KjAN+VUZwreQPx+o4mFxj8p6I6H9FcIWks8gP34lk81ybd9OABRqe\n3092rVgZ6FtfdS+e/WmlXwCflHRss0bbkt4CfBDP/LSSx7n1gu8CW5LdhfYCXgCQdA3wLmAs+R16\nTEnxtYxn3KpjdfIWUtNp3GKh9nnkAm5rjVuB7SQtVDy/u/h3o4Zzlqf4ALCWOIm8VXGbpImSNpW0\noqTVJe1B7vZaiNygsF3jo9Sou5vHudVesQZ8GzJxe4IsBwKwCfAcWfx7fET8p5wIW8czbtXxLLlN\nfzCzcLPoVjoB+A1wu6Q9i36xdwBHS5qf/MPfiVwsb63xx4afDy0ezZzR7/lshv77sOY8zq32JL0X\nuD0ijgGOkbQIuV78uYiYVm50reXErTp+AnxN0snNFm5LWgnYmZyxsBaIiN9K2h84Cli6ePmLwKXk\nlx3kLqSDSgivrua25VV/rl84Qh7n1iPOA24j6xVStLeqRYur/tzyqiIkbQ18gywD8gvgauAR8rbR\ne4DPkjMOh9PvlkZE/KijwdaMpAWA0RExo3i+LLnOagbw24h4tMz4zFrB49zqTNIM4AcR8bWyY2k3\nJ24VIWnWCN86OyJ8C2kEJH0KuKPYVTfQORuS6yKO7FxkZq3jcW69QNIvgXcDG0XE42XH006+VVod\nboHVeaeQu3QH/EIj1/58lizRYtaNPM6tF0wGNgPul3Q9WddtRrMTI+LADsbVcp5x6zKSRkWE/6eN\nQFHguLE6/AeBvxWPZuYne909FRFva290Zq3hcW69aDh3rSKiqytqeMatIiQdBBw9WFJWbFD4Gbm9\n2YbvMuA4YJGG11YpHgN5gYF3PppVkce59aLNyw6gUzzjVhHF1cINwK79a7kVFc6/SPZvXKjbrxbK\nJOnNZBcKyHpiPwC+D4zqd+psssr/v9wj1rqNx7lZfTlxqwhJPwX2JLcvfykiTipeF/BzsvDuE8CB\nEXFmaYHWSHFL6Y6IuKvsWMzaxePcrF6cuFWIpPcBJwNvJXsH3kS2wlqAXGD8lYh4urwI60vSO4G1\ngCUi4oSiVMKTRS0ga7HigmRZcmz3nwUCICJ+09GgeoDHuVn3c+JWMZIWA34KfKR46SnggxFxXXlR\n1Zek1cgZzXWLl2ZHxHySDgUOBPaOiLNKC7BmJL0R+DWwwRCnusxNC3mcm9WHNydUSLGW7X+ALYqX\nniMb4x4kad+IeKC04GpI0nLkFvJFyaLHSzFngeu95EzQmZIejYhry4mydr5JJm1/AX5PNkBvdvXo\nK8oW8Tg3qxcnbhUhaRxwInlF/ATw38CV5ILiXYG/SDoc+G5EvFxaoPVyBPAGYIOIuE3SRIovtIj4\npaS7gJvJVkD+QmuNHYE7gfdExEtlB9MjPM7NasS7E6vjFjJpOwt4Z0ScGxHPRMRuwPvJXoJHA7eX\nF2LtbAWcHRG3NTsYEXcD5wDjOhpVvS0KXOakraM8zq32JJ0uaavizlWtOXGrjieBD0fELhHxZOOB\niPgdsBowCVi9hNjqagzw2BDnPAMs3oFYesWfGbyemLWex7n1go+TNQwflnSMpDXKDqhdnLhVx2oR\nccFAByNiWkTsDmzbwZjqbiqw8UAHiyu3Tck6WNYaRwIfkPThsgPpIR7n1guWAw4hL0K+BNwp6S5J\nX5K0dLmhtZbXuFVE4yzbYFv2I+Ky0oKsn9OBoyR9kyy78gpJC5K3pscBE0qIra7GkWvczpF0P3AP\nWbX/NSJip04GVmMe51Z7xea9bwDfKNaMfxzYBTgG+Jak35N/C+dHxL/Li3TeuRxIhXjLfmdJmh+4\nBBgPPE0mEEsBU4B3kTt6bwbGR8R/yoqzTnqpn2BVeJxbr5I0GtiIXCf+UWAZ4HngfOCkbi2z5Q/G\nimjYsr8WuWX/KuYUJm3csj/gLQ8bnqLFzzbAV8mdvEsVhzYhS7Ecjr/MWm35YTysBTzOrYe9A9iQ\nTN7eWrz2EFm1YYqkKyS9qaTYRswzbhUh6Qzgw8BGDVv2D+2bdShun94MXBsR25UXaX1JWgRYDHgu\nIqaVHY9ZO3icW51JWgr4GFkTdZ3i5UeBM4DTIuLuotD918iLmcsjYptSgh0hr3GrjiG37Es6B29O\naJui7Y9b/1iteZxbHUnag0zWNiXvJv6bvHt1KnBlRLwyS1VcsBwkaQdyNq6rOHGrDm/ZL4GkrYDd\nGbpv5tqdjKsuJF3NCLsgRMTmQ59lc8Pj3HrASeRnzRTgNOCcuejB+yS5QaqrOHGrDm/Z7zBJO5GF\nR2tfsLFEm5YdQK/zOLceMYG8FTrXrSEjYpM2xtM2Ttyqw1v2O+//ATPJmYhLgGmN0+nWEt5kUD6P\nc6u9iDii7Bg6xZsTKsJb9jtP0gzgzIjYs+xYzNrF49zqSNKxjHwZxoEtDqejPONWERExU9I2wBeA\nPYCVi0ObAA8CxwNHO2lrqWl4kbbVn8e51dEB8/Derk7cPONWUd6y336Sfgy8j2w3NqPseMzawePc\n6kjSZiN9b0Rc07pIOs+Jm/UsSYsDVwAvkTOag7Vf+mMHQzNrGY9zs3rxrVLrZU81/LzeIOfNBuZr\ncyxm7eJxbj1D0pJkZ4S+ft8fkbQRMDoippQbXWs4cbNedtpcnudpaetmHufWEyR9HPgJsHDxUt+Y\n3g74WrFs4HPdvqvat0rNzMysqxVr3q4ka51+C3gvsHtEjJa0LpnQrQV8OiJOLS3QFvCMmxkg6fXA\nKuSV2pPAAxHxYrlRmbWWx7nV2CHAE8D6EfGUpGX6DkTEHyRtAtwNfJZsg9W1RpcdgFmZJC0h6WTg\nWeAu4EZy8fa/JJ1ULOw262oe59YD1iXbXD3V7GDR/uoCQB2Nqg0841YxksaS/QQXYeB+grVYYFk2\nSWOA68kZiEeBPxT/LkE2Ht4DeK+k90TEv0sL1GweeJxbj5ibjTULAK9vdyDt5sStIiQtBJwB7MDg\nA9A7v1rnYPLL7FvAhIiY2XdA0mjgsOKcr+JWY9a9PM6tF/wR2F7S/zYrVC9pUXKTwl0dj6zFvDmh\nIiR9h6zm/ChwNbn+pJnZEfHFjgVWY5LuAx6PiA0GOedGYPGIWLVzkZm1jse59QJJHwHOIr8/vwLs\nDHyNnGFbGzgW2AD4ZEScWVacreAZt+r4GBDA2q5u3jHLABcOcc4NwL4diMWsXTzOrfYi4hxJq5Ob\nFG5tODSDObnOcd2etIE3J1TJG4HfOmnrqGeA5Yc4Z3lyQbdZt/I4t54QEYcC6wM/BW4D7gf+QtYy\n3DwivlBieC3jGbfquAdYuuwgeswVwEclbR0Rl/c/KGlb4APk9LtZt/I4t54REbcAt5QdRzt5jVtF\nSPoUWSBwi4i4vux4eoGklYHbyTUQvwSmANOAtwIbAzsBzwPrRkSUFafZvPA4t14jaQFyB2lTEdHV\ns8tO3Eoi6Vhe3WJmFLALMBaYDNwLvGZnDEBEHNj2AHuEpPWA04EVmxy+D/hURNzY2ajMWsvj3Oqu\nqMxwFPk9+uYBThtFbvDr6soMTtxKImnWSN8bEV6b2EKS5iN3G60FjAGmA3cA13V7TzuzPh7nVmeS\njgM+R67V/BsDTHyQidv4jgXWBk7cSlL0VRuRiLimdZGYmZl1N0kPA08DG0TE9LLjaSdvTijJSJIv\nSfOTXRWsRSQtDexI/l4HWxPh29PWtTzOrQeMAc6oe9IGTtwqo7h1OjEiDh/ktMOBvclWNTaPJG0K\n/BZ4w1yc7i8060oe59YjbgDGlR1EJzhxK4mkdYD/Kp729SRdRdIOA7xlAWBbatBnrUK+Tf5eJ5Lb\nxwdaE2HWzTzOrRccCFwn6dvAdyLi8bIDahcnbuUZy2urmX+seAzm7PaE05NWA04fYpbTrNt5nFsv\n+BtwPvBl4EuSZgAzm50YEWM7GVirOXErSURcLmk/4C3FS4eSZUAmNzl9NvAi8DAuktlKT5DtUMzq\nzOPcesERwO7Fz0+RtQmb6fodmd5VWhGSrgFOiYhTy46lV0j6X+BLwJoR8c+y4zFrB49z6wWSHgVe\nAN4XEfeUHU87OXGzniVpNPAz4INkRfmp5B/+a0TEcR0MzaxlPM6tF0h6HvhRRHyl7FjazbdKSyLp\ne8Clfb0Dm3RSGJC37LfMOOD9wGLAPoOcNxvwF5p1K49z6wW3A8uVHUQnOHErzxeAZ4C+ps8HDOO9\nTtxa4wfAG8lZiBuo8ZoI62ke59YLDgEuk7Q/OfP2UtkBtYsTt/JsTt6yaHxunTUOODciPl52IGZt\n5HFuveATZI/v7wNHS3qIAS5SImLtTgbWak7cStKkc8JNEeH6Sp01DXiw7CDM2szj3HrBHg0/Lwis\nVFYg7ebNCRUh6d/AVcDFwMUR4Q/aNisKNX6E3G33bNnxmLWDx7lZvThxqwhJF5K3SxcpXvozRRIH\n3BARs8qKra4krUgWNF4MmATcx8BT67/pXGRmreNxblYvTtwqRNLrgQ2B9wHbAGuQ7bCeAi4jk7hL\nI+Kp0oKskaI/7NyYHRHztTUYszbxOLc6KtpD/q2vZpukHZn7ygxdfYHiNW4VEhEvAtcUj4MkLQVs\nTSZx2wO7AC/jfqWtMrctgHx1Y93M49zq6EKy/27f+L5gLt83G+jqCxQnbhUlaWlgE2B9YE1gTHHI\nH64tEhETy47BrN08zq2mDufVLSJ7phevb5VWhKTlyUSt77F8cehl4DbmzMRdGxED1WGyeSRpU2BT\nN+Q2M7Mq8oxbddxHzqbNAP4AnEteTVwXEdPLDKzHjAe+Tg9dvZmZdTtJV5P9vk8b5JzPA/tGxKqd\ni6z1nLhVx5NkdfMFyduiryPvw48qM6ge5d+5mVmFSVqYOTnMKGBT4EZJYwZ4ywLkmvGub4vlxK06\n3kzuIt28eOxJtraaJeku5twqnRIR00qK0czMrAp2J3vrNq73+hrw1QHO77sgv7mdQXWCE7eKiIjZ\nwF3F41hJ8wHrAJuRJUI+BXwR7yo1MzP7MbAx8Jbi+SbAA8Wjv9nAi8DDwFEdia6NnLhVVES8LGkG\nMJO8UuhL1lyIt72eofkfvpmZVUREvAx8tO95Ua9wUkQcVl5UneFdpRVS7CzdoniMB95UHPoHcAnw\nO+AKb1Yws+GSNBZYluzO0nQdZ0RM6WhQZjZsnnGrCElTyQ9VyNuhNwHfBy6JiDtLC6wHFItc30Yu\nXh3oC+2PHQ3KrEUkLQScAezA4IVHu74wqZkkkd+lg32eu3OCtcTCwOnkrNplEfFMyfHUXvGFdhLZ\ngHuwdYP+QrNudgTwIeBR4GpyB3szvv1iXUvSG4FfAxsMcWrXf547cauOpYoNCtY5hwP/AzwB3AhM\no/mXl/+/WDf7GBDA2hExo+xgzNrkm2TS9hfg99T489yJW0U4aSvFx4D7gXdHxLNlB2PWJm8Efumk\nzWpuR+BO4D0R8VLZwbTT6LIDMCvRksB5Ttqs5u4Bli47CLM2W5RcZlTrpA2cuFlvuw9YpuwgzNrs\ne8DOkjYsOxCzNvozsErZQXSCy4FYz5K0O1nEcZOI6Ppq2mYAko7l1et4RgG7AGPJ/sf3Av9p9t6I\nOLDtAZq1gaQdgPOBj0bEeWXH005e42a97GXgj8C1kiaTt5ReaHaiv9CsixwwyLG+OpED8Ti3bjWO\nXON2jqT7GfzzfKdOBtZqTtysl53S8LO/0KwuNi87ALMSTGj4eYXiUUtO3EpSFNwd7n3qUcDsiFi+\nDSH1In/BWe1ExDXDfY+k+ZlTANysG/XM96ITt/I0K/i6GPAGsh/pPcBTxfNVyCrQ/wAe7FSAdTeS\nLzizblP0cJwYEYcPctrhwN7AEp2Jyqy1IuL/yo6hU5y4lSQi3tb4XNI4sqr5GcCBEfGvhmOLAkcB\nuwNf7mScvaD4/e4ErEF2sHiSLOJ4UUQ8V2ZsZsMlaR3gv4qnfS1/VikWbzezALAtg3cPMbOK8K7S\nipB0FTCGLB44q8nxUcD1wOiIWL/T8dVV8WU2CVi8yeGngd0i4qKOBmU2DyRtDVw6greeHREfii5I\n4wAAFw1JREFUa3U8Zu0wF8uNZgHPAv8CbgZOj4h7OhFbuzlxqwhJzwMnRsSXBjnne8A+EbFw5yKr\nL0nvBm4AXgJOIBPjR8nbRZsAnydnId4bEXeVFafZcEn6LPCW4umhZBmQyU1OnQ28CDwMnBURTXfh\nmVVNsQRgOGYCB0TET9oRTyf5Vml1PA2sOcQ56wOPdSCWXvF18qpso4i4o9+xyyWdTyZzB5Htscy6\nQkT8uO9nSZsBkyLi1PIiMmutiBiygYCkhYC3AhsBhwDHS7ojIm5pd3zt5MStOi4A9pN0GHBEY9sO\nSQsCR5OJ29ElxVdHGwEXNknaAIiI2yVdCGzW0ajMWigiNis7BrMyFP157wPuk3QZuelvf+ATpQY2\nj5y4VccEsjzF14HPS7oTmE7uNF0bWISc/TmitAjrZxFyp+5gHsM77ayLFEsqLo2Iy4vn/TspDMiF\npq2uIuIfkn4LvLfsWOaVE7eKiIinJK0HfIVsT7NZw+G/kgvovx8RL3Y+utr6O7CFpNEDbAiZDxgP\nTO14ZGYj9wXgGeDy4vlgnRT6c+JmdTYV+GDZQcwrJ24VUpSemABMKO7NLw48U0z3WuudARwJnCRp\n/4h4vu+ApCWBY4HVycXdZt1ic159seFC02bpDcDzQ55Vcd5VWkGSVgXWAsZGxAmSlgWedE2x1pK0\nAHAlsCH5x3wHMI1czCpgIXLX6ZYR0bQpt1nVSVrQ49cMiiVIL0XEOmXHMi+G3JVhnSNpNUk3k8Vf\nzwSOKw59CnhY0kdLC66GitIHW5GznI+TmxW2J5Pmfxavb+EvPetyT0n6raTPSnp72cGYdZqkUZIm\nkEXWzys7nnnlGbeKkLQc8AdgUeAcYClg84gYLWkX4ERymnd8RFxbXqT1VXRQGANMj4hny47HrBWK\nndGbk5txAP4MXFw8bmi2vtOs6opEbKgE5vVkPcONybsoQRa5n97m8NrKiVtFSDoD+DBZU+w2SROB\nQ/tq1Uh6J1n9+dqI2K68SM2s20h6Pbkk4H3ANuTMwyiyH/JlZBJ3aUQ8VVqQZsMwzAK8M4HzyXaS\n/2xTSB3jzQnVsRXZcua2Zgcj4m5J55A9Ba1FJO0J7AEsS/ZsHNXsvIgY28m4zFqp2I1+TfE4SNJS\nwNZkErc9uZP9Zdyv1LrH7kMcb2x5dVudNvk5cauOMQzdFeEZmvfUtBGQtDfQV2F+GvlH3mwK2tPS\nVhuSliZbuq1PdmsZUxzyOLeuERGTyo6hLE7cqmMqeR++qaLJ/KZk7TFrjc+TCdt2EXFj2cGYtYOk\n5clEre+xfHHoZeA24NvkTJzXzpp1ASdu1XE6cJSkbwIHNx5oaHk1jtzpaK2xInCSkzarufvI2bQZ\n5Aaoc8mG89d1+yJts17kxK06vgtsCXwV2At4AUDSNcC7gLHk5oRjSoqvjh4H5is7CLM2exJ4I7Ag\neVv0deS4b7qe08yqzbtKK6TY+fUFcrH8yg2HHgJOAY52TbHWkfQNYE9g1Yh4sux4zNqhWGaxBlkS\nZHNyScYYcvH2XczZtDAlIqaVE6WZzS0nbhUlaRGywfxz/jBtD0ki216NBX4O3EMx09lfRPymg6GZ\ntU3Rg3cdsh/yhsAG5N/AyxHhXaVmFedbpRVVtLd6TtJYSVsCD0TEvWXHVTN/bfj5iEHOm41vqVpN\nRMTLkmaQta1GMacEiAvxmnUBJ24VIukT5E7HjSNipqTxwEXAwsBsSacBe7jSecscPpfneVraulqx\ns3SL4jEeeFNx6B9kp5bfAVeUE52ZDYcTt4qQtDNwGnmrbingQeBHZKPzU8gCsZ8Cbgd+WFKYtRIR\nE8uOwazdJE0lPz8gS4DcBHwfuCQi7iwtMDMbESdu1bE/2dh83Yh4RNK7yd5q50bEHgCSbgE+jRM3\nM5t7C5Plhn4HXBYRz5Qcj5nNAydu1bEmMCkiHimeb1/8e0HDOZOB/ToalZl1u6Uiwrf7zWpidNkB\n2CtG8eodjduRa6uubHhtIeD5TgZlZt3NSZtZvXjGrTruAcZLGg2sQG7XvzUingCQtATwIcA7S83M\nzHqUZ9yq41Tg3cDfyLY0o4ETASTtCvwRWJrcsGBmZmY9yIlbRUTED4GDyEKYs8guCacUh1cmW9Yc\nFBFnlBSimZmZlcydE7qApKWA6RHh9W1tIGksWS5hEQbo3xgRUzoalJmZWRNe41ZBkt5O7jJdmGwQ\nfbeTttaTtBDZ8moHBu+M4M4JZmZWCU7cKkTScsBJZCPoRrMkXQ3sFRFTOx9ZbR1Bbvh4FLiaTJKb\n8bS0dY2i4O5wx+woYHZELN+GkMyshZy4VURxO/Q6cgPCH4AbyIRiCWATslXNFEnjIuJfpQVaLx8D\nAlg7ImaUHYxZizRrFL8Y8AZy/ew9wFPF81WABcjWVw92KkAzGzknbtUxgUza9o2IE/sflLQn8FPg\nYOCLHY6trt4I/NJJm9VJRLyt8bmkceSM8hnAgY0XfpIWBY4Cdge+3Mk4zWxkvKu0OrYHrmyWtAFE\nxMlkMd4dOhpVvd1DJstmdfZd4D5gt/6z9RExHTiALDf03RJiM7NhcuJWHW8B7hrinD8Bb+1ALL3i\ne8DOkjYsOxCzNloPmBwRs5odLDor3ASs0dGozGxEfKu0Oh5n6A/O1QGvbxshScfy6kXbo4BngKsl\nTSa7Uvyn2Xsj4sD2R2jWFk+Tu9QHsz7wWAdiMbN55MStOi4G9pK0e0T8vP9BSfsAW5K7Tm1kDhjk\n2BbFYyBO3KxbXQDsJ+kw4IiIeKnvgKQFgaPJxO3okuIzs2FwAd6KkLQ0cAfwZmBK8ZhG3hrdiOxd\n+hiwTkQ8Ulac3UzSZiN9b0Rc07pIzDqnKDB9LbAqOcN8JzCd3Gm6Nll4+npga2/UMas+J24VImkF\ncufo+CaHrwb2joj7OhtVb5M0P7BsRNxbdixmIyVpEeArwC7Aig2H/gpMAr4fES+WEJqZDZMTtwqS\ntAywFjCGvDK+MyJcY6nFJM0CJkbE4YOcczSZMC/RucjM2qfoGLI48Ixn2My6j9e4VVBEPAQ8VHYc\ndSNpHeC/iqd9PUlXkTRQiZUFgG1pXtDUrOtIWpW8KBwbESdIWhZ4MiKeKzk0M5tLTtxK0mSH41zz\nDscRGwtc2O+1jxWPwZzdnnDMOkPSasDPgXWLl2YDJwCfAg6UtHdEnFVWfGY295y4lWewHY5DceI2\nAhFxuaT9yJp5AIcCk4tHf7OBF4GHAX+hWdcqeiBPBhYFfgEsxZx+yPeSs89nSno0Iq4tJ0ozm1tO\n3MrTv5G8dUBE/Ljv52KX6aSIOLW8iMza7giyL+kGEXGbpIkUnz8R8UtJdwE3AweRu0/NrMKcuJXE\n5SXKFxGblR2DWQdsBZwdEbc1OxgRd0s6h1zPaWYV58StAiSJXCD8mq4IRdHMKyLius5HVi+Svgdc\nGhGXF8/nep2h1xVaFxvD0F0RniF3mppZxTlxK1FRtXwSsDOwO3Bav+NLA18HDpF0EbBrRDzb6Thr\n5AvkF9TlxfPhrDN04mbdaiqw8UAHJY0CNgX+3rGIzGzEnLiVRNJ8wCXkB+YDwJNNTnse+CrwGWAH\n4LeSNi2aQtvwbU5+iTU+N6u704GjJH0TOLjxQEPLq3HAhBJiM7NhcgHekkjaFzgeOBP4dGP/wCbn\nLlyctyNZDNb9SltA0oIR0bSpvFldFN0/LiE7sjwNvEDuLJ0CvIssk3MzMN5/D2bV58StJJKuB94G\nrBQRM+fi/MXIrft/i4hN2h1fL5D0b+Aq4GLgYnensLqS9HpyqcAewMoNhx4CTgGOdtJm1h2cuJVE\n0jTgVxGx9zDecwbw/ojwIuIWkHQhebt0keKlP1MkccANETGrrNjM2qXoW7oY8FxETCs7HjMbntFl\nB9DDXkculB+OR4D52xBLT4qIDwJvJJO3bwEvA/9L3kJ6XNKZkv5H0tgSwzRrqYh4LiIeAeaTtKWk\nlcqOyczmnjcnlOchYMVhvmcFMnmzFomIF4FrisdBkpYCtga2AbYHdiETOvcrta4l6RPA54GNI2Km\npPHARcDCwGxJpwF7eJbZrPo841aeycC2RcmPIRUJxfbAH9saVQ8r/l9sCqwPrEnWv4IR9pQ1qwJJ\nO5OlhtYgNyUA/AhYiFzfdjXZs3S/UgI0s2HxjFt5fkKW+ThX0raD1WeTNAY4H1gAOLFD8dWepOWB\nTRoeyxeHXgZuA75NzsS5DZB1s/2BfwLrRsQjkt4NCDg3IvYAkHQL8Gngh+WFaWZzw4lbSSLidklH\nAocA90g6HrgMuAeYDiwBrETetvscsCRwSkRcUVLIdXQfOZs2A/gDcC45E3pdREwvMzCzFlqT7Mnb\nt8xi++LfCxrOmYxn3My6ghO3ck0AZgKHAocXj8bbcqOKf2eSi+dfVTzT5tmT5OaEBcnboq8D5mPO\n792sDkaRtdv6bEd+zlzZ8NpCZMFvM6s4lwOpAEkrA7uSTZ7fRvYMfJJsQXMJ8IuImDrwf8FGomj1\nswa5q3Rzsi3QGGAWcBdzNi1McdkE61aSbiUTtfXIDU5/BW6LiPWK40uQpXAeiIgNSgvUzOaKEzez\nQtGGbB1gM2BDYAOyqvzLEeFdpdaVJH0e+AG5NODN5MXJHhFxiqRdgaOAt5K9kM8oL1IzmxveVWpW\niIiXyfVuM8nbS33JmkskWNeKiB8CB5EXIbPILgmnFIdXJpcLHOSkzaw7eMbNelqxs3SL4jEeeFNx\n6B/kberfAVd4s4LVUVFmaHpEeH2bWZdw4mY9S9JUYNni6cvATWSidklE3FlaYGZtIunt5C7Thcl1\ntHdHxKPlRmVmw+HEzXqWpMeAS8lk7bKIGG4LMrOuIGk54CRyE06jWWQB3r28AcqsOzhxs54laVRE\n+A/Aaq24HXobsDRZr/AG4FGyVuQm5CacR4BxEfGvsuI0s7njOm7Ws5y0WY+YQCZt+0bEazqvSNoT\n+ClZJ/KLHY7NzIbJu0rNzOpte+DKZkkbQEScTBbj3aGjUZnZiDhxMzOrt7eQBaUH8yeylpuZVZwT\nNzOzenuc7BAymNUBr28z6wJO3MzM6u1iYCtJuzc7KGkfYMviPDOrOO8qNTOrMUlLA3eQ7a6mFI9p\n5K3Rjcg2b48B60TEI2XFaWZzx4mb9Yyi4O5wB/woYHZELN+GkMw6QtIK5M7R8U0OXw3sHRH3dTYq\nMxsJlwOxXtKsUfxiwBvIQqT3AE8Vz1cBFiBbXz3YqQDN2iEi7ge2kLQMsBbZaH46cGdEeHybdRHP\nuFnPkjSOnG34DXBgY/FRSYsCRwG7A++LiOvLidLMzGwOJ27WsyRdRc48vCciZjU5Pgq4HhgdEet3\nOj6zkZB0LMNfEgBARBzY4nDMrMV8q9R62XrAic2SNsjOCpJuAvbpbFhm8+SAeXivEzezinPiZr3s\naWDNIc5Zn9xxZ9Yt+jeSN7MaceJmvewCYD9JhwFHRMRLfQckLQgcTSZuR5cUn9mwRcQ1ZcdgZu3j\nNW7WsySNBa4FVgWeAe4kd9otBqwNLEKucds6ImaUFafZSEkS8GTjxpuGY4cBV0TEdZ2PzMxGyomb\n9TRJiwBfAXYBVmw49FdgEvD9iHixhNDMRqyYMZ4E7AzsHhGn9Tu+NPAIuYnhImDXiHi203Ga2fA5\ncTMrSFoIWBx4xjNs1q0kzQdcCWwKPAB8LiIu7nfOGGBv4DPkBct1wKYR4S8Es4pzr1IzQNKqwAeB\nnSJihqRli9k4s26zN5m0nQms1D9pA4iIZyPiGLIY76/J1ld7djRKMxsRJ27W0yStJulm4C/kF91x\nxaFPAQ9L+mhpwZmNzMeBh4A9GjfcNBMR/wZ2A/4FfLL9oZnZvHLiZj1L0nLAZHLW4RfAVWRvUoB7\ni5/PlLRxORGajci7gEsjYubcnBwR04DLgTXaGpWZtYQTN+tlR5B9STeIiE+Q63wAiIhfAu8FZgAH\nlROe2Yi8jtwlPRyPAPO3IRYzazEnbtbLtgLOjojbmh2MiLuBc4BxHY3KbN48xKt3SM+NFcjkzcwq\nzomb9bIxDN0V4Rlyp6lZt5gMbFuU/BiSpKWA7YE/tjUqM2sJJ27Wy6YCA65fK5rMbwr8vWMRmc27\nnwALAucWZT8GVBw/H1gAOLEDsZnZPHLLK+tlpwNHSfomcHDjgYaWV+OACSXEZjYiEXG7pCOBQ4B7\nJB0PXAbcQ3YGWQJYCdga+BywJHBKRFxRUshmNgwuwGs9S9L8wCXAeLLh/AvAUsAUcmfeWOBmYHxE\n/KesOM2Gq5gtPhg4lDkX6I0f9n27p2cCxwIHR8SszkVoZiPlxM16mqTXA18A9gBWbjj0EHAKcLST\nNutWklYGdgW2Bd5Grtd8krz9fwnwi4iYWl6EZjZcTtzMCkWnhMWA54raVmZmZpXixM2sH0ljgbWB\nByLi3rLjMTMz6+PEzXqapE8Anwc2joiZksYDFwELk2uCTiNbB3n9j5mZlc7lQKxnSdqZTMzWIDcl\nAPwIWIhc33Y12bN0v1ICNDMz68eJm/Wy/YF/AitGxIOS3g0IOC8i9oiILYFbgU+XGaSZmVkfJ27W\ny9YEzomIvlY/2xf/XtBwzmRglY5GZWZmNgAnbtbLRpG12/psR65ru7LhtYWA5zsZlJmZ2UDcOcF6\n2T3AeEmjySbb6wC3RsQTAJKWAD4EeGepmZlVgmfcrJedCrwb+BvwB/Lv4UQASbuSTbeXJjcsmJmZ\nlc6Jm/WsiPghcBDZ2moW2SXhlOLwysAbgYMi4oySQjQzM3sV13Eza0LSUsD0iPD6NjMzqwyvcTMD\nJL2d3GW6MNnL8W4nbWZmVjWecbOeJmk54CRg836HZpEFePdyE24zM6sKJ27Ws4rbobeRGxD+ANwA\nPAosAWwCbAA8AoyLiH+VFaeZmVkf3yq1XjaBTNr2jYgT+x+UtCfwU+Bg4Isdjs3MzOw1vKvUetn2\nwJXNkjaAiDiZLMa7Q0ejMjMzG4ATN+tlbwHuGuKcPwFv7UAsZmZmQ3LiZr3scWCNIc5ZHfD6NjMz\nqwQnbtbLLga2krR7s4OS9gG2LM4zMzMrnXeVWs+StDRwB/BmYErxmEbeGt2I7F36GLBORDxSVpxm\nZmZ9nLhZT5O0ArlzdHyTw1cDe0fEfZ2NyszMrDknbmaApGWAtYAxwHTgzoh4sNyozMzMXs2Jm5mZ\nmVmXcAFe6xmSjgVGdKUSEQe2OBwzM7Nhc+JmveSAeXivEzczMyudEzfrJf0byZuZmXUVr3EzMzMz\n6xIuwGs9SWnJAY4dJmmjTsdkZmY2FM+4WU/R/2/v/l2yjMIwjn+jKCcpaDBoK70X6V9oC0RoipZI\nIoWWdgfFobWhxaGmIqgpgijox9a/0HYH6iAuUlBKDRLScF6HUt8fw/u8PJzvZ33OgWu8eODcd8QY\n8Ay4AdzNzOf/fb8AbFEeMbwF5jJzp+mckiQdxT9uqkZEnATeAzeBTeD7Ecd+AYvAGnAdeBcRJxoL\nKUlSFxY31eQecBV4AUxm5qEdpJm5k5kPKcN431BWXy00mlKSpGNY3FSTW5Q/bfOZ+afbwcz8DdwB\nvgG3hx9NkqTeLG6qyTTwITP3+jmcmT+BT8CVoaaSJKlPFjfV5BTwY8A7W8DpIWSRJGlgFjfVZBO4\nPOCdS5TyJknSyFncVJPPwExn5EdPETEBzAJfhppKkqQ+WdxUkyfAGPAqIsa7Hex8fw2cAR43kE2S\npJ4cwKuqRMQDYBnYBlaBj8BXYBc4B0wC14D7wHngaWbOjyatJEn/sripKp1hukvACuWxApQtCQcO\nhu3uAY+Apczcby6hJEnHs7ipShExBcwBM8BF4Cxlk8I6ZbvCy8zcGF1CSZIOs7hJkiS1hI8TJEmS\nWsLiJkmS1BIWN0mSpJawuEmSJLWExU2SJKklLG6SJEkt8RfOL+KyBTaWTwAAAABJRU5ErkJggg==\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x1158b2128>"
+       ]
+      }
+     ],
+     "prompt_number": 69
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "complaints[\"dates\"] = pd.to_datetime(complaints.pop('Date received'), format=\"%m/%d/%Y\")\n",
+      "#The above creates a new column named \"dates\" by converting the 'Date received' column\n",
+      "#into the proper date time format and then popping it out to be re-assigned"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 39
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "weekdays = complaints.dates.dt.weekday\n",
+      "weekdays"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 75,
+       "text": [
+        "0     2\n",
+        "1     2\n",
+        "2     2\n",
+        "3     2\n",
+        "4     2\n",
+        "5     2\n",
+        "6     2\n",
+        "7     2\n",
+        "8     2\n",
+        "9     2\n",
+        "10    2\n",
+        "11    2\n",
+        "12    2\n",
+        "13    2\n",
+        "14    2\n",
+        "...\n",
+        "11528    0\n",
+        "11529    0\n",
+        "11530    0\n",
+        "11531    0\n",
+        "11532    0\n",
+        "11533    0\n",
+        "11534    0\n",
+        "11535    0\n",
+        "11536    0\n",
+        "11537    0\n",
+        "11538    0\n",
+        "11539    0\n",
+        "11540    0\n",
+        "11541    0\n",
+        "11542    0\n",
+        "Length: 11543, dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 75
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "weekdays_counts = weekdays.value_counts()\n",
+      "day_sort = weekdays_counts.sort_index()\n",
+      "day_sort\n",
+      "\n",
+      "#Mon=0, Tues =1, Weds=2, Thurs=3, Fri = 4, Sat=6, Sun=6"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 76,
+       "text": [
+        "0    2544\n",
+        "1    2580\n",
+        "2    2289\n",
+        "3    1634\n",
+        "4    1446\n",
+        "5     543\n",
+        "6     507\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 76
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "day_sort.index = ['Mon', 'Tues', 'Weds', 'Thurs', 'Fri', 'Sat', 'Sun']\n",
+      "day_sort"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 42,
+       "text": [
+        "Mon      2544\n",
+        "Tues     2580\n",
+        "Weds     2289\n",
+        "Thurs    1634\n",
+        "Fri      1446\n",
+        "Sat       543\n",
+        "Sun       507\n",
+        "dtype: int64"
+       ]
+      }
+     ],
+     "prompt_number": 42
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "dec = cal.monthrange(2014, 12)\n",
+      "dec\n",
+      "#First day of 12/2014 was 0(Monday) and there are 31 days in the month"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 44,
+       "text": [
+        "(0, 31)"
+       ]
+      }
+     ],
+     "prompt_number": 44
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "dec1 = cal.monthcalendar(2014, 12)\n",
+      "dec1\n",
+      "#Returns a matrix representing a month\u2019s calendar. Each row represents a week; days outside of the month a represented by zeros.\n",
+      "#Each week begins with Monday unless set by setfirstweekday()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 47,
+       "text": [
+        "[[1, 2, 3, 4, 5, 6, 7],\n",
+        " [8, 9, 10, 11, 12, 13, 14],\n",
+        " [15, 16, 17, 18, 19, 20, 21],\n",
+        " [22, 23, 24, 25, 26, 27, 28],\n",
+        " [29, 30, 31, 0, 0, 0, 0]]"
+       ]
+      }
+     ],
+     "prompt_number": 47
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "freq = [5,5,5,4,4,4,4]\n",
+      "average = day_sort/freq\n",
+      "average"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 51,
+       "text": [
+        "Mon      508.80\n",
+        "Tues     516.00\n",
+        "Weds     457.80\n",
+        "Thurs    408.50\n",
+        "Fri      361.50\n",
+        "Sat      135.75\n",
+        "Sun      126.75\n",
+        "dtype: float64"
+       ]
+      }
+     ],
+     "prompt_number": 51
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "average.plot(kind='bar', fontsize=20, figsize=(10, 10))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 77,
+       "text": [
+        "<matplotlib.axes._subplots.AxesSubplot at 0x115fd4128>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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wJkmSVJFhTJIkqSLDmCRJUkWGMUmSpIoMY5IkSRUZxiRJkioyjEmSJFVkGJMk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\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x115fe8278>"
+       ]
+      }
+     ],
+     "prompt_number": 77
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "average.plot(kind='pie', autopct='%.2f', fontsize=20, figsize=(10, 10))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 65,
+       "text": [
+        "<matplotlib.axes._subplots.AxesSubplot at 0x1150d80b8>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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dhybHgqlACCG09Vc03Vu+rm6+2lno9A33D2Hvj1/EcN8Q7NVFMAX8GOpMoHtX\nG/r2dqH2/Uth9Ixu89T2xCG0PnIAJr8N3pVhDLYNoGNbC+Itfai5ZQnEFKZiB1sHoLMZ4Fl2cuN3\na7nzjHIVmt6DAz3l4RAXfNOEKpdcsjbR2/Y9AO9VOwtNjgVTgag8p/4bDVcsuYDNKXNT22MHMdw3\nhND5tfCdVfrW5d0vt+Lw/7yOyD/2ofKGhUj1DKL10YOwlDpRc0sThGb0/3frowfQ9vghxF6MwLsy\nfMrHUtIZDHUm4JC8CJxTecpjp5qr0CiKgmSHUY9T/1NTgdNodahZcfWNIWnttoj81E/VzkOnxjVM\nBSC8supd0mWLP6AzcdlSrup9owM6q+G4ogQA3IsCMLjN6N/XBUVREHsxAigK/GeXv1UsAUDx2RXQ\nGHWIbY9M+ljJjgSUjAKTf/LFylPJVYi69ncMerzruIk1Tcps9xrDjed8zhWoqVM7C50aR5jynLcu\n0Nhw9dIv24MudhrOUUpGQfH6igmn0oRWAyWdgZJWED/UAwCwVRy/E4dGp4E17ED//i6kh0agNU78\n0k+2DQAAzIFTF0xTz5WZ0jRgPom9EesqLV3IjaxpSvxVyyp62w98XwhxgaIoI2rnofGxYMpjQgjN\nvGuXfye4uKxc7Sx05oRGwLeqdNzrkh1xDHXGYSgyQ6PTYKh7EDqbAZpxFncbXCYAwFAsAcspltYM\ntg68dd/tTx1Gsm0AGr0G9jovgudVQW83nlauQiuWACDZoVXgVzsF5ZKqpZedO9jX/u8APq12Fhpf\n4b2TFZDydXWfr71wwblq56DZoWQUHP3rHgCAZ+noYEY6MQytafzvQZqxy9PJU3+BfXOEqf3xQzAW\nmeFZXgKjx4Lul6LY+6PRBd6nm6uQDHT0DZt1DUVq56DcotObULH4og/4q5adr3YWGh9HmPKUtz7Y\ntGDLin/iprr5SVEUHLl/NwYOdsMScsC3enR1sZJRJhzRebNRqTKSOeV9a/RaGD0WVFy/ACbf2zO5\nbY8fQuujB3D0b3tQsWXBaeUqJK3bj8ZCddcE1M5BucdZXOUK1Kz6ut5ofXZ4KN6rdh46HgumPCSE\n0C24fuW3fA0hTgrkISWdQcufd6P7pVYY3GZU3LDgrSJJo9NASY+/oXYmPVooafSn7sVUcf34xVDx\n2eXo2hFBn9yJTCp90rTfqXIVksF2TUpTVHjPm2ZG6fxzF/bHDv8IwBa1s9Dx+KrOQxXrpS/VXDB/\ng9o5aObxYfOuAAAgAElEQVRlUmkc/M0r6H6pFUaPBdU3L3lrTREAaM16ZIbGn3LLjE3FTTRlNxkh\nBEwBG5SMctK03GS5CkUqPgQxFGDvJTpjQmhQvezKq0LS2g+qnYWOx4IpzxTPL1lddV7jB3RGthDI\nNyODw9h/707074vBHLSj5r1NMDhNxx1j9JgxPJBCZpxpt6HuJCAEDKdoJJkZTiNxtA+DY+uYTqQM\nj96v0L391jGVXIUi8uLhzvKGS7nZLk2LyVakD9auvsNkdbM1RRZhwZRHhBCG4OKyb3hq/dyOIc9k\nhtM4+KtdSBztg63Cheqbl0BnNZx0nLXcBShvtxc49vaJI70wFVtPuT3Km527D//h9ZMzpNIYjPZD\nZzW8dcbdVHMVinhkJKEzFGZnc5pZwbo1dSFp3bfUzkFvY8GUR84Nh7/le727KtmbUDsKzbDowweQ\nONILS6kTle9aPGEfJddCPyAEWh87eNwoU/sTzcik0vAsC53ycYxFFpj8NiTbB9C9q/WtyxVFQfSh\n/RhJDMOz/O0z36aaqxCkh9NI9zpZLdGMEEKgbOHmq4srl16gdhYaJRRl/AWilFuWeH1Lb22Y90CD\ny+2778ih1pfm24yBS+a7J78lZbvh/iG8cfczUDIKipYEoXeMvzao+OwKaHQaRB/aj/anmmH0WuGQ\nPEi2x9G/NwZrmRPV7zl+L7mOZ1qQTg7Dd1bZW2ub4i29OHDvTmRGMnA2+KB3mhBv7sFgtB/Wcheq\n370YQquZWi4hULyuHBpd/n83i2xv7jV2X+m0OIrVjkJ55MCO+599fet/nK0oyrDaWQpd4X4dzCNC\nCM0H6hvvWlDk8QHAdWVVgZVH+xK/+NrWiP69S4MWr52tBXJY4kgflMzoF5uundEJj/OdVQboNAhu\nqobeaUTs+aPofPYI9HYDfKtL4T+n8qSz1jqfbUGqN4miptBbBZO11InaW5eh9bGDGDjYg0wqDYPb\nhMDGKhSvLXvrPqaca3UpUAAFU++heG9FabFz8iOJpq58weZVfe0H/g+Az6udpdBxhCkPbA6XfuoT\nC5fcZdPrjyuMMoqCPx451PpinckQuHIRG+kRzRIlo2DXTw601i25jf2XaMZ1Ht4VeeOJezf2tO2X\n1c5SyPL/a1+eq3E6q84Pl912YrEEABohcHVpZeC2Dru5/66tkYHW3lN3LCSiMxLb2xb3Bc7lyRY0\nK7xlC0O+yqXfEEJwtkBFLJhymBBCnOUPfmuVP1B2quPCNpv5c6UNofm/2NMR/d2O2FzlIyoUMbmr\n2x2s5xIHmjUViy+6IFCz8ha1cxQyFkw5bH0wdMs1ldUXT+VYIQQuD5f7P9bvtiW+ujXSf6QrPdv5\niApFsp19z2h2maxufaBm1Sf0Jhsbo6qEBVOOEkJY1viDH/OYTKf1Th2wWI2fKWsINf32QCz66xc6\nuIaNaHr6W3uHbeYFbDBIs66kYX1DuGHDN9TOUahYMOWoS8rKv7A5XDr/TG4rhMBFJWXFn0j6nENf\nfTzSe6CTp6sSnaHWnZHOQPXZZrVzUP4TQoOyBedd5ytfvEHtLIWIBVMOClmtJeuDJTfqNNP73+cz\nWwyfKm8InfXHlp7oz5/vyGS4JpzodCXbNcOaab4WiabK4at0+iqWfEkIcepdtGnG8VWeg84OhP5t\nVbG/dCbuSwiB84Ilvk+lA+7MXU9EeuTWoclvRUQAkOwbVLQjpdw7juZU+cLzzy5pWP8ZtXMUGhZM\nOWaxx7tyc7j0ipk+u7TIZNJ9oqIxtOFvrf3Rn25r52gT0eSi21s6S+sv5iJcmlM6gxkl9etvtXvK\nKtTOUkhYMOWYZb7iz0su96x9o13vD3nv1IY94qtPHu169ShHm4hOIR5ND+r0429VQzSbiiubSgM1\nK7+udo5CwoIph5zlD1x7UVn5ptl+HKfRqP1YZUPJ+Q/HBlp/9HTbsZu4EtGodGoEmX63Ve0cVLhK\nGtZf5C1dsEHtHIWCBVOOEEJolxf7P+Y3W+bs6+xZxQHPZ43lxfqvPRWJvdQyOFePS5QLoi+19JTW\nXsZ2AqQau6fU6i1f9HG1cxQKFkw54txQ+I5LyspXz/Xj2g0G8eHK+tAlj/ckW7/3VFtmZGSuIxBl\npb7mZJ/Jxi0aSV0hae0mX/miC9TOUQhYMOUAIYR9bSD4XotOvW7CK3x+9xfsVX7T17dFOp8/mFAt\nCFEWUDIKUjETFy+R6qyuoMlbtuh2tXMUAhZMOeDy8sp/3VgSrlc7h0Wnw4cqpNCVzyZS7d99snVk\niKNNVJg65da4v+Q8brZLWaGkYf3G4sqlV6qdI9+xYMpyNU5n1Tmhkuu0WbRJdZPX5/qCqzrg+Na2\nSPvT+wfUzkM012J7urtd/lo2DqSsYLZ7Dd6yBbeJme43Q8dhwZTlVhb7v7zMVxxUO8eJTDod3l8h\nha5/KZXu+L9PREeSKbUjEc2ZoQ493zspq5Q0bFhfXLl0i9o58hlf9Flsqa94/fnhskvVznEq890e\n5xe9tUH33c9H2x/b0692HqLZ1neke8hhW8rV3pRVTFa3zlu26EMcZZo9LJiyWJPXd3u1w2lXO8dk\nDFotbqmoC77zjQxi33o8mhpIqh2JaNa07WqNFVesMqmdg+hE4cYNa/xVK25WO0e+YsGUpeYXeZat\n8QfOUzvH6WhwFdm/6JeCgXt2RNsefKNX7TxEsyHZrklzs13KRgazQ+MtX/Q+bsw7O/iqz1JLvb7b\na52urB9dOpFOo8G7ymuCN+/Xabu/8Xgk2ccOBJQ/BrvjGV2mkpvtUtYKN25YFahZfavaOfIRC6Ys\nVOVw1qws9ud0I7Jap9P2+aAUKv/+y62tf3m1W+08RDMhuuNIZ1n9BTn3RYYKh95oFb7yRTcLIdRr\n3JenWDBloRW+4k8uLPLkfI8XnUaDLWXVgQ8cNRl6v7Y1kogNKGpnIpqORKuS1OgMascgOqWSxg3L\ngnVrPqJ2jnzDginLuI1G3zJf8cX5dKJDpd1h/Vy4IVT709faon98uUvtPERnYiQ5DGWgyKZ2DqLJ\n6PQm+MoX3ySEYDf6GcSCKcusD5bcubLYX6J2jpmmFQLXlFYGbuuwWfrv2no03t7L0SbKKdGdLV2l\n0uVsJ0A5oaRh/aKS+rM/oXaOfMKCKYsIIWxNXt+lmjwaXTpRqc1u+mxpQ8m8e+X26H/vjKmdh2iq\n+luGBowWp9oxiKZEqzPAU7bweiEE55BnCAumLHJ+uOyT64OhGrVzzDaNELg8XOG/vddli3/lsUj/\n0e602pmITkXJZJCKmdl7iXJKqG7NfH/VcvZlmiEsmLKEEMKwxOu9UldA/V2CVqvxzvLGUNNv9sei\nv36xU+08RBNpfy3aHyq/MOdPxKDCojOYURSed5XaOfJF4Xw6Z7lzgiW3nRsKL1A7x1wTQuCikrLi\njw96HcmvbI30HuocUTsT0Ym69/X22L3lfL+knFNcuXStOyStUjtHPuAbQBYQQmgWe71bzDqd2lFU\nU2yxGD5V3hBadV9zd+Te5zoymYzakYgAAIqiYKjTwM7JlJPsnlKLJzz//WrnyAcsmLLAWf7ATeeV\nhJepnUNtQghsDpb6PpUJuNN3PRHp3tuWUjsTUe/hrqTLtYrTcZSz3KH6TXqjhR3qp6lwhzSyhBBC\n3NY4/yanwcjidYzHZNb9c0Vj6LH7I53/cB7M+G9eUcy9u0gtHa+2d4XLbwypnWMujCT7EdvzIOLt\nu5FODUCjt8DirYVX2gy95fiOCn1HtqP7wJNIxTuh1ZthDy2Ep+58TLWxZ2qgA7G9DyPRuReZ4UFo\nDXZY/Q3wSpuhNViPOzadiiO252HE29/ASLIfeksRHKVL4a46G0LwvWEyxZVLS/3VKz8G4F/UzpLL\n+JemsoVFnvPPCYXXqJ0jG50TCHk/owl58NUnI12vR4bUzkOFabBdWxDzwyPJfhx+6h70Hn4eBrsf\nrsp1MLlK0X90J5qf/C5S8bfPy+ja9yhaX/pvAIC7cg2MjiC6DzyFI8/9BEpm8pNeh/rbcPipe9Af\neRlmdwVcleugt3rR2/wsDj91D9Kp+FvHZkaSaHnmB+g59AwM9iBclWug0ZvQ+cYDiLz485n/h8hD\nGo0W7pB0oWB1OS0cYVLZEo/3+oDFwj4ZE3AZTdo7KhtCTz3YGvvLk4d6/e9dVazR8TVPcyMRG0gb\nRY1b7RxzIbbnQYwke+FrvATuqnVvXd53ZAdaX/odOl7/C0qWvwfDiW50yg/C5C5H6VkffGuEp1N+\nEF17H0Hv4efgqjjrlI/V8fr9yIwMIbTsXbAF5r+dYe8jiMkPIrbnYRTPvxwA0LXvMaQGOuCbdxnc\nlW9/t4zu+A36Iy9joO0N2PwNM/lPkZeCtauXtu7ddjWA36udJVfxk0dFQgi75HJvUDtHLlhbHPB8\nzljm0339qaOxl1oG1c5DhSG640gsXL/ZOvmRuW+g9TVojdbjiiUAcISboLcUIdGxB4qioPfwc4Ci\noKjmnOOmw4pqNkKjM6L38POnfJzMSBKJzn0wOsPHFUuj93EOhEaLeIf81mXDiW7ozC64KlYfd6w9\ntAgAkOw5fEbPt9AYLS6tJ7zgerVz5DKOMKloY6jk1tX+QJnaOXKF3WAQH6moL3nu8bbuPz3d3Fd8\n6yq/poDPLKTZN9iGpMaZ/39jipJBUe1GCM34JwMKjW50qk1JY7DrAADA4q0+7hiNVgeTuwyJjr3I\njCSh0Y3f51NRAF/DRdAaHeM9EiA0yIy8fb5HsOmGce8nNdABANAZ7ZM9PRrjLVuwwe4preuPtexR\nO0su4giTiua5i87XczHzaVvp87u/YK/ym762LdL5wqH45LcgOn3Dgyko8eLxPtXzjhAauCvXwlW+\n+qTrUgPtSA20Q2/1QGh0SMVj0Bpt0GhPXkmgN7vHbjNxH1qt3gR31dlwlCw+6bpE514o6WEY7f4J\nbz8yNICeQ88gtudB6Mwu2EuWTOUpEgBXUHJ7yxZ9WO0cuYqf1iqpdbqWLPUWn/zuRFNi0enwoUop\ndOW2eKrtu0+2jqTY75JmVmT74VhZw2UFfSq2omTQ/uqfAADOspUAgMxwAlq9edzjNWOXZ0aSp/1Y\nmXQKHa/ff9xjnahT/gcOPPRltL/6v9DozQivfN+EWehkQgi4g3WbhRDc5ucMsGBSyRKv95Yap7Mg\n1kbMpiavz/1FV3XA8c1tkfan9w+onYfyR/zocNxgsqkdQzWKoqBt1/8g0bkfJlcY7sq1o5dnMhCa\n8acp35zSy6SHT++xMiOIbv8VUv3tsAXmwR5aOO5xeosHRTUbYAvMQzoVR8szP0Cy9+hpPVahC9Ss\nkoK1q29VO0cuYsGkAiGEvs7p2qh2jnxh0unw/goptOWlVLr9209ER5Lsd0nTkxlJY7jbWrBDF0om\njbaXf4++lhegtxQhtOw9bxVDQqubsHXAm5dPtRcTAGRGUjj6wr2It8swuUoRWLxlwmOdpcvgrb8Q\noWU3IbTs3Uin4mh96Xen8cxIqzfCHWq4XO0cuYgFkwpW+vw3rguEGtXOkW8WuD3OL3pqg+67n4+2\nPbanX+08lLvaXo30hSovKsju3pl0CpEXf46+I9uht3oRXn0rdKa3F1Zr9ZYJp9wyw6MnsGp0U6s1\nR4YG0LLtR0h07IXJXYaSle+bcrFl8zfA4q1Bqr8NqXhsSrehUf7q5WcVlTTwS/tpYsGkgkUez2U2\nvV7tGHnJqNXiloq64LveyCD2rcejqYHTX0tB1Hugv9fmDgu1c8y1dCqBI9t+jHi7DKMzhLI1/wS9\n+fhlXHqrFyND/cikT143ODzYDQgBg3XyWnM40Y2WZ76Pod4jsPjqEF71AWj1xy+tUZQM4h17Ee/Y\nO+596MayHdvokiZndQWN3tIF71E7R65hwTTHvCZzaH6RZ93kR9J0NLiK7F/wS0H/PTuibQ++0aN2\nHsodiqIg2WksuG80mfQwjr7wMyR7WmD2VKF09QdP2qIEAMxFlYCivNVe4NjbJ7sPw2j3TzpKlE7F\nceS5n2A4HoM9tAglK26GRjvOP7miIPLCz9C687dQlJMbrg/1RQEhTtq2hSZn91asEUIY1c6RS1gw\nzbFVxf5/WuzxFuRQ/1zTazS4qbwmePN+na77G49Hk33sd0mT6z7QMejxrC24T+DO3X9HsvswTO5y\nlKx4LzS68T9LHSWLASEQ2/MQlMzbo0xd+x5FZmRowjPcjtW26z4Mx2OwBecj2HTDhPvBCY0WtuAC\npFNxdO9//Ljreg5tw1DvUViL66EzFu7i/DPlq1hS5S1ffK3aOXJJ/ndkyyJCCPHxBYvP04iCG+lX\nVa3Tafu83W777++/FH1lgd0cuHh+QZ8qTqfW+Xqsq7R0UYnaOebSSLIfvc3PAAAMNh+69j067nFF\nNRthsBXDXbUe3fu3ovmJ78Dqb0CqvxXxdhnmooqTCqbuA08iPTwId9U6aPVmJHuPYKD1NQCA3uxC\np/zgSY+j0epRVHMOgNEml4Oxg+jc/XckYgdgtPsx1BdBonM/9JYi+BdcPZP/FAVDb7SgKFS/CcAv\n1c6SK1gwzaH57qLz1wYCTWrnKEQ6jQY3lFUHDx7pi//i61sjhvctD1mK2NWBTpbs0CqYuG9iXkr2\nNEPJjE559bW8OOFx7qqzAa0OvoYLoTc70dO8DT0Hn4LO5IC7ah08deed1C28++BTGBnsgbNsObR6\nMwZjh96+7sBT4z6ORm96q2DSmZwoW/cRxOQHMdD2BhKd+8Yeby2Kas6F1mCZ5rMvXFZ3aJUQwqAo\nCk8tngKhKIraGQrGu+vq7/1Aw7x3q52j0KUVBX88cqj1RclkCF6xqOCmXmhiAx19I9G/u4bCUmHs\nH0eFbTg5gO1/+foNHc0v/1btLLmAa5jmiBDCWOVwrFU7BwFaIXBNaWXgn9ptlr67tkbi7b381kAA\ngLadkc5Q7Xkslqgg6E02uEMNm9XOkStYMM2RxR7v5St8/urJj6S5Umazmz5X2hCad6/cHv39zi61\n85D6BluR0nB/RyogNndotRCi4M4KPRN8Z5gjC4qKznMYpt79luaGRghcHq7wf6THaY1/9bHIQKR7\n/BbGlPdS8SFgKFgQm+0SvclX0VTnCc+/Qu0cuYAF0xwQQogSi2252jloYiVWm/HOssbQ4l/vi0V/\n8yLbBheg6PbDnWX1l/IMSiooBrNduEsaLlA7Ry5gwTQHahzOVUu8Xm6FkuWEELi4pLz44wmvPfmV\nrZHe5s6TWxlT3hqIjCT0Rp5xRYXH5i5ZLYTgWfOTYME0BxYWea4ssdo4H5cjii0Ww6fKG0Kr/tDc\nHf358x2ZzMkdhim/ZEbSGOlxsFqiglRc2VRfVDLvErVzZDsWTHOgwm5foXYGOj1CCGwOlvo+OeJ3\npe96ItKzt519SvJY68tHesPVl7ADPxUkg9khisKNF6mdI9uxYJplRSZTaZ3TtUTtHHRmPGaz/p8r\nGkPr7j/aF/mPZznalKd6DyV6Lc4C61ZJdAyrK3iWEEI7+ZGFiwXTLFvq9b2z0V3EM29y3MZAifdO\nTagIdz0Z6Xo9OqR2Hpo5iqJgqIOnsFJhK65sanCH6i9UO0c2Y8E0yySnayX3jssPLqNJe0dFQ2jT\ngx0D0R89054Z4WhTPojtbUv4Ahs5HUcFzWhxaTxhrmM6FRZMs0gIYQvbbMvUzkEza21xwPNZY6lX\n+7WnIl0vtwyqnYemJ7a7q6so1MAzhKjgWUebWLIumAD/YWbRymL/luXe4oLa9bxQOAxGzUcr60MX\nbu0ZbP3+U22ZEXYgyFXJDh2HgIkA+MqXzHP6q89VO0e2YsE0ixpd7nUmHb+45rNVPn/R560Vxcav\nPxPpfOFQXO08dHr623qHraYF3ICZCIDJVqR1BWrXq50jW7FgmiVCCG3IamV37wJg1RvEP1XUh67Y\nFh9uu+fJ1pEUR5tyRdvOSCxYvd6sdg6ibGF1BReonSFbsWCaJY0u96YVPr+kdg6aO0u9PtcXndUB\n2ze2RTqe2T+gdh6a3GCbhpvtEh3DaC1qZHuB8fGdYpbML/Kc7zGZ+O9bYEw6HW6tlELv2JFKt3/7\niehIkv0us9VQ/6CiGQ5z7ziiYxSF6ivt3oqz1M6RjfiBPktCFkuD2hlIPYuKPM4vemqD7rufj7Y/\nvqdf7Tx0ssj2ls6y+ovZI43oGGaHT+sK1Jyndo5sxIJpFggh9EVGU73aOUhdRq0Wt1TUBW98LYPO\nux+PpgaSakeiYyQi6UGdwaR2DKKsY3OXzFM7QzZiwTQLqh2OtQs8njK1c1B2aHQV2b9YLAX99+yI\ntj20u0ftPASkUyNI97m42S7ROIxWdyP7MZ2M/yCzoN7lXu8zmdnbhd6i12hwU3lN8D37NLrubz4e\nSfax36Waoi+19JTWXc7u3kTjcIekGqsryD1QT8CCaRaUWm1cv0TjqnO6bJ8PSKHw915qbf3baxxt\nUkl/82Cfycb2S0TjsTgDeldQ4r5yJ2DBNMOEEILrl+hUdBoNbiyvDrz/sFHf8/Wt0cFu9rucS0pG\nwVDMbFQ7B1G2EkLA7glzHdMJWDDNMKfBUFHtcNSonYOyX5XDYf18SUOw+sevtrb++ZVutfMUik65\nNe4vOY/TcUSnYLS65wnBneOPxYJphi0s8lxW7XByMSlNiVYIvKO0MvChVou5766tR+MdfYramfJd\n157ubpe/lo35iE7B5a+tNdt9XF5yDBZMM6zK7mjUsXMwnaYym930udKGksaf7W5v/cNLXWrnyWfJ\nDj1foESTsHlKTe6QdKnaObIJ3zhmmNdkZkVOZ0QjBK4IV/g/3O2wDnz1sUh/tDujdqZ803e0O+Ww\nLeVqb6JJCCFg85TOVztHNmHBNIOEEHa/xcL942haSqw242fLGkOLf7WvM/rb7Z1q58knbS+3dhZX\nrGK3SqIpMFmLuPD7GCyYZtCiIs8FC4s8xWrnoNwnhMAlJeXFd8Q9jsGvbI30NXeOqJ0pHyQ7NGlu\ntks0NQ5fZZ3B7KhUO0e24DvHDKp1upbb9Hq1Y1Ae8Vsshk+XN4RW/L65O/rz5zszGc7SnanBnkRG\nN1LBzXaJpshZXGn1hBsvVztHtmDBNIOCFgv7L9GME0Lg/FCp75MjfufIXU9Eeva1p9TOlIui21s6\nww0X2tXOQZQrhEYLiytYpXaObMGCaYYIITRuo5EFE80aj9ms/2RFY2jdn4/2Rf/zuXaONp2eRGsm\nqdMZ1I5BlFOMFneJ2hmyBQumGWLWaiur7E5uuEuzbmOgxPtpBD346pORrtejQ2rnyQUjQ8PIDHhs\naucgyjV6k7VU7QzZggXTDGlwF60ttdm43QLNCbfJpL2jsiF03j/aB6I/fqYtM8LRplOJ7mjpKpUu\nYzsBotNkMNlLhBA8sxQsmGZMicVaadSyeTDNrXX+oOezhlKf9mtPHY293JJUO0+26m8ZGjBZuN6b\n6HTZveUBs6OY7QXAgmnG+MzmsNoZqDA5DEbNRyvrSy7a2pNo/f7TrZmRtNqRsoqSySAVM/MbMtEZ\nsDh8Goe3/Cy1c2QDFkwzxKE3cGEcqWqVz1/0eWu53/C1pyOdLzYn1M6TLTpej/YHyy7gZrtEZ2D0\nTLkA1+eCBdOMsep1HGEi1Vn1BnFbZX3o8mcGUm33PNk6kmK/y669vT0OXwXf64jOkNHi5ucbWDDN\nCCGE02s0hdTOQfSmZV6f6wvO6oDtG9siHc8cGFA7j1oURcFQh16ndg6iXKY32XimHFgwzYhqh6Op\nyuHkGTiUVcw6HW6tlELX7Eim27/9RHQkOax2pDnXe7hryOlaxdcm0TTojZawEKLgz2piwTQDwlZb\nU5GRHQUoOy0u8jq/6KkNuu9+Ltr+xN5+tfPMpY5X22P+iuV8cRJNg91TFtIbrdVq51AbC6YZELJY\nw0IItWMQTcio1eKWirrgDa+mlc67n4imEoWxu0qyXcsGVUTTZHUH9c5A7Tq1c6iNBdMMcBuNPEOO\ncsI8V5Hji8V1weLvvBBte3h3r9p5ZlOiayBtQLVb7RxEuU6j1cPqClSqnUNtLJhmgE2v5xkElDP0\nGg3eXV4bfM9ejbbrm49Hhvrzs99l6/ajneH6zVa1cxDlA5O1qOAXfrNgmiYhhNam0/MMOco5dU6X\n7QsBKRT+3s5o6wOv9aidZ6bF25QhjVavdgyivKA32wt+YIAF0zTZ9fqqCrs9qHYOojOh02hwQ1l1\n8H3NBkPP17dGkj350e9yeDAFJHx2tXMQ5QudwVIqCnyxLgumaapzutaErTaD2jmIpqPa4bR8vqQh\nVPnDXa2tf36lW+080xXd0RIrky7j+iWiGWJzh0oAFPRsCgumaQpZrBUGbrpLeUArBK4tqwp8MGox\n9d21NRLv6FPUznSmBo6k4gYzB5iIZorFFbQ4/TVL1M6hJhZM0+Q0GNgUj/JKud1u/lxpQ6j+P3e3\nR//wUpfaeU5XZiSN4S6LWe0cRPlEb7TCYLIX9MJvFkzTZNHpHGpnIJppGiFwVWmF/8PdDmv8q1sj\n/dGenOln1P5apC9UeTE32yWaQUIIGCwOp9o51MSCaZpMWl1B/wFRfgtbbcY7yxpCi3+5tzP62+2d\naueZip79/T22onBBL04lmg16o62gP+9YME2TQasp6D8gyn9CCFwSLi++I17kGPzK1khfc2xE7UwT\nURQFyQ4jewkQzQKd0VLQMyosmKbJoNEW9B8QFQ6/xWr4dHlDaMXvD3VHf/FCRyaTfbN0PYc6B4u8\nazxq5yDKRzq9qaA/71gwTZNeoynoPyAqLEIInB8q9f3zcLFr5K4nIr0H2ofVznSsjlc7unyli9nm\ng2gWaHWGgv68Y8E0DUIIExd9UyHyms36T1Y0htb88WhP9D+fbc+W0aZkhzZnWyEQZTuNzlDQS1BY\nME2P12MyFfQfEBW2c4Mlvk8j5FHuejLSvTs6pGaWeEf/iEnbwGaVRLNEo9UX9AABC6ZpKLFaS91G\noz2iQowAACAASURBVEntHERqcptM2o9XNIQ2PtDWH/3xM22ZtDqjTa07j3SWSBu52S7RLNEU+Fnh\nLJimwWs0VbsMRrVjEGWFs/0h7536Up/mricjsVeOJuf68ROtIqXR6Ob6YYkKhs5gsQkhLGrnUAsL\npmlwGo0+I7dFIXqL02jU3F7ZELrwkVi89QdPt2VG5ma0aTgxBM1QsKCnC4hmm8lW5ABQsGehsmCa\nBpehsBfAEU1kdXHA8zlzebHh609FYtubE7P9eJEXD3eGpUtds/04RIXMYHaarO5QwW6PwoJpGmy6\nwl4AR3QqNoNB3FZRH7rs6f6htv/3ZOtIavb6XQ4cHUkYTAU7U0A0JwxmB4xWd7XaOdTCgmkazLrC\nXgBHNBXLvMXuLziqA7ZvbIt0bDswMNP3nxlJY6TXzs12iWaZVqeHwezglNx4JEm6V5KkjCRJF09w\n/Qtj1z8+wfU3jV3/bzMRVpKkfxu7v7Nn4v6my6Rll2+iqTDrdLi1Ugpdsz2Zbvv2E9GR5Mz1u2x9\n+UhvuOpS34zdIRFNyGCyF+xAwWSnlDwK4CYAqwD89dgrJEkqAtAEIANgpSRJVlmW4yfcfu3Yz0dm\nIGvWMbBgOkn38DA+f3AvrvAWY1PR8RvGD2Uy+N/OdrzY34uekRHYtFosttlxlc8Pm3ZqZze1pYbw\nv53teD0eRyKThkOrwyKbHVd4i2HXHX8faUXBI90xPN7TjdhwCk6dDmudblzk8UEruDerGhYXeZ0N\nabfzl3c/Fzm01m/3nV1rn+599h6M91aU+Qv2TZxoLumN1oL93JtsSu6xsZ8rx7nuXAACwP8AMADY\nMM4xawEMAnj6DPNlNZ3QcAuGYyQzaXzv6GEkMxmM/mm8LaMo+FbLIfyjqxN2rQ7nuT0IG014vKcb\n/958AIPp9KT3f3QoiX89tB/P9/Wi1mzBJrcHfoMBW3u68G/N+zGQPn6NzK/aIvhdeyvsWi02FXng\n1unxp852/CjSMpNPm06TUavF+yrqQte/klY67348mkqkzvi+FEXBUMzI1yHRHNHqC7dZ8ym/1suy\n3CJJ0kEAK8a5ehOAYQD/CuCasd/fGoUaG4GqB/CILMtn/o6YxYSYdISuYHQOp/C9I4dxeGj89jsv\n9vdh/2ACTXYHbispe+vy+zra8LdYBx7qjuEyb/EpH+N37a1IZjK4raQMTfa3v+Tc39mOP3W248+d\nHbjBHwQA7Esk8ERPN5bZHfjQMY/3H5EjeKavBy8P9GORbdqDGzQN89xFji+knY7ffOeF6J4VXov/\nXOm034i79rUnvMXnFOyaCqK5ptFqC7b54FQ+8B8F8F5JkubLsvzqMZdvAvCcLMuvjhVVm0643Zqx\nn29Nx0mStBHAnRgtwLQAdgH4lizL9534oJIkvQfAxwDUAogC+PZ44SRJ8gP4CoD1AEoAdI095pdk\nWd4/hed3xjQQLJgAPNjViT91tmM4o6DeYsXuxIkzs0BzchAAsMZ5/Jnf611u/C3WgQODpz7zfDCd\nxhvxAVSYzMcVSwBwsceHv8Q68Eq8H8BowfRoTwwATirCri7245m+HjzR08WCKQsYtFq8p7w2KO/p\n7v/1zscj9g+uDBlsU2+e3/lGrKuspDE8ixGJ6FhCU7Ani03liW8d+7n6zQskSaoBUA7g4bGLHgbQ\nIElS6JjbHbd+SZKk940dNx/AbwH8EP+fvfsOb+o8+wf+1dGwLFvykDzkbWM4mGmw2SMEyCKzWU2a\n9WY1O23S/t4379uVNKNNmrYJWU2bkGY1CRBCQtiEGXaYZvgA3ra2ZO2tc35/yCaAbbCx5KPxfK6L\nC+xzdM4tbEu3n+d+7gfIBbCEpun/PfOGNE0/B2ARgAwA7wHYB+DvAO495zwpgNUA7gKwF8DfAHwP\n4HYAO2iajuq+UgIBSNdKABs6zVCJJXimtBzTM3pvhZPRVV9kDpxd7NvZ9bG8HzVMt+Tm4/LsnoMJ\nAgCUQADfGRvAMm4X5EIhCs/ZuSZTJEaeRIIT7qi3BiIGgM7Ikv8+ny4oeOOATr/6mLW/j/MZxaQY\njSCGkAACkjCdR291TN2jSRvO+fvMUaaZAKwAfqBpugjAmwCOARjFMMzDDMP8GuHkaQeA52maHg0A\nNE0PB/B/AA4BqGYY5hcMw/wUwLUA8gCcuRv5fADVAF5kGOZ2hmF+03XuMwBUAG7rx/O7aBQE4mhe\nP17ck1+I58qGYViqDFwfe8VPVWRCIRThG5MBh50O+FgWzV4PPtJpIBIIMDcr+7z3SBUKcXm2ClMU\nPROyo24n/CyLwq5tagIsC2swiBxJ76UtKrEEbjbUo+aJ4JeIonBH6bD8+1vEEusrm7Ve6/mTWofe\nFpCljDn/Nw5BEJElECTtQMEFEyaGYTQATgKYfsa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EBfd/i6TBFn33ZVRljuTVkqD6dx+8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\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x1150e09b0>"
+       ]
+      }
+     ],
+     "prompt_number": 65
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    }
+   ],
+   "metadata": {}
+  }
+ ]
+}
\ No newline at end of file