From 3aef75779e17182e6fab3c7d152cc1def8b4fd27 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Sat, 24 Sep 2022 18:12:24 -0500
Subject: [PATCH 1/8] Initial commit

---
 ConsumerComplaints.ipynb | 592 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 592 insertions(+)
 create mode 100644 ConsumerComplaints.ipynb

diff --git a/ConsumerComplaints.ipynb b/ConsumerComplaints.ipynb
new file mode 100644
index 0000000..ae9fc00
--- /dev/null
+++ b/ConsumerComplaints.ipynb
@@ -0,0 +1,592 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "authorship_tag": "ABX9TyNhQJAPMEVKUMPHEs8tCjqs",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/zhueric2004/quant-assessment/blob/main/ConsumerComplaints.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "aJ0RlGT3PzHp",
+        "outputId": "7b60b81b-48e5-4720-a051-2f16e4824f12"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Mounted at /content/drive\n"
+          ]
+        }
+      ],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "from google.colab import drive"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "drive.mount('/content/drive')\n",
+        "data = pd.read_csv(\"/content/drive/MyDrive/Quant/consumer_complaints.csv\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Cuy6rIxOQaGC",
+        "outputId": "9b52920b-17df-4bc3-ff9f-e5ee69cad13c"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py:3326: DtypeWarning: Columns (5,11) have mixed types.Specify dtype option on import or set low_memory=False.\n",
+            "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 835
+        },
+        "id": "ceeX110XQpGZ",
+        "outputId": "09609464-5005-4e3d-901e-ebf5f99e15f3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       date_received           product                  sub_product  \\\n",
+              "0         08/30/2013          Mortgage               Other mortgage   \n",
+              "1         08/30/2013          Mortgage               Other mortgage   \n",
+              "2         08/30/2013  Credit reporting                          NaN   \n",
+              "3         08/30/2013      Student loan     Non-federal student loan   \n",
+              "4         08/30/2013   Debt collection                  Credit card   \n",
+              "...              ...               ...                          ...   \n",
+              "555952    07/01/2014          Mortgage               Other mortgage   \n",
+              "555953    07/01/2014          Mortgage               Other mortgage   \n",
+              "555954    07/10/2012          Mortgage  Conventional fixed mortgage   \n",
+              "555955    04/14/2015   Debt collection                I do not know   \n",
+              "555956    08/14/2014   Debt collection                I do not know   \n",
+              "\n",
+              "                                           issue  \\\n",
+              "0       Loan modification,collection,foreclosure   \n",
+              "1       Loan servicing, payments, escrow account   \n",
+              "2         Incorrect information on credit report   \n",
+              "3                             Repaying your loan   \n",
+              "4             False statements or representation   \n",
+              "...                                          ...   \n",
+              "555952  Loan modification,collection,foreclosure   \n",
+              "555953  Loan servicing, payments, escrow account   \n",
+              "555954  Loan modification,collection,foreclosure   \n",
+              "555955                     Communication tactics   \n",
+              "555956     Cont'd attempts collect debt not owed   \n",
+              "\n",
+              "                                sub_issue consumer_complaint_narrative  \\\n",
+              "0                                     NaN                          NaN   \n",
+              "1                                     NaN                          NaN   \n",
+              "2                          Account status                          NaN   \n",
+              "3                      Repaying your loan                          NaN   \n",
+              "4       Attempted to collect wrong amount                          NaN   \n",
+              "...                                   ...                          ...   \n",
+              "555952                                NaN                          NaN   \n",
+              "555953                                NaN                          NaN   \n",
+              "555954                                NaN                          NaN   \n",
+              "555955         Frequent or repeated calls                          NaN   \n",
+              "555956                   Debt is not mine                          NaN   \n",
+              "\n",
+              "       company_public_response                          company state zipcode  \\\n",
+              "0                          NaN                     U.S. Bancorp    CA   95993   \n",
+              "1                          NaN            Wells Fargo & Company    CA   91104   \n",
+              "2                          NaN            Wells Fargo & Company    NY   11764   \n",
+              "3                          NaN          Navient Solutions, Inc.    MD   21402   \n",
+              "4                          NaN  Resurgent Capital Services L.P.    GA   30106   \n",
+              "...                        ...                              ...   ...     ...   \n",
+              "555952                     NaN                  Bank of America   NaN     NaN   \n",
+              "555953                     NaN     Residential Credit Solutions   NaN     NaN   \n",
+              "555954                     NaN                   BB&T Financial   NaN     NaN   \n",
+              "555955                     NaN            Global Recovery Group   NaN     NaN   \n",
+              "555956                     NaN     CCS Financial Services, Inc.   NaN     NaN   \n",
+              "\n",
+              "                                 tags consumer_consent_provided submitted_via  \\\n",
+              "0                                 NaN                       NaN      Referral   \n",
+              "1                                 NaN                       NaN      Referral   \n",
+              "2                                 NaN                       NaN   Postal mail   \n",
+              "3                                 NaN                       NaN         Email   \n",
+              "4                                 NaN                       NaN           Web   \n",
+              "...                               ...                       ...           ...   \n",
+              "555952                            NaN                       NaN      Referral   \n",
+              "555953  Older American, Servicemember                       NaN      Referral   \n",
+              "555954                            NaN                       NaN         Phone   \n",
+              "555955                            NaN                       NaN         Phone   \n",
+              "555956                            NaN                       NaN         Phone   \n",
+              "\n",
+              "       date_sent_to_company company_response_to_consumer timely_response  \\\n",
+              "0                09/03/2013      Closed with explanation             Yes   \n",
+              "1                09/03/2013      Closed with explanation             Yes   \n",
+              "2                09/18/2013      Closed with explanation             Yes   \n",
+              "3                08/30/2013      Closed with explanation             Yes   \n",
+              "4                08/30/2013      Closed with explanation             Yes   \n",
+              "...                     ...                          ...             ...   \n",
+              "555952           07/07/2014      Closed with explanation             Yes   \n",
+              "555953           07/23/2014      Closed with explanation              No   \n",
+              "555954           11/18/2013      Closed with explanation             Yes   \n",
+              "555955           04/14/2015            Untimely response              No   \n",
+              "555956           08/18/2014      Closed with explanation             Yes   \n",
+              "\n",
+              "       consumer_disputed?  complaint_id  \n",
+              "0                     Yes        511074  \n",
+              "1                     Yes        511080  \n",
+              "2                      No        510473  \n",
+              "3                     Yes        510326  \n",
+              "4                     Yes        511067  \n",
+              "...                   ...           ...  \n",
+              "555952                 No        919529  \n",
+              "555953                 No        918447  \n",
+              "555954                 No        114550  \n",
+              "555955                 No       1329963  \n",
+              "555956                 No        984116  \n",
+              "\n",
+              "[555957 rows x 18 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>date_received</th>\n",
+              "      <th>product</th>\n",
+              "      <th>sub_product</th>\n",
+              "      <th>issue</th>\n",
+              "      <th>sub_issue</th>\n",
+              "      <th>consumer_complaint_narrative</th>\n",
+              "      <th>company_public_response</th>\n",
+              "      <th>company</th>\n",
+              "      <th>state</th>\n",
+              "      <th>zipcode</th>\n",
+              "      <th>tags</th>\n",
+              "      <th>consumer_consent_provided</th>\n",
+              "      <th>submitted_via</th>\n",
+              "      <th>date_sent_to_company</th>\n",
+              "      <th>company_response_to_consumer</th>\n",
+              "      <th>timely_response</th>\n",
+              "      <th>consumer_disputed?</th>\n",
+              "      <th>complaint_id</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan modification,collection,foreclosure</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>U.S. Bancorp</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>95993</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>09/03/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511074</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan servicing, payments, escrow account</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Wells Fargo &amp; Company</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>91104</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>09/03/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511080</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Credit reporting</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Incorrect information on credit report</td>\n",
+              "      <td>Account status</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Wells Fargo &amp; Company</td>\n",
+              "      <td>NY</td>\n",
+              "      <td>11764</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Postal mail</td>\n",
+              "      <td>09/18/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "      <td>510473</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Student loan</td>\n",
+              "      <td>Non-federal student loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Navient Solutions, Inc.</td>\n",
+              "      <td>MD</td>\n",
+              "      <td>21402</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Email</td>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>510326</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Debt collection</td>\n",
+              "      <td>Credit card</td>\n",
+              "      <td>False statements or representation</td>\n",
+              "      <td>Attempted to collect wrong amount</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Resurgent Capital Services L.P.</td>\n",
+              "      <td>GA</td>\n",
+              "      <td>30106</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Web</td>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511067</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>555952</th>\n",
+              "      <td>07/01/2014</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan modification,collection,foreclosure</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Bank of America</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>07/07/2014</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "      <td>919529</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>555953</th>\n",
+              "      <td>07/01/2014</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan servicing, payments, escrow account</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Residential Credit Solutions</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Older American, Servicemember</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>07/23/2014</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>No</td>\n",
+              "      <td>No</td>\n",
+              "      <td>918447</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>555954</th>\n",
+              "      <td>07/10/2012</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Conventional fixed mortgage</td>\n",
+              "      <td>Loan modification,collection,foreclosure</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>BB&amp;T Financial</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Phone</td>\n",
+              "      <td>11/18/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "      <td>114550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>555955</th>\n",
+              "      <td>04/14/2015</td>\n",
+              "      <td>Debt collection</td>\n",
+              "      <td>I do not know</td>\n",
+              "      <td>Communication tactics</td>\n",
+              "      <td>Frequent or repeated calls</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Global Recovery Group</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Phone</td>\n",
+              "      <td>04/14/2015</td>\n",
+              "      <td>Untimely response</td>\n",
+              "      <td>No</td>\n",
+              "      <td>No</td>\n",
+              "      <td>1329963</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>555956</th>\n",
+              "      <td>08/14/2014</td>\n",
+              "      <td>Debt collection</td>\n",
+              "      <td>I do not know</td>\n",
+              "      <td>Cont'd attempts collect debt not owed</td>\n",
+              "      <td>Debt is not mine</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>CCS Financial Services, Inc.</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Phone</td>\n",
+              "      <td>08/18/2014</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "      <td>984116</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>555957 rows × 18 columns</p>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(data[\"timely_response\"].unique())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "P5RWlA74Q2pk",
+        "outputId": "98431368-b862-431c-d52a-a14615a3ac2e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "['Yes' 'No']\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "V_YuQhndQ5LD"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file

From 397330eaa7b01de1b19623122f66b674c3ea7750 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Sat, 24 Sep 2022 22:52:29 -0500
Subject: [PATCH 2/8] Added map of complaints per state using GeoPandas

---
 ConsumerComplaints.ipynb | 599 +++++++--------------------------------
 1 file changed, 108 insertions(+), 491 deletions(-)

diff --git a/ConsumerComplaints.ipynb b/ConsumerComplaints.ipynb
index ae9fc00..ec45e16 100644
--- a/ConsumerComplaints.ipynb
+++ b/ConsumerComplaints.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyNhQJAPMEVKUMPHEs8tCjqs",
+      "authorship_tag": "ABX9TyOS8pPBsABTS4ygGV3Q904y",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -28,29 +28,82 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "source": [
+        "pip install geopandas"
+      ],
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "id": "aJ0RlGT3PzHp",
-        "outputId": "7b60b81b-48e5-4720-a051-2f16e4824f12"
+        "id": "JdNFq54yzq52",
+        "outputId": "d5742dff-d95f-4839-f85e-714b88091508"
       },
+      "execution_count": 8,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
-            "Mounted at /content/drive\n"
+            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
+            "Requirement already satisfied: geopandas in /usr/local/lib/python3.7/dist-packages (0.10.2)\n",
+            "Requirement already satisfied: pyproj>=2.2.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (3.2.1)\n",
+            "Requirement already satisfied: fiona>=1.8 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.21)\n",
+            "Requirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
+            "Requirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
+            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
+            "Requirement already satisfied: munch in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2.5.0)\n",
+            "Requirement already satisfied: cligj>=0.5 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (0.7.2)\n",
+            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
+            "Requirement already satisfied: click-plugins>=1.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.1.1)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
+            "Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
+            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.6.15)\n",
+            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
+            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.2.1)\n",
+            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n"
           ]
         }
-      ],
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "metadata": {
+        "id": "aJ0RlGT3PzHp"
+      },
+      "outputs": [],
       "source": [
         "import pandas as pd\n",
         "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "import geopandas as gpd\n",
         "from google.colab import drive"
       ]
     },
+    {
+      "cell_type": "code",
+      "source": [
+        "def frequencyToDataframe(df, column):\n",
+        "  return df[column].value_counts().to_frame()"
+      ],
+      "metadata": {
+        "id": "4IOyRJc-tqmA"
+      },
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def merge(shapefile, dataset, column):\n",
+        "  return shapefile.merge(dataset, on=column)"
+      ],
+      "metadata": {
+        "id": "2oRbrqykuBrz"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
     {
       "cell_type": "code",
       "source": [
@@ -62,9 +115,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "Cuy6rIxOQaGC",
-        "outputId": "9b52920b-17df-4bc3-ff9f-e5ee69cad13c"
+        "outputId": "c6fa1ba7-3574-4e14-dc2d-e78bc7fc53a9"
       },
-      "execution_count": null,
+      "execution_count": 10,
       "outputs": [
         {
           "output_type": "stream",
@@ -86,507 +139,71 @@
     {
       "cell_type": "code",
       "source": [
-        "data"
+        "states = gpd.read_file(\"/content/drive/MyDrive/Quant/tl_2021_us_state/tl_2021_us_state.shp\") \n",
+        "zipCodes = gpd.read_file(\"/content/drive/MyDrive/Quant/tl_2019_us_zcta510/tl_2019_us_zcta510.shp\") "
+      ],
+      "metadata": {
+        "id": "HZxBNVqzzxvi"
+      },
+      "execution_count": 11,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data.drop(['consumer_complaint_narrative','company_public_response','consumer_consent_provided','complaint_id'], axis = 1, inplace = True)"
+      ],
+      "metadata": {
+        "id": "P5RWlA74Q2pk"
+      },
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateFreq = frequencyToDataframe(data, 'state')\n",
+        "stateFreq.index.names = ['STUSPS']\n",
+        "stateMap = merge(states, stateFreq, 'STUSPS')\n",
+        "stateMap = stateMap.drop([34,35,36,41])\n",
+        "fig, ax = plt.subplots(figsize=(25, 20))\n",
+        "stateMap.plot(column='state', legend = True, ax = ax);\n",
+        "ax.set_xlim(-180, -50)\n",
+        "ax.set_ylim(10, 80)"
       ],
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 835
+          "height": 1000
         },
-        "id": "ceeX110XQpGZ",
-        "outputId": "09609464-5005-4e3d-901e-ebf5f99e15f3"
+        "id": "ceMhg4pjzeWC",
+        "outputId": "b618d1d8-d5ec-4756-c8fb-ecd67b5de111"
       },
-      "execution_count": null,
+      "execution_count": 47,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "       date_received           product                  sub_product  \\\n",
-              "0         08/30/2013          Mortgage               Other mortgage   \n",
-              "1         08/30/2013          Mortgage               Other mortgage   \n",
-              "2         08/30/2013  Credit reporting                          NaN   \n",
-              "3         08/30/2013      Student loan     Non-federal student loan   \n",
-              "4         08/30/2013   Debt collection                  Credit card   \n",
-              "...              ...               ...                          ...   \n",
-              "555952    07/01/2014          Mortgage               Other mortgage   \n",
-              "555953    07/01/2014          Mortgage               Other mortgage   \n",
-              "555954    07/10/2012          Mortgage  Conventional fixed mortgage   \n",
-              "555955    04/14/2015   Debt collection                I do not know   \n",
-              "555956    08/14/2014   Debt collection                I do not know   \n",
-              "\n",
-              "                                           issue  \\\n",
-              "0       Loan modification,collection,foreclosure   \n",
-              "1       Loan servicing, payments, escrow account   \n",
-              "2         Incorrect information on credit report   \n",
-              "3                             Repaying your loan   \n",
-              "4             False statements or representation   \n",
-              "...                                          ...   \n",
-              "555952  Loan modification,collection,foreclosure   \n",
-              "555953  Loan servicing, payments, escrow account   \n",
-              "555954  Loan modification,collection,foreclosure   \n",
-              "555955                     Communication tactics   \n",
-              "555956     Cont'd attempts collect debt not owed   \n",
-              "\n",
-              "                                sub_issue consumer_complaint_narrative  \\\n",
-              "0                                     NaN                          NaN   \n",
-              "1                                     NaN                          NaN   \n",
-              "2                          Account status                          NaN   \n",
-              "3                      Repaying your loan                          NaN   \n",
-              "4       Attempted to collect wrong amount                          NaN   \n",
-              "...                                   ...                          ...   \n",
-              "555952                                NaN                          NaN   \n",
-              "555953                                NaN                          NaN   \n",
-              "555954                                NaN                          NaN   \n",
-              "555955         Frequent or repeated calls                          NaN   \n",
-              "555956                   Debt is not mine                          NaN   \n",
-              "\n",
-              "       company_public_response                          company state zipcode  \\\n",
-              "0                          NaN                     U.S. Bancorp    CA   95993   \n",
-              "1                          NaN            Wells Fargo & Company    CA   91104   \n",
-              "2                          NaN            Wells Fargo & Company    NY   11764   \n",
-              "3                          NaN          Navient Solutions, Inc.    MD   21402   \n",
-              "4                          NaN  Resurgent Capital Services L.P.    GA   30106   \n",
-              "...                        ...                              ...   ...     ...   \n",
-              "555952                     NaN                  Bank of America   NaN     NaN   \n",
-              "555953                     NaN     Residential Credit Solutions   NaN     NaN   \n",
-              "555954                     NaN                   BB&T Financial   NaN     NaN   \n",
-              "555955                     NaN            Global Recovery Group   NaN     NaN   \n",
-              "555956                     NaN     CCS Financial Services, Inc.   NaN     NaN   \n",
-              "\n",
-              "                                 tags consumer_consent_provided submitted_via  \\\n",
-              "0                                 NaN                       NaN      Referral   \n",
-              "1                                 NaN                       NaN      Referral   \n",
-              "2                                 NaN                       NaN   Postal mail   \n",
-              "3                                 NaN                       NaN         Email   \n",
-              "4                                 NaN                       NaN           Web   \n",
-              "...                               ...                       ...           ...   \n",
-              "555952                            NaN                       NaN      Referral   \n",
-              "555953  Older American, Servicemember                       NaN      Referral   \n",
-              "555954                            NaN                       NaN         Phone   \n",
-              "555955                            NaN                       NaN         Phone   \n",
-              "555956                            NaN                       NaN         Phone   \n",
-              "\n",
-              "       date_sent_to_company company_response_to_consumer timely_response  \\\n",
-              "0                09/03/2013      Closed with explanation             Yes   \n",
-              "1                09/03/2013      Closed with explanation             Yes   \n",
-              "2                09/18/2013      Closed with explanation             Yes   \n",
-              "3                08/30/2013      Closed with explanation             Yes   \n",
-              "4                08/30/2013      Closed with explanation             Yes   \n",
-              "...                     ...                          ...             ...   \n",
-              "555952           07/07/2014      Closed with explanation             Yes   \n",
-              "555953           07/23/2014      Closed with explanation              No   \n",
-              "555954           11/18/2013      Closed with explanation             Yes   \n",
-              "555955           04/14/2015            Untimely response              No   \n",
-              "555956           08/18/2014      Closed with explanation             Yes   \n",
-              "\n",
-              "       consumer_disputed?  complaint_id  \n",
-              "0                     Yes        511074  \n",
-              "1                     Yes        511080  \n",
-              "2                      No        510473  \n",
-              "3                     Yes        510326  \n",
-              "4                     Yes        511067  \n",
-              "...                   ...           ...  \n",
-              "555952                 No        919529  \n",
-              "555953                 No        918447  \n",
-              "555954                 No        114550  \n",
-              "555955                 No       1329963  \n",
-              "555956                 No        984116  \n",
-              "\n",
-              "[555957 rows x 18 columns]"
-            ],
-            "text/html": [
-              "\n",
-              "  <div id=\"df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1\">\n",
-              "    <div class=\"colab-df-container\">\n",
-              "      <div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>date_received</th>\n",
-              "      <th>product</th>\n",
-              "      <th>sub_product</th>\n",
-              "      <th>issue</th>\n",
-              "      <th>sub_issue</th>\n",
-              "      <th>consumer_complaint_narrative</th>\n",
-              "      <th>company_public_response</th>\n",
-              "      <th>company</th>\n",
-              "      <th>state</th>\n",
-              "      <th>zipcode</th>\n",
-              "      <th>tags</th>\n",
-              "      <th>consumer_consent_provided</th>\n",
-              "      <th>submitted_via</th>\n",
-              "      <th>date_sent_to_company</th>\n",
-              "      <th>company_response_to_consumer</th>\n",
-              "      <th>timely_response</th>\n",
-              "      <th>consumer_disputed?</th>\n",
-              "      <th>complaint_id</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Mortgage</td>\n",
-              "      <td>Other mortgage</td>\n",
-              "      <td>Loan modification,collection,foreclosure</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>U.S. Bancorp</td>\n",
-              "      <td>CA</td>\n",
-              "      <td>95993</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Referral</td>\n",
-              "      <td>09/03/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>511074</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Mortgage</td>\n",
-              "      <td>Other mortgage</td>\n",
-              "      <td>Loan servicing, payments, escrow account</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Wells Fargo &amp; Company</td>\n",
-              "      <td>CA</td>\n",
-              "      <td>91104</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Referral</td>\n",
-              "      <td>09/03/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>511080</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Credit reporting</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Incorrect information on credit report</td>\n",
-              "      <td>Account status</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Wells Fargo &amp; Company</td>\n",
-              "      <td>NY</td>\n",
-              "      <td>11764</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Postal mail</td>\n",
-              "      <td>09/18/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>No</td>\n",
-              "      <td>510473</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Student loan</td>\n",
-              "      <td>Non-federal student loan</td>\n",
-              "      <td>Repaying your loan</td>\n",
-              "      <td>Repaying your loan</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Navient Solutions, Inc.</td>\n",
-              "      <td>MD</td>\n",
-              "      <td>21402</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Email</td>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>510326</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Debt collection</td>\n",
-              "      <td>Credit card</td>\n",
-              "      <td>False statements or representation</td>\n",
-              "      <td>Attempted to collect wrong amount</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Resurgent Capital Services L.P.</td>\n",
-              "      <td>GA</td>\n",
-              "      <td>30106</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Web</td>\n",
-              "      <td>08/30/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>511067</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>...</th>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>555952</th>\n",
-              "      <td>07/01/2014</td>\n",
-              "      <td>Mortgage</td>\n",
-              "      <td>Other mortgage</td>\n",
-              "      <td>Loan modification,collection,foreclosure</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Bank of America</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Referral</td>\n",
-              "      <td>07/07/2014</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>No</td>\n",
-              "      <td>919529</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>555953</th>\n",
-              "      <td>07/01/2014</td>\n",
-              "      <td>Mortgage</td>\n",
-              "      <td>Other mortgage</td>\n",
-              "      <td>Loan servicing, payments, escrow account</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Residential Credit Solutions</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Older American, Servicemember</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Referral</td>\n",
-              "      <td>07/23/2014</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>No</td>\n",
-              "      <td>No</td>\n",
-              "      <td>918447</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>555954</th>\n",
-              "      <td>07/10/2012</td>\n",
-              "      <td>Mortgage</td>\n",
-              "      <td>Conventional fixed mortgage</td>\n",
-              "      <td>Loan modification,collection,foreclosure</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>BB&amp;T Financial</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Phone</td>\n",
-              "      <td>11/18/2013</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>No</td>\n",
-              "      <td>114550</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>555955</th>\n",
-              "      <td>04/14/2015</td>\n",
-              "      <td>Debt collection</td>\n",
-              "      <td>I do not know</td>\n",
-              "      <td>Communication tactics</td>\n",
-              "      <td>Frequent or repeated calls</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Global Recovery Group</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Phone</td>\n",
-              "      <td>04/14/2015</td>\n",
-              "      <td>Untimely response</td>\n",
-              "      <td>No</td>\n",
-              "      <td>No</td>\n",
-              "      <td>1329963</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>555956</th>\n",
-              "      <td>08/14/2014</td>\n",
-              "      <td>Debt collection</td>\n",
-              "      <td>I do not know</td>\n",
-              "      <td>Cont'd attempts collect debt not owed</td>\n",
-              "      <td>Debt is not mine</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>CCS Financial Services, Inc.</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>NaN</td>\n",
-              "      <td>Phone</td>\n",
-              "      <td>08/18/2014</td>\n",
-              "      <td>Closed with explanation</td>\n",
-              "      <td>Yes</td>\n",
-              "      <td>No</td>\n",
-              "      <td>984116</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "<p>555957 rows × 18 columns</p>\n",
-              "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1')\"\n",
-              "              title=\"Convert this dataframe to an interactive table.\"\n",
-              "              style=\"display:none;\">\n",
-              "        \n",
-              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
-              "       width=\"24px\">\n",
-              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
-              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
-              "  </svg>\n",
-              "      </button>\n",
-              "      \n",
-              "  <style>\n",
-              "    .colab-df-container {\n",
-              "      display:flex;\n",
-              "      flex-wrap:wrap;\n",
-              "      gap: 12px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert {\n",
-              "      background-color: #E8F0FE;\n",
-              "      border: none;\n",
-              "      border-radius: 50%;\n",
-              "      cursor: pointer;\n",
-              "      display: none;\n",
-              "      fill: #1967D2;\n",
-              "      height: 32px;\n",
-              "      padding: 0 0 0 0;\n",
-              "      width: 32px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert:hover {\n",
-              "      background-color: #E2EBFA;\n",
-              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
-              "      fill: #174EA6;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert {\n",
-              "      background-color: #3B4455;\n",
-              "      fill: #D2E3FC;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert:hover {\n",
-              "      background-color: #434B5C;\n",
-              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
-              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
-              "      fill: #FFFFFF;\n",
-              "    }\n",
-              "  </style>\n",
-              "\n",
-              "      <script>\n",
-              "        const buttonEl =\n",
-              "          document.querySelector('#df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1 button.colab-df-convert');\n",
-              "        buttonEl.style.display =\n",
-              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
-              "\n",
-              "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-09adbf16-e7dc-495e-bf8a-fcc1d70e01d1');\n",
-              "          const dataTable =\n",
-              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
-              "                                                     [key], {});\n",
-              "          if (!dataTable) return;\n",
-              "\n",
-              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
-              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
-              "            + ' to learn more about interactive tables.';\n",
-              "          element.innerHTML = '';\n",
-              "          dataTable['output_type'] = 'display_data';\n",
-              "          await google.colab.output.renderOutput(dataTable, element);\n",
-              "          const docLink = document.createElement('div');\n",
-              "          docLink.innerHTML = docLinkHtml;\n",
-              "          element.appendChild(docLink);\n",
-              "        }\n",
-              "      </script>\n",
-              "    </div>\n",
-              "  </div>\n",
-              "  "
+              "(10.0, 80.0)"
             ]
           },
           "metadata": {},
-          "execution_count": 4
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "source": [
-        "print(data[\"timely_response\"].unique())"
-      ],
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
+          "execution_count": 47
         },
-        "id": "P5RWlA74Q2pk",
-        "outputId": "98431368-b862-431c-d52a-a14615a3ac2e"
-      },
-      "execution_count": null,
-      "outputs": [
         {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "['Yes' 'No']\n"
-          ]
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x1440 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
         }
       ]
-    },
-    {
-      "cell_type": "code",
-      "source": [],
-      "metadata": {
-        "id": "V_YuQhndQ5LD"
-      },
-      "execution_count": null,
-      "outputs": []
     }
   ]
 }
\ No newline at end of file

From 5b2c55951b0b2adb3c04ac4d03b68c8d45558b3d Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 01:16:50 -0500
Subject: [PATCH 3/8] Moved choropleth map creation to a function

---
 ConsumerComplaints.ipynb | 1439 ++++++++++++++++++++++++++++++++++++--
 1 file changed, 1371 insertions(+), 68 deletions(-)

diff --git a/ConsumerComplaints.ipynb b/ConsumerComplaints.ipynb
index ec45e16..392ba88 100644
--- a/ConsumerComplaints.ipynb
+++ b/ConsumerComplaints.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyOS8pPBsABTS4ygGV3Q904y",
+      "authorship_tag": "ABX9TyNL4tzHf0ImwvK9lTrJoNdY",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -26,6 +26,17 @@
         "<a href=\"https://colab.research.google.com/github/zhueric2004/quant-assessment/blob/main/ConsumerComplaints.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Consumer Complaints Data Analysis\n",
+        "\n",
+        "Import needed libraries\n"
+      ],
+      "metadata": {
+        "id": "T0LoMEgre2xa"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -36,114 +47,883 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "JdNFq54yzq52",
-        "outputId": "d5742dff-d95f-4839-f85e-714b88091508"
+        "outputId": "3b77e6a0-3dd9-4946-f1b9-2f55f7459ec5"
       },
-      "execution_count": 8,
+      "execution_count": 1,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
-            "Requirement already satisfied: geopandas in /usr/local/lib/python3.7/dist-packages (0.10.2)\n",
-            "Requirement already satisfied: pyproj>=2.2.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (3.2.1)\n",
-            "Requirement already satisfied: fiona>=1.8 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.21)\n",
-            "Requirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
-            "Requirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
-            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
-            "Requirement already satisfied: munch in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2.5.0)\n",
-            "Requirement already satisfied: cligj>=0.5 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (0.7.2)\n",
-            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
-            "Requirement already satisfied: click-plugins>=1.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.1.1)\n",
-            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
+            "Collecting geopandas\n",
+            "  Downloading geopandas-0.10.2-py2.py3-none-any.whl (1.0 MB)\n",
+            "\u001b[K     |████████████████████████████████| 1.0 MB 13.8 MB/s \n",
+            "\u001b[?25hRequirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
+            "Collecting fiona>=1.8\n",
+            "  Downloading Fiona-1.8.21-cp37-cp37m-manylinux2014_x86_64.whl (16.7 MB)\n",
+            "\u001b[K     |████████████████████████████████| 16.7 MB 46.1 MB/s \n",
+            "\u001b[?25hRequirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
+            "Collecting pyproj>=2.2.0\n",
+            "  Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
+            "\u001b[K     |████████████████████████████████| 6.3 MB 53.0 MB/s \n",
+            "\u001b[?25hRequirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
+            "Collecting cligj>=0.5\n",
+            "  Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
+            "Collecting click-plugins>=1.0\n",
+            "  Downloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
             "Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
             "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.6.15)\n",
+            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
+            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
+            "Collecting munch\n",
+            "  Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)\n",
+            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
             "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
             "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.2.1)\n",
-            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n"
+            "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
+            "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.21 geopandas-0.10.2 munch-2.5.0 pyproj-3.2.1\n"
           ]
         }
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 42,
+      "execution_count": 2,
       "metadata": {
-        "id": "aJ0RlGT3PzHp"
+        "id": "aJ0RlGT3PzHp",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "42e4ce7c-75e1-4c34-9e07-b9c284ef98ce"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Mounted at /content/drive\n"
+          ]
+        }
+      ],
       "source": [
         "import pandas as pd\n",
         "import numpy as np\n",
         "import matplotlib.pyplot as plt\n",
         "import geopandas as gpd\n",
-        "from google.colab import drive"
+        "from geopandas import GeoDataFrame\n",
+        "from google.colab import drive\n",
+        "drive.mount('/content/drive')"
       ]
     },
     {
       "cell_type": "code",
       "source": [
-        "def frequencyToDataframe(df, column):\n",
-        "  return df[column].value_counts().to_frame()"
+        "data = pd.read_csv(\"/content/drive/MyDrive/Quant/consumer_complaints.csv\")\n",
+        "populations = pd.read_csv(\"/content/drive/MyDrive/Quant/Populations.csv\")\n",
+        "stateMap = gpd.read_file(\"/content/drive/MyDrive/Quant/tl_2021_us_state/tl_2021_us_state.shp\")  \n",
+        "data.head()"
       ],
       "metadata": {
-        "id": "4IOyRJc-tqmA"
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 479
+        },
+        "id": "Cuy6rIxOQaGC",
+        "outputId": "97199734-98fe-4318-8be2-19ffed85470d"
       },
-      "execution_count": 14,
-      "outputs": []
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py:3326: DtypeWarning: Columns (5,11) have mixed types.Specify dtype option on import or set low_memory=False.\n",
+            "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  date_received           product               sub_product  \\\n",
+              "0    08/30/2013          Mortgage            Other mortgage   \n",
+              "1    08/30/2013          Mortgage            Other mortgage   \n",
+              "2    08/30/2013  Credit reporting                       NaN   \n",
+              "3    08/30/2013      Student loan  Non-federal student loan   \n",
+              "4    08/30/2013   Debt collection               Credit card   \n",
+              "\n",
+              "                                      issue  \\\n",
+              "0  Loan modification,collection,foreclosure   \n",
+              "1  Loan servicing, payments, escrow account   \n",
+              "2    Incorrect information on credit report   \n",
+              "3                        Repaying your loan   \n",
+              "4        False statements or representation   \n",
+              "\n",
+              "                           sub_issue consumer_complaint_narrative  \\\n",
+              "0                                NaN                          NaN   \n",
+              "1                                NaN                          NaN   \n",
+              "2                     Account status                          NaN   \n",
+              "3                 Repaying your loan                          NaN   \n",
+              "4  Attempted to collect wrong amount                          NaN   \n",
+              "\n",
+              "  company_public_response                          company state zipcode tags  \\\n",
+              "0                     NaN                     U.S. Bancorp    CA   95993  NaN   \n",
+              "1                     NaN            Wells Fargo & Company    CA   91104  NaN   \n",
+              "2                     NaN            Wells Fargo & Company    NY   11764  NaN   \n",
+              "3                     NaN          Navient Solutions, Inc.    MD   21402  NaN   \n",
+              "4                     NaN  Resurgent Capital Services L.P.    GA   30106  NaN   \n",
+              "\n",
+              "  consumer_consent_provided submitted_via date_sent_to_company  \\\n",
+              "0                       NaN      Referral           09/03/2013   \n",
+              "1                       NaN      Referral           09/03/2013   \n",
+              "2                       NaN   Postal mail           09/18/2013   \n",
+              "3                       NaN         Email           08/30/2013   \n",
+              "4                       NaN           Web           08/30/2013   \n",
+              "\n",
+              "  company_response_to_consumer timely_response consumer_disputed?  \\\n",
+              "0      Closed with explanation             Yes                Yes   \n",
+              "1      Closed with explanation             Yes                Yes   \n",
+              "2      Closed with explanation             Yes                 No   \n",
+              "3      Closed with explanation             Yes                Yes   \n",
+              "4      Closed with explanation             Yes                Yes   \n",
+              "\n",
+              "   complaint_id  \n",
+              "0        511074  \n",
+              "1        511080  \n",
+              "2        510473  \n",
+              "3        510326  \n",
+              "4        511067  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-bdf3582d-a33d-4761-98cb-479a2c6bda8d\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>date_received</th>\n",
+              "      <th>product</th>\n",
+              "      <th>sub_product</th>\n",
+              "      <th>issue</th>\n",
+              "      <th>sub_issue</th>\n",
+              "      <th>consumer_complaint_narrative</th>\n",
+              "      <th>company_public_response</th>\n",
+              "      <th>company</th>\n",
+              "      <th>state</th>\n",
+              "      <th>zipcode</th>\n",
+              "      <th>tags</th>\n",
+              "      <th>consumer_consent_provided</th>\n",
+              "      <th>submitted_via</th>\n",
+              "      <th>date_sent_to_company</th>\n",
+              "      <th>company_response_to_consumer</th>\n",
+              "      <th>timely_response</th>\n",
+              "      <th>consumer_disputed?</th>\n",
+              "      <th>complaint_id</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan modification,collection,foreclosure</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>U.S. Bancorp</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>95993</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>09/03/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511074</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan servicing, payments, escrow account</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Wells Fargo &amp; Company</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>91104</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>09/03/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511080</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Credit reporting</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Incorrect information on credit report</td>\n",
+              "      <td>Account status</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Wells Fargo &amp; Company</td>\n",
+              "      <td>NY</td>\n",
+              "      <td>11764</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Postal mail</td>\n",
+              "      <td>09/18/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "      <td>510473</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Student loan</td>\n",
+              "      <td>Non-federal student loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Navient Solutions, Inc.</td>\n",
+              "      <td>MD</td>\n",
+              "      <td>21402</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Email</td>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>510326</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Debt collection</td>\n",
+              "      <td>Credit card</td>\n",
+              "      <td>False statements or representation</td>\n",
+              "      <td>Attempted to collect wrong amount</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Resurgent Capital Services L.P.</td>\n",
+              "      <td>GA</td>\n",
+              "      <td>30106</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Web</td>\n",
+              "      <td>08/30/2013</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>511067</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bdf3582d-a33d-4761-98cb-479a2c6bda8d')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
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+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-bdf3582d-a33d-4761-98cb-479a2c6bda8d button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-bdf3582d-a33d-4761-98cb-479a2c6bda8d');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ]
     },
     {
       "cell_type": "code",
       "source": [
-        "def merge(shapefile, dataset, column):\n",
-        "  return shapefile.merge(dataset, on=column)"
+        "data.drop(['date_sent_to_company','date_received','consumer_consent_provided','complaint_id','company'], axis = 1, inplace = True)\n",
+        "data.head()"
       ],
       "metadata": {
-        "id": "2oRbrqykuBrz"
+        "id": "P5RWlA74Q2pk",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 392
+        },
+        "outputId": "f73ff3f3-4d74-4fb0-8327-56cf22db9b0f"
       },
-      "execution_count": 16,
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "            product               sub_product  \\\n",
+              "0          Mortgage            Other mortgage   \n",
+              "1          Mortgage            Other mortgage   \n",
+              "2  Credit reporting                       NaN   \n",
+              "3      Student loan  Non-federal student loan   \n",
+              "4   Debt collection               Credit card   \n",
+              "\n",
+              "                                      issue  \\\n",
+              "0  Loan modification,collection,foreclosure   \n",
+              "1  Loan servicing, payments, escrow account   \n",
+              "2    Incorrect information on credit report   \n",
+              "3                        Repaying your loan   \n",
+              "4        False statements or representation   \n",
+              "\n",
+              "                           sub_issue consumer_complaint_narrative  \\\n",
+              "0                                NaN                          NaN   \n",
+              "1                                NaN                          NaN   \n",
+              "2                     Account status                          NaN   \n",
+              "3                 Repaying your loan                          NaN   \n",
+              "4  Attempted to collect wrong amount                          NaN   \n",
+              "\n",
+              "  company_public_response state zipcode tags submitted_via  \\\n",
+              "0                     NaN    CA   95993  NaN      Referral   \n",
+              "1                     NaN    CA   91104  NaN      Referral   \n",
+              "2                     NaN    NY   11764  NaN   Postal mail   \n",
+              "3                     NaN    MD   21402  NaN         Email   \n",
+              "4                     NaN    GA   30106  NaN           Web   \n",
+              "\n",
+              "  company_response_to_consumer timely_response consumer_disputed?  \n",
+              "0      Closed with explanation             Yes                Yes  \n",
+              "1      Closed with explanation             Yes                Yes  \n",
+              "2      Closed with explanation             Yes                 No  \n",
+              "3      Closed with explanation             Yes                Yes  \n",
+              "4      Closed with explanation             Yes                Yes  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648\">\n",
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+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
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+              "    .dataframe tbody tr th {\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>product</th>\n",
+              "      <th>sub_product</th>\n",
+              "      <th>issue</th>\n",
+              "      <th>sub_issue</th>\n",
+              "      <th>consumer_complaint_narrative</th>\n",
+              "      <th>company_public_response</th>\n",
+              "      <th>state</th>\n",
+              "      <th>zipcode</th>\n",
+              "      <th>tags</th>\n",
+              "      <th>submitted_via</th>\n",
+              "      <th>company_response_to_consumer</th>\n",
+              "      <th>timely_response</th>\n",
+              "      <th>consumer_disputed?</th>\n",
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+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan modification,collection,foreclosure</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>95993</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Mortgage</td>\n",
+              "      <td>Other mortgage</td>\n",
+              "      <td>Loan servicing, payments, escrow account</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>CA</td>\n",
+              "      <td>91104</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Referral</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Credit reporting</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Incorrect information on credit report</td>\n",
+              "      <td>Account status</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NY</td>\n",
+              "      <td>11764</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Postal mail</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>No</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Student loan</td>\n",
+              "      <td>Non-federal student loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>Repaying your loan</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>MD</td>\n",
+              "      <td>21402</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Email</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Debt collection</td>\n",
+              "      <td>Credit card</td>\n",
+              "      <td>False statements or representation</td>\n",
+              "      <td>Attempted to collect wrong amount</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>GA</td>\n",
+              "      <td>30106</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Web</td>\n",
+              "      <td>Closed with explanation</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Yes</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap = stateMap.drop([34,35,36,41])"
+      ],
+      "metadata": {
+        "id": "k8XlfwY9jyol"
+      },
+      "execution_count": 5,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "drive.mount('/content/drive')\n",
-        "data = pd.read_csv(\"/content/drive/MyDrive/Quant/consumer_complaints.csv\")"
+        "stateMap.drop(['REGION','DIVISION','STATEFP','STATENS','GEOID', 'LSAD', 'MTFCC', 'FUNCSTAT','ALAND', 'AWATER'], axis = 1, inplace = True)\n",
+        "stateMap.head()"
       ],
       "metadata": {
         "colab": {
-          "base_uri": "https://localhost:8080/"
+          "base_uri": "https://localhost:8080/",
+          "height": 206
         },
-        "id": "Cuy6rIxOQaGC",
-        "outputId": "c6fa1ba7-3574-4e14-dc2d-e78bc7fc53a9"
+        "id": "ZbL0AU4DoYMd",
+        "outputId": "f7908686-9f98-49d0-b79e-65ab13f0ea6d"
       },
-      "execution_count": 10,
+      "execution_count": 7,
       "outputs": [
         {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
-          ]
-        },
-        {
-          "output_type": "stream",
-          "name": "stderr",
-          "text": [
-            "/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py:3326: DtypeWarning: Columns (5,11) have mixed types.Specify dtype option on import or set low_memory=False.\n",
-            "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
-          ]
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
+              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
+              "1     FL        Florida  +28.3989775  -082.5143005   \n",
+              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
+              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
+              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
+              "\n",
+              "                                            geometry  \n",
+              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...  \n",
+              "1  MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...  \n",
+              "2  POLYGON ((-89.17208 37.06831, -89.17296 37.067...  \n",
+              "3  POLYGON ((-92.74568 45.29604, -92.74629 45.295...  \n",
+              "4  POLYGON ((-75.76659 39.37756, -75.76630 39.373...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-e4fd55c5-a520-42b8-8779-011607e38181\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>STUSPS</th>\n",
+              "      <th>NAME</th>\n",
+              "      <th>INTPTLAT</th>\n",
+              "      <th>INTPTLON</th>\n",
+              "      <th>geometry</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>WV</td>\n",
+              "      <td>West Virginia</td>\n",
+              "      <td>+38.6472854</td>\n",
+              "      <td>-080.6183274</td>\n",
+              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>FL</td>\n",
+              "      <td>Florida</td>\n",
+              "      <td>+28.3989775</td>\n",
+              "      <td>-082.5143005</td>\n",
+              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>IL</td>\n",
+              "      <td>Illinois</td>\n",
+              "      <td>+40.1028754</td>\n",
+              "      <td>-089.1526108</td>\n",
+              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>MN</td>\n",
+              "      <td>Minnesota</td>\n",
+              "      <td>+46.3159573</td>\n",
+              "      <td>-094.1996043</td>\n",
+              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>MD</td>\n",
+              "      <td>Maryland</td>\n",
+              "      <td>+38.9466584</td>\n",
+              "      <td>-076.6744939</td>\n",
+              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e4fd55c5-a520-42b8-8779-011607e38181')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-e4fd55c5-a520-42b8-8779-011607e38181 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-e4fd55c5-a520-42b8-8779-011607e38181');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
         }
       ]
     },
     {
       "cell_type": "code",
       "source": [
-        "states = gpd.read_file(\"/content/drive/MyDrive/Quant/tl_2021_us_state/tl_2021_us_state.shp\") \n",
-        "zipCodes = gpd.read_file(\"/content/drive/MyDrive/Quant/tl_2019_us_zcta510/tl_2019_us_zcta510.shp\") "
+        "def frequencyToDataframe(df, column):\n",
+        "  return df[column].value_counts().to_frame()"
       ],
       "metadata": {
-        "id": "HZxBNVqzzxvi"
+        "id": "jobsIO6wfPqA"
+      },
+      "execution_count": 9,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def merge(shapefile, df, column):\n",
+        "  return shapefile.merge(df, on=column)"
+      ],
+      "metadata": {
+        "id": "JzzG0vOQfSZQ"
+      },
+      "execution_count": 10,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def frequencyByState(df, newName, stateMap):\n",
+        "  df.index.names = ['STUSPS']\n",
+        "  df.rename({'state': newName}, axis='columns', inplace = True)\n",
+        "  stateMap = stateMap.merge(df, on='STUSPS')\n",
+        "  return stateMap"
+      ],
+      "metadata": {
+        "id": "IGuFBbrjjOqA"
       },
       "execution_count": 11,
       "outputs": []
@@ -151,10 +931,11 @@
     {
       "cell_type": "code",
       "source": [
-        "data.drop(['consumer_complaint_narrative','company_public_response','consumer_consent_provided','complaint_id'], axis = 1, inplace = True)"
+        "stateFreq = frequencyToDataframe(data, 'state')\n",
+        "stateMap = frequencyByState(stateFreq, 'total', stateMap)"
       ],
       "metadata": {
-        "id": "P5RWlA74Q2pk"
+        "id": "WBFJGyMq-orp"
       },
       "execution_count": 12,
       "outputs": []
@@ -162,42 +943,564 @@
     {
       "cell_type": "code",
       "source": [
-        "stateFreq = frequencyToDataframe(data, 'state')\n",
-        "stateFreq.index.names = ['STUSPS']\n",
-        "stateMap = merge(states, stateFreq, 'STUSPS')\n",
-        "stateMap = stateMap.drop([34,35,36,41])\n",
-        "fig, ax = plt.subplots(figsize=(25, 20))\n",
-        "stateMap.plot(column='state', legend = True, ax = ax);\n",
-        "ax.set_xlim(-180, -50)\n",
-        "ax.set_ylim(10, 80)"
+        "type(stateMap)\n",
+        "stateMap.head()\n"
       ],
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 1000
+          "height": 206
         },
-        "id": "ceMhg4pjzeWC",
-        "outputId": "b618d1d8-d5ec-4756-c8fb-ecd67b5de111"
+        "id": "xDLMr095vMpY",
+        "outputId": "7f8e5a47-f39c-45c1-aa5f-a02122ce4e59"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
+              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
+              "1     FL        Florida  +28.3989775  -082.5143005   \n",
+              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
+              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
+              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
+              "\n",
+              "                                            geometry  total  \n",
+              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...   1457  \n",
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+              "      <th></th>\n",
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+              "      <th>INTPTLON</th>\n",
+              "      <th>geometry</th>\n",
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+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>WV</td>\n",
+              "      <td>West Virginia</td>\n",
+              "      <td>+38.6472854</td>\n",
+              "      <td>-080.6183274</td>\n",
+              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
+              "      <td>1457</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>FL</td>\n",
+              "      <td>Florida</td>\n",
+              "      <td>+28.3989775</td>\n",
+              "      <td>-082.5143005</td>\n",
+              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
+              "      <td>53673</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>IL</td>\n",
+              "      <td>Illinois</td>\n",
+              "      <td>+40.1028754</td>\n",
+              "      <td>-089.1526108</td>\n",
+              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
+              "      <td>19624</td>\n",
+              "    </tr>\n",
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+              "      <th>3</th>\n",
+              "      <td>MN</td>\n",
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+              "      <td>+46.3159573</td>\n",
+              "      <td>-094.1996043</td>\n",
+              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
+              "      <td>6424</td>\n",
+              "    </tr>\n",
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+              "      <th>4</th>\n",
+              "      <td>MD</td>\n",
+              "      <td>Maryland</td>\n",
+              "      <td>+38.9466584</td>\n",
+              "      <td>-076.6744939</td>\n",
+              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
+              "      <td>17703</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
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+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-509b2fa3-6772-4a2b-b8df-a90e6618840a')\"\n",
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+              "\n",
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+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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+              "  </style>\n",
+              "\n",
+              "      <script>\n",
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+              "          document.querySelector('#df-509b2fa3-6772-4a2b-b8df-a90e6618840a button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-509b2fa3-6772-4a2b-b8df-a90e6618840a');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap = stateMap.merge(populations, on = 'NAME')"
+      ],
+      "metadata": {
+        "id": "1caDSnr-wMs5"
       },
-      "execution_count": 47,
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap['Population'] = stateMap['Population'].str.replace(',', '').astype(float)\n",
+        "stateMap[\"proportion\"] = stateMap[\"total\"]/stateMap[\"Population\"] * 100\n",
+        "stateMap.head()"
+      ],
+      "metadata": {
+        "id": "eC89hPg4_KNE",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "b0d3388f-4f06-4676-9aed-98552e077b7c"
+      },
+      "execution_count": 15,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "(10.0, 80.0)"
+              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
+              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
+              "1     FL        Florida  +28.3989775  -082.5143005   \n",
+              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
+              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
+              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
+              "\n",
+              "                                            geometry  total  Population  \\\n",
+              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...   1457   1782959.0   \n",
+              "1  MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...  53673  21781128.0   \n",
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+              "3  POLYGON ((-92.74568 45.29604, -92.74629 45.295...   6424   5707390.0   \n",
+              "4  POLYGON ((-75.76659 39.37756, -75.76630 39.373...  17703   6165129.0   \n",
+              "\n",
+              "   proportion  \n",
+              "0    0.081718  \n",
+              "1    0.246420  \n",
+              "2    0.154868  \n",
+              "3    0.112556  \n",
+              "4    0.287147  "
+            ],
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+              "      <th>0</th>\n",
+              "      <td>WV</td>\n",
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+              "      <td>-080.6183274</td>\n",
+              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
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+              "      <th>1</th>\n",
+              "      <td>FL</td>\n",
+              "      <td>Florida</td>\n",
+              "      <td>+28.3989775</td>\n",
+              "      <td>-082.5143005</td>\n",
+              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
+              "      <td>53673</td>\n",
+              "      <td>21781128.0</td>\n",
+              "      <td>0.246420</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>IL</td>\n",
+              "      <td>Illinois</td>\n",
+              "      <td>+40.1028754</td>\n",
+              "      <td>-089.1526108</td>\n",
+              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
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+              "      <td>12671469.0</td>\n",
+              "      <td>0.154868</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>MN</td>\n",
+              "      <td>Minnesota</td>\n",
+              "      <td>+46.3159573</td>\n",
+              "      <td>-094.1996043</td>\n",
+              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
+              "      <td>6424</td>\n",
+              "      <td>5707390.0</td>\n",
+              "      <td>0.112556</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>MD</td>\n",
+              "      <td>Maryland</td>\n",
+              "      <td>+38.9466584</td>\n",
+              "      <td>-076.6744939</td>\n",
+              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
+              "      <td>17703</td>\n",
+              "      <td>6165129.0</td>\n",
+              "      <td>0.287147</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5ecc6014-81ea-4537-b9c0-e70a72b1316d')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
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+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-5ecc6014-81ea-4537-b9c0-e70a72b1316d button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-5ecc6014-81ea-4537-b9c0-e70a72b1316d');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
             ]
           },
           "metadata": {},
-          "execution_count": 47
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def choropleth(column, label, title): \n",
+        "  fig, ax = plt.subplots(figsize=(25, 10))\n",
+        "  stateMap.plot(column=column, \n",
+        "              legend = True, ax = ax,\n",
+        "              edgecolor=\"white\",\n",
+        "              legend_kwds={'label': title,\n",
+        "                        'orientation': \"vertical\"})\n",
+        "  ax.set_xlim(-130, -63)\n",
+        "  ax.set_ylim(23, 50)\n",
+        "  ax.set_title(label)"
+      ],
+      "metadata": {
+        "id": "MojKLo_AfUeB"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "choropleth('total', 'Number of Complaints', 'Number of Complaints per State')"
+      ],
+      "metadata": {
+        "id": "ceMhg4pjzeWC",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 607
+        },
+        "outputId": "72b815ff-a2ac-4a65-d618-ad2c73703c1c"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x720 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "choropleth('proportion', 'Percentage', 'Number of Complaints as Percentage of Population')"
+      ],
+      "metadata": {
+        "id": "1jDsD9wuMReM",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 607
         },
+        "outputId": "8f3d149c-4e9c-40f9-d989-966030058ada"
+      },
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x720 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "disputed = data.loc[(data['consumer_disputed?']  == 'Yes')]\n",
+        "disputed = frequencyToDataframe(disputed, 'state')\n",
+        "stateMap = frequencyByState(disputed, 'disputes', stateMap)"
+      ],
+      "metadata": {
+        "id": "tHh_-A1qBYh5"
+      },
+      "execution_count": 21,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "notDisputed = data.loc[(data['consumer_disputed?']  == 'No')]\n",
+        "notDisputed = frequencyToDataframe(notDisputed, 'state')\n",
+        "stateMap = frequencyByState(notDisputed, 'nonDisputes', stateMap)"
+      ],
+      "metadata": {
+        "id": "XSapdmB0i_qY"
+      },
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap[\"disputesPerCapita\"] = stateMap[\"disputes\"] / stateMap[\"Population\"] * 100\n",
+        "stateMap[\"percentDisputed\"] = stateMap[\"disputes\"] / stateMap[\"nonDisputes\"] * 100"
+      ],
+      "metadata": {
+        "id": "Vq5nB9oWn_N2"
+      },
+      "execution_count": 23,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "choropleth('percentDisputed', 'Percent that were Disputed', 'Percent')"
+      ],
+      "metadata": {
+        "id": "nuBkiidmnPHV",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 607
+        },
+        "outputId": "b0830e6e-fd96-429a-e934-cc756a08c4fd"
+      },
+      "execution_count": 27,
+      "outputs": [
         {
           "output_type": "display_data",
           "data": {
             "text/plain": [
-              "<Figure size 1800x1440 with 2 Axes>"
+              "<Figure size 1800x720 with 2 Axes>"
             ],
-            "image/png": 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\n"
           },
           "metadata": {
             "needs_background": "light"

From 752c2a92a4346b00b1cdf38e9fbbcff63a0b9de6 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 16:28:25 -0500
Subject: [PATCH 4/8] Analyzed most common product

---
 ConsumerComplaints.ipynb | 1263 +++++++++++++++++++++++++++++---------
 1 file changed, 987 insertions(+), 276 deletions(-)

diff --git a/ConsumerComplaints.ipynb b/ConsumerComplaints.ipynb
index 392ba88..d847306 100644
--- a/ConsumerComplaints.ipynb
+++ b/ConsumerComplaints.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyNL4tzHf0ImwvK9lTrJoNdY",
+      "authorship_tag": "ABX9TyM5M3OR9SywypOWnS2nFrem",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -47,9 +47,9 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "JdNFq54yzq52",
-        "outputId": "3b77e6a0-3dd9-4946-f1b9-2f55f7459ec5"
+        "outputId": "257b937b-39cf-4399-933b-0ff034ebc580"
       },
-      "execution_count": 1,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -58,28 +58,28 @@
             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
             "Collecting geopandas\n",
             "  Downloading geopandas-0.10.2-py2.py3-none-any.whl (1.0 MB)\n",
-            "\u001b[K     |████████████████████████████████| 1.0 MB 13.8 MB/s \n",
-            "\u001b[?25hRequirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
+            "\u001b[K     |████████████████████████████████| 1.0 MB 5.1 MB/s \n",
+            "\u001b[?25hRequirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
+            "Requirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
             "Collecting fiona>=1.8\n",
             "  Downloading Fiona-1.8.21-cp37-cp37m-manylinux2014_x86_64.whl (16.7 MB)\n",
-            "\u001b[K     |████████████████████████████████| 16.7 MB 46.1 MB/s \n",
-            "\u001b[?25hRequirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
-            "Collecting pyproj>=2.2.0\n",
+            "\u001b[K     |████████████████████████████████| 16.7 MB 369 kB/s \n",
+            "\u001b[?25hCollecting pyproj>=2.2.0\n",
             "  Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
-            "\u001b[K     |████████████████████████████████| 6.3 MB 53.0 MB/s \n",
-            "\u001b[?25hRequirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
-            "Collecting cligj>=0.5\n",
-            "  Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
-            "Collecting click-plugins>=1.0\n",
-            "  Downloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
-            "Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
-            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.6.15)\n",
-            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
-            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
+            "\u001b[K     |████████████████████████████████| 6.3 MB 45.3 MB/s \n",
+            "\u001b[?25hRequirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
             "Collecting munch\n",
             "  Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)\n",
-            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
+            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
+            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
+            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.6.15)\n",
+            "Collecting click-plugins>=1.0\n",
+            "  Downloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
+            "Collecting cligj>=0.5\n",
+            "  Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
             "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
+            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
             "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.2.1)\n",
             "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
             "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.21 geopandas-0.10.2 munch-2.5.0 pyproj-3.2.1\n"
@@ -89,20 +89,20 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": null,
       "metadata": {
         "id": "aJ0RlGT3PzHp",
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "42e4ce7c-75e1-4c34-9e07-b9c284ef98ce"
+        "outputId": "17e41018-5293-4b78-93bf-c7cabb5f21c7"
       },
       "outputs": [
         {
           "output_type": "stream",
           "name": "stdout",
           "text": [
-            "Mounted at /content/drive\n"
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
           ]
         }
       ],
@@ -113,9 +113,20 @@
         "import geopandas as gpd\n",
         "from geopandas import GeoDataFrame\n",
         "from google.colab import drive\n",
+        "from statsmodels.formula.api import ols\n",
+        "from nltk import ngrams\n",
         "drive.mount('/content/drive')"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Reads files from Google Drive, your file path may be different"
+      ],
+      "metadata": {
+        "id": "Hk50d2WuKH__"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -130,9 +141,9 @@
           "height": 479
         },
         "id": "Cuy6rIxOQaGC",
-        "outputId": "97199734-98fe-4318-8be2-19ffed85470d"
+        "outputId": "b9c630eb-5a87-4f72-922c-b5f3142dd4e6"
       },
-      "execution_count": 3,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",
@@ -197,7 +208,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-bdf3582d-a33d-4761-98cb-479a2c6bda8d\">\n",
+              "  <div id=\"df-dde87677-2698-448f-aeb8-b3f2a5760948\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -346,7 +357,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bdf3582d-a33d-4761-98cb-479a2c6bda8d')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dde87677-2698-448f-aeb8-b3f2a5760948')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -397,12 +408,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-bdf3582d-a33d-4761-98cb-479a2c6bda8d button.colab-df-convert');\n",
+              "          document.querySelector('#df-dde87677-2698-448f-aeb8-b3f2a5760948 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-bdf3582d-a33d-4761-98cb-479a2c6bda8d');\n",
+              "          const element = document.querySelector('#df-dde87677-2698-448f-aeb8-b3f2a5760948');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -429,6 +440,15 @@
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Any irrelevant column that will not affect our data analysis is deleted from the datasets"
+      ],
+      "metadata": {
+        "id": "KfXE-qbcKQIm"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -441,9 +461,9 @@
           "base_uri": "https://localhost:8080/",
           "height": 392
         },
-        "outputId": "f73ff3f3-4d74-4fb0-8327-56cf22db9b0f"
+        "outputId": "c51805f7-bf3c-4664-981d-af4710ec8fcd"
       },
-      "execution_count": 4,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -486,7 +506,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648\">\n",
+              "  <div id=\"df-0b6c4cd2-f34b-44b8-8696-49d63eca5003\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -605,7 +625,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0b6c4cd2-f34b-44b8-8696-49d63eca5003')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -656,12 +676,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648 button.colab-df-convert');\n",
+              "          document.querySelector('#df-0b6c4cd2-f34b-44b8-8696-49d63eca5003 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-b8bb3260-1dd7-4b50-841a-6bc0b01d3648');\n",
+              "          const element = document.querySelector('#df-0b6c4cd2-f34b-44b8-8696-49d63eca5003');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -696,7 +716,7 @@
       "metadata": {
         "id": "k8XlfwY9jyol"
       },
-      "execution_count": 5,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -711,9 +731,9 @@
           "height": 206
         },
         "id": "ZbL0AU4DoYMd",
-        "outputId": "f7908686-9f98-49d0-b79e-65ab13f0ea6d"
+        "outputId": "b007aff4-e81d-426a-b90e-09b36a28e6a4"
       },
-      "execution_count": 7,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -735,7 +755,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-e4fd55c5-a520-42b8-8779-011607e38181\">\n",
+              "  <div id=\"df-81baa81e-0af3-48e9-92b6-68fdc1ccf086\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -806,7 +826,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e4fd55c5-a520-42b8-8779-011607e38181')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-81baa81e-0af3-48e9-92b6-68fdc1ccf086')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -857,12 +877,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-e4fd55c5-a520-42b8-8779-011607e38181 button.colab-df-convert');\n",
+              "          document.querySelector('#df-81baa81e-0af3-48e9-92b6-68fdc1ccf086 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-e4fd55c5-a520-42b8-8779-011607e38181');\n",
+              "          const element = document.querySelector('#df-81baa81e-0af3-48e9-92b6-68fdc1ccf086');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -885,10 +905,19 @@
             ]
           },
           "metadata": {},
-          "execution_count": 7
+          "execution_count": 6
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "This function finds the frequency of each entry in a column and converts it to a dataframe"
+      ],
+      "metadata": {
+        "id": "kv9tDRWLKWsU"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -898,20 +927,17 @@
       "metadata": {
         "id": "jobsIO6wfPqA"
       },
-      "execution_count": 9,
+      "execution_count": null,
       "outputs": []
     },
     {
-      "cell_type": "code",
+      "cell_type": "markdown",
       "source": [
-        "def merge(shapefile, df, column):\n",
-        "  return shapefile.merge(df, on=column)"
+        "This function takes the dataframe above and merges it with the shapefile"
       ],
       "metadata": {
-        "id": "JzzG0vOQfSZQ"
-      },
-      "execution_count": 10,
-      "outputs": []
+        "id": "9U2igoYiKmfB"
+      }
     },
     {
       "cell_type": "code",
@@ -925,9 +951,18 @@
       "metadata": {
         "id": "IGuFBbrjjOqA"
       },
-      "execution_count": 11,
+      "execution_count": null,
       "outputs": []
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Counts the number of total entries per state and merges with shapefile"
+      ],
+      "metadata": {
+        "id": "1gfAbUyyKto0"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -937,204 +972,17 @@
       "metadata": {
         "id": "WBFJGyMq-orp"
       },
-      "execution_count": 12,
+      "execution_count": null,
       "outputs": []
     },
     {
-      "cell_type": "code",
+      "cell_type": "markdown",
       "source": [
-        "type(stateMap)\n",
-        "stateMap.head()\n"
+        "Merges the population dataset with the shapefile to do per capita analysis"
       ],
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 206
-        },
-        "id": "xDLMr095vMpY",
-        "outputId": "7f8e5a47-f39c-45c1-aa5f-a02122ce4e59"
-      },
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
-              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
-              "1     FL        Florida  +28.3989775  -082.5143005   \n",
-              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
-              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
-              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
-              "\n",
-              "                                            geometry  total  \n",
-              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...   1457  \n",
-              "1  MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...  53673  \n",
-              "2  POLYGON ((-89.17208 37.06831, -89.17296 37.067...  19624  \n",
-              "3  POLYGON ((-92.74568 45.29604, -92.74629 45.295...   6424  \n",
-              "4  POLYGON ((-75.76659 39.37756, -75.76630 39.373...  17703  "
-            ],
-            "text/html": [
-              "\n",
-              "  <div id=\"df-509b2fa3-6772-4a2b-b8df-a90e6618840a\">\n",
-              "    <div class=\"colab-df-container\">\n",
-              "      <div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>STUSPS</th>\n",
-              "      <th>NAME</th>\n",
-              "      <th>INTPTLAT</th>\n",
-              "      <th>INTPTLON</th>\n",
-              "      <th>geometry</th>\n",
-              "      <th>total</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>WV</td>\n",
-              "      <td>West Virginia</td>\n",
-              "      <td>+38.6472854</td>\n",
-              "      <td>-080.6183274</td>\n",
-              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
-              "      <td>1457</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>FL</td>\n",
-              "      <td>Florida</td>\n",
-              "      <td>+28.3989775</td>\n",
-              "      <td>-082.5143005</td>\n",
-              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
-              "      <td>53673</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>IL</td>\n",
-              "      <td>Illinois</td>\n",
-              "      <td>+40.1028754</td>\n",
-              "      <td>-089.1526108</td>\n",
-              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
-              "      <td>19624</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>MN</td>\n",
-              "      <td>Minnesota</td>\n",
-              "      <td>+46.3159573</td>\n",
-              "      <td>-094.1996043</td>\n",
-              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
-              "      <td>6424</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>MD</td>\n",
-              "      <td>Maryland</td>\n",
-              "      <td>+38.9466584</td>\n",
-              "      <td>-076.6744939</td>\n",
-              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
-              "      <td>17703</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-509b2fa3-6772-4a2b-b8df-a90e6618840a')\"\n",
-              "              title=\"Convert this dataframe to an interactive table.\"\n",
-              "              style=\"display:none;\">\n",
-              "        \n",
-              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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-              "  </svg>\n",
-              "      </button>\n",
-              "      \n",
-              "  <style>\n",
-              "    .colab-df-container {\n",
-              "      display:flex;\n",
-              "      flex-wrap:wrap;\n",
-              "      gap: 12px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert {\n",
-              "      background-color: #E8F0FE;\n",
-              "      border: none;\n",
-              "      border-radius: 50%;\n",
-              "      cursor: pointer;\n",
-              "      display: none;\n",
-              "      fill: #1967D2;\n",
-              "      height: 32px;\n",
-              "      padding: 0 0 0 0;\n",
-              "      width: 32px;\n",
-              "    }\n",
-              "\n",
-              "    .colab-df-convert:hover {\n",
-              "      background-color: #E2EBFA;\n",
-              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
-              "      fill: #174EA6;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert {\n",
-              "      background-color: #3B4455;\n",
-              "      fill: #D2E3FC;\n",
-              "    }\n",
-              "\n",
-              "    [theme=dark] .colab-df-convert:hover {\n",
-              "      background-color: #434B5C;\n",
-              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
-              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
-              "      fill: #FFFFFF;\n",
-              "    }\n",
-              "  </style>\n",
-              "\n",
-              "      <script>\n",
-              "        const buttonEl =\n",
-              "          document.querySelector('#df-509b2fa3-6772-4a2b-b8df-a90e6618840a button.colab-df-convert');\n",
-              "        buttonEl.style.display =\n",
-              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
-              "\n",
-              "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-509b2fa3-6772-4a2b-b8df-a90e6618840a');\n",
-              "          const dataTable =\n",
-              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
-              "                                                     [key], {});\n",
-              "          if (!dataTable) return;\n",
-              "\n",
-              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
-              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
-              "            + ' to learn more about interactive tables.';\n",
-              "          element.innerHTML = '';\n",
-              "          dataTable['output_type'] = 'display_data';\n",
-              "          await google.colab.output.renderOutput(dataTable, element);\n",
-              "          const docLink = document.createElement('div');\n",
-              "          docLink.innerHTML = docLinkHtml;\n",
-              "          element.appendChild(docLink);\n",
-              "        }\n",
-              "      </script>\n",
-              "    </div>\n",
-              "  </div>\n",
-              "  "
-            ]
-          },
-          "metadata": {},
-          "execution_count": 13
-        }
-      ]
+        "id": "DOLiEnPbLCkG"
+      }
     },
     {
       "cell_type": "code",
@@ -1144,9 +992,18 @@
       "metadata": {
         "id": "1caDSnr-wMs5"
       },
-      "execution_count": 14,
+      "execution_count": null,
       "outputs": []
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Population is entered as string, is converted into float for mathematical purposes"
+      ],
+      "metadata": {
+        "id": "dbYVcFt1LGUB"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -1160,9 +1017,9 @@
           "base_uri": "https://localhost:8080/",
           "height": 206
         },
-        "outputId": "b0d3388f-4f06-4676-9aed-98552e077b7c"
+        "outputId": "6ca0f891-a988-4d3a-bc6d-ff808c69b419"
       },
-      "execution_count": 15,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1191,7 +1048,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-5ecc6014-81ea-4537-b9c0-e70a72b1316d\">\n",
+              "  <div id=\"df-6c097d21-93aa-4380-aedf-65bf27a4a3af\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -1280,7 +1137,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5ecc6014-81ea-4537-b9c0-e70a72b1316d')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6c097d21-93aa-4380-aedf-65bf27a4a3af')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -1331,12 +1188,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-5ecc6014-81ea-4537-b9c0-e70a72b1316d button.colab-df-convert');\n",
+              "          document.querySelector('#df-6c097d21-93aa-4380-aedf-65bf27a4a3af button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-5ecc6014-81ea-4537-b9c0-e70a72b1316d');\n",
+              "          const element = document.querySelector('#df-6c097d21-93aa-4380-aedf-65bf27a4a3af');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -1359,10 +1216,19 @@
             ]
           },
           "metadata": {},
-          "execution_count": 15
+          "execution_count": 11
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "This function creates a choropleth using values in a given column in the shapefile"
+      ],
+      "metadata": {
+        "id": "mYznvq9RLKxF"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -1380,13 +1246,13 @@
       "metadata": {
         "id": "MojKLo_AfUeB"
       },
-      "execution_count": 16,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "choropleth('total', 'Number of Complaints', 'Number of Complaints per State')"
+        "choropleth('total', 'Total Number of Complaints by State', 'Number of Complaints')"
       ],
       "metadata": {
         "id": "ceMhg4pjzeWC",
@@ -1394,9 +1260,9 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "72b815ff-a2ac-4a65-d618-ad2c73703c1c"
+        "outputId": "eca3a2d6-5f90-4408-f212-fe01a57494a0"
       },
-      "execution_count": 17,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1404,7 +1270,7 @@
             "text/plain": [
               "<Figure size 1800x720 with 2 Axes>"
             ],
-            "image/png": 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\n"
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\n"
           },
           "metadata": {
             "needs_background": "light"
@@ -1415,7 +1281,7 @@
     {
       "cell_type": "code",
       "source": [
-        "choropleth('proportion', 'Percentage', 'Number of Complaints as Percentage of Population')"
+        "choropleth('proportion', 'Percentage of Population that Submitted a Complaint', 'Percentage')"
       ],
       "metadata": {
         "id": "1jDsD9wuMReM",
@@ -1423,9 +1289,9 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "8f3d149c-4e9c-40f9-d989-966030058ada"
+        "outputId": "5ad1fc7f-436b-4dfe-b547-520cbcc13854"
       },
-      "execution_count": 19,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1433,7 +1299,7 @@
             "text/plain": [
               "<Figure size 1800x720 with 2 Axes>"
             ],
-            "image/png": 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\n"
+            "image/png": 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DFwLLgPHAjfZsNwLjKipIpZRSSimllFJKhT8D+IP0X6QoSVepesCPVhkbooARxphfRGQu8J2I3ApsAq6puDCVUkoppZRSSimlKp/DJm6MMeuB9kVM3wt0rYiglFJKKaWUUkopFYkMPhM5rWGC4UiGA1dKKaWUUkoppZRSFaiko0oppZRSSimllFJKHRGrxk2Rg1KrYmiLG6WUUkoppZRSSqkQpS1ulFJKKaWUUkopFTSRNOJTMGiLG6WUUkoppZRSSqkQpS1ulFJKKaWUUkopFRQGg89ojZvS0BY3SimllCoxv99q2uzJ9eL3aTNnpZRSSqmKpi1ulFJKKVViLpeL+XPWsyV5L+3aN6Zho5rExEYhIk6HppRSSqkwoaNKlY4mbpRSSilVYovmb+SpB74BwOUW3v+iPy1a1nM4KqWUUkqpyKVdpZRSSilVJn6fYfSIWWRl5jodilJKKaVUxNIWN0oppZQqsw3rdjkdglJKKaXCiAF82lWqVLTFjVJKKaXKbNOG3URFu50OQymllFIqYmniRimllFJl5vP5+f2Xpfi8OsKUUkoppUrGjwnKLVJo4kYppZRSJeZ2H/zTYfq0VWRna50bpZRSSqmKoDVuKgm/3+ByCbv2pJOT6wHABCQg80ZxDZxWVH7SJdaPdrfbRZTbTZTbBWIt3+f3Y/zWM/1+g99emIhQ5CCxeRNNwXWJ/T9B7Lj+m9EYMMHInJoC/1j3A3ZO/jYJuEQQlyAItWok4vX6SE3JyF/AQfEarH0TMLla9QRiYqPYtW1f3hryN1vs9eXvE1fe1P8WaEzAuowVqxVuwT3rcgsiYp142ctD7O2x/y28rf9tR/6OwBwUwUGrKvoAKrSuvPsEDiNsAvaY+S+W/JgK7T9T6MUygU8u/HeB7Tj4tflvfxAwtHHho7fgcwrvqgLz5T1mHyz/babg9x++dYIUuCMUHG254E4uGIe97mKfF/BXMSM4H7wf/9t/depXt47zXWn2MuTg3VQonOIeP5IhpAOPiTIr4eoPem8EflYG7PwC94qIq/jj5eAHC88aGGrdRrUA2Lljf/5nUZFxH2J11gxy8Hx50wI+g/L+iIuLZvWKrQctZtXyrcTE6E8KpZRSSh2eAXyH/FGkCtNfWZWEyyVWwkbgmTfHs27THqdDikjDB93IxG9m89P3c0v3vAkP8OnA8cyYvKyCIlOq/Hzw00NM/upvxn061elQKq06DWvy1eLXeO25MSxfusXpcEhPyyItLYtatZOcDkUppZRSKuJoV6lKJDYmmto1qvDJq3256Ly2TocTmUzxLRiUihgiB7fKUkG1e2sKWRk5vPz2tU6Hki95g14QUEoppVTJ+IN0ixSauKlkXC4hLi6ah287n2t7nux0OJFHDtMVQqlIYMwRdXFS5WPJP6tJTIpzOox8TZrXcToEpZRSSqmIpImbSiouNppWLeo5HUbEcUnJapcoFc4MIC5N3DgtOzMHgEZNajkciWXv7nRtiaWUUkqpwzIYfEG6RQpN3FQyXp+PrOxcNm/bx9hfFjkdTsQREYw/cj4glCqKMUdWVFiVj1f7fwrAA09c7HAklv+9ORGvx4fX63M6FKWUUkqpiKLFiSuZKX+t4oefF7B6/U6nQ4lMApq3UZFPD/JQ8dfYeZzVq5PTYQCwesU2brrmA2658zxOOb0lbreLrZv3UrN2ElWrxRMV5XY6RKWUUkqFAgM+/TlZKpq4qUSysnP5asxskremOB1KxHKJ4PdpVykV4Qz2sPTKaWf16hRS3ZN270zj9QFjAatQuzHQvkMTnnrxCpKS4oiOicLn85OT7cHvN8QnxOB2H3wwGWPIzMghLj4GT64Xv50Rd0e5iI2NDuo2KaWUUko5TRM3lUz74xpq4qYCida4UZWAMQZBu0o5rVqtKoA1FHcoyssnLV6wiT6XDMqfnpAQQ8NGNWnaoi73PdoDd3zMQc/NyMhh6EdTmfrrMjqf1hKAqCgX55zflg6dm+Px+IiL0wSOUkopFY4MkTXiUzBo4qYSiY+LoesZrZnw21KnQ4lYLgG/tvtTSgVBQ7vA/LLFmx2OpHQyM3NZs3oHqamZxNlJG5/PT26uF2MMGenZ9O31v/z5//h1Wf79KROXkFQ1jl5Xd+bKa08lITGW7Kzc/OUopZRSSkUiTdyEoJxcL7ExUWTneIgr5ybh7Vo1oEG9amzbub9cl6tsIvhDqNuCUhXBGBCX9pVy2prFmwA4vn0jhyMpm7170hk+ZBrVayYSGxvFluQUli1JZuXSLYd8XnpaNl99/hd//7GSId/cqbVzlFJKqbAj+LT1dqlo4iYExcZE8c/cdSxeuYUre5xEUpU4YmOiiqwDUFriEt569kquv38oPq2iWyFcOtqOinDGGPQwd5431xq9KalqvMORlI3fZ/hm6N9lfr7P58fn9eHx+HC5XeTmeoiL05Y3SimllIo8mrgJQclbU3j69bH4/IYRY+fS9tj6XNHjRM4+9Vh8fj+J8bFlXrbb7SImyq2tQiqK7ldVGRgrCaycFZtgJSlS9h5wOBJnbN60l6t6vE216gmk7DnA6F8fczokpZRSSqkKoYmbEHRUnarUq1M1vzvT8n+3s/zf7bz1yW+ce1orrrmkA0fXr4Hb5SI6unRNxD0eH48NHKP5hQoiLsGno0qpCCcuIalagtNhVHrZGTkAlXqUpYwDOWQcsPZDyp506tWvbrcIsxKLGRk5JCbG4vf5cZVDq1WllFJKHTkDaOeP0tFfMSGqY7vGB03LyvYwceoybnr4S2599CvGTl5ERmYOGZk5ZOd4Drk8v9+Qle1h6Hcz2LB5b0WFXem5XS48Hp/TYShV4bxePc5DRZWkOKdDCAnvvTWJ3FwvAGv/3cGFXV7i8vPf4LMPfo+IVqbGGDIyc/D6/Pj8frKyc50OSSmllFJBoi1uQlBMTBQLlx96lJBNW1N494s/eG/YNFo0qUP74xpyaofmHN+6AW6XC5/Ph9vtwhjweH3MWrCeaTPXMH3u2iBtReXkcrnwliFxIyL5V4iVCnUejxePfYKsVKiYM2MtMTHWz5pmzevmT580fiH97+kKWBcxXKXs5peT4yE2NrpAS55gyszKxefzM3fRRv6etYZ5izaRk+uld69OXHdFZ1wuITam8ra6UkopFZ60OHHpaOImxGRm5TJp2nJ27k4v0fx+v2HNhl2s2bCLHyYuBKBBvWo0PboWdWpVYemqbaxP3lORIasAbrfg8ZT+hFab8KuwYqwkpQoNJgJak5SX+2/9nOPaHc3EsQvyp6WnZXF1j7c549zW9Lv5LGrVSSrRsrKzPcTFRfPtsOm0PaERJ3c5pqLCLnr9OR48Hh//+2wqv05bflAX5+GjZjJ24iJuvvY0Lj6/HW63S0fYUkoppUpJRLoD7wJu4DNjzGvFzHcl8ANwsjFmnog0BVYCq+1ZZhlj7qyoODVxE2LcLiE3x4vnCLohbNu5X4f7dojb5SLnMN3WiuLTbicqjPh9fi1OHEIyM3OcDiFkrFqxjVUrth00fX9qJj//uICff1xAfEIM435/othl5LWsmT5tJZ++9xv7UjJo2KgmQwMSNxXZ+sbn8+H1+vlx4kKGjZxBVnbx3yn707MYPOR3Ro6dy0tP9qRxw1rExUZpC06llFIhzRAaLW5ExA18AFwAbAHmish4Y8yKQvMlAQ8AswstYp0x5sRgxKqXTENMbGw011zakcQEHdI0HLlcgienbEkYvWquwobz37PK9tMX04irxMWJyyIrM5esrIPrwxhj8Hp9eD0+Xvq/H3hjwDj2pWQAsHVzCv/8uSr/+YUTIz6fn/2pmezelUZ6WlZ+rZ3SMMaQneNhQ/JebrhvKB8N+/OQSZtAO3alcdvDX/H8G+PZn55FZlaufqcopZRSh9cZWGuMWW+MyQVGAj2LmO8l4HUgO5jBBdIWNyHKpVfLwpKI4PfrqFIqshm/0e59IeKbt37i/D6nce4FbfljynKnwwkbPc97nagoFxP//j/WrdlB0+Z1WbF0M7Omr+HvqSvZsT31oOcMePJ74uKjyc6ykikiYAwkJMaSk+0pMKLgq+/2pcPJzfITPIdroZOVlUvK/kxef+8XFi07dI27Q5k1fz2XXf8Bp53cgkfuuoDE+BgSEmLLvDyllFKqovhN0M53a4vIvIC/hxhjhtj3GwKBX7xbgFMCnywiHYBGxpifReSxQstuJiILgTTgGWPM3+Ucez5N3IQgr89PeoY2fQ9LAmXK2wjUrlet3MNRqiKUpcCrqhj7dqWxec12zuraRhM3peT1+rmwy0ulek5e0gbIrzmTWcT39ceDf2XgoGupa3+u792TTu06VQ9eXrYHv9/w8Zd/MmHyYnzlNDbqjLnrmDV/PV3PPI5nH74Yj8dHdLTWv1FKKVUp7THGdCrLE0XEBbwD3FTEw9uBxsaYvSLSERgrIm2NMWllD7V4mrgJUf2u6MzXY+Y4HYYqpbKeys6Ytopbn7qEWb+tYNe2feUak1Llrayjp6mKsW7pZs7o2dHpMFSATRt206/X/2jVpgHbtuwjPS0r/7FREx/mvS/+YNXaHXRo15ip01dxoAIu1vj9hil/ruCvmf/S96pT6NPzZFwuyR95SymllHJKqNS4AbYCjQL+PtqelicJOB6YZrecPQoYLyKXGWPmATkAxpj5IrIOOBYIbN1TbrStewiKjYnizn5nUbN6gtOhqCD55K3JpKZk8PLw25wORanDysnOJSEpzukwlG3GzwupkhRPNf3OCDmrV2wrkLS5+PIO+DH8MX0VW7btY/zkxRWStAmUk+vlixH/0Pv2Ifz65wqycwp261JKKaUqsblASxFpJiIxQB9gfN6Dxpj9xpjaxpimxpimwCzgMntUqTp2cWNEpDnQElhfUYFq4iZE5eR6eP6hi/XKWCVy2xXvU6d+dUbNH0B8otYkUKFL0OHAQ8nCv1YC8Org6xyORB3OtTedwfBRM8utS1Rp7NufyRvvT6b/Q1+ycGkyWXY3LaWUUirYDIIPV1Buh4zDGC9wLzAZa2jv74wxy0XkRRG57DCbcRawREQWYQ0TfqcxJqUcdk+R9Jd3iIqNieb4Vg144JZznQ5FlYIByno+m53tod9F7xATF82p57cp17iUKk9xibHExuvId6HCk+Ml+d/tHNOqvib7Q1iXM44lITGWib8vczSO5K0pPPz89zzy/Pes3bCryBG2lFJKqcrCGDPRGHOsMaaFMWagPe05Y8z4IuY9x+4ihTFmtDGmrTHmRGNMB2PMhIqMUxM3ISw2Jpru57TltI7NnQ5FldQRXrxM35/F6mVbeXxQX1q1b1w+MSlVzjw5XtJTM5wOQwV4vOdbADz36tUOR6KK0/++8xk5dm6ZhgqvCMtWbaX/w1/y0qCfAfB6tW6VUkqp4PEbCcotUmjiJsS5RGh7bAOnw1AldughX0vi8duHsXTBJl756vZyikkpFelSd6eTuieNTqdooj8UtW7bkNp1qzLm54VOh3KQ6bPX0q33YL78bhZZ2R5N4CillFIhSBM3Ic7r89OoQXW6aKubsGAMuN1H/rb69rM/SagSx1GNapZDVEqVLxHBr8VNQ86gB77E5XYRF6fdpULNvY925+ffllR4IeKyysr2MGzUDK6941MWL9+C32+0/o1SSqkKkzeqVDBukUITNyEuPi6as05tyZv/dwVH2JBDBYExR97iBmDpgk0AnHp+2yNellLlTj+LQtKCP1YA8Pp7NzgciQpUv2F1mjSrw7dj5jgdymGlpGbw0HPf8cAzI3G5hEytf6OUUkqFBE3chIEot5vsHA+tWhzldCgqSB5+oRcAqxYlOxyJUgcTEYxejA85Hrt2Suu22r02lNz/+EVMn72W3XsPOB1KiS1evoWzer7JGx9MZl9qJjkhUpdHKaWUqqw0cRMmBGjVvK7TYajD8BtDVJT7iJfzydu/ADBo9H3UaVD9iJenVHkzmrkJWfrahI4qSXG0PaExw76b6XQoZTL171VceetHfDR0Gl6vT1vgKKWUKieCz7iCcosUkbMlEU5EqJIQ63QYqiTK4V3VvddJ+fdj46KPfIFKlSPtthnaUvaET8uOSHffo91Z/u82Nm3e63QoZeb1+hkzcSEX9k6JBzcAACAASURBVB7Mt2Nmk53jwePRAsZKRRJN+CsV+jRxEyb8xpCrP5TCQznUbM3K+O+qZvsuLY98gUqVIxFB+0qFrtp1qzodggKiYlx0PuNYPv/mH6dDKRder5/h383iujs/Y33yHi1erFQYy8rO5f3PpnLd7Z8ClEt9RqVKwwB+XEG5RYrI2ZIIFxMdxakdmjkdhjqccvodO/bb2XQ76XmmTFjEvS9dwZX9zy6fBStVHgQ9aVOVVsNGNTm2dX0aNqpJ9RoJRMUU/VPqtnvOZ+uOVJat2hrkCCvWnpQD3Pbwl4wYMxuwTgCVUuEj1+Nl5b/b+X7cfLZuT2XQR1PweA5fxyor20NOjgcg/1+lVPDomKFhwuUS2rc5mg7HN2LBss1Oh6OKIa7yvWLx1nM/ciAti/5PX0qrk5owccRMVi9KJitEh5RVSjlr99YUatWv4XQYESkuLooBb/Sh7QmNyMnxEBXlJj4hBgCfz4/P58dv/+vz+XFHu3nx7Z8cjrriDPnqb4Z+O4PrruxMvytPwe12lUuNN6VUxTHGkJ3t4YXXJxSY7vX5iS6iZ77H48Pj9SEixMdF88SA0SxdsYU7bjqbbue1JS5Wu/OrsoukobqDQRM3YSQ62s3AJ3rS89aPydURHkJSfFw00bHl+8P147d+Ye/udK656QzO7HECe3akcuMZA7XFg1LqIHUa1nQ6hIjUtXs77n6oG+tW7+DmXu+yZ1dagcejo93ExkUTExtNXFw03Xp14IJeJzFr/nqHIg4Oj9fH8FEzmfzHcj5+ox81ayRijNFuF0qFqJwcL8+9Np79aVn50/alZh70ns3J8eDzG2Jjo/hs6N+k7s/E5XKxaOlmsnM8vPPhFLbtSOWWvmcQE+3W97xSQaCJmzDidrlwidC2ZX0WLtdWN6EoMzO3Qoo2fj/8H74f/g9VqsYx+s+n6HZNZyaNnF3u61GqRDRnqCqJqlXjeOnta2nctDbvv/YzUyctKXI+j8dnffanZwNw5gVt+W7cvEpTCmrHrjR63fQhHU5ozOP3dKNGtQTi42OcDkspFSAr28O4iQtZuCS5wPS/Zv5L1U/jePTebgAcOJDN5D+Ws2jZFjYm7yF5S0qRyxs5Zi5LV2zlnZeuIU4H0lClZIxE1IhPwaCJmzATFxvNye2baOImRBljcFXgVYcDadlMnbSE+1+5muysXP4Yt7DC1qWUCj9ej4+oaO2uUh56XnUyN995LovnbuD5B0ewf19GiZ7Xtn1jatauwvjJiys4wtCzYEkyfe/6jJ49TuT2688iJtqt3aeUCgE+n58dO1MZ8uXfBz1mDEyYvISFSzdz+inH8POvSzhQwi75y1dtY8CbE3jh8UuJ1W5TSlUoTXOFGbfbxQ1Xnep0GKoYIlLudW4Ke/3p0Yz5egaPD+pL65OaVOi6lCqStogOWQumrXA6hLBXvUYCHw2/jRv6n80bz47mhUe+LXHSBuCux3swfvISMjIrZ9Fen98w5ueFXHXrx+xOOZBf80cp5Zxcj5enXx57yPfilm37GPXj3BInbfLMmLOOuQs3kpWtBYtV6fiRoNwihSZuwlCO1rcJXUJQfqB+8vZkZv25ile/uoMadZIqfH1KFSSYytIHJMwk1Uh0OoSwdtV1pzLs+3vZvGE3N/UczMw/V5fq+fXqV6dxszqMGju3giIMHwcycuh92xBuun8oK9ds19GnlHJIVnYub39g1aSpKM+9Oo6ff11CRqYOnqFURdHETRiKjdEebqEqIS54ffqff/BboqLdvD7iLhKS4oK2XqW0BmHo2rVlr9MhhKWatarwyde307vfaQx88jteffoHDtj1akrjwWcv4585a9mTcqACogxPm7akcPcTI3jrw19JP5CtwwgrFUQ5OR7mLNjIlApujenzG+Ys2IDRgTNUCRnAhysot0gROVtSiezbX/Im2yq4MrKCe0Vx0IvjaNSiLs9+dCOJmrxRQSIiWqA4RA17eSwA345/0OFIwsfl13Tmi1F3s+HfndzU613mzVhbpuVUSYqjTfvGDB01s5wjjAxT/lxJ79uHMPH3ZdaINdp9SqkKZYwhIzOX19+dFLx1Bm1NSlU+2nQjDCXEx1K3VhK79qY7HYoqQkUWJy7st58Ws3T+Jr6c+BBdL+/I+C//Cdq6VSUm4PfrSVco2r5xNwC1tAvlYZ3UqRmPPGMV1Hz16e+ZM33NES3v7scvYvnqbWzarK2einMgI4dBn/zGjxMX8sR93WnepDbxQWypqlRlkpPr5ZlXxgat3pZ2oValo6NKlZburTDkdru4/srOToehiuASwR/kL66d21PJzfHS6sTGuCq4MLJSYNUm1t9noU0Ta8WrVbsK73x8I6+/14+l8zdy/cXvHHHSJirKxalnt2boSE2el8TGzXu56/FvWL12p9OhKBWRsrJz+X7sPJav2uZ0KEqpcqKJmzAU5XZxTpdWToehiiAuIcaBGkRTJy3hvF4deW3EXTRqUTfo61eVi0Hr3IS6/amZTocQcqJiXDz5fE+GfncPe3em0bfH27zx7BhyymEklBvvPo+de9JYsmJrOURaeUydvkpHolGqnHl9PrZuT2XoiOAmkkV/GKhSMIAfV1BukUK7SoWpGtUSnA5BFcHv85PrwKhfgwaM45ex8xk87DY+nvwYc6auYPg7v7Bx1fagx6IqAQMuV+R8EUaiGjWrOB2C487q2ob7HunOnt3pzJu1jkuu6MjmjXt4+NbPWbd6R7muq1uvjrz54a/luszKYN7iTRE0UKtSocHj8fHMwLH4glwoWLtKKVWx9Jd3mMrO9tCofg2nw1BFcaiHwsrFW1i/ejsul3BK1zY89s61gHUF5JjjG1L7qGrOBKYijjEGPdsKbVlBLpQeSmJiomjVpgHPvHwl6WlZeD0+zu/Rjlee/J4Hbvy03JM2l13TmVyvj+lzylbUuDLbsm0f2TrKlFLlJjMrl8Ef/8b2nfuDvm79aaBUxdIWN2HK6/fTuGENNm/f53QoqjAH06EP3PgZrdsdzc33daXNCY35aNKj1KybRNUaiQBc1vpJPA60CFJKBVcwi6SHmjsfvJBLLu8IwGO3DyNlT8UW8r/65jMZPmomfh0Gt0xmzd/Ahee00RptSpWDmGg3v/5RsUN/F8cYo6NKqVLxGf3cLw1tcROmXCIkVYl3OgwVYnJzvCyZt5HHbh3KzD9XsXnzXlav3Majt34BgMutb3mlKoPYuGinQ3BMxoFs1q7aTu8L3qjwpE3n01uSkBjLL38sr9D1RLJR4+aSoxcUlCoXe/dlOJZE1p5SSlUsPYsLU1FRLqolxTkdhiokJiYKdwgkR7xePy88+C0vP/Ydz9zzNe06NiE9NZOcStx9QqnKYvfWFKdDcFx6WhapKRkVvp7Lep9ClcRYfvv+IVo0rVPh64tE6zbu5qV3fiq2y5TP78fr9QU5KqXCU/IW5z7/fT4dzVCVnEHw4QrKLVJEzpZUMlFuN/FxMU6HoQrx+w0mxJrL165XlRvuOo+VCzY6HYqKEMbo6BGh7OWbPwGg3UmNHY7EGSIStCKZ7736U36rnqHv3sRVl3QIynojzfTZa/ly1Eyysq2LC3n/ZmblkpvrZfXaneR6tFWOUofi9/tZu36XY+v3+TVxo1RF0sRNmHK5hPhK3BQ+VIXiVcED+7MQESaOmOV0KCpCiOjoEaFszaKNALz94Y3OBuIQlyt4iZud21O5tttb9Dh5ACsWJ3P/bV2pkhgblHVHmq9Hz+bPGWsA2LP3AFfd+jGPDfiBWx/6kgVLk4mOcjscoVKhLSfHy8bNexxbv8/n1+LEqlT8xhWUW6SInC2phEKhS44qyOUS4uJDqyXUyWe2BGDnNi1krcqR5m1CVmB9g6ioyvc9IS4Jeq0Fv9/PQ7d8DkCfXicHd+UR5JV3J3LB1YO48f6h7NqTztKVW9mybR+1aiRqKz+lDsEYQ3x8DKvWlO+oeaXh8/l1WCmlKlDl+0UXIXw+P+kZ2U6HoQI0a1ybqknx+EOsqegJHZqydvkWNq7a7nQoKkLoCVTou/iouwD44ZdHHI7EGU51Wd2xbR83XNOFE9o01IsrZZST68XrLfg9unbDLh02XKliZOd4EBGefHE0G5P3OhaHddFAfx+okjGgNW5KKXK2pJLJzvGwJ+UA773Ym+aNa+dPr1EtIf9+UmIsDY+q7kR4ldLGzXv4ffoqHn35CqdDKeDEU5qzfZNzX+QqMoVaglIV5PP6ePW2T0lIjMNVCb/pncotPtL/C9au3sbAJ3vx66gHGfJWP668pAONG9Z0JqAIsXbjbtyV8UBWqgTiYqO56Z6hzJy73tE4nBrNSqnKIsrpAFTZREW5eeqe7gAMeb0vP/++jJOOb0TzxrXzh9WMjYnC5/Pz2MAxzLFrHqiKYwwM+nwq333Yny7ntGbmtFVOh0R8QgyNm9Vh5P+mOB2KijAuPYkKebN/XQJAm3aNWbY42eFogkcIflepPHt2pnHPdVZx6KOb1OLy67rQ6/wTuK3fmXg8PuYu3MD0ueuYv3gT+9OynAkyDG3bkUp0tNa4Uao4G5Kdq22Txxij7W1UiRkEn9EjpjQ0cRPGVqzZzkvvT+K4Fkdx4ZnH8ctfK/j5j6U0ql+TXXvT2ZeWxUsPXkyPc9oyZ9FGYmKi6HXhCcTHxfDDxAVkZOrQ0OUtdX8mW3ekcub5bUIicVO1WgJejw+vJ/SKJqvwpYWJw0N2Rg4Al17RsVIlbkLFlk17ee/Vn/L/7tilBT16deSufmdS44Ee7NyVxoy565gxbx3LV20jVz+ni7VrTzo7du3nqLrVnA5FqZDz+ruTnA4BwLGEuVKVhSZuwlRsTBTHHXMUz99/Ebc++Q2T/16Z/1hq2rb8+1Nn/svjd1zAsHdu4Jimddm5J41cj49rLunIK+9P4p95zjarjER/z1nLld1PdDoMAD7+7i6iot3s2KxdpVT50Ro34aVe/crVZdZgCMXq2fNnrmP+zHUAxMRG0e2ykzjrguO58Jw2JCbEsnLNDsZPXsRvf63UE6AivP7+ZF79v8uJi9URNZUK9MQDPZj42zKnw8BvjJa4UaXi16otpaKJmzAmIjRrVIv6dauyfVdakfNM/nsl23bt54puJzL0h1lMm20Ntdnnko4MePhSfvlzOYM/n3pQIUBVNm6XcOn57VizfKvToQCwa8d+mh4Tx6Z/nRtlQEUg0Ro34WL1gg0kVEt0Ooygata8LjlZod2iNDfHy4Tv5zLh+7mAlVzr2acz9/c/j75XnsKbH/zK8tXbDrOUymX+4k2MGjuXa3p2IiYmCrfLhcfjIyfXS1SUyxpVJy60RnVUSimlyosmbsKcx+unVbN6xSZuAJau3sbSQj8AR/40n9mLN/LZq33ZnXKA4d/PquhQKwW/MexPz6JajdA4UVq6YBNNj6mniTlVrkScqyGiSmfZrDUcf3Zbp8MIiipJcVzU8yTad2jCR2+HRteBktq5PZUhg37ls3d/47EXe/HOgKtZu3E3qfszGT95MfOXbKJOrSR8Pj+79qQ7Ha5jho2aSd8rTyEry8Ptj35FVlYue/dlEBXlYtCL19D6mKOI1RY5qpLpcc27ToegVKkZAz6jLW5KQxM3YS46yk3agbINC75h815GTpjHZRecwFejZ0dcNXi328WTd3ej9TH1EARxgdWG87/tNIVa1BsMYrfzNBiM+a+ehzEGv9/g8/sxAXkQEWs5BoPP56dBverEx0WTUCWWzAM5Fb6dh9K0RV0A2nZsytI52i1OlQ+XCH6fJgPDQYt2jVm6JPLr21zTrwtXXdeFKlXiWPvvDiZ8N9fpkMrE7/fz+jNjqF4zkcHDb6PdcQ0589SWBeZZuDSZ+Us2MWrsPHI93kqVRPX5/HS/9n94vb4Cv1m8Xj+Pvzia7z69g+hotxZPV5WCMQYRITNUWhhWpg8jpRygiZswlpmVy7cT5rFg+eYyL+PTUTPoeUF7up3dhkl/LC/H6CpefFw09etWY9OWvdSrU5VmjWrR5tj67NydjohwS+/T8Pp8fDlmNj6/we/3Y0zBYWJFpNh6HSKCS/6bRwSi3C6ioty48p4j1vCHLhEQK5G2cMUWepzTloef78nLj30XhD1RvAGPjGTYhAd48Yv+XH78047GoiJHYtU4rrjnArpffyb5b6rAN5exqowEvrMC/y78WN40+C+1Gphi9eb6cLkEcYvd2scELEiIT4whKz07YJLkxxC4srwfuQXSt/mLMnYi1+QnYo19Ypj/r/18sIc9DUjqFtgI7L7++TFYSV/jN/h9fjsJ7Mf4TYHdl7f8/G5ogUllOy6XW3C7Xfh8/vxtC9wngZ9nxhhad2iGL4JbILTv0ITb7zuflq0bsGrZFl5/ZjTbNqc4HdYRS03J4KZLBwNwQqem3PVID7759E/ad2rK6V3bcFK7xvTveyYAk6YuY+i3/7DjEC1vI0muPXJmYTExUZq0UZVK3uf92y9dzSPPfu9wNNYF08SEWKfDUGFD8GtRpFLRxE2Yy8o+8ix78ra9NGlYsxyiCZ74uGi+GnwTNaon4BIXuV4f2dm5JG9LpVaXBMAw8qd5jBg/z5H4krft44GbzqFe/ers3J7qSAwA6fuzGPvtLPrdfi6xcdHkZHsci0VFjvjEWOZOW82cP1bmJw3y/jXG4HK5iI2PJifLOt6saVIgOVFYQM6nYB5IhNi4KOITY9mfkpE/PXAZ1WomkrYvM//v/ARNQFKjUF7Jjicg2SHWNBArSSSCuP5bRt7y8nI04hJ7fiichpK8ZUnB57tcgsvtsv51uXC5JeA51vqMMQGJYcn/J2/9Pq8fv9/kr98UaikZ+JcAnc47nho1qhz6BQ1TZ3VtwxPP9WT54mTu6fsxa1dtdzqkCrFk3kbuuvYjAKZPXcEHb0wkoUosZ3ZtS6Omtbiy3+l0at+Eq279uFJf8H7i3m5ERWnSRlU+Wx38nVmADlygVIXSxE0YS4iP4fJuJ/LthPlHtJyZCzbS/ew2fPz13+UUWflr1KAGLZvW5ZSTmtKgXjWaNqpN2oEsLrzhfRrUq0bytn1Oh1jA5L9X0KVDMwZ/fRsfvPIz039f4UgcAwZfy6lnt7b+0C9UVU58Xj8zpyxjxpTwaqVXGTU59ih2pmQ4HUa5c7ngvkd78PWQaYwcGrrfXRUl80AOk8ctACA2NprLep9CvTpVK02rm8K6dGpOx/ZNiInWn7Wq8rBaZwpfh0idyq5ntXY6BKUimn7DhbnkrUfeJDw2NiokG6pFR7npeEJjrrqoA+3bHE1qWiZrNu5m2dod/DhlCX/OXoPX5w+5pA1YV+U/HvE3n73al6deu4pFczbw5YdTWR3E0aaaH1uPU89uzbC3JjLlh3khP8qKCh/GWC0+VGhr2uoo2p3cnHHPjHY6lHLXvkMzqlVP4MdvQ+OExUmnd23D1u2p9O97Bl//MJuNm/c6HVJQxcdF89T9PXREKVWp+Hx+UlIz6HfH52TnhEZr6uQI6KaqgsegxYlLSxM3Yczj8bJ6w64jXs6XP87h2ks6cVSdquzYXfardUlV4qhftyr/ri95TOd0OZbu57Th1z9XMnXGasBK2DRvUpvnHriIqklxLF29nV53fsKBDGcL/ZbW9l1pXHzrR5zRqQVXdj+RN7+4hf+760uWLtgUlPX3uKIjAGOHTtekjSpXVrcjTdyEstj4aB4YeBUrlm1hzsy1TodTrurVr8aDT17MH78s0e6fwHMPfMMTL1/JeWe05sJz2rJ1Ryq3Pfxl2H1nllWdWkns259JVrbH7j4txMToz1sV2dxuF79NWxkySRuAjic2wev1ERXldjoUpSKSfrOFsejoKK7v1ZnJf60keVvZs9y5uV5cbinVh39SYiyP3H4+xzavx5bt+2jeuDY1ayTi9frZuiMVvzGkpWfx1ejZLFhWsHhyfFw0Z3Q+hj6XdqRRg5r8NXcNT93bjUvOb0e1qvE0O7oW2Tkekrfv47qHhpV5u0LF9HnrmD5vHe+9cDVndzs+aImbzwdPocflHbnpsR588uK4gx7vekUnbnv6Ej575Sd+G+NMLSClVPlr2uooXh1+OwcOZPPELZ87HU65e/HN3uzfl8EHr090OpSQsHbVdm676n0AOpzagkde6MWYoXdxxc0fVYrkTfLWFG68bygA1ZLiefCOrpx+8jFWa2JNMKsI5PP5cbtdoTOalK1O7SSiotzF1rJTqjAf2uKmNDRxE+aysnNJiD+yEUNcLsDA+Wcex+iJCw5b3LDp0bV48dFLSYyPYcSEebRoXJvfZ/3LjPnryfV4ueWqLuR6fTRpWJPXnr6cId/8TcumdWnVoh4xMVEkJcbh9fn4/Z/V3PncKHJzvYxqOp9Lu7Zj7tJN/DF7Ddt37j+ibQpFE/9YziP9u/LtZ3+xd3d6ha/vxFOaEx0TRUZa1kGPRce4ufelK4iLj+GRt/qwenEym9cdeestVXnoj7LQdPLZrXn6vX5M/mkRH7wz2elwKkT1Gom88fZo0ov4bKvsFsxax9cf/8GDz/akft1qrCmHVrnhZH96FgPe+okTj2/E/z1otdrVLlQq0qSmZfLswHEsX73N6VAKGDdxIR1OaKy/D5SqIJq4CXNxsdFH1L0JwO+HAf+byCP9u3JH3zNYn7yHn39fxqwFGxCBnXvSqVEtgZPbN+HSC06g7bH1WbxyC3c+O4GMzIOz/R9+81+hyEduPY8Hb+1K+oFshv4wk2pJ8cTHRfPusGkFnvPvxt28/fnUI9qOUDfpzxXc1ucM+t1xDu++PKHC13fyGS0BGPXh7wWmu1zCg6/1xpPr5c6rP+STH+5hyJTHefnu4fzzy9IKj0tFAr2aFqq69+7MimVbIjZpA1Zr04yMHGJio8jNKXpo6Mpswez1+P2GunWSKl3iJs+iZZu57s7P6Hf1KVx7eWeio9y43XplV4W/ET/M5pPhfzkdRpGm/fMvZ1/6Jnffcg69Lz+ZrKxcYmOj8fl8RGvhcFWIQfAb/S1ZGvouigCp5XDVcdrsNUybvYZjmtSh25nHcePVp/LI7efj8/mZvzSZk45vROp+qzhwt5s+IDe3ZD+W3/58Kn/MXsOiFZvx+484zLB22fntqF0zkXEj5wRlfQmJsQCMX/U6D17+P1YvTua6+y/gwqs7U6tuVZ69/xu2b93HZV1eZtL85zn7khM1caNKxBi0OHGIGv3ZnwwcdhsndmrKonkbnQ6nQqTuy+DdYbeRneXh8TuG8u+K0Lrq7LQ+t5yJyyXs3lPxLTtDmcfrY+i3M/jtr5U889DFND26FvHx2vpGha8xPy0I2aRNoA+/mMY3P8zmrC4t6d71eI4/rqHTISkVEfTyQ5hL3l6+Iyqt3bSbD77+iyvu+pSz+gziucE/cSArh5fem8SV93zGk2+OK3HSJs+CZZq0Aeh/zWn89N0cNq7dGZT1vf3CWO7u8xGpKRm88NktnNerA9c/2A1EuP/6ISyYtS5/Xk+ujzMvak9UtBaUU4dn9V93OgpVlBULNvHNe1N49OlLnQ6lwtzS+0Ouuegdkjfu5uobTnc6nJAz/COr9eq2COxyXBabt+7jjke/5r3Pp5KVlYvX63M6JKXKZEgYJG3y7E/L4tdpKzRpow7Jhysot0gROVtSCfn9hvlLkyt0HX/PXccL705k2uw1FbqeSHdMkzrUqlGFEZ8G70vXm+tj3eod9O32Fts2p/DYO9excslmbrh4EOtW7ygw74CHvwXArSMBqBJyufTrI1T99M1MqtdMpH2HJk6HUmH2p2Yy4KnvOfWsVnTv1cHpcELK4y9dQXa2h6zDjLglAjf3OY3H7unGY3dfyGN3X8gjd13A3TefTd3aSUGKNnh+mrKU6+/9giUrtpKVHVpFXZU6HGMMvS8/2ekwSiVGu0cpVa70l3cYc7mEc05p6XQYqgTu6XcWi+dtIDUlI+jr9nr9PHTz59xw0SAevPGzIufJOGCNPNLy+KODGZoKV4cpYK6clZ2Zy/B3JvPKoOsYOeFBrrz2VKdDqhB7dqWzaeMeWrfTz61Ax5/UhDc/nEzrY47itJNbFDvfuae3ok+vk6nmclPNHUX1qChqxcRwUssGfP3hrdx+/ZnExR7Z4AehZteedB58dhQvD5pIWnoWOSE0lLJSRcm2E7Aiws3XnU78EQ5IEkzpB7L5Z/baUrfUV5WDAfzGFZRbpNBUaBjLyfUyY+EGp8NQh9G+dUPatW7AdRe85WgcO7enFvvYqqVbyM7KpfN5x7Fs7vogRqXCkUG7SoW6MV/8xV8TF9PhjJbc8FB3TurYlGceHel0WOWq3UmNadaiLm/832inQwkZZ5zXhtjYaB6560JiY6Jwu130ueNTtu0o+PlfJTGW+/t35cuPpzLm65kHLad1u6N54uUrubRbe/736VSm/LkiWJsQFH/PWsPCpcnc3/88zjm9FbExOnS4Ci1+v8HlEqKiXEz9exW796TTpFEtsrLCK9k4duJCTj/lGKfDUCoiRE4KqhLy+w1p6TocaqjrecEJLJq1nky7VUuo2rxhD53ObkV0jHaXUoehLW7Cwp4d+/n1h3k8dcMQOp/ekri4yLpW88DjF7F0wSaSN+x2OpSQMWv6apYt3MTMP1axbOEmADIyCn73xMVG8+7Lvdm9PbXIpA1Yyfybe77L8Pd+44H+5/HF4BtpfcxRFR5/MB3IyOGVdycx6JPfyMgM7e9nFdl8fj9en1V7yeezikK6AgYA2JtygA+/mMYTA8IvSX33LedqXSlVDMEXpFuk0MRNGIuPi6braa2cDkMdggh0bNeYlUs2Ox3KYT18y+c0a92Aq24/1+lQVBjQq9PhY/O6XXhyvdSoVcXpUMpNfEIMjZvW4fVnwu9EpiJ5c3080v8L3nh2NMef1IQvRkxnf8AFniqJsbzx3JXEud3Fdp0N9PPoefTu+gZrl2zhfwP78PKTPYmNiawEzWY0fAAAIABJREFU4LxFG4nS+m7KQW6Xiyi3dQy63S7WbtjFJde+B0BUlJsff17oZHhHpFmT2rjderqpVHnQd1KYW7NRrzSGsgb1qlMlIZZRQ6c7Hcph5eZ4Gfn5X1x9x7nUb1zL6XBUCDPa4ibs+Lx+iKCrTrGxVvIgK1OLzBalRq0quN0u/pq1Nn9a00a1+O7T20mKjebOPh/iL+Fwj36/n0EvjmPDmh2c1eVYEiJsSO3dew84HYKqpPz2l2mfd0Zw3eARAOxITWfnrjTSD2Tz5ciZrFqzgx1hPELcC6+PJ0dr3KgiaI2b0oucLamkjqpT1ekQ1CF0PL4R+xwoSFxWQ9//nczMXJ4Y3NfpUJRS5chgCjS9jwQ+r5+ExMhKIpQXY58QtmlVP3/amae2ZOfWfdzd5yO8uSXvuhCfEMPnP95PXLV4Lr/pQ/btzyz3eJ22bUf4nhir8JX3ibxiy06WJe/khIcHMW7OcqpUiQXg82+mc8fDX+Hzh+/Vkr9m/HtQceKsLE24q9AiIt1FZLWIrBWRJw8x35UiYkSkU8C0p+znrRaRbhUZZ4kTNyLiFpGFIvKT/fcwEdkgIovs24kVF6YqitfrY9W6HYefUTkiqUocd/U9iznTVjkdSqkM/3AqrU5szBsj73Y6FBWitJeUclpilTiMMdTSixdFSk3J4LN3f+Xxe7ox4PHLuPyik7jkghNYMm9jqZZTvWYiX4x9gC2793P7I1+xd1/4XIgojbUbdjodgqqERIS96QUToSkHMqmSEOtQROXP5zfc/+RIdu5K4+0PfqX71YPZuHkv/jBORqnyEwo1bkTEDXwA9ADaANeKSJsi5ksCHgBmB0xrA/QB2gLdgQ/t5VWI0rS4eQBYWWjaY8aYE+3bonKMS5VArtfH95PCt99rpOt9cQc8OV4+fGOS06GUyuSxC/jkrUm069ycnjee4XQ4KkQZ7S8VXiLs5Xp24FUsmreBNSu3OR1KyPr+y3946bFRROf4uPyCE6iSEMOvE0r3m+GNITezZPVWnnx5TER3d1i9bqcOWayCKu879OJXvigwPSU9i/gI6464IXkP19z6CeN/WUxWtofhI2eQla2tblTI6AysNcasN8bkAiOBnkXM9xLwOpAdMK0nMNIYk2OM2QCstZdXIUpUYU5EjgYuBgYCD1dUMKp0YqLcEdlkORLUq53EzVd14eGbPnc6lDIZ880szrygLade0JZxw52tzxMbF80jb/UhJjYaYwwiQuaBbLas343f5wfh/9m77/ioqrSB479z752WRu9FEBAQkCJFrFhBVGTtvfd17buWdXV17a6+rmtZe1nbghUVuyIgFoogvUqvgZA25bbz/jGTkFCTMJM7Mznfz2cgydzyZErm3uee8zxomkar9k0I5QaIlMfIb5xDXqOcbRtJHCDZlhPfhqah6wLd0NENDSEEmibiBXeFoLw0QmlR/L0lRPwfwbb/XSmRrqy8D0CrGIYSXzBxX8X+4/9pmtg2XEVKpIzXj3Bsl5KiclzXxXUkUlbcwHXcyq9lYr+uG/9fEv+5EBAI+GjbucUO1xUqz9e3S7RUfCcqvpbx7cZv8doX0k0sKRO/c2IbLds1wR/w1fxJVNJCNk2V+uaL2Zx53sFeh5H2Jn87j8nf1q2V91mXHEZBkxwevP3NrL86vnzlZkzLxp9lhZezWcyyCfgMLNvBcd1EvRiBJsDQdfSKz3Tin52OK7EdB8dNfL5WbCixHsSPL0IBH6YZv0YvNIEmBBVLV3zOy8Q2bdvd9nm5i7dI5aGB2BaPEBAKxpMzFd2kKmwuCxMKZvfn68/Tf8c0bXKzaGSRUntSivqsP9NcCDGtyvfPSymfT3zdDqjaRWY1MKTqykKIAUAHKeWnQog/V7mrHfDTduu2S17Y1dX0E+oJ4C9A/nY/v18IcRfwDXCblHKHfopCiCuAKwA6duy4F6Eq23Ncia6pMkXpqEObJgCUlGRmu/a8giD79WrHlg0lXodCo2Z5HDayL+Pe/hEhBFJK8gpy6H94d4QW/951JMVFZZSXxQjlB8lrksuq3zexpbAUIba9R/wBAyFAuhLbcXEsB8uy48kKx00kSiQt2jQiNzHHvDJhkjgqk1KiaVq1A0KgWqHPigO4ivsqlq1IuED8gFCI+Mm0YegUtCyoTB7Fb1QmlEh8LRIJIVHlgJT43biuZP2aImyr+lXjXXV/qhp/5T61+P60xN+V+GDP+H1aIiYAw6ezdN6a2jyNiscMXzxJmS1mz1zJBZcdgc9vYKmREknXvFUBZ11yOHc8+CGRiOV1OCm3fFUhPtVZKiNETZu1W4r5acFKvp21hEN7dcanayxeW5jozqSRG/STFwzEP2OFwHElZdEY4ZhFedQkErO2td+WkkjMImpaxCyHsXecz7Ovfs2kX5ZiWQ6W7aDrWmWipuJzUNc1GheEKpMPwYCPQMBAyngpA0m8tbeVuGAUM+3414mfv/vClZRGYph29SLhW8rKCWT5hRHXlfzvg6lcdPYhBLM8SaWkjUIp5cA9L7YjET+ReBy4KKkR1cEeEzdCiBOBjVLK6UKIYVXuuh1YD/iB54FbgXu3Xz+RzXoeYODAgdl9yaaeaZpg89bsnG+e6RYs3YArJaUZOiIqGPJjGDovPviJ16EAEC6L8swD6RGLAoMP656xr+2GyjLtRGep7GDGbHRdw+fTVeImBR546nwmTFnI9FkrvA6lXqjOUunPcV10TWPMpFk89fEPmHY88TJt8eqk7cNn6JRFYmzeGqZwy55fE2XlO1yvrrHCLWXIneQK124uJZjliRuA9z/9ldNPHqgSN0o6WAN0qPJ9+8TPKuQDvYEJiYuerYFxQohRNVg3qWpy+e0QYJQQYjnxOV9HCSHekFKuk3Ex4BVSOJ9L2ZHrSpasUK3A09Vd142kcFMJWzOoo1RVhRtK2LB2KxfeMoK2nZqj6douR24oDZV6PWQUsW0kVTZo274JkYhJeC9OnJSd69GnPS3bNOZfL3zrdSj1ao3qLJWWbMfBdlwm/LaUY//6PI9/MLEyaZNsA7u1R0qY+NPilGy/Qvs2jWneNI/3fpq9w31R28Z1XUKh7E5oxGI2y1YUeh2G4jFHavVy24OpQDchRGchhJ94seFxFXdKKYullM2llJ2klJ2IT40aJaWclljuLCFEQAjRGegG/JKKxwpqkLiRUt4upWyfCPQs4Fsp5XlCiDYAIn42NxqYk6oglR3FTIuPvvzN6zCUnTigRzsG9unI7Ve+5nUoe+X6C1/A8Bu89O1tvDvzH7w68Q72O6DDnldMNjVOL02pJyaTBII+RPbkbdinU3OK1CiJlDjtvIOZMm0p4QbWsld1lko/lu1g6DpnPvgGN7/4CZuKU3sxrKg0gt+nM/CA1JZ2GDW8HyXlUZ754qed3m9aDnm5wZTGkA6++m4ujuPiuNkzGlTJPFJKG7gW+IJ4I6YxUsq5Qoh7E6NqdrfuXGAMMA/4HPijlDI1mWVq11Vqe28KIWYDs4HmwH3JCUmpCceRFJdlZv2UbPbH8w/nib+dxrQpi1m9fLPX4eyVosIyLjvlKVYvL+SDt35i8cL1/OvD6+nSK2U1twB48I0rOeiYXindh7K3ZLXaQUr6c2wnXsw7Sxx7Ql9+nrzI6zCy0v4D9uHrids3Ec1+6zYUq85SaSRq2pRFTU69/3WWrq+f46nlG7ZgO25Ka8x06tCMs0cP4u0fdt2M13acrGoJviubi8rj9YOy56NJqQUJuIh6ue0xFinHSyn3k1J2kVLen/jZXVLKcTtZdlhitE3F9/cn1usupUxpK+Falc+XUk4AJiS+PioF8Sg1pGmCgOp+kFZ6dWvDmSccyIO3j2XSV3Xr4pFuzJjNpX/4d+X37064ldOuGMbD17+Z9H117d2Of4+7EYB+B3fj9vOfY+YPi5GJTg+KotRdNtW3Afhy/G+cdf7BlJVEeOflSV6HkzU6dG5BXm6Aqb8u9zqUejdnwVqcLO+elSkiMYul6zdzxZPvEo7VX3Hs9i0aIYAfpi5N2T4q6td8M3vJLpdxHElOlrUE317/Ph24/84/AGBkUeF8RUkl9U7JUK6UlJRF97ygUm/OHjWQpQvXZ03SZmfuv3Usw07qT15BKOnbHn5GvPPeJSc/yewZy3nwv1cSCPoqOzMpilJ32fY+euuVSdx41aucedFhXHi1uo6ULKdfcAi/zlmFaaVspHfaWr5qM+oagfcipsWvS9dw0eP/q9ekDUDPDq3inRxTaMGS9USiFq9de+Yul7EdJ6tr3LRuWcB9f/1DgyjCrOyOSJcaNxkje36TBkYTgqAacZM2/D6dIw/aj1ef+trrUFJq04Z48ca2nZonfdsnnncwxUXlrFm5mcf+/iEAF/35eFVKRVGUnVq6aAN33vwO51x2BOddMSzlJ1wNQf8h+/LV99l78WF3NmwqUSeSHouaFotWb+L658dhezC1s1XjPIrqoWNiaVmU0G5ea7Yrs7YleKeOzXjm0XPVrAFFqQP1rslQmibIz8v+wmWZYtiQbpSVRZn+Y+qG16aDspL4KK8Bh+3Hot9W7XbZXgM78eAbV+HzGzz79w8o3FBM/0P2o22n5nTo0pL/3Psh3fp0YNCwHjiJA7RGTXIBWLeqiHkzVzL64sNZ8OtK1cBIUfZWlg4lmDNrJc//+yuu+NOxnH7BIaxbXUThxhL++fcPMrarn1caN82lcdNcfpy2zOtQPLN6bRHt2zbxOowGKWJazFq2luuf+wgrRV2j9mTW7+u4bPhgOrRpwqp1RSnbTyAQP/3yGxrmTqaxOq6L37eTXuEZrGWLfC4662COOrwnwYChpsAr8Ro3Ur0OakMlbjKUlDB/yXqvw1CApo1zuO3q4Uz5NvuvUm7dUs6cGSu48ObjeefpbwDo0qsdoy8+jFVLN+JYDlMnLGDTuq3c8dQFFG4sYdP6Ei657UQCwfjVo+KiclxX8rdnL8JxXBbPW8vGdcW0aNuk8mAG4MaLX+KF967l+gdPJxjM7rneipJqmiZwnOwcvvbuWz/x5Scz6d2vI132a8Oxx/fhhFMH8uYL33sdWkY56+LDKC6JUNaAW6wvXb5RJW48EDVtFq8p5Lr/fJSyVt81MXXRKn5euJJbrxvBtbe/nZJ95OcFaZQforCkfKdJGwDLdbNm9Ff7tk147N7Tad4sDyEEuq4meyhKXanETYaSUnoyjFTZ0UlH9SEaNnno9ve8DqVeTPhiNvvu14pA0EeXXu14bOy1bFy/lQMP704oN8Bld5xUuexNl7zE3F9X7nQ7gw/txi+TF+92Xzdf+jLPvH2lmi2lKHtJujKrpxKVlESZMnERUyYuYuO6rVxz8wjWrNzMj98vJBat3zoZmWrQod347oeFXofhqfmL13PwoK74smy0Q7qzHYc/PvOBp0mbCm989ysPX3R8yrb/yv9dCMAzn0/Z5TKmbZOTkx0XrE45sT9Nm+ZiGOo9pezIUVVbakUlbjKUlDJbR75nnIK8IBsTtV8ago/HTOW8K4cx5td78Qd8bCks5fzj/6/y/i7dW3PwkT3x+fVdJm2APSZtAEq2hvnT+S/w309vTErsSnJkWZ1bJct88eksfH6Dq245npv//gd++n4hz/5zPFsKy7wOLa01bprHlxOyf+To7qxcvYWYaavETT2KxCw+/nkepZH0GOmla4JUzM8ecWQvLjx9KK1aFHDdSx8xYe6upyRGLTsjR9x06tiMS887lO9/WEQ4bHLi8AM4sO8++H3qdFNRkkG9kzKU329QqObvp4X2bZqQkxPwOox6debRj/LQfy6k/5B9Kd1avZDf0oXrWbpQTePLdipxrKSzTz6YzicfTGffrq248fYTeHXcDTx5/zi+/vQ3r0NLS4MO6YYrJYuWbvA6FE8tX1WY1SPT0k3UtPhl0Uoee3+i16FUOndYf+YvXJuUbeXm+DlowL40bpTDDZcfzeK1mzjl0ddZsm7zbteL2jbBYOacovn9Bp06NKN3z7YcPnQ/BvXvhOtIAgFDjbRRdkkiVI2bWsqcvwpKNVtLIpSF0+PqREP35aT5/PWPI9inSwtWLN3kdTj15rarXuPIEX344bv5Kd2PJkTWtTJWlHonwHUb3vto2ZIN/OnSlznimF7cce8p/PDdAiJh0+uw0s6oM4cw8cc9j4LMdms3FKvRNikmpSRq2sxevo7vflvK29/P9DqkajaXhmks9360S8vm+bz34lUUl0UwbYevZy3iptc+rdG6UdMmN0MuCOaE/Dx41yn0690B07SRUhJSdQkVJSVU4iZDbdmqRtuki+LSCLomeP7daynZGubnSQv5510feh1Wvfju89n1tCeVkVeUvSEAXW+476MfJy4kGrEYekQPvv1MjbrZXrdebXn78ZqdVGYz15UUbi6lTavGXoeStVwpuf3V8UyYnZ7dy0rCMfbv3GKvtzP2+SsBOOyu/9R63YhppX3yo1FBiHFvXovjusRiNhAfeaMoteGqGje1oh6tDKWG8qaPabNXcvGtb/C3xz+mJBLj2JP6c9kNx3odVtZwVT2ntCTU36CMYvgMLKvhFrQ3TZulS9Yz5PD9vA4l7XTt0YZg0M/MOau8DiUt/L6y0OsQslLUsgnHTN6eMDNtkzbd27Xg3CP78/GXe5/cHfflLKJm3Qqjh2MmoVB617jZp0MzAHRNIyeU3kkmRckWKnGTocojaqh3Olm2spBvf1zEmde9zEtjpnDaBYcw4KAuXoeVFWQDnN6R7qTM7g5F2ci2HGjg/dmeefwLBg7tym33n0bT5vleh5M2Hv7PhUgpcVSnSgAWLF6vHoskC8dMvpqxiOufG8c/3//e63B26dLhg1iweD0ffr7307eKisNYdeySFbMdAmlenPiqi45Q09iVvSIlOFLUyy1bqMRNhlq6ouHUUsk0K9ZswbQcFs9PTnE7RUlH6ngtwzTQGjdVLVm4nj9e/BL7dG3Jq+OuZ58uLb0OKS1ous5zr6dPcVivrVpbRDSmWsgnS9S0KI+aPDjmW6YuSu9RXQO6tOeTr5MzBTwWs8jPCdZp3XDMJJDG044GHNCRju2bItRwaEWpV+n7V0HZJSmlOmlKY3dfN5KJX82ltDjidShZwXWlOjhQFCUp1q0p4qrzn+f+x8/msRcu5tarX2vwXfA0XTD5Z1WYuMLyVbvv+KPUnOu6LFxTyFX/fo9IHacN1ZfmBbkU5Ab5etK8pGxvYN9OdV43Ytppl7gZ2L8TB+zfjhbN8zlu2P7quExRPJBefxWUGomZNivWbPE6DGUXflu4hs77tfI6jKyi6qkoyt4RQtVGq+qvN73NX+4axZOvXcHWLeV88dEMXn/uO6/Dqnfde7VD1zQ2bS7zOpS0sWrNFoJpPk0lU8Qsh8fe/z7tkzYAjuviOC4HDdiXCVMW7dW2mjTKYWDfffjs14V1Wr88ahIMps9rcPiRvbjjppGVUwh1XU3YUJJDtQOvHZW4yUCuK4lEVY2bdNV//w4Ubiz2OoysEY2Y6iAhzQjV5SvjBIJ+NE29j6p65N5xPPHQeI494QAuu+ZoysqivP/mj16HVa+GHLYfK1arESZVmZZDcUmEpk1yvQ4lozmuy4LVG/nt93Veh1IjRWURNhaXkZdbt+lNVR2wf3sA/jH26zqtXx4z8Xvclv72G46nWZNcNmwq5dhh+wMqYaMoXlOJmwzkuC4b1dWxtFQxcvSTsdO8DSSLuFI2+Noc6UYIcFXxzoxiWTamaXsdRtoxTZtPP5jB6hWbeeD/zmH6j0tYsazh1JDr0ac902at8DqMtLNyzRaVuNlLlu1w39vfeB1GrZSUR+nQtsleb6dX97aEoyZldbzIWh4z8fm8PUWTwKABnZFSTVdXUkMicKVKBtaGerQykK5pbCgs8ToMZSfOGDkAgLGv/+BxJFlEJW3SjgRUj/bM4jqqE9juzJqxgp+nLObOR85ENxrOoVHr9k1ZvGyj12GknYVLN6gLBnshZtqMn7qApeszazTXF78u4shDu+/VNvbr0oqzRw/iyuffr/M2oqaNUY9/h3ru14ZTTuxf7Wevvj2F8nBMJW0UJY00nKOTLBLwG2zcXOp1GMpOnHBUb1Ys24Rt1q0FpKJkDFUhPaOoFu579sDd79OkaR79BnX2OpR6k98oxPKVhV6HkXZ+X7FJdZbaC5br8sRHk7wOo9aa5oUw9nI6UMtm+URiFrOW132KWDhmYejJnyrVtHEuV198BCOO7k33rq34/uM/c/rJB/KvB87k+iuPoU2rRkC8a9Rbz13m+XQtJfs5iHq5ZQuVuMlApeVRTEslBtLRlq1hfplUt2J0ipJR1FW4jCJUO/A9sk2XpYvXc+x2V56zVTDoIyfkVzVudmLlmi3q/VJH4ZjJ0x//QEk45nUotTZ+2gKaNs6t82gXv9/g3FMGs3jd3iVDy2MxfClImrz874s4Y/QgTht1IKvWFAFw2XmHEQj4ME2bd168goMHd+GE4/qgacLz6VqKolSn3pEZ6Hd1kJW2NCHUwV4KqBxB+lHPSaZRf5tqIic3wOwZy70Oo14ccGAntpZE1IWgnVixekvatWPOBFJKisujjJ30m9eh1Emvjq3YWhrBtutWw+3B20fTtm1j/vDo63sVx7qiUoKB5Lz+2rRqxDFH9KQgP0ROjh9NE3Ro24T77hhNJGISCvmBeNJJSsmdN5+AQKgpUkrKSVRXqdpSn0oZJhI1mfDjYq/DUHahID+oqu4nmW276gBCUZR60bhJLisbSHHifbu3ZqOql7dTpWVRYqadklEP2Swcs3jk3QnYbmYWr7/42EGM/2p2ndYNBnwM7t+ZE+5/maLy6F7FURyOomkauq5VtuCuDV0THDSoCz27tWbYod1pnyi4XHEsFQz6OLDfPjusJ4QgNyewV7EripI6KnGTYRxXUlikOkqlq5KyqErcKNlPDdxQspRjO7Rs3cjrMOpF4ya5lJTu3QlmNlu3YSvd9m3ldRh1JqUkatpETCtR40pDAI3zQpQnuh0JAaJK/QdZUbss8XNXSmTiD75ILJkT9GPZDrbjomkCvUrtLMtxmDxveT39hsnlN3Q6tWpKp9MO4g8n9Of4s5+s1fojjupFaXmUVZuLkxKPZTvk5vhr/R7t36cDf/nTCBo3zsHn0/EZKvmopCvVVaq2VOImwxi6xsLfN3gdhrIrEtVyN0WEENsOKhWPqedByU4Tv1vAqDOH8O5/p3gdSsrlN8qhtEwlbnYlUy/CSCmJmBYrN27l8Q8m8suiVV6HlBEqihKXhKMU5AR5/tHzuOLPb9Ro3VDQx/WXHsXH0+YlLR5NCDq2b8ac+WtqtHy7No254apj6LN/O4IBnxqprChZSCVuMoyUsG6jGtqctgRIVUdCyXpq/num+MtjZxPKDRAI+rjvsbNZt2YLUm6rURQKBQgniohWTYxKCZomyM0LUlIcxjA0ChrlUl4WxXXjHaqklPj9Brbt4iamRlRsu2KZ7Yf5V+wjvyBEaUlkt3V3pJTVXmeaJgiG/ETCZmX8QgiEiP8eZZUjHiVCaNXWz80LICWUloQJBHwYPh0kRCJm5TKu69Jxn+Y0bpqLz6djZXntl+YtC/h901avw0hLrVsW0K51Y6/DqBXXlUQti2XrtvDER5OYtni11yFllHDM4qjbnyMSs3juT6eyT6uaP/9dO7UEIbh7zNdJi0c3NIYf1atGiZtB/Ttx319HY+gahhpho2QQN4s6PtUHlbjJIK7rMmnqEq/DUHZHglAtdxVFSQOhXD9HjurPikXr+GrMz7iJJIpl2SDBFzAoQ2BVjBIUVEuUuI5LLD+I0AQx02Ht3DX4AgZCiMpETSDoIxaxKtcV8bkXuI6LrusEc/zEoma16RhCE9h5AVxXEouY8R1XURmCoHJwl5Tx32dTIvFUoSJRHs0LEA2buI6LKyUkkjYVyxb5dDp0a8XWlYWYMZtg0IcRMDAjVmXySNMF4Q1b6XDGQTRqmkvhhuy+SKLrQo0Q3YXjhvXa/mWZtlxXErNtFqzayL8+mszMZWu9DiljbSkNA/DzwpXIjjV/b8RMC9tObqJXE4LikvAel+vQrgn33DaKYMCX1P0ripJ+VOImg8RMh3c//9XrMJTdCAV9GTu8Op25rkRoAumo0UyKUlNGopXrioXrePymNz2OJjMEQn4OOu4A+g3szNefzvI6nJQK5vjZuLnU6zDS0qjhBxDwZ8aJsGnbzFiymj8+86HXoWQNn66jaTU/lmvWJI/ScPKmHTbJDQIwaQ/NSPJyAzz4t1MIBjPjtaooVUkJjuoqVSvqDDNDxGIWn02Yy9xF67wORdmNmGmrYapK1pOqxk1GKN0a5tFb3uHwkwbQvE1mTfvwSixisrWwlMGH7ud1KCln+AxMM7ung9XFfl1akZ84cc4EQb+P/l3akR9S3YCSxWdolNaiKHD/Ph0RtUj07ElBTvz1t6fCxPf9dTStWxagJ3HfiqKkL/VOzxDzlqznsZe+8ToMZQ9cVxKNmF6HoSgpp2rcZIZDR/QBoLSo3ONIMse4V75n4NAuPPDU+V6HklJlJRGaNAp5HUbaGXl074xrAy6E4LyjBngdRtYI+gxMq+ZTpSzLTurMuhWJ2lPvvHgFOSH/Dve3alHAhWcNZf/ubfH51OQJJXO5UquXW7bInt8ky4XUMMiM4PPpqsZNSkhUniC9qOcjMww9phcAsajlcSSZ45PXJnPZYffRu/8+HHb0/l6HkzKFG0po27qJ12GkFV0THDds/4wbORvy+zj/qAE0yVOJuGTw+4xaFSdv3aKAtUXJrYl1wE3/B8ALT1xQbQp+uzaNGfPylZx9ymACfpW0UZSGRCVuMkQ4og66M0VOrhqunGxSxgv1KWlCzZTKGBvWFAFwwz/P9jiSzNK4RT66rmV1In7d6i20aVXgdRhppX+fjhk7mlBKGNy9g9dhZIXcgJ9wLZLdQwd24fU8qBL5AAAgAElEQVSJM5Iex5mPv0H7tk04aXjfyp91aNcU23EJ7WQkjqIo2U0lbjKA60qKS/dcWV7xnmU5hMtjXoehKCmXqSc3Dc01J/4fc6b9zvCzhnodSka54dGzmfztPCZ+NdfrUFJm+dKNtGye73UYaWXkMX0ydoSzJgR5QXXhKBmCfoNItGbT3gvyg+TnBfll8cqkxzF/9SZKyqJs2FRc+bPWLRth6BrRGsanKOlKInBl/dyyhUrcZADbcXj1vZ+9DkOpgZyQn1COugqiZDcJGdMqt6ELl0X511/fBaDvwd08jiYzDB3eh47dWvPvBz/xOpSUWrJgHU0a53odRtoI+A2OObxnrboJpRNNE7RslOd1GFkhFPARDtcsMSITI1C7tG6esng6d4xv2+/TufHqY3jv4+kU16J4sqIo2SEzP50aoOLSiNchKDUgpZpDojQE6nWeSU6/YhgAKxat9zaQDBHMCVC0uYyyLD8xWrNyMz5Dx59hhXhTZfTx/bwOYa/omuCofl0xMjTxlE5Cfh/l4ZqNnjZ0DdeVOI6bklhu+u/HXHT2wbzz4hUceVgPAEYc3ZvGBaqekZL5XES93LKFqmqVAfw+QyVuMkQ0ZhFV9YiULGcYOsefOYRl89cB8ULFFTnLQMhHuCyKpgmE0BLJzOqJHinjSU7pymo/q5h9VXH/tvu2fR3KDRAujWKZNo7jJtYTCJH4X4t/HcoJEEkceFed1iWEqNyeEAItUfRRCHAdWWU5Kg/Eq64D4A/4MGMWtuWgG1q17Tu2i9AEWpXaKP6AD8vc1qFk7YrNLJ23Zk8Pc9Icd+ogFsxYztbC0nrbZyYrKSonkKHTZWorFrNo2iSX9RuTW1g1Ex19eE+klBk7DdTQdbq1ba5GQyZBTsDH1pKaHXd36dQCKSWzVq5NSSy/LF7NEXc/z/f3XkmPbq0p3FxG82ZqZJWiNEQqcZMBlqzYhFmL6vaKd1xXjURQsl80YjH02F70Hdp1h/u0ROLE3c3FR5H4Z2cnSFLK6lMVBAgEkm3JFp/fwHWcbevLbakhKSX+gIFjuzi2W7mNXQ2Gk4lAJfHC4tHE8HgpiSeBEvdV/R/i91UmcxL7DwR9mFELn1/HNLf/mx1fNhj04w/6OPfgf9Rrp6fp38+vt31luoW/LqegcQ55+cGsH3UTM22aNclr8IkbIaBzh+YZm7SpYFo21406hKc/mUJMHTfWmd9n1GjETW6OnyvPPxzLTu1jHTZN3p48k7OP7avOB5SsISGr6s/UB5W4SXPRmMXr76v6NoqipA8zZvHSPz9j8hdzvA4lI734+c2MnXEPLz/yGR++Oiml+zpkeG8AZv+4JKX7ySZlxREc26XfoH2Z/O08r8NJqVjEonlTdfX+mMN74srUTHWpT36fwZmH92PFxq2898Nsr8PJWD5DJxzZc42bzh2a06VTC8547M3dXqyoqxYFuWwqKad/57ZcdNRAAAKBhjEaUFGUHanETRqLmTYTflrEN1MWeh2KoiiKkiRXjPw/Dju+D9fcOYqzrj6KVx//nEnjZ1GeGN3RvHUj/nTvKcyd/juL56yhSfN8fH6DUG6Adp2aEcwJAJKpExYycfys3e7r4puPB+A3lbiplc/fnsI1t4zI+sRNeVmUZk1VgeL+fToSzJITYttxicTUlO294dM1ojV4DIcO3JeNW8tYumFzUvd/56lHcVTvrjTNzyFqWuQE/Zi2jd9Qp21KdnGlqslVG+ovQBqzHYfHXvzG6zCUWlATpVIow4ewK0oF13X5/tNZfP/pLI4/fRAX3jicK+84iZvPeppl89dx9OgBdO/XkVbtm3LyBYfiuC5WzEHT49PQireUgxAMO6k//qDB1+9P3+W+2nVuAajC6bX14YsTGH3pMHLyAoTLalakNBMVby6nRTPVErxNy0YZP00KwLIdSiMxvvttqdehZCxD1yjICbJh056nD8ZMm7CZvCTZzScdxokH9qRZQS5/fXwc0+as5MBeHTlleD8G9OqQtP0oipKZVOImTUVjFm99NI1wPdZAUPZe5h/2pSl10qlkqc/GTuWzsVO55q5RPD7mWuZO+51eAzvz8C3v8OM3ux/tcfWdo7jm7tGcccWRLJm3hi/fncrMKdtG1rzw5Z8BOL33bSn9HbLRhlVbsC2HP5x9EG++8L3X4aRM4cYS2rRq5HUYnjMte88LpTHXlcQsm9+Wr+O2V8YTSWIyoaGp6Mp1zGE9KSmLEolahCMxwhGLcDhGWThGcWkU07T5ZtICLj/3MG4/5UgefP+7vdpvv05tuPDIgTzx2nc4jst3Py8GYMIvi2nTshEHdG+L36dO25QsIoWqcVNL6i9AmjJ0jROO7MV+nVty31OfqQSO0uBlwcXQrKKpJySpnrl3HEvnr6NHn/a8ddnLzJ2+fI/rPHvfOL56fxp9h3Th6JMH8OBrV7BlYwlvP/MNn7z5I206NgOgbGs4xdFnpyWzV3HBVUexdOF6fpqYnVOW167awuDuPb0Ow3NtWzf2OoQ6kVISiVms2FTEQ2O+Y9bv67wOKeNFLZtI1OLM0YOImhY+Q6+8GYaGoce/BontuERjFqMO3J+R/brjOC62K3FdF9t1sRwXy3EwbQfTtuPbtmxilk3UtIhaNuGYRW7QzymDe2FZDp9+N4fy7errTJu9gj+dfwSRqIUQZM20PkVRakclbtKUYei0bdWYVi0KuPj0oTz934leh6TUkJqSkAJCVGsdrXhLvcRT44uxU/li7NRarbNk3lqWzFvLx2//yMgzhqDrGlffdTKDj+zJwlkr2X9AJ54cfwvXjfxniqLOXjeOepw/XH4kf3vkTMpKIixeuI5JX8/ji49meB1a0qxaXsiIJg27xk3Txrm0aZl5o47KoyaFxeU88t4Efpi33OtwskanVk3QNMGpf3oRx9l1xWFD1wj4DUJBH8GAj1DARyDgIxgwCPgMghVf+30E/AYBv0FO0Edujp+A30djv59gbi6BJgaBgMEjL3zNZxN3Pspy8YpNnHjFs2wpDnPG8f254sxDyQn5U/UQKEq9kICr5irUikrcpDld0zhn1CDmLFzH978s9jocZQ+aNs5lXW7A6zCyjqaJ3R5AKfVLCHBV9iatmFGbD1//If6NBudecwyTxs9i8Zw1nHzBIfQY0IkFM5Z7GmMm+uCF7/j41YkcOKwnBx7Rg0uuOYpBB3flvlvHeB1aUvy+ZAONCnK8DsNT++7THNNy8Psz45C4PGpSHjV57IPv+XLGIpVIT7LTDz2AuYvX7vGYw3Zc7Ii5w+iYVNlSHB85+dvCteoCoaI0UKqUc4Y4ZOC+Xoeg1EBxacTrELKSEAJXjbhJH+oCSVp776VJzJi8kF4DO/Pei9/jupJTrzzS67Aylm05/PzVHJ65810evvY1DjyoC8FgdkxVWLNyM36fjt+nex1KvdN1jVNG9ufuW04iFEr/5zMSsygJR/m/Dycy8q6X+GK6StqkwkHd92Hi1PTswpefG+CGi47E1wDfr0p2chN1blJ9yxaZcXmhgbNshxVrtngdhlIDjuMSLs/eDiReMAxNXV1KN+rpSHsP3PgOz31yA3975gKEgO79O2H4dGzL8Tq0jDZz8iI2rd3KM29fzTfjZ8UTyhJM00bX49fC8huFKC4KY8YspATd0DAMjUjYxHUl0YiJbTvYtovruFimjeNKHNtF1wWxqI1tO5gxG9ty8AWMHU7UpJQIIfD7jcqRAbquEYtZ2LaLbTloWvxgVYh4NzKhie22Ef/fth1aNMtnzfqtKX700stNVx3DccN6IYiPbk5XFa29X/ryF974dgbRDC+knO5aN85j2pyVXoexUzdedBQ99m3dIBOtiqKoxE3aC0dMvv5hAW9+VLu6B4qSLTRdJW4UpbZc1+WJv73PVbefiBCCFm2b8Ma0f3D+oLuwTHXitzdCuQEKmuUx9LjeBIMGtu0SM+3KBIpEIhAEElNvhICA30fMtNA0Db+hI0S8wLcQAk0TaELg8xtIV+JKiVbxcy0+2tB1ZeV2qwoGfUQSUzUCAQPLjlcMiLe2lvEca+LPZ/zrxDfbFRcPNLBip/37dOCk4/p6HcZuWZaD47o4rsv1z33E9CVrvA4p6/Xv0hZXSpat2ux1KDs1tH9nlbRRsoaErBoNUx9U4ibNCQGxxJU8VeNDUZR0obpKpb+505fzp9Oewh80GHJED2556Ax8fkMlbvbSQ9e8yl+eugC/X+fS29+kPFw/NS5SIS83wKcvXs3KNel5opoKjfJD3PuXkytHLaUbx3GxbIcfpi3l6Tcm8vKj51NWT3VUGrpThvZmxrxVXoexUy2b5VcmgxVFaZjSd2yoAkAo6Of0kQMY0KuD16EoinfUgJu0ogZAZRYzajPw8O7M/mkJ4bKo1+FkvPnTf+fW056kZHURY564mGAgc0+mjhjclQ2bSrDt7L8wlBPyc8IxfXj64XMIBX1plbSJRC3KwzEsy2HG3FVcdvub3PXEp2woLAUqx04pKdZv33ZMnrbM6zB2qm/3dtjqAq6iNGiZe7TRgESiJgV5Qa/DUGpASirrCihJpB7StJJG5ztKDRWuL2bIsB40bp7P1sTJoFJ3G9cUcduZT/HEJzfzt2uP56+Pfex1SHUysM8+zF+83uswUqpZ01zuuulEevVoi227nrdRtiwH23EJBgw2FJYyZ9Fafp27irmL17NsVeFOR1dvP0VOST5NgxaNcpk+Z4XXoezU4L77kKtagCtZRk2Vqh2VuMkAmqbRrHGu12EoNSHUaISUUI9pWvGp4doZ57///pqjTx7AKVccycsPjPM6nKzgOi4rF60n2KmZ16HUWZeOzfn4i1leh5FSN191HH16tsMwdPz1XMrHdSWRqImuabhSsmjZBqbPWsEpJwzgi4nzePSFr/e4DUPXVF2TenBkn66UhWOsT9PE9gHd26XVKDFFUeqfOvrOAIaukZ8X8DoMpQZyQ341GkHJepom8GdJO+SGZOn8tZx+zTEqcZNEUz6fxc1PnMfIYb0YP2Gu1+HUWtNGOSxdvsnrMFLGMDSGDOiMYdRP4iMatXBcF7/PYNXaIuYsXMvMuauYs3At6zYUVy7Xq0dbYqZVo20KIbAawFQ2r50wuAe//Jaeo20AJvyymFOH9yMnqEbdKNlBkl2tuuuDStxkAF3XOPukQbz98XTCqkBdWpNAUA1lTSpVBDf9RCMWZrRmJx1K+gjm+Jn90xKvw8gqUz77jeZtPuG6m0dy6akH8fenPmP2wrVeh1Ujhq6RlxfM6sRNo/wQrusCqU3cOK6LZTm88f7PTJ66lOWrNu+xoURNR0+YlpOMEJU92L99K5769nuvw9ilsZ/9ytknHOh1GIqieEgVJ84QrpR0atfU6zCUPYhGLXRdva2SyZVS1bhJMyqXlpnG/XcK3fvvw4kXHOp1KFll3MsTuWjI35n25Wye+OuptGnVyOuQauTAPh0oLYtSVh7zOpSU2VoSSflom0jUZPXaIi6/5Q1eG/sTS5dvSnIXUKn+5qZYwDBoWpDDjLnp2VEKoLCojNmL1uK6LuGISWl5lPJIjGjMIhqzCEdMbEcl+ZTM4iLq5ZYt1IibDKFrgj7d2zJvSXYXEcx0rpSUlaquLcnkqqJBipIUP09YwNSJCzn4+L588vpkr8PJKuGyKM/+7T2OGDWAbvu0qDYtJl0N6duJZVk82gagedM8bNtJyQUVKSUx02bsJzN4+Z0ptU7WyBp/tglVOy/FhvTogBCCTu2bYVo20ZhdmRCJxixipo3jev8k/PGeMeQEfTRrkkezxjm0bJZPXk6Qn2b+Tn5ugOsuGEaPfVsRUtOpFKVWhBAjgH8RH575opTyoe3uvwr4I+AAZcAVUsp5QohOwHxgYWLRn6SUV6UqTpW4yRDBgI/LzzqUlWuLKC2PETNtLNtGym3FcKWUGLqG40oa5QcxdA1JvDieAHJy/OTlBAj6fZRHYriuxHbcyi5IAjAMnYDfwDA0NCHQNA3bcXBdieO42I6LmfgAi68f745g2y627eC4Lo4TX1bTBEIIXCkxTZuYaSOlRIj4z6WUifjc+HQYIRJDmuMdFAxDi28DQbvWjcgNBRBCVO5TulQub7susZiF40hcJLgSEr+XbTs4TvxBcl2JYWjkBH3x31PX0Q0NXdMwEgd2ui4AkYg/HotExjtGiXhcuq5X/i6aoPKgcN8OzfDFHI49qR9SShzXBRccx41vw43HI4RA17VqHajKy6L4/AaaLpA7Of6TUsZvrkRoAunGY9INjdy8AHkFIfx+g5LiCKUlYcpKoliWjVZ1YJ0GtumgGfH9FxWWs2H9VmzTIRj04Q/6CAR9BIIGfr+BP+BDNzQCAR+GoWH49fhj5tMwdB1Njz9umi4Qiee74jGJP5HxL6IRk/KyGJou0CqW0QVCaFRtwqUbOoZPjz/2WnxZ3adGMClKsiyas4aLbxzOM1/fxjXHPLTnFZQacx2XLRtL6NmlNRN/Sf8pab26tWHWnNVeh5FSnTo0w3Zckl0l0LRsdF3jhrvHMHfhuiRvvTpD1+jdqTWGHk/gSOLHaxWjcOKfufFvXClx3Pixh0gcxxi6Vm3KsZQSt/L4Jf557LguruviuIljNKg8htOqHLNVrF91vxX7qFjGdWW1OOLHP4lYK+OuiEfiysRxqqByX/FDwvj2Fq7ehGmndiTJjCVrsG2H+248EUH8+EjXEv8nbttP23Ycl5hlV/wa2E78MXQTj0H8ON3Btt1EPSPBzPmrKSmL4vcb5AR9FOQF0TTBM29OYvPW8hrFGo5ahNcVsWpd0Q73XXvvGJ75+5n07tZWjf5W0p9Mj65SQggdeBo4FlgNTBVCjJNSzquy2FtSyv8klh8FPA6MSNy3VErZrz5iVYmbDBLwG9xzwwlomsC0nJ22nZYy/qFo2U7lSIWKedSW42DZDpbjkuP34ffpxCyn2lUfV0ps141/iMv4B6qRSJ5UfkBr2rYPdiGqfXjHP48rDiLiiQUE6JpWeRAgqxx5CCo+nCE+HFhU/h7x+CW6phEM+FhbVIIrJXrihF5UbCARh6FrCKokWxJTbOKxVPw8ntOxXacy+eRKF1cmEiOJmCuSSkiQyMpWnJL4wYgr48kwybaDIIAyx6JVtxac+qcjKh+zihgqjlU0oYGMJ5jcxEFSbsBPyO8jYlpEEgULd3h2K7ax7VtI/J6m7RA2TRxXEvL7CPoMAoaBronKA6Ycvw8hIGrZFITi7eUd240nSDSB67iVCbqqX8vEgZfryPhBScX/FY+f68b/+MYfxMrHpGLHUkqCOX4Mn16ZbIonsRKvj4qDQUBW7jORpJLbH+Qp6UBKiVAHhRlpzPMTOOOyw+ncoy1nXXcc7zz5pdchZZWVi9fTuUNmdJlq37oJ4z7P7o5Ss+evIRhIXiF1y3ZwHJfvf1rMky99S0kdR9jGP9tq9jd07YatXDfqEGyn+oB/We2LbamRyqRHYkcVn6UVtn2myspEkJbIqIjKIxsqj8uqJot2+D2gcvvbLsxR5Vhwx1o+24VbuSxV9lexZG4owOI1hVz8xBisFCZvyqImhqFzxm0vsrVs18/pcYP2497LRjL5t2W89tlUenVuzY9zlqNpgmDAh9/Q413ADJ38nAChgJ9QwEco4OOi4wfRumUBazcVY9oOMdOmLBLjmEHdGf/9vBonbnZHSnjo+a945cHzVOJGUWpuMLBESrkMQAjxDnAyUJm4kVKWVFk+F4/63arETQbRNIEr4Ob/fsIPC9O38n2yXXrkQI7s05VznnnH61Cyyk93X8NtZ/+HZfNTe7VwbxmGxrg593sdhlKFlOCk+AqokjqnDb6Xtyf/lY7dWnsdStbp2K0NX/261OswasQwNOYvSu+//3vr+KN7J22qVCRismDpBu57YjwbN+9dy2gp4yNna+KSv7yxV/vKZP16tufpe8/k9EMP4K0Jv6ZsP0ZiBPTukjYAX05dxJdTF1V+P3tZzd8/Q3t1YsaC1Tz34ZRqPx/UsyPNGufULuDdWLFmCzPnr+agfp2Ttk1FSQVJvY64aS6EmFbl++ellM8nvm4HVC1wtRoYsv0GhBB/BG4C/MBRVe7qLIT4FSgB7pRSTkpq5FWodGyGMO34cMz8UID927fyOBolG0ik6tik1Inhq5/WukrqRMIxwqoeV9KFcv17fVJfHxoXBAkEfKxeu+N0i2wx8ujeXHHeYXz05W9EonXvyGlZDuGIyeMvfMN1f/tfUp5fIeLTnZXdmzl/NTPmruIvpw3jyatOpml+8hIcVeWHAtgpbrnuuC4+Y8fTLsd1+fufTkjqvr79aZHqQqso1RVKKQdWuT2/51Wqk1I+LaXsAtwK3Jn48Tqgo5SyP/GkzltCiILkhV2dStxkCNtxueK59xgzZRafzVy45xWyjEovJJ9AqMK/Sp04tquSfhnuxUfGM/L8Q2jdMTOm9WSCFm2b0LRlAV9MnO91KHt08IAubNxUkhYFV1Ph8IO6cf0VR3PnI+N48a3JLFm+iXAdkjeRqMlv81dzzh9f4vPv5qYgUmVP/vPmRNZu2Mrhvfdl/D2X0L558ru25YcCmCnuyBS17J1O23vho5+IRK2k7uu3BWvUgbOSEVwp6uW2B2uADlW+b5/42a68A4wGkFLGpJSbE19PB5YC+9X5AdkDNVUqQ+iaxmVHD+aPL31ItKIYWgPhSnZaz0fZO9Kb6ZmKoqSBKV/Po6iwlLOuO44nbnnb63AyXu8hXbjzhUtZvbYIO6mtoJPjjmuG40+MlBMIDujZjmaNc/nn30+jrDyWqP+2rVaJ6+5YF6WiTh3EO11WFGGtqHVWUZNMSuLTgKRE07TE+mKHWisQ3+b6jcW8+GbyupwdPKgLf73xBB5++gt+mbkcgGtuf5vRI/pyzYXD8CWK6++OZTmYls1jz33NVylIxNW8o5Qyd/F6Tr/2Jdq0KODdZy7nuAH78fKXU5O6j4KcYEpr6ADETJugf8fTruXrthAK+jj0wC5Mnp6caZZrNhYT9CevtpOiZLmpQDchRGfiCZuzgHOqLiCE6CalXJz49gRgceLnLYAtUkpHCLEv0A1YlqpAVeImQwR8Bn33acP/bjiHG179mN83Ze/w5u3FCwGrxE2ySYkqXqfUidCgUbM8r8NQ9lLTFgWsWLje6zAynqYJ7nvzGt4YN5WXx/7odTg7MHSNE47szaTPZxONmrguzNy4EH/AwHFcHNtNFJbVEFo8yeKrkqSBKsmcxAgdM1FYX9Pjy+oVXYVINAFwXRDgOvELTdKlcttVqs4TyvFz3BlD+Xri/HgnQ5+O32fg88U7XAYCBgG/j0DAIBT0EQr5yQn6yc0JkBPyEQr6yM0JEEx0ivT7DRoVhHj0ma/4ZvKCao/Dh5/P4udflzPmP5cTM20COzmJhsQom3lreODfn7Flazj5Twg7FuxV9mzdphKKSsIM6NKOl0lu4iYv5E/5VKmYaRPw7fiam7FwNS+P+4lH/jKaWx/9kEnT9j554zgulu3s8jWuKOlAUqPRMKmPQ0pbCHEt8AXxduAvSynnCiHuBaZJKccB1wohjgEsoAi4MLH64cC9QggLcIGrpJRbUhWrekdnkIDPYJ8WTXjv5vO58oX3mbo0u9t4VtCEmtLTkLmuOshNN7quUby5zOswlL0w9Oj9AdhamP71WNJdx+5t0DTBGx/87HUoO2Uk6mo8cONbHkeyo7yCIGN/vpunHzon0ZJ62ygex3GxnXg7Zdt2iJo2sZhNNGYRiVoUlURYu6GYkvIoZeUxSsuilJbHWLFqM+s3lex0f+s2FHP4Kf/krJMHcslZh2DbTuUoIJFoh/TI01/y3ZTUTkmPf6Sp45raWrpiE62a5id9u/mhQMpH3Ji2TX6io+f2nv1gCp3bNePhP4/mjsfGMeGXxTtdrjZ0NVJdUWpMSjkeGL/dz+6q8vX1u1jvPeC91Ea3jUrcZBhd07Bsm57tWzaYxI366EkNIciI4oium37TDho6J8VXJpXUWzQ7/vmxYMZybwPJAvsd0JH1G7Zipun7Qqth22lPCIFl2Yw8/6l626WU8PaH05jw42I6tG1SrTX1wiUbKC6N1EsMSu2lavR1TsCf8ho3jiMxdjPK+S9PfczYBy7imnMPr3XiRtcEXTq2oF2rRnz382IG9OqA7bgYhmokoKQ3mQYjbjKJStxkoKDf4OheXXn9+xleh1IvHKm6H6WCKk6s1FVlDQslY7mui2XadOjaivUrN6uaG3XUvktLRl82LG2TNhCfopS2pER69NCt21DMug3F3uwcUJelak/TBZ1aNUn6dvNDfmKx5BYI3l7Ab2DuoUblq5/+zFUnH1Kj7bVpUcDII3oRjVmcOrw/zZvkYhg6wy95istPP7iyppWiKNlDJW4y1AH7tKFpXogtZam/MuQ1XU2VShn1sCpKw1RUWEa4LMo9r13JJ69P4uk7xnodUkY5+ZIj2H/wvhxwUFfmrdjEPQ+P3/NKHknnqaauI0nj8FJGJUrr5rZHPuKLV6/lD0N788GPc5K23YKcIKXhWNK2tzNBv7HH7lEzF62lcUFoj9vq26MdD958Mrk5flzHxfDpxGI2H379GwDdOrWsLAyuKEr2UO/qDBW1LAbu297rMOqFpqnEjaKknYZ4tpVlnr3/YwCGnXwgXXo3jM+TumrTqTm9h3Sha58OXHnPKVx424k4zXMZN3Eef37oA8rKU3vSt7fsFNfvqCspJb4GWEDV5zPUqMU6KCuPMX/peu4+91iuOfHgpI3Gbpqfk/LETcBvEDV3P+Jm3eZifIZOfm5gl8u0bp7Ps/ecRUF+EJ+hEwj40BNJmkb5IT585kp0Xb22lMzgIurlli0a3qdllgj6fLRv1sjrMBQl5dRVo3SkEqnZ4PvxvxEuj3Hro2dyzg0j+MdlL3odUlrpuF9rrn3gDHx+g0492hCJmOi6xtbSKNfc/T8WLT2a93oAACAASURBVN/kdYg1ogmRtm9ZSfomlVLJ0AWN83deqFbZvevvHcsNFx/FFSOGcMWIISxZW8g1z3zAxq11L5jfKDdIaVk0iVFut/28IEN7deKNz6ftIY4Q4ajJw38ezc0Pvk9kJ9O31heW8vSbEzlicFd67tu6sjtoTsjPsYf0SEn8iqKkB5W4yUAR0yLk92E2kIMdIYQaVtzAqec/vahnI3tM/X4hK5duZP2KQq9DSTunXXU0BR2aMn3OSh7+3yQWLdvodUh1ks6574b6tz0as7Gd9K2LlM7Kwyb3P/05z7wxkQtPPYhThvflptGHcdurn9V5m03zcli5JmUdfBnYvQM+Q+fLnxbs9P4De3Tg4hMG0697O1xX0q9ne44Y3JVWzQv43/jpRGPVR+q8OW4qpmnTu1tbpJTETBvD0HlxzA/khPycPqI/oaA/Zb+PoiSDlKRFO/BMohI3Gchv6Ix44CU2Fpd7HYqiKA1QIOBTBZKySLtOLWjRuhH/e+orSorU50qFA4Z25ekxU/gmxa2hU03XtPROkKRxaKkipaQsbHodRkYrKg6zaNl6dK0/xw7YD1dKHhzzHaWR2k95apQb3KsRO7vi9xmcdVQ/zjl2AMVlEZas2Uwo4OMPR/QhZtk0zg8x+vA+FOQGCfp9aInpc64rufnSo8kNBZg8fSlLVxYiBDRtlEswYLB5azk/zFjG2o3FTJ+7kjuuGs4xB/egtDzK2M9+5bQR/ZP+uyiK4j2VuMlAMcvm8zsu5cDbnvQ6lHqhOkqlRrwdePpf8Uvnq8UNlW5o2Fb6v3aUmnEcl+atGzPgiB5M+HC61+GkhZbtmtC4eT5zFq31OpSkSNu8jUQ1V1LqpHP7Ztxy+bE8+8PPvDljFi+cPppP77mEu9/4ku9+W1qrbTmuS8ckdqtq16IRF48czPDBPSgsKScvJ8AXPy/g3zefQv/92uO4LlLG24MH/L4d1tc0QW4ogGk5DO3XmeLSCGP+dSkQT/qVR0wmTl1CwGewdmMxd/3rU+7616eV67//5UzOHHkgPtUOXElzqh147ajETQbKCfgpi8YazFQpJVWEZ21Ya0XT0veko4GKhM30bjGs1Mqkz2cz6tyhTPrkV69DSRsDjuiBaTls2lLqdShJka7XP9J6JFAKua5EV8WJ98p5owexdPMWHp84BYBRr7zJOf0P4B/nD+eXRau4+40vazz65slxP/D45Sfx7Ac/7LGA8M4U5AY59YgDOLzvvnRo1YRQwMfs39dx9dPvM3PZWv586hGccnAfQgEfruvy2aT5rNpQxKWjDtrtdi3bwXEll55+MD5Dr6xnE/D7GH1MXxBwzCHd+eib2bz+wc9sKQ4jBLRsmq8ueipKFlKJmwxk2g6/LFnldRj1RnWUSg0hwM2IzI2SbjQtQ5J+Sq3c9Pi5PHrdf70OIy18895UTr50GK88fD7X/2MsW0tSV7g01Vz1EZp2pEzfZFom8Pt0BvftxNO//FLt52/9+hufzF/AG2efzri7L+aeN79kwuxlu91Wp1ZNuPL4ITiOS7AGnZ8ADE1j+JDujBjSk64dmtMoN8Tv67fw3W9L+emjScxZsb5aDaMnPprMUX27Egr4iFkOY7+dSdBv7PGiVG7IzyWnDUVAZdIGqJxSBfEkzslH92H0MQcgZXz0ENstryjpSagaN7WkEjcZKBwzuePtL7wOo96oqwaKoiip89wDnzD8lAOJlKV3S+v6ZMVsHr72Nf78r/N54OaTuebu/3kdUp2pgR3pR9MErsqo1UlO0Mc9N5yIhcvr02fucH9J1GTUK29y0aD+3HfBCOat2sC9b33N6sLiasvpmuDCowdy+Ygh/Dh3OVc9PAbT3vUVib5d23LK4X3o1609zRvnsqU0zKQ5v/PW5JlMX7ya8E46QFWwbIeZy9bSpmkBPkPDcSWN83OQNSjwlBvac5HhnU23UhQl+6jETQYydI2IuesPiGykDm+ST4AaNaHUiV8dJGYV13VZs6KQLZtKvA4lrSyfv5YHr36Fp7641etQslpDzCvFR7x6HUVmuv+WUQzu24lD//38bpd7deqvjJ01lydOPp6xd5zPK19O5eWvplaOhOnfpR3XnXwoVz46hukLV+90G8P6deHc4w6ka/sWCAG/LFrFfz7/iZ8XrKh1g5BNxeVYjoOG4LW7zkmM8FGfpUrDpmrc1I5K3GQgIQQDu7RvUNOl1Ns6NWQmZG5cF00T5OQGcF2JRCLdxC0x3Nyyqtd70nQNPXETIv6eAUBUDDEWgETXNTRNQ9M1hBAYPg3XkUgpE0OYZbWhzJX1GKoU1BRCVG5fN7RqQ5grVNxfEYvYbhRZtRhJDHWu2JXcFoOUEst0MGMWjuPiOu6OUwkrvhUgENu2XW3fVdeJf69pGoYvPofe8OmVv6uU8SHXFd9rmiCY46dn/47Ylk1pcRjDF/8oka6LSFSTFlp831WnBGiaRixq0axFPnmNcigvjRANm5XP3/ZXoat22Ni4diurf9+0w2OrJEcw5CcQVCcR21u/cjM+v4GmQQbUct+pdE4QNOSZ0GokVO0de2gPBvbZh4e+mciGsj0nTspNk8vHfsSB7dvyxKiRnDy0F3e+/gW/Ll3D9CWrWbymkOMP6lmZuDE0jZMO7RWfAtW+OVJKxk9bwD8/nMi8VRvq/HrNDwXou29bNCHQtfixCerPraIotaQSNxko5DO4dvjBXLAkc4du14aqcdOwuW78xP1/E+/YloCAymyAIJ6oqb5OIvniJgYiV3kNVSRkKr6uTIxIiStlZXIjns7YseWJEKAbOoJ4wigQjP8ZjUWt7ZIsu/qN5B4P/qrndUS1n2uaQNO0RGJEbFt2Z91ZZOVvWvm1329gmnb1AIVIJMIkrisJBH1EI/FWtT6fXpl8qUjiGD6dE88dyqjzDyZm2piWnYhUIJGV/1ddryrD0NCEID83yKYtZTskeOIhCRzXRSDIzfGjaxqj+/5t9w+cUmerft/EISP78sqDH3sdSlpp2qoR/8/efYc5UXUBHP7dmSSb7fRepQqIgPQiVaqiKB0UBemiYuNTQQXFjigqoGJBioBUFUVpIoqINKUjvS9L3b4pM98fWZZdWLaRZFLu+zxRUmbmJJsyc+bcc+2pdr9N2oArQW+2+PDuXhAOh9Z1306o+aL77qrNkwPbMGHlWuZs/SdPy245cYoWU2cwpnULvhzdkz5vzWHP8bPMXruVZx9oSarNSZNa5SlWMJJzcQms/ucgH/24ge2HTt5UcrFYgQge79qcdnWrgA6qnCZTktLpIHvc5JEP/5JLN6ID+0/LM8/SzRFC4HT6/tGIpml0ufV5r27z2Xd6kVoohPHTfvLqdqWslS1egC9f7Wd0GAFt3vS1vPHFo0aH4XMq3lqK1Gx6V0g3LxibqAZhruqmnT2fgNOpsWr/gXyvY/K6P3iofl1Onnf1u1mxZS/t61WlUrnCfL12K+t3HiLmUsJNx1o0OpyhnRpzd8NbURQFi5yWW5IkN5CJGz+UbLPz6+7su+QHEj2tCkKSvEXTNNkU24fIE9Oed/liEharmRr1K7J782Gjw/EJFaqX5H8fD+DbFdc3QJXcRNf94gSCuwkh5FCpPNqw9RAHj8byeue7GLRgab7WMaRJAy4mJBGX5GrEnmp3MnLqErfFWDgyjGGdm3BPoxooAixmeZglSTekB/dw2fyQ3yh+yKnpbNx/zOgwvEbXddnjxgOEkM2Jb0RO1SoFm9vqVyAlMZX9/wTPb0t2Qqxmxs14lN+3Hmb6N78bHc5N8eVhXlqQ/r6Hh1kIy8VsQVJmNauW4r+z5/K9/P21ajBz1RY3RuRSJCqcPi1vp2/reihCECITNpIkeYD8ZvEziak2PlyxAYcv74m5maYjK248Qk5HeiOyyksKNqHhIdhtDhzXNPoOViUrFKFAkUhefvZro0O5aT7fViMIv2rjE1JJSLIZHYbfsFhMjB3ZAbvDySPzF+drHY3KlaFweBg/bNrttrjuqFyaAe3q06haOXRdl7NESVIeacH4A3ATZOLG3+iwdNNOo6PwOnkM7X5CgBaEJeq5oSgCp0xqSUGkz7DWrF74t9Fh+IwqtcsRl5BidBhuoWnIhJyPkfs0edOlVU3aNq3OY4u/z9VsUlkZ1bwxSzbsTB8mlV9Fo8O5v+ltPNDsNsKtFkItJhSfz45KkhQIZOLGjySl2vlk1V+kOoJrB8xqMWFR5VvV3QT+0ZzYCKFhISTKHWspiBw9cJa6LapSuEQ0589cNjocw5UoV5hLCclGh+EWvn5MGYwHvbKvQ95EhocQl5TCz/vy15jYoijULl6MtX/9l+8YqpUuypBOjWhWoyJCIIdDSZLkdfJbx6/ozNuQtykQA0FcUgohZtmR392EcDXhla6XkmwjolgBo8OQJK95ddQs3ps7nNdmD2d4uzeNDuemmS0mTGYVi9WM2WLCHGIiJNRCeISV0IgQzhw7z4mDZzMtU/X2cvR5sgMVqpWiQJEIXv9kpUHRu5cQCrqPZgqEEEFV+RkRHkKvrvWpVb0UJ367ZHQ4fsNkUvP1Hi4ZFcnKIQ9jVhXOXkpgyZ95q1g3KQp3VCnDgHZ3ULdSaSwmVU7pLUluogO6nA48T2Tixk84nBrLNu8m2RZ805I6nBq2IKsy8gZBcO0w54XD7iRZTgEsBZGEuBTee/FbJs8byefrx3H5QgIms0rC5WScDicOu9P1f4cTe6oTh93VD8dhd2K3OXA6nNhtrus6OqqqoCgKYREhJFxOBgGKqqCqiiuhEmLGEmrGbDYhhEA1K1hCzJjMKrqm43Q6CQkNAXRX4sVixhpmwWRSUU0KpW8pRsyJC5hMCiazCZPFhNmsurZhUtA03ZWY1l2fZ03TcDo1HHYN0ImMDuPp+ybz37/HAShZvghvfTuKP7Yd5rPvNrFt13FizsUb+jdxJ1/t2eWrCSVPmfxKD24pWxhdwPmL+RvyE4wuXE4iMtTKO3d34Nkffs71ct1q1SAxxca9E74iPjl3Q6QKRYZRMDyUbk1rcV+TmgCEhphlwkaSJMPJxI2fsDkcLNvsvoZq/sSpaT670+nvZMFN1kxmFbtdvjhScHElSqBUxaIk2hzs/Pc4drsTk0nBbDahqAom1YS5gJUwkysJo6gCVVVdSRNFYFIV1/9NKimpNoQuQAF0XMmUtOmf7WlJH5vNlZR3OJ0kpjpwJNlRBBQrEc25C4kkJqZiszlITXWQmJBCiMVMXFwSqlnl0sUkbCl2kpNTiY9PJSkxlZRkGwkJKTl+t02ZPoDJ3z/NM93eZ+/WI/R87C4Skm289P5yD7/K3qfrms8mSIQQKGrwHBBv3XGMUkWjSE62EXshwehw/MafWw+xpkYZGlQuxSsd2vDKz2tytdyghvVY8sdOElJSqVKqCFVKFeHPvUe5q14V2tetitViRtN0zl5O4NjZizSrUYGKxQuh6TqKIrCY5GGSJHmOQJMVN3kiv5H8hA7sOh5jdBiG8M3dTf/nmg5cJieyoppUkp2yysunyOStx+3YdJhtfx6gbpPKfPjez+zZddLokDzm8WEzmf7FIB4eczdvjPiKBR+tpO0DDYwOyyOE8N3ESLB9qmcv3kTfbg1JTbX7bDLNF8Wci+fl95cztE8zqt1ROtfLWc1mGlUvx4YWj+HQNJJsdl6P7kSyzU7oNTNAaZorWSNJkuSrfPfXXMpk7c6DRodgKPlT6n66DkKW/mZJUQSa3Kn2LfLv4XGapvHKiJnExyVT4ZaiRofjcc89OYcaDW9h4twRFC4RTVLizc0246tURfjsx0dRFRxBNBQ6PiGFhMQUVFWVSYJ8CLGYKRwWRvmC0bl6/LgVq/jz1Al6zppHvfen0nzqZ/x64PB1SRtA/j0kyQC67p1LoJBHbX6iQeWyhJiCt0FvAH3mfIYiBA6Hw+gwfJI8E+pb5O6099hSHPy38wS31sj9WW1/FReXwqcfr6ZSzTK8s+iJgB2yY85nY1dvEIoIqh/46pVLEBFuDdgkoaet/nMf0YqFHwY+iDUXw5gW79jN66vXsTf2XPptNllNK0mSnwrMvZQAFBFioVGVckaHYQjFh2fE8HdypJQkSdc6diCGTvfUwWQK/F2EpQs3s+OfYwC88uGPBkfjGZHhIUaHIKU5cMQ1k5k5xNWEW8qbXftPc9+wTzl7Lp7xHdrkax0mWVkjST5D14VXLoEi8PfKAoZOpDU4d77kb6yHyNf1hmQzbCmYWcNcvzVzFo0yOBLvCAkxM2vpJjZuP2J0KB5hd2o4fXQ4kq7rQfVbJBCk2hyoikDmbfJv/JQfaVOhIo+3aJznZYtEhHsgIkmSJM+TiRs/oQPmIDj7KUk+Q1Z5+RT51/CeD8Yt5oEG4wmxmFj841OERwTuSQOzWaXiLUX5ZX3gztqoKorPfp2pihJUlSdjn+iE0+EkNUUOU74Zew/G8N7naxhU/w561K6Z6+VMikKVIoU9GJkkSbnl6j8jK27yQmYC/ESENYQXurWhXsXA7ztwLSGEHCrlAQLkWKkb0DRdVt34EiGC6aS8T0hKSKF384mEhYdQqFCE0eF4THSBMHQdDh07b3QoHmNSFTQfTY4opuAZCm02qdS9rRzTXl4CyInybtbqDft459NVvNSuNWWjo3K1TIOypXHI/R5JkvyUTNz4EavZxPTB3Wh/exWjQ/EqEVy9CyUfoAZok1J/pWmaTKQZwGFzcHDPKca/0Z2wAO2TYjarOAK8Wamq+u7JD7NZ9dmkkrs1qFMeocOqJVvkPo0bqKpCyaJRKIpgQIO6uVqmXdVKhOaiqbEkSd6h6cIrl0CR66MTIYQqhNgmhPgh7XpFIcRfQogDQoj5QgiL58KUwFV5EmoxM7FXB/o2r4MaJM1fFFlxI3mZrutyx9qHKErwnJX3NWMHf0nZ8kUoWizS6FA84uLFRCwWExZL4B7M+fLnR1V9NzZ3a9OsGrrTVe0hkKNxb0bVisUY91gnHnqgMSv2/ceba9bnarlmFcpjUoN3hlZJkvxbXvZUngD2AFfqEd8CJuu6Pk8IMR0YBExzc3xSFqwWM092bs6pC3H8uvuQ0eFIfkxWDEt+Ie0IJyzCip72ps3qoEfTr39DZ3qPp13RNFAUcDiu3qkoClouPxCKoqT9//rPkKLc6ErWj88q0Cv/zLh4VsvlNt6bUaJMQTRNp2WbGsybtQGbLbB6c6Qk20lKTKVejbJs3H7Y6HA8QlUUn01MKarv9t9xt1vKFeWnb/40Ogy/JgTc36EOw/vfyZ6zsTzw9Vz2x+ZumKMAyhaM9myAkiTlSbB8/7tLrn7JhRBlgC7AROAp4apZbwP0TXvITOAVZOLGa0yqwuguzdl6+CRxyalGh+NRipCzL3iCHHoi+YtC0WFEhFtZsHHcdfeJa6/oWd2YkZ6eeAFwOrUbDo3TnBrKje7TdJQMVY+6frUv0pXlrn2Mw+FMqzC4GguI69aTHnna+q7clvEzq+s6up75uVzL9RhQFHHdcJQr29Q0zZW0SqsEyOqrVtd0HnykBU2aVWb4wC9uuD1/9e/2YzzQsU7AJm5MJoVQHx3qZjIHz7TYYWEWzsfEAaCaFNnjJo9CLCYee7Al7e+8lceXLefXg3n7vN5SuBB2pxOLrLiRJMlP5fYUzPvAc8CVWunCwCVd16+cejsBZNk1VwgxBBgCUK5cufxHKmViVlXKFC7ApIfuZvAni4wOx6N8uczb33njjL0/0nUd2Q7Xd1jMJi7ExtOv5RtGh+JTMjZuz6qJuxACoYirp7QyHClmPGi8NokrrnmQEFC0RDQTZwxkwbInePTBT4iLS3HrczHSN19vYNJH/SleJJKYc/FGh+N2mqZx8XyC0WFkKVh+31s0qkzpEgX496+DAJQoWZAyJQoaHJV/6du1Pm1aVGPwoqVsPnEqz8tXKVIYLQjea5LkTwJpxidvyLHHjRDibuCsrutb8rMBXdc/1XW9vq7r9YsWLZqfVUg3YDGp1C5Xko51qhodikepQsgfW8mrdB055YevkX+O62Q84M3q4FfXdTSnhqbprotTS784HVcvDrsz08V+5WJzYLc5sKU6OHn0PI/3+JiChSOYs2gUb07uw4p1z/PN4lHefMoecfFiAghBWGhgturz5eSIooqgKJUf1LsZTqfGiUOxAJw8fp7jpy8aHJX/qFy+KHc2rMKh8xfylbQBKF+oAFbZmFiSJD+Wm2+wZkBXIURnwIqrx80HQAEhhCmt6qYMcNJzYUo3EhZi5rmurVi78yCpjsCcGUNVFZyyMkTyMpkn8B06uvx7+IC4S0ncV+9lhozpzG0NKvL9nD+5p18T+g1oxpyZfxgd3k1RhKB08QIcPh6404L7IkVRCPRW8CaTQqUKRVn/079Gh+LTLBYT3TvWoVn9SqTaHKxcv4fa1UvTvsWtCCH46/hxJvy8Nt/rL1+wAGY5TEqSJD+WY+JG1/XngecBhBCtgGd0Xe8nhPgW6A7MAwYAyzwYp5SNCKuFd/p34fGvvjM6FI9QRXCckfMmWUySPVdPEJks9BWu/izyTesLUlPsfDje9XMfGR3KfQ814+HBrfw6cRN7Np6PJq9gwpNdaPPgFKPDcTuT6rt9ZHx5qnJ3uaN2eQBeHzXr6o1ytsxMLBYTn73el/ACISw+touokBCeHXIXqXYHPWbN49D5C9hu8je5eGSEm6KVJMkddIQcKpVHN1MzOAaYJ4R4DdgGfO6ekKS8CrWYqVYqcIehKYocKuVu8uWU/I78bfc5DzzSwugQ3GbD7/8x6ulORofhETaHI1MDbJ8T4L9HnVrX5PzZuEy3KQq0bVoNNe3vcm1qWodMDcWFENf1pVLSbhPpvaiuPubaHm06rubpmqYTFmomOcV+XcNyIL1Re2qqHWfa/ZqmIwRZ7ocJXAmosFALqTZHeixX3m6hVgvJKbYrQWeI/2qMQkCLBpUJK2ChyTLXHCfvN7ubEIuJxh99QkKq7brt5scthWRPIUmS/FueEje6rv8K/Jr270NAQ/eHJOVH4cgwyhSK5sSFy0aH4hGBXkot+RYhhHzP+RBdl1VivqZQ0Uju7FSbhPgUFs7baHQ4Ny0hPoVjR2KZPWkAA8fMwuYIoIo7X87UB8EH+9LlJCKiQzPd9veaPdRvdSuVujWGtKRKxtnmhCuzkZ7cyFidE1EoHLvTQbzdxpWsl37lX/rV6xldmXDPpLiGnitCUCI8Mn2bscmJOHUNq8mEzeF0JYG4kkzK+N8M/9Bdv5WarqOkJZAcWubZ6RQhMCkKqY4rc5lcXYdr265HFguL4Jm/fkq/u0O5qszd+o/bkja1SxanUFiYW9YlSZL7+PCvk0+SXboChElVuKf+rUz7xf93oK8lp62WpOCmZZhqW/INz73dE10RDH7oU87F+v9MTE6nxugRs3hnSj+mTujNkLFzCZTRkpqGa3YxX+XDod2sQgXCaFq/Eut//CfT7dNeWQoszdc6Z297mec2rWDNiYM3fIwA1ncfxr6LsQxafXXm0cYlyvJm044cjrtIxcKF2bHpIIXLFCDOYuelv1YigJ3nY7Bp3u2ZuLPfk+w4fxqA4TUbEWo288bq39y2/idaNCHEJPvbSJLk33KcVUryD6qiEGo2Gx2GJAUMXz5JHWxkLwjfUuuOCtSsV4FPP14VEEmbK5KTbYx9bgFhZhNfvvWg0eG4jau5t29mRwQE7CnX0iUKMPP9hzErggXT899U91qarqdXttxIzyq1KRMRTduyldNvCzOZmdexLxWiClFdKcjvK3fwXN/pDG71NhXCC7Cky4Ms7vIg+x96xm2x5pZD0wgzu2Z1u6tsFf49fYaUa6t08qlOqRLUL1sGVZGHPJLkU3TXdODeuAQK+S0WQGqXL2F0CB6hKiLLsdhS/sniBcmf6Lou37M+5MHH25GQkMrfGw8ZHYrbXbqYyMvPL6RsiYJ8MLa70eG4habpPlvVEqiVdCWLRzP9rb5sWbuHB5u8yvGDZ922bqvZjD2bipjS4VG81awTKal2nJrG2m6DWdS5P0/VdfWkSohLZuCdbzBx+NcAaJrGgMavsmL+X26LMa/smkakOQSAj3b+Se2SJbC4aQao59u2xCqrbSRJCgAycRMgklJtrPz3P6PD8AhFyObEniCrGLIXoMcTfsnp1GUFlA+ZN/1XwsIsVLglMJvinzx+gZGDv6BmlZI0qVfR6HBumqIIn61qEYrw1dDyzWRS+OStfuzedIh3n5nn9vXrgusqbspERDGrfS86la/Gki6uarFuNV+gT8Px7Pp+LyVsVu4pURWb3cGzfacSVShzv5fkRBsfvLiQ+LgkAKa2utftcWfHoTmJtLgSN8NrNOJScjI2580P12pXpRLVixVFkdU2kuSbdC9dAoTscRMgzCaV5Vv3Gh2GR5hUFYczQJoN+AhfLZv3Fbquy1fIx4RHWo0OQUqz7c8DrF2+nXc+6MfokV9z6ID7qgl8xdHD51jxw3b+N/QuRk9cxKFj540OKd+cTg3ho8etiqr4/UmEUKtrliaAyAgrk17qTmiIiVeHzfTI9pyaRpLjatNeAazpNgSLqtKiVAUAHmn9BgDxl5L4+JUlmZb/8tfnKVGmEM/0/phdm49kuq93/fEs3/8WnStUB5Z5JP6s2JxOotIqbsJMFjYfP+WW9Y67qxVhFtlGQJKkwOCjP+VSXqlC4XJyitFheITVbMLmprHOkovw3ROwvkOW3PiMVLud5ET3zC4iucf7Yxfz20//8tFnjzBsVDujw/GIT6euZv3qvXzxRn/ub3+70eHkmy8nRlRF+HU1XcfWNfnlmyfofW997mxchU/f7kfhiBCGd5rksW1mnJpbEYIlXR7EoqqsWbaVYZ3e5Y3HZ3Pm+IUbLh8aaeV8fBITZg6maftame7TNI3ff/4XgFLhkR57DtdKcTqISOtxM2L9UhqXL8M9Nard1Dp71bmN6FCZ8JckDSLstwAAIABJREFUXyZ73OSNTNwEiBS7w693frJjUpUcG/FJ+RCg7xcp8ERHhOJ0Q9m85F6fvLkcs9lEiZLRRofiEQ6HxtQPfuGNCcsY0e9Onnm0rdEh5ctro+8hqkC40WFkSTWpPp1Yyk77lrfy1OC2rFqymZEPt2LcE5357+/DvPDgp9kmTm6W1WxO7w20ptuj1ClaitVLt/DO099w9L8YfrtmBqtrRUeHcejseV76diXPvN+Xzn0aZ7r/8zeXA/BUnRZEpiVTPC3ZYU8fKnU0/hL/27iC1zq14/ZS+evdeEeZUrzYriXhFu/EL0mS5A1yqFSAUARUKFqQI7EXjQ7FI/xzt07ya356MBGIEpJSMZllc0lfk5JkY/e2o5gtgb0rsf7XvRw7eo73pw0gLiGFT+f9YXRIuTb2sY4UKxrF8Hs/MDqULCmK8LvETXiYhTbNqtGra302rtzJpGfnc/xQLGuXbiX29CWPb18HrKqJXf1GE2628PZTc1n73bZcLVv99nI4NY33f/qDf46eJi45lffH3kORUgX4etIKAC6cjSPFbqd9mSp0r3Ib55ISqb/gIw8+I0iw2Yi2XK2O+eHoXqoUKMyMnt2494vZnIrL3ex1JSIj+G5gf6xmk9uaG0uS5Dl+9vVvOFlxEyA0XadB5bJGh+ERuu4qB5bcR/a4kfyJU9MCdvYZf/f+uMVUrlSMhwa1MDoUjzp6+BwvP/8tfe+pT7lSBY0OJ9dWb9gH+G6PKKH43+d69OC2jB7cjgirhb/W7AZgwbQ1XknagGvo2+IuDxJutvDG47NznbQBGDq2K4fPXuCfo6cB2LD/KI9MX0iXAc14+t3eAIx+qxdWs5mmL02j05tfoOoK67sNJcriufdQvD2VgiGhmW6b/M8f/HX2KF/2vj9X+4AmReHdezoSbjETajbL6b8lSQo48lstQISFWGhSpZzRYXiEU9NQ5UGb2+myjumGhAi8mU78ma757GzGQe/4oVi2/P4f/R9uwUuv3c/Dj96JyRKYuxb/bjvGyZMXaXh7BaNDybWihVx9SpITUw2OJGsC/2q4VqZkAdo2r86C6avp33gC637IfliSJ1hNrma7Peu/nOOwqGuVqVqcAzGZh3HtOhFDrylzub1NNSbOGkL1+hWY+sufABw/f5mhny2mbHQBmpX03D7mpdRkClyTuAEYum4pUaEh3H9bjRzXMbJZI24rVQKLKbArACUpUOjIHjd5FZh7V0GqZY2KRIWGGB2G29mdTkyy5NWtZB5M8icaunzT+rD3XlzE1Ne+o2zpgvR7uAUz544wOiSPOX70PDUr56/vhhHGDL2L2NOXOLT3tNGhZElHx2o1s3TGUCqWLQxAgahQOrWpaXBkWat3WzlMJpXZH6w0LIYedV+iS9UxxF9KyvOyEeFWjp27fkj98fOX6f7+HIpUKUqJEgVYvu3qLKXP39cau9PJT0f331Tc2bmUmpJpqFRGb279lTFtWmQ79KlMdBSDGt1BmFnOICVJUuCSiZsA4nBqtKxxi9FhuJ1T01H9sJxa8l9CyHG3vsTp0OVQKR/3wzd/MfzeKcz79Ffi4pKNDsdjNv7xH3Vr+New5IjoMKNDyJKiCO7sVBuAI7tPM+31Pnz2dj8WfjKYF0Z1olXTqgZHmFmIxUStaqVwOo2dLCEpIQUtHxM2fLn+BU6cv8ynqzdlef/5+CR6fjCHZ+f8yNFzV4d9bTpwDLOqMrhmQ8pHFsh33Nk5n5KU3pz4WgsP7STJYadfvRvP7Na+WmU5pF6S/I0O6MI7lwAhEzcBJCzEwgONauX8QD/jcDrlWGXJqxRF5GvHWPIMDU0W3PgJe6qD5OTAnbq9UdPKnIjxTi8Tdxj96kJMJoXaDX3vpE6dJpXp2L0Bz/SdzktDv+KLd1dwZl8Mbz8znwO7TjLu8c6MGHCnoTEWiAqlS9taqKpCsSKRdGpTi42rdhkaU368+tWjKGFmur47kxS744aPS0ix8dP2fZlu+/DnP1n41w5ebNCadQ8MZWP3ERTKYljTzTifkkSk+cYV42P//oUn72xClPX6xxQMtTKsSUPZjFiSpIAnj4YDiM3hxByAP1yJqXbKFIomxBR4z8048ig4O0IINE2W3PgMmUPzG0IRaM7A/exs/usQpYpGpV+//dbSREX4ZuNfgE3/HkVRFFrfU8foUK6zc/Nhzp66SKu7b0dzavz4zUbeenoeG1buYuygL3j7mXl0a1+H8mUKGxKfqiqMGdmB/z3WkWlv9CHmXDz/7DpBmA//vbPSY0gr6jevxpw/tmNzOPO1jlcWrqLWs5NpN3EGJSIi+eGeh2lVuiKbeg6l2y03P6ztbHIC4dkMc1pz4iAxSQk8cNv123qudQvCQyyyKlOSpHwTQnQUQuwTQhwQQvwvi/uHCSF2CCG2CyF+F0LUyHDf82nL7RNCdPBknDJxE0BsDgevL11rdBhuN2vdVjRN54vB3Qk1y6Zz7iD3b7KnqAqaHCvlMzRdDpXyF4oQAd34fNvWI0RHuYYePditIVPG9WDptCFMev5+WjWqYnB0WVv+6046dm9A4WJROT/Yi2ypDo4dPMut9cpfd9/li4n88ctODuw+ySO9GhsQHQzs3ZRmDSrxxuOzKVU0irdf7MbtNcsYPlQqt6xhFqYuf4qBz3Uh5nICX63bfNPrPHMpngmLVlEqIoqv7upJ0dAw3mvRiYbFy9zUemOTEgg1WbJ9zBf7NvNIw3qZbqtfpjR316wuq20kyU/puncu2RFCqMDHQCegBtAnY2ImzVxd12/Tdb0O8DbwXtqyNYDeQE2gIzA1bX0eIRM3AURVFJpXq2B0GG6X4nBw79szibJamTmsJ+Eh2f+4SzkTyB4u2RGKwCkrbnyGTKL5j0BPsp05dYmYM5eZOr4n/bs24MPJKxj2yAwc8an8b2h7ZrzRF2uIb51gOH8pEYDUFN8awhYRZaV+i2qULFP4hkmlj8cvpW3zW4kI9/7ECw91b8zBPaf47cd/CAsP4Y7a5bHZHDjzWbXibVO+e5KK1Uoy94/ttH3tM7f9pi3YuINaz04GQAgLesJk5nfsiekmhrSfTorHqmb/uZm1bxthFjONypUh2hrCi+1a8kmProTIpI0kSTenIXBA1/VDuq7bgHnAvRkfoOt6XIar4VydD/FeYJ6u66m6rh8GDqStzyNk4iaAhFrMDGrTgNvLlzQ6FLdzaBrdJs3EJBRmD+8VkLNnSb5DVRUcfrJzHgx0XZdVYn4iGP5O456bj+qAn77fzo/fbefE8QuMf3ERg/pNJ+VyKgs/etToEDOpVK4IAAlxKQZHkllCXAqvjppFsVIFKF2hSJaPObI/hqSEFG4pV9SrsVlDXMN2pry4EIAfv9nI/p0n6FX/ZV4Z8qVXY8mLT1Y9R4+hrajXohqFSkbTbuIMj1Vi3zn+EwCUyGc4lXARx030hYu32xBAiJJ9Emb96cMMadyAJY/0o/8ddYiyWgM6USxJAU/30gWKCCE2Z7gMyRBFaeB4husn0m7LRAgxUghxEFfFzeN5WdZdZOImwISYVN4fcA+FI3xzFomboWnQ/b3Z2O0O5g7vTYEw/xpnLvkPi8VEiu3GDRwl73JV3Midc38QGhZCaGhgV0WePnWJ0SO+5tOPV2e6/eKFRH5YugWLjw3pHT/lRwCq3nZzw1ncqUbd8tz3UDNGje9G3KVE/t106IaP3fvPcd54riuvPdeVoQ+2YOrrfWjtwRmnFEXw9QcPc/xILP/tOAHA9AnLeOK+D0hJ8q2qpYxe/uwRylUoSp8n2jN+xiPM/WM7Zy7Fe2x7FxKuTkfeesnMm16fTXMScYOZpa6YuGUNd1aqQInIiJuq8JEkKeic03W9fobLp3ldga7rH+u6XgkYA4x1f4g5k996AUZRFKLDrMx7si/FoyOMDscjen/wDZcSU/hmZB8Khbt3ZgNJAlDNKnZZcSNJeZaaYicxMdXoMAxRpmwhxoy9lylf/2p0KJmkpDpwOJw0aXvtkH3PEkJw/8PNefDxu3hhcl/qNatCaJiFcR/25/XPB3J3n8b8u/Egv6/Yme16Xhk2k7efmUdBRaV+pZKc2nWaF0d1YvJL3XMdS9P6tzDppQf4edZjvPn8fdnHDZQsHs2eLUdyvX6jKYpC7SaVefnblQz+dBGxcUl8sfbme9pk50qhy5ubf8XmhlkYHZqW7cxSAKeTEjiVEBeQE3FIUvAR6Lp3Ljk4CZTNcL1M2m03Mg+48kOS12Vvim+dFpLcwmxSKRQRyufDujP0s8WcvBCX80J+5qGP5/PF8B7Me6wPfafO51x8otEh+RVZWpw91aT4TQNKSfIlJpMatJ+dO9vcSuyFeH5Yk30iwttaNKiErums+W6bV7fbpF0NBj7TiZiTFzl76hITZwzk9PELRERaGdT+Xc6fzd2+id3mYMv6/WxZvz/9tkWfr2PK4lGMfbwT7326moljulK5fFHOno9nyle/8s+uE+mPbdeiOs8OvYs9246ycc0eajSsmO32nJrOrv2nuK2B702hfiON2tyKQ9dYtMn13rvr9Rke3Z4QsOPt0QB8f3iPW9Zp15xEmHOu1juZeJlSEb7VaFuSJL/2N1BFCFERV9KlN9A34wOEEFV0Xf8v7WoX4Mq/vwPmCiHeA0oBVYBNngpUVtwEKIvJRJnC0Ux66G6jQ/GYgdO+5UjMRRY81ocSAVpdJBlH9sP1HbLHjf9QTIrfNG91tzUrd1G4oG/9FnVocSsTnrybhV+s5/ihWK9u+3xMHClJqQy66x2eH/AZsz5Yyaa1e+jd5LVcJ21u5PihWF4bNZuWjaswb9ogSkSH89bob0iKTeD9V3qw/KsRPNyzCR1b1eT5kR34atIKxg76gtXLtlKoYHiO69++68RNx+hNT7/Xm4uJyV7bXs/GtQG45/uZnEx0z+tk1zQicxgqBa6pwyVJChDe63Fz4xB03QE8BvwM7AEW6Lq+SwgxQQjRNe1hjwkhdgkhtgNPAQPSlt0FLAB2AyuAkbque2wnSFbcBDBVUahYtBD3N6zJ4k27jA7HI4bNWMLnw7qzbPQA7pv8Nacve248d+CRmQnJP8gKMf9hNqtYA7zHzY0ULx6N5oYhI+705MDWHD94lq8/+MXr2754Lh5VVVEUBU3TmDt1dc4L5cGW9ft54ZEZdO7ViNXLtrH9zwNs//MAiiKY+8dYBvVpRkJcMuuW/8P3c/4E4PDe06gmlaKFI4g9n3UCYP2SZwA4fsS7ia7slK9SnJET7mf6q8s4tPtUpvuatKtJeJiVtm987pVYnr+3Fb2b3s7a4wfZcf6M29Zr15w5DpUCOBp/CU3XUeTvgiRJbqLr+o/Aj9fc9lKGfz+RzbITgYmei+4qmbgJcGEhZsbc24rf9hwJ2OFEg6Yv5P0B9zDvsT70mzafExcuGx2Sz5O7OzmQO4Q+RZflT35DUQQJ8b41e5E3hISYGP9mD775YYvRoaSLirASFRHKt8t/NWT7sacvY0u107htdTas3O2RbezZdow9245luk3TdIbdPRlrqIUzJy5kuu/iuQR+nPcXCz8dQmJCKsNemMuxkxfT7y8Y7ZrYYe13W5k/bY1HYs6P3iPbcVuDW5i0aBRrF21mythF6fc9+uI9bDl0ggQvTPderWQR+jWvS98V37DhzLGcF8gDm9ORq6FSZ5ISsDkdWE1mt25fkiQv08lN/xkpAzlUKgioisLSZx8KyJmmrnhy5vdsOnCcb0b0plzhaKPD8XlCCFlvkyP5CklSXimKwG4PvqFSze6sRqrNwRff/ml0KABYTApPPtIagC2/78/h0Z4x6pX7QMCOv494fduXzidcl7S5YuqEZdxXexx/rtzFe+O6ExVxdYbKcqULkZiYyttPfcPR/2K8FW6OGratwaodB3h61g906t0YJW1GJWuYhVJlC/POD795JY5Xut8F4PakDUCK00FELipuNHScMpkvSVIQkhU3QSDEbEIRgu/GDOCl+StZvfOA0SF5xJg5P/F67w4serw/3T+cw9Fzl4wOSZIkN/Cx0SdSNiwh5qCskKpctQSHjp8zOox0A7o3ocOdNXhnzAIO73PfcJbcqNe0Co+9ci8FC0cyutfHxF9KynkhL7PbnUx9dRkTvxjE86M68u70lbRsXJVmDSsRc4OEj5FMZoVFm3awfu8RLiUl89UfL7Lsi/V0H9KSmEvx7D5x1itxlCtSgAmbVnlk3eeSk5jQ6C6eqtMcm9OJTXPi0DQ0dHRdTz+VUj6yAA5n8CWHJSkgBd/uwk2RiZsgYTapmE0qr/fpQM/J5wI2qfHCvJ95z2zimxF96D9tPodifW8HzBfoui6HS0l+JRiTAf7I4XBiUYOrmLdchSLcfV89Jk792ehQ0tntDs7HXPb6TFIAEz8fyM8L/2bGW8tJiPPdYXOpyXb+/nUvPYa0Yv60Rzl/No5TR87xzguLcl7Yi26tWw6LyZS+39bxjS/oUrc6AwY1IyQ8hIc+mIvmpe/Hs3EJhKquIUotSlVgUrMuvLxpJT8dvfmqrodWLqB0eBRFrOEUCLESZjZjUU2oCFTl6ndKzyq3UbdoqZveniRJkr+RiZsgE2I28VjHpjw7+8ecH+ynnpq1nJceaMOs4T15aPoCDp6VyZtruXbxZOpG8h9qkCUD/JWu6ShKcH239H+4Of/sPcnajcYMSbpWszsq8vD9jZn45FyvbzssPASnw8mUcUt8rlFzVlKS7ThsDh5t+xaXbtCs2EjWMAtvfTOCbUdOcSwtcZOQYmP+n/8y/89/vR7Pz9v3M7JtE3pXqUPxsHAsJhMjajVxS+IG4GRiXI6zVHUqXw2Torple5IkGS249hdulkzcBBlVUahasqjRYXjchEWupoJfD5PJm6zI6gXJn+i67x8ASi66rqOagivJVr1GKT75doPRYQCwZOpgihWN4u91+/hr7R6vbbdC1RLUbVKZClWLE3vmsl8kbQAO7DpJiNXik0kbgNFv9sSpawz/fInRoQAw+49tlCoUxaGzF1i+bS8v3NuKJtXLe237oSYzDUuU8dr2JEmSfIlM3AShkgUjeaBhLRZt2ml0KB41YdEanLrO7OG9eGj6Av6LOW90SD5DTq+cPYfdQYhFfj36CiEUNE0mG/2Bw6HhdPjHQbu7pKbYiQy35vxAD1v48aMUKxoFwNKv//Dqtt+bOwzFpJB4OZkxD33m1W3fjArVSvjsiQxrmIWGbWtwMOaCV2aMyo2EFBsvfbsy/fqUFRu4q3ZVRtVuyof/ej552bFcVYQ8Qy9JgcM3v359VnCdFpMACLWYeb5bawqGhxodisdNXLyW7zbv5uthPalSvLDR4fgM126P/La8kXOnL1OmeEGjw5DSOBxORJANv/FXpiCrtgHYueME3drfjsXg524xqdjtDrrePo6tG/5z67obtKzGyJfuzbKaqmPPhpgtJvo3n0i/Fq9z4nCsW7ftSTXqlifuUqLRYVxHURRmrn+Rk5fiGD7DN6ptsnI49iILN+7gsdpNaFayPBUjPfu72afa7YTnYspwSZKkQBR8e1gSAJqu06ZWJaPD8Iq3lq1LT95UlskbQKZschJz4iLFC0UaHYaURihCvmn9hFCUoOtHNHPGb+g2J9Ne7WNoHJ/O/wOz2UTPwS3dut5ipQrw+CvduLtPYz5aPOq6+/uPbMuHLy3x6UbEWQkNt9Cma13+WuO9IWW51bhdDaKiw+j/0XwuJCYbHU62Xlu6hh+27OGrdj1Y0XUgBx58hl19RjOqdlO3bseqmqhTpKRb1ylJkuRPgmvvSkrn1HSSUu1Gh+E1by1bx/eb9zB7eC+qlihidDiGk7UL2XPYnaiqfJUkKa90XcduD66pei9dTGTMk3MpX7oQzw5uh8WAYZbWEBPPD+8AuH+Y1AffjqRIiWhSU+yUKnf9yY/CxaJITPSvpA1AcqKNXVuO0LzDbUaHcp0ufZuQmGojPiXV6FBy5HBqvLxwFXX/N4U7XviQ5q9MZ8O+ozx86x0UCnFfZXejEmVJcTrctj5JknyA7qVLgJCJmyBlMSms33vY6DC86s1lv7J0005mDu1BpWKFjA7HUEKIQPoecztd12UfIB8iR0n5D7NZxekMrh43AJcvJfHiM/O4845KfP32gyhe3rvq3KoWAP9sPEhivPuSKI1aVceW6ppa/IkHPsISYqb67WWv+348tOe027bpTa8Mn4lqUhn4XGejQ8mkYq3STFu50egw8iUhxcaLC37m2JmLfNup302tK8xkommJcgyoXo/n67cmwiSHSUmSFLxk980gtX7PYRJSbJQuFMWZS/E4g6Tx59vf/YbZpDJ7eC/6T1vAwbOyYbF0PUVV0Hy0YWWw8tUGolJmTk0jMiw4D652/HOcEQM/57NZQ/jhsxEMfmEOp2Mv440JlkoVjwbg5eEzr7uvZLnCnD6W829duUrF6DOsNd98spZjB84C8MDAO4m/mMi4IV9yMTaBH77ZyOufDyI0PITY05e4dD6BxPjkXK3fFyVcTmbxl7/x8FMd2bX5sE8Mmxo2tivhEVYW/eW/E0gkpdoZv2g1i59+kPnt+9Lrl9xNTf9Kw7a0KVWZMJOZMLOZELOJy0kphIWYsZrNHo5akiSv0gFdnpnLC1lxE6Sqly7G452aseKFQUx66G6jw/GqiYvXsnzLHmYP78ktRYO78kaS/IGmy5nQ/IXJpAZ1ku38+QQe6PIe2zcfZsFHj/Lhyz29st3ypVy/ZYoiKF3h6nDgKjVL88XPz9CldyP6j2pH90F3olxTwmYNs9Cyc23emTWEBi2rM/DpTgBERFkJCw/h6IGzXIx1TZf98StLebjtW4zqNoWiJQsQfzmZJ7p/5JXn6Cnfzf4TIQR9RrYzOhTqtajGvQ+3YOz8n/1imFR2DsScp/WET7klohCbezzGC/VbA9ChXBX+uH8Y//Z6gnntXX2h+lW9nQ33D+fhGvX5e99xRs/8gfsmzaLO/z7gzvGfsP/UOb+ZYl6SJMlTZMVNkCpdKJpH2zQAoHm1CvRoXJtvN/5rcFTe8/rSX1EVhdnDe9Fv2jwOx140OiTJhzgdThSZKPAZmqbJxI2fEEIE/d9K1+GDd1fQsk0NIsKtLJgykCcmLuJ0zGWPbK9W1ZI0veMWAF6ZNoDaDW/h/XGLqHpbWTr3bAjAYy/fx7kzl7GEmGjf7Q5ee2IOxw6eJTTMwowVTyOEYOOa3Sz9egNTFj3GT3veSF//fztPZNpe3MUk4i4mMfCud/y20iYjR1pPpqq1y2IyKTgMms6+TtMqjJ/xCF+t28yP2/cZEoO7nU9IovNbX9K5TjXG97iLwTUbkJBiY/bv23BqGo91aMrevk8hhOC1JWuIT05l9a4DZMz91q1QisolCqN4e/yhJEkeF8TnefJFJm6C2JWd6xCziTH3tqRx1XJ8v3k3v+4+ZHBk3vHq4jUoqit50+fjeRw7f8nokLxG03WEbFEs+QmHQ5Mdtf2Eogji43x7FhxviI9L5vd1e2nesjpnTl9i3vuPMOKleez674zbt3XijOvEw+F9p7m1Tjliz1zmkdEdcTqvNome+PgcNq7eBYrCk6/dz+T5I/huzgY2r9uHxWKmR8Px6Y/9atIKBozugNliYtL/FrBqydYstxsISRtwJW4e6zaFj5Y8zrCX7uOjlxYbEsdrXz7K7/uOMGn5ekO27ynJNjuLNu1k36lYOtapytSVG9Mnx1i+bS+JKTaSbHZS7JkbD6uKKwk8sn0TQszycEWSJEl+EwYZu9OJrrv6EIRaro4XDjGbaF+7Cu1rV+HFeSv4brPx47y9Yfy3qzAJhbkjetN3avAkb5yaTpCfFJf8iAby/eonzBaVpBQ58wvA+BcXARAZFcrIJ9szZVwPnn17KVt3HnfrdqIiXDP3VKxWklPHznP+zGWee/BTbrm1JBNnDOTg3jP8/vOOtEdrvPvcAlrfU4ehL9xNu671uHQhIdP6Fn2xnqTEVEpXLHrDpE2gObj7FHv/OUbHXo1Y+tV6ThyK9er2n367F6qq8Py8FQF7BnrniRh2nojJdNvx8zeuQvt8aHfq31KGpFQbqqy2kaTAFKDfd54ivwmDTLLNzssLVvLDlj2k2rPeue7ZuLaXozLWuAW/8NvuQ8wZ3osyhaKNDscrzKoS1H0oJP+iOeRQKX+hKCq67EWRSXxcMm9OWMbuXSd5+7n7KFwgzK3rP3bqIhcuJHAu5jJRBcKY9L9vAddMT32aTWTsoM+vW2bt99uZ8tJiUlJsTH5h4XX3/zR/EzPeXO7WOH3dK0NnoqoKU5Y84fVtt7u/Pqt3HiAu2b/72rhL3QqluLV0MQDCQoKz2bkkSdK1ZOImyERaQ3itd3t2HY9h1vqtpNjt1z2mUKR7dyr9wdj5v7Bx/zHmjuhNqYJRRofjcSZVCZqZxPJL5gl8h0P2uPEbQpFj1m/k049Wc+RQLLPfe5i2Tau5bb3TxvfCkWLnqV5T6dFgPDEnc9ezbcPK3QzuMIndW4+6LRZ/dvliIrM/XIXF6t3Zi1p3rQu4hm9LLgNb1cdqkoMCJCng6cI7Fx8iXPoLIV5Ku15OCNEwN8vKxE2QEUKgKgpP33Mn9zWoiSqufwtEhVoNiMx4Y+b+xJYDJ5g7ojcloyONDsejfOsrzPfoGshXSZIkdzp4IIbRI77mny1H6dK6plvWWbp4NLdWLsGTPT4m9rRnmh8Hkw0rd6GqCj8deIdRr97vlW2Wq1KcM5fiMSnyNwfApCg0r14BVZWHKJIkBaSpQBOgT9r1eODj3CwovxWDVGRoCIXCQzGb1OvuS/DzKShvxtOzl/PvkdPMGdGbYlHhRofjObJ6IVuufKYsG5CkvNI1+fWSHadT4+iRWGpXK+2W9V1OSMFsMeF0yuFp7nB432n6Np8IQOc+TTJNre4pqxZtpkSBSB5odJvHt+UPGlQqg93hzPmBkiT5PaF75+JCob8xAAAgAElEQVRjGum6PhJIAdB1/SKQqzGhMnETxG40teKJbJrFBYMnZ37P/lOxzB3Rh8IRgTlsTBFC9riRJMntdHSZuclB6TKF3JYWTkhM5dy5eIY8f7eb1ihdjI3nvtvHATBj1RiW7HiNt+YM89j2Zqwaw8kLl/lszSaPbcOfxCWnosn9E0mSApddCKGSdoZYCFEU1zwcOZKJG+k6JYOgx0tORny+lOPnLjFnRO+ATd7IkUA3pigKsr+qJOWdrmkocshHtvbsOsnFS4luW9/oNxbRssvt1KhX3m3rDHapKXae6TuNs6cuYg0NoXajSlSu6Z4qKYDajStRsGgkt9QoBcDZuERsssoEgCc7N5PTf0tSMNC9ePEtU4AlQDEhxETgd+D13Cwovxml6xSLjqBtrcqs3nnA6FAMNWj6Qj4f1p3Zw3vR+6O5XA6g2R5ktU32zBYVh1PuREtSXgkhZHPiHKxcsYMBj7aka7vafLfq3zwvHxVhpVypgrwwtD0FIkOJiLSSEJdCzIncNSWWcsdsMRFR+OqQ6QO7TuZrPUVKRBNZIIzDe08TVSiM9xaOonS5Ijg1DU3T2XLoBE/M/N5dYfu1IpHh1KtQGrN6/TB+SZKkQKDr+hwhxBagLa7T6Pfpur4nN8vKxI10HavZxLgH2rJm14Gg3wEfNH0hc0b1ZubQnvSbNp/EVJvRIbmFDghZcnNDJrOKQ/aMkKS8k8Mwc5QQn8K0D37h4UfvzHPiZkT/FvTt2gAhBIu/WM+GVbs4uOcUKUmB8dvkKxq1qs5zU/ry1nfrSEq18U7/LjRtX4sNv+zM87reX/o4hYtE8e9fB6lWtzxbjpzkuY9W8XqvDrz9/W+s23PIA8/APzWrVh670ykrbiQpKPjejE/eIIQoBJwFvslwm1nX9euner6GHColZSnEbKL+LWWMDsMn9PtwHpqm8/XQHoRZvDtNqKfIA6vsKaqKJqdLl6Q8Ewg5H3gOFEVQuEhklpMD5KRtw6q8O2YBLzwyg8/eWs6uLUdk0sbNmt5VgzFT+vHqkjUs2rSTn/7ZD0Dfx9rdcJm7+zelcPGsh5mHRVg5GHOeKnXL8fKilQz5bDH/HD1Nl7e/kkmbawy4sx4R1hCjw5AkSfKkrUAssB/4L+3fR4QQW4UQd2S3oEzcSFnSdZ0C4aFGh+Ezur83G1UofP7oA4TkY2db8j8yueVbNNl0yC8IReZtctK5a1169G3MnO8352m5kkWjKFgwnC3r97NtQ3APZfaUe/o35elJvXnp21/4fsvVyvU3lq6lUo3SfL5qDEVLFsi0TOuudRn5Sjc+/vFpLFYTiqJwz4NNeXf+SBb/+xohIWYmLFpNgxc/4oete739lPxG21qVKFekoNFhSJIkedpKoLOu60V0XS8MdAJ+AEbgmir8hmQtopQlIeDI2QtGh+FTek6ew9JnH+KzQffz6OeLZSPBACfkzDg+Q1FuPAue5Htk0jN7kZFWVFVh++4TWd5fs0oJTCaVf/Zk7qlye40yhFjN2FJzrKaW8uiBgS3o3L8JpUoX4o2la9OrbK6Y88d2yhSO5sEW9fh6/Yv0qDeOhLgUPl/7P0qVLcyiv3ZQplA0sze+jGISXExMYe/pWPbu2M9X67ZwOFb2H8qOEDC++11Y5RApSQouwbm70FjX9cFXrui6/osQ4l1d14cKIbItOZTfkFLWdIgOsxodhU9xaBr3T/qaZc89zLSH72PYl0uwyz4ogUnXZQcgScoHmfDM2bffbKRX/6ZUr1ScvYdiMt331Vv9qXJLcQAOH41l9vebWbFuNwAr1u1mWK9mDBvblcnPL/R63IEoqmAYn/3yDFFRYcz5fRuzZy3l+PnLWT72re/W8dnqTaweO5i5m17BZncQHhrCc3N+5Mft+zCpCqM7NWfTwRNyCFQeFQoPk0OkJEkKFqeFEGOAeWnXewExaVOEZ3tgKU9hSlmymFW61KtudBg+x+bQ6Pb215QvUpD3+t2NIg9SApMQQXoSwDfJUVL+QwiQ7aGy53Bo/Lp6N+2b35rp9qcHtSXCZKJHg/F0q/sS6xZv5dmBbZn84gPUudXVc+6Zt5bSsvPtmC3yvNvNuu/hZnz56//YdSaWuybO4I1lv94waXPFhcRkWk74hBfn/8yrS9fQ7rXP+HH7PgAcTo13fpDNhvPj/oa1sDkcRochSZK3Bed04H2BMsDStEu5tNtUoGd2C8rEjZQli8lE1/o1qFOhlNGh+JwUh4P73/2a2mVL8Gavjvhj7kYIIWdtyIauaTIpJ0n5oGk6qiI/Ozn5du6fVK1YjLZNqwHQokEl7ml7Gx9PWEZCXDIpSTbmT1/LU72nYbVpfDyhF5Oe70ZUpBWLxYRTVnvelNb31GHo8/ew+O9dDP5sMacvxed62bjkVH7cvo8ftu7lzOUED0YZHNrUrMTQdo0IC7EYHYokSZLH6bp+Ttf1Ubqu1027PKbreqyu6zZd17NtYCcTN9INqULhzb4d6VJXVt5cKyHFxv3vfk3TyuX4oP89RoeTZ3KnP3uyR4dvke1tpEBz8sRF/tpwgPFPduGPb59mwhNdWL1sK1vWZ+6tcnjfacY8+ClDOk3i9uqlef/FB/jtp3/R5Hf4TWndtS7n45N487tfjQ4lqFUtWYS3+3WWvW0kKVgFYcWNEKKoEOIdIcSPQog1Vy65WVZ+U0o3pKoKpQtFM77nXew5dZZDMbJZcUYXE1PoMXkOK8c+ygtdW/G6H+0A6ug4HE4+XPY41lALycm29C+2nM6V62kPslot2Gz2q1+I4sr/XP9QVJHjlNoi838QAsIjrSTEpaQnT4QQKGqGqIRwVcMIMJtNOBxOHHYHiZeSXZVEoWZSU+yZ1nmFNdRCSrItfb1Cuf4xAMXLFCIsLITRD7ZKnyFHiKv9O4QQ6WGLbF4xkeG5Zb7N5dr80JX7LlxO4kJcEgLX1MEZtymESF+vooj06yJ9HSJ9Pbp+NQmlp10vEBlKfGIKTk3HZndkSlJdeX5Xqo2cGSqPVFVBSXvN1LTtKoqCqoAiFNf9abdfuf/Ks3c91nW9VNEoIsOs6etNtTtIttnTXwtd19FxVW6g6zgzvIfu7d8UobieX/pzT4/l6nVFccWmKAJrqAW73eGKy6RiNquoJgXNqaFkiDnjclcCv7PDbfy2YgeaU8Pp1NA0DadDQ9chumAYF88noqoCs8VESrI9Pf6Mr6U11Exykg3NqaV/VHRNR9d1khNtWKwmBAKhXPnbXf1jFi0RzbmYuCzXm/7aKoKIqFBSkmw4HE5Ehr+1EGnbSnusoiqu267syAjQnBpCEYRHWElOSk3/O1hDzTgcGgKw2xyYzBmqPK5sBNdsXxk/53c0q8LPP/6LlLNNGw/Qqm0NAMwWU7bJmOOHYulef7zrfXdOVnnkl8mk8NEPT1K+YjEW/Cnfp0ZrXaMSqqxulSQpuMwB5gN3A8OAAbimBM+RTNxIOVIUwcyRPXl21o9s/O+Y0eH4lJjLCXR64wsWjO5HfIqND3/ZYHRIuWI1mzGZVL7bso8Qi4nkVEeemvFeOUwLDTGRlJJ5hhNd19MTBq6DzIzZCXHNGsh0wC6ESP//lQNUXddxalqmdWq6jqZpWMwmUmwOIsNCiAi1YLWYSU61o6NnToqkHaQqQmBNi1m/JimQMaAWSiWqlitKuYLR196VHhO6KwGW8XYg/cD4yv+zqt65cn9WVEWhVoUSKGl9dlzbStuSrqMj0m/TNDI81ysxZT7IvzY5ZlIVwsItxMenYDFfndo+08uVdkURAl13HUw6NVcSQNNdB+q67jpo17WrfyNXsgU0XU9/jVzr1tOXue2WUmzfeICdW44ArmRaWERI5qSYcjURo5oUBLDfeoJ299VNTzpc2YYrMZH2nssQj6Zdvc9kVnHYnei6TkqSHSHAlupwJXC0q+vRNFdCU9ddiYtzMXGu5yEE5hATiiJQVRVNcyV9ipUugNmskpJsJyI6ND3+9PdI2vXwqFBU09WyIUVcST4pIK5+Zsjw2QGIKhBGRFQoJpOKUAT2VAd2uyPzySNdRzWplK5QhMsXEtLfW1c+S6S9B3Rcfz+zRcVuc7qGNKni6hsVqFitBLFnLmMJMaUnJFPTZjByOrT0pFnGZKaSIUkHroTb4YNns35zS5ms/GkHh/47y12dbqNp86p07tUIe6qD6RO/z/LxmlOTSZubNGB0B8pXLMaYuT+xfJucmttoLWtUxGxSc36gJEmBRwf0oEzcFtZ1/XMhxBO6rq8D1gkh/s7NgjJxI+XIrKpEh1qZ8khX9pw4y4CpC4wOyaecvBDHgI8WMGtUL+KTU/lq/RajQ8oVu8PJvF+2GR2GTzp7MYGR9zfjhXGLjA4l4CyaO4LFM/9gV1riRgosM1Y8TVKSzegw/MbBAzEc/DCGTz5axeSpD5EsXzuPqlSzNMfPXZJJGx9RMDzU6BAkSZK87coZ79NCiC7AKaBQbhaUiRspV4QQhFrM3Fa+BMWjI4iRDfkyORBzniGfLuazoQ+QZLOx4K8dRock3SxZvi1JeaZrevoQRCn3KlUpQfUapflgjDwx4m4NWlZj5IRuFCgcQYjZxNj5PxsdkpRm94mzlC1cwOgwJEkyiPCx/jNe8poQIhp4GvgQiAKezM2CMnEj5UmKzUGtsiWIuZxt0+ugtOPYGUZ9sYyPBt1LYqqN5WlThPoiTc6vLEmSBwhFyObn+TDqqQ5cPBf/f/buOzyK6m3j+PfMbE9vBAg9IFVAwAIoqIgiKlgRRAVFBX39WbD3jr13FFHsYm/YQKygAopIkd5CICG97+7Mef/YTQwQIAlJZndzPte1mmyZubNsNjvPnPMctqyr1TR3pQ6uuP9Mik0/z3w0j8+WrMSvXp8h48+N2xjaoyMuu93qKIqiKE0lT0pZABQAxwAIIQbX5oFqrQ6lTjxOO307tLI6Rsj6Y91WbnhjDnedPpxjuneyOo5yINTKUoqiNBGHw0ZyahwHH9rR6igRIzrWxVX3nUFyUgznPfsuH/2xXBVtQsyKjCx8fvVvoijNVjNcVYrAKJvaXLcHNeJGqRNd0zg0va3VMULa/BXrufv9uTw8biSXvfoxv6/fanWkPVSuMqMoVlCvvcim/n3rRtc1Oh/Ukl+/Xc7yxZvqtQ2n246ua5QWVzRwuvAzdGQfzrnqOFqmJbI9v4hf/t1IXkmZ1bGUGqzcugOnXTUnVhQl8gkhBgKDgBQhxNRqN8UCtXojVIUbpc66paXssrKIsqfPl6wkLsrFMxNGM+ml91m2dYfVkXbh9Zu7rASj7Eo9N41LvXUoSkDLVnFszyxg3dodtGqXWO9prNO/vIYWreOpKPfhrfAx89Gv2Lo+G7vDhm7T0G06NruOrmtowR5EQhNoQqDbdOwOHYfTjs2uY3fYcDhtuDwOWrVLYsfWXLwVfkqKysnLLqIgt4TC/FIK80soKiijtKicit1WF9ydwxn4uOnzGjWutHegTr/gKE6fPBSPx4nbaeeNn/9k1pufsi2vsMH3pTScMp+fP9ZtZXDXDlZHURRFaWwOIJpA/SWm2vWFwJm12YAq3Ch1IqVk8858VbSphTd/+pNYl5OXLjqDc59/l7U7cqyOVMXr91d9eFdqpl7iilIPUqrC537EJ0RRWFDKWeMO56JLh/H4Q1/Srn0yN54/vd7b/GfRBuzxbl568XumPXA2F10/kvIyH6YpMWVgyXvTNAnUhQLvbpVLz5umxDBMfH4Dv9/E5zPwGwYup52DurZiyWINTQhcbgexMS7cbgd2ux64OGzY7ToIgWmYeCv8+Lx+fD4DaZq4o5y4PM7A3xsp0XQNv8+grKSC3OwisrcXkJ9TTEWZl7ISL6XFgSKQlBKf109FmQ+/30DKQG82w2fi8/opL/MGilRePw++fgmxcR4APlu8kh0FRRSVezm2Zzpl3l0LSrsXjYQQ2G06AjCDr11NCGLcTgpKyzFNiURy/MFd6No6hXiPm43ZuXRKTeLSGR+xISuPgtJySiq8SKT6bFQPny9ZRZ/2rYh2Oa2OoiiK0miqLf39qpSyXsNrVeFGqRO/aTJ3mWpMXFvPf7uQOI+L1yafxdhn3mZLboHVkYDAvyOAJgSm+qSpKIrSJA7q1oonX5hAUWE5ebnFrFiyif9NPYHC/FJWLKnfNCmAf/7YwOgLjyIjI48J573QgIlrx+Nx4HY7iIt3ExPjxuN2oNs0srIKycoqJD+vFABNg4SEaFq2jqdz51TatEkkPs5DfHI0LV12XC47DruOEALdpmG36cGTDAJNBEcJaRo2m4amBUYP2XSNNWu24/ObpHviSPfEIqXE6bKj23YdfV5ZU5RIBAJpgmEYwdtEVTGrrMxLVJQTIQQC8PkN3pjxE94KP6NP6w+pcO9Zx+N02HDYdOx6ILPfMPEZBmVeX/Dip9znw+s3cNh0TCkpLK2gqLyC3OIycktKKSqroNzrwwgW0eRupw0C1wVyGcHbdaHt8jOJ6j9cJSmpHB5tBP/OO2w6uqahC1FVYDWlRACapiFE4HPB7qRkl1x2XafC56963g7p0Jq8klIMs1r2ao+pzP9f5uCoLyA1LloVbRSlmWqmq0o5hRDTgQ5Uq8VIKY/d3wNV4UapE7uuM7RHJ56c84vVUcLGA5/MJ87j4vVLz2bM02+SVVhidSQg8GFN1zVMv2F1FKWZOKhzKk6XnXFTjuHfpVv2uWy0DJ79rvy/02XHW+HDMALT/AzDxG7X8XmNPR6z+3Zi4tyUFFcgpaR951TKSirwef2kdUhm2R8bADhkUGdWLd1CeZkXAE+0k+KCcj57awElReWN8GxEpqQWsYyfeCSpreLweJyB0Rs+IzAawZRVx5JCCFxuO94K/57FYwkut52SkkC/Fhk8GKx8PVS/e+W2CB5wGoaJKSWaEAhNEOUJHBCWlFSgaYGD1cSkaIqKyrHbNfz+wCgRp8tOYUFp1bYgsL3dv5e7HJfKqnwJidHk5hSTnBLDW7N+oSC/tOYnSILfZxCf4CEhMYpfv1vOptU7yNqWx1X3nYG/8vkKjk6pZBomEjB8RmCEjN8MHMgbJqZhkt69dWDki0VKS72UlnrJySne5/1ME3JyisnJKWb5stDr/1YbgwZ3QWow6ZrX97gtyuMgPs5DcmI0CXEe4mLcRHmcOB02Krx+dE0QF+chJspJh9gYeiUk4Yl2YrPp/xVNKt/Cgs3oROA/wQKNqLrpPxKkCLweK28I3reyQFX5tmiYZqAQFCxQCYK/VwRex1Wjhip/Uf/b3C7Nq6T53+tT0wSm3yRrZ9EuRR+xy9c1P5dSss+/A4qiKBFoNvAC8DJQp4MwVbhR6qx9SgJ2XcdnqAP+2rrp7a94btKpvD7lbMY88xYFpdYfCJqmxG7T8KnCjdJEjj22B26PAxHtoNvg9BrvU1PxBcDjdlBa5kUIgdtlp7zCj99vYAueUa/+kOrHHIEpEP9tt03reMrLfSAgJSkGPcaJBNLTU7HFuqio8ONy2vB6/fTu1ZZ/Fm3gn8UbG/aJiGB52UXERjs57JB2mIYkKsZNaUl54KBTE1UHk9IMFMcCzXT3nL7iiXZRWlLxX2GGaq+N6i+PymPVwJCAwD40ESwSBS7uKCfSlJSXeZEmeCt8JPRqTUlRYCqMbtOw2W04XfZArxYpqx3IUtXQLTBiQOyWNbBPXdMwTUnXPu04uE9bLpv0So3Pz+p/M9FtGkIIiorK8Nk0Vq3fgd1uw5kUjcemYdMDIx/MaoWuyqmtuq5V7S9QrNLQdYGua7z00vwD/NdTaiMqykleQc2FuZJSLyWlXjIy85s4VXj77LX/Iz443U1RlGZENsvCrV9K+Xx9HqgKN0qdef0GA9LTWLB6s9VRwsplMz7mjcvP5tWLz+Sc596hLDjM2CpSSjRN2/8dmyHVoqPxLP5rE9feNtvqGLXy0WuXWh0h7GzbnMOGFVuZcf/nVkexxOyl99GlayvSO6eybm3NTen9PpOVKzdzz50fkZsbGiMwldpJTIyiT9/2TH/9R6ujRJQlyzZz7JHdrI6hKIrSFD4TQlwGfARULQUppczd3wPVUZtSZ067TpeWyVbHCEvnPvMuNk1n+qTTsevWLoEphKiagqAoTUG93iLf9q15pHVsYXUMy9x50QyklJw/aUiNt/c8uA3Llm7G8JuqaBNmOnVK4YmnzwPgj6UbrQ0TYZau2Ep5xb5XJlMURYkQE4DrgF+BxcHLoto8UBVulDqzaRppiXFWxwhbZzz6Oqmx0Tx9/inoFs7tFkJUNSlWlKaiVhyKbNs276RFWoLVMSyz/I/15OcUU1RYtsdtmi544vkJ9O3fgS8++8uCdEp99e3bnudevJBWreLx+006tlMnrxrSspUZmKqwryjNi2zCSwiRUnas4dKpNo9VhRulzoQQDO/dhRaxUVZHCUt+0+T0R96gW6sU7h8zwrIcgj2XRlWUxqRebpFv7YptJKc238J+n0FdSEiOYfv2XVcQdDptnDXuCFYuz8DhsLEjKzRWGFT2T9MFN95yCp988xdDT3+UY858lDnzllsdK6Ks3ZiFKukritIcCCE8QohbgytLIYToIoQ4uTaPVYUbpV4Sotw8cM6JeJx2q6OEpVKvlzMefZ1BXdpz4ylDLcmg61qgwaWiNCE14Cayrfkng+g4d1Uz3eZkwNBuPPDmpRQVlvHGzJ92uS21VTwXTTmWLl1bsnFjNtu25VmUUqmrYcN6YrPpPPnSPKujRCwpA31u1MkkRWlmmuGIG2Am4AUGBb/PAO6tzQPVUZtSLzZdo1e7lsy7/RIGdmlndZywlFdSzrgn3+LUfj255JjDGnTbSdEe7jr9OF69+ExuHX0st44+llbxMVW3XzdyCFt25FHhtbZBcqgSiFB8o1eUkFdW6sVb4SepZfMbdXPrCxew5t9Mzjn96T1u27xxJ7fd8B5+n8HLL35Pft5elgtXLNe2XRI33HQKY84+HE0TXDBpKG9/8ofVsSLeNz+soLTMa3UMRVGUxpYupXwI8AFIKUvZfcnKvVCrSin15nYERts8MfEURj4wk5wi9UG0rjJyC7nohdm8ctkYcotLef+Pfw54m8+eP4qBndujaYKs3GIOTW9LYXE5w3t0ZtiDL2PTNMYe0ZtpM7/DVGe39ko9M4pE9eSpj/IyLy3SEsje1nyWRH7mi2twuuzcev17geXma1BcVE5JSQXde6axYMHaJk6o7E+7dknceMsounZthc9vcPwJBzP50mGUlnl5+2NVuGlsCxavR9fV+WRFaU5E8/yw7RVCuAkeaggh0qm2utS+qMKNcsBsusYNo47m+je/tDpKWFqRkc1Vr37GkxeMIrekjHkr1tV7W20SYjm6Rzr3vPw1n/0UmIOvCYGmCeY8NZlnJ47mtZ8Wo2sac39f3VA/gqJEJNUHqn5KSypIbZPI8j82WB2lSZxx8dGk90hj4rjnyc0p3uv97n5wDL/8/C+vvPxDE6ZT9qZ3n3aMHXcEL780n40bsnng4bFk5xZz+qTnyc4p5oKzB9GxfTLPzvze6qjNQlm5j7k/r+KEoT2w2axddVNRFKUR3QF8BbQVQrwJDAYm1uaBqnCjHDCHzcbRPTth0zS1SlE9LVyzmbtnf8dDY0/k0lc/5o/1W+u1na15hQBk5f138GBKiWlIHnn9e+6cPIKBndsxf/FafH6jQbIriqJUl7+zmJZtk6yO0WTGXj6csjIvPXqm0at3W2w2DSEEuqbRrUdrNm3cicttx+Nx8Pijc6yOqwD/d/lwTj/zUAByc0tYvz4Ll8vOpTe9VXWfme/+alW8Zmv2Z4sZdmQ3VbhRlOaiGZ4bk1J+K4RYAhxB4BzhlVLKnbV5rCrcKA1CSsmTE0/hhrfmUFyu5ijXxxd/riIx2s2zE0Yz4cXZrNyWVa/t+A2TnIKSPa7/euEqVm/OQtM0NmbmHmjciKcmyDQ8GZh8ZHUMpZFtz8ijbedUq2M0mW2bdpKQEsu48QORpsQwDJAgTUmn7q1Zu3wryS3j8flUsdxqXbqkcsyxPTj9zEO569HPmHL+UE4c2QfDb3L7I59aHa/ZW7cxm63b8ujcsYXVURRFaUaEECOAJwEdeFlK+cBut08FLgL8QDZwoZRyU/A2A1gWvOtmKeWo/ezrNGCelPKL4PfxQohTpZQf7y+nKtwoDcLjdHB4l3aMHdSHl+epueD19fpPf5IUE8UrF5/B2c+8xeacui8ZKwS8de/5HDbhsT1u27BNFWxqQyJVfaERiMDkI6tjKI2sMK+E3gM6WB2jyVw56vF93i6E4NpHx3HsaQN47InxXHH5602UTKlOCHjhpUkA5OeX8t1Pq9ickccFYwcx/fUf2bAlx+KECsC7ny7i6ouH4fE4rY6iKEpjC4GPhEIIHXgWGA5sBf4QQnwqpVxR7W5/AgOklKVCiEuBh4Czg7eVSSn71mGXd0gpP6r8RkqZL4S4A9hv4UZ1AVMajNNuY/yRh2BTzeUOyBNf/swPy9cza/IYkqM9dX78z/9uBCCtRfNb1aWhqFWlFFDNietr0c9rSGgRa3WMkNG5VxrHnNofANNQbyxWcboCCyq89+kizpryIgCr1+/gpmkfqaJNCJn/62o09TlSUZSmcxiwVkq5XkrpBd4BRle/g5Ty++DqTwALgTYHsL+a3uBqNZhGvTMqDcrjdPDSJWegqYOdA3LzO1+zISuPNy8bS7TTUafHpsRGsT4jh4ysuo/WUQKEJoLTepSGJASEU69f1Zy4flYv20JsQpQqegX5/SZCCLwVPqZe/YbVcZodm02jR880zj13MF6fn6df+Z7ycr/VsZS9KK/w8ePCNfgNNbVQUSKZkE13AZKFEIuqXS6pFiUN2FLt+63B6/ZmElC9YZ0ruM2FQohTa/GjLxJCPCaESA9eHgMW1+Y5U1OllAblcdrp2SaVK0cO5vEvfrY6Tlib9ML7zL56PC9fdOh9VIcAACAASURBVAbnv/ge3lo2E96UnU+ssDdyOkWJfGrETf0UF5bj9xkkpMSQm1VodRzLtO6QzLlXjaBzzzTKyry89OL3qP79TevoY7pz0y2jqprdPvnSdxYnUmrjjQ9+Y8gRXbDpqkmxoigNYqeUcsCBbkQIcS4wABha7er2UsoMIUQnYJ4QYpmUcl9LBP8PuA14l8BHzW+B/6vN/lXhRmlwbqedMQN7q8JNAxj35Nt8dsNEnjj3ZC5/7VPMWpz99xkGTre7CdJFrsAoC3XA3hjUCJbmobzUS4vWCc26cHPPq5fQqm0SO3cWcf21b7NieYbVkZqVhx89h379O/DpN0t5cvp3pKTEkpGZb3UspRY2bN5Jdk4RbVsnWh1FUZTGJEPis3YG0Lba922C1+1CCHEccAswVEpZUXm9lDIj+P/1Qoj5wCFAjYWbYD+dz6WUx9QnqJoqpTQKXdM4NP1Apv8pAH7T5IxH36BnWip3nn5crR6zekcO3Tu2bORkEU7VFhqF0ELiD3SthVfa0FJWUkGLtASrY1iqrKSCoqIylv61SRVtmlBaWgLPPDeBvoe055YHPubh577B6zdV0SbMLPl7M6ap/hgritLo/gC6CCE6CiEcwFhgl2UGhRCHAC8Co6SUWdWuTxBCOINfJwODgepNjXchpTQAUwhRr0akqnCjNAqnzcY9Zx/PCX0OUv1uDlCp18uYx99keK/OXHPiUfu9/7zla7HZNDqqM1X1p16yjSacPoaHU9ZQU1RQRqv2SVbHsNS8jxYRG+ehbbvm/Tw0pcFHHsT0GRfRtl0SDz//DT8uXGN1JKWe1m7MxutVvYgUJaLJJrrsK4KUfuBy4GtgJfCelHK5EOJuIUTl0t4PA9HAbCHEX0KIysJOdwI9a5YC3wMP7LYaVU2KgWVCiBlCiKcqL/t5DKCmSimNRNMEaYlxVcWbqbM+tzpSWMsuLGHCM+/xxhVj2ZKTz3u/L9vrfTfl5KNrGi0SY9Ty3wdEHbYrSn3l5RaT3nNfvf0i22kXDuHiW0azY0cBl1/2qtVxIlLHjilMuWwYKS1iad8+mTVrttOpUwvm/byKux//wup4ygHKLygNNihWPfsURWlcUsovgS93u+72al/XOO1BSvkrcHAdd/dh8FJnqnCjNCq3w85R3TvSrXUKq7ZlWx0nrK3dkcNVr37GUxeMIru4hO9XrK/xfpoGfsOgqLSixtsVxSoCVD2smdi4ejvdezfP6bIt2yYy4bqTAEhNjVMNiRvBrbefypFHdWXLtlx+W7qRP1dsxeHQ+eDrv/jiu72f2FDCR0J8VFVTaUVRlEghpXxNCOEG2kkp/63LY1XhRml0Dl3jhYtP49SHZ5FfWm51nLC2cM1m7n5/Lg+PHclFL3/AX5sz97iP02bDYbeRma2WA68vtZJQYwqvyk249eUJFRv+3cHQE+p6Eir8pbSO5+V5N6HbdD79ZDFbt+RZHSmixMV5mDnrElwuO7c88BELFm+wOpLSSDq0TcTlVKNtFCWSifD6SNgghBCnAI8ADqCjEKIvcLeUctS+H6l63ChNQNM0Yt0uZl42hpGHdEVXB0IH5PMlK3npu9944cLTaJ8cv8ftZV4/2QXFnHp08ztoaigCUIsfKQ67jt2hzvjWx+plW0hIibE6RpOb9cvt6MFRAjHRLj54/3eLE0WW2+44lbg4D5OueV0VbSJcSlLze/9QFKVZuBM4DMgHkFL+BXSqzQNV4UZpEnabTueWSdw3dgQn9etudZyw99K8P5i7bC2vTR5DckzUHrc/POdHzj6+nwXJFCVyGIaJ32dYHSMsZW7Jxel2oNuaz8cMTd/1Z33oQdVnpaEd0q8Dn327lE1bc6yOojSypIQ9P9soihJhQqA5sQV8Usrdp0XUalJ18/lEpYQEn2Hgcaihrw3htne/YW3mTl6bfBbRTscut81ZuhqP006LhGiL0oU3CajZUg1PCBGCfz/3zjAlphFOiUOP4W8+DV5Mw2Ta5a8BMPmiGWpFnAbmdAZm93/69VKLkyhNoUPbZKsjKIqiNIblQohzAF0I0UUI8TTwa20eqAo3SpPSNY25/6y1OkbEuGT6h1R4fbx44WnY9V2ndFT4/STEeixKFt6klKg1wRueECBNVQhpDjzRLgx/8xutNOWO0/D7DTZuUs34G4Kua1x59QjGnzeYSRcfjWmalJR4rY6lNLL4WDc2XR2iKEpEk4EeN01xCTH/A3oCFcBbQAFwVW0eqJoTK01O19Qf44Y09om3+eLGC3j0nJFc+cZnVb1ZSsq9dGiVyL+bsqwNGI6kKtsoQeqFUC+eKAeG0XxG21R6+b5Puf6Jc5k8ZRjPPv2t1XHC3hVXnsCJJ/XBMEyEENzz+BdsyWychs/3XD+KKI+Tf1ZlUFxSQU5eCbn5JRSVlJObV0J+YalaIayJtG+ThNfnx+FQhymKokQGIYQLmAJ0BpYBA6WUdRqaq94RlSalCXhu0qmc/+y7FJers2YNwW+anPXY63x+4wXccPJQHvjsBwB2FBXToXWixenCk1SVG6VS6J2pCQsuj7NZTZOqtOy3dUCgr5ty4Poc0o6X3vqZNz/4rVG2n5IUzTP3jaN1y/8a/Xfv3JJt2wuIjnLidtvxuJ04nTaklIG+V34Tv9/AbwT/7zfx+Q0qvH7Kyn0Ul1ZQWFTGlm15vPbegkbJHYm6pqdy8fij6HdwO/IKStWKUorSHDSvz1ivAT7gJ+BEoDu1HGlTab+Fm2B16EfAGbz/+1LKO4QQrwJDCQzvAZgY7IqsKHtl03XaJccz56YL+fiP5Xy3bC1LN+25pLVSN4XlXsY99Tazrz6XzPwiKnwG3Vu34Luf/rU6mqIozZDLbW+WU6XueHkSAB07qv4cDSE62sXK1Q3/GcFh05j7/jVV36/fkM30mT/w++INmHuZzikEuJx23G4HHo+D6CgnHo8Dj8eJx+0gKspJlMdBXKyHIYMP4oSje1JUXM7aDdn8vXJrg/8MkaJn19ZcO2U4aa0ScNh1dF2jRbJaUUpRlIjTQ0p5MIAQYgZQ52UnazPipgI4VkpZLISwAz8LIeYEb7tOSvl+XXeqNG9Ouw2n3caEof05oW9Xjr/3ZasjRYSM3EIuffkjpk8+g4zcAlwOOx/PX2Z1LEVRmiG3x4G/GY248UQ78cS46dS9NS9N/545X6gGug0hOtrFhs07G2RbCXEeJo0bzOgRfauue+nVH3nz3YW1eryUUFbuo6zcR25eyT7vu2LVNu64aRRXX3IcRcXljJr4bLP6faityy84mtEn9MXhsKFpapirojQ7zWvEja/yCymlX9RjFZT9Fm5koEtncfBbe/DSvJ5mpVEIISguq7A6RkRZuimTu2Z/y4PjR7Js7TZ8zfCMt6Io1nO6Hc1qxM2Tn1xNm04tqCjzkrWjgAGHdgTANCSGaRId7apaWt4wTXw+I9gEPTAStZKmC5xO+57L0GugCUHlBz0j2GylbZskikvK8fkMTENWbdMwTEzTrOozZJqy6uL3G/h8Bl6vH5/XwOc38Pn8+H2BKT8CMKttR9e0XbYrZWA7UgZzSPD7DUwpMYLTiGQNnxI1TaBpAqEJdF3DpuuBaanVCETVdR63A00TOBw6yYnRmKaJacqq50AI0DQNv98grVUCUW4HdruOy2nH6bDhcduJinLRuUMKnTu2oEVSDMtXbuOu+z+lTesEPvp8CcXFjfMZZNXqTBb+vo7HnvmGu289lduvPpnbH/60UfYVjmKiXVw7ZTgDB6TjcqkpUYqiNAt9hBCFwa8F4A5+LwiUXGL3t4Fa9bgRQujAYgLNdJ6VUv4mhLgUuE8IcTswF7hRSrnHX0AhxCXAJQDt2rWrze6UZsI0Jcu37LA6RsT58s9/GX9kX7Jyi/d/Z0VpQkKdUW02nK4aig8RLLVtoJ+YKSVXXTWCguD7r6Zp2Bw6DoeNwoLSwHVCoOlaVQHCrNbxVgiBw2GjtHS3j1MysNpdZUGkcnRC63ZJGIbJxg3ZgaJIcJuVX1feT4hAwURQWTgRaJqGpotAQShYTEEGCiIOpw3DkAgBTqedkpKKquyIYAswIQjsTlQt1W0YJrquBYtEJjK4PVuw50/ldVLKquv2tmy6zaZR4fXzxnMXEdhtYH/Vi0ISiU3T0DWNrMJiDCnxGwY+w8Tr91Pm83NIu9asWbeDMVe/QH7w36CxZW4v4MY7PgDg/ke/5MUnz6dzxxTWblCrjUVHOXnhwfG0ahGH3a56QSlKcxaCKz41GinlAb/h1apwI6U0gL5CiHjgIyFEL+AmYDvgAKYDNwB31/DY6cHbGTBgQDP651H2p9Tr5YeV662OEZHWZ+URpzmsjqEoSjPldNnxN4MRN6lpCezIyOPBK97g5mfPZ9zAe6ko9+3/gQ0kvXtrHn5zMk899CX/rtjWZPvdl5NP689J5x3G+Ndmo2saPsNPqdeP34IlmX65bjIATzz7bZMVbXa3aXMO38xdztRLjuOym962JEOocDpsPDttHC1bxKqijaIoSh3VaV1mKWU+8D0wQkqZKQMqgJnAYY0RUIlsMW6n1REikstuw6arZdfrSyDUhNBGUtMUCiXyuKOc+CrqtMpl2Jl00ym8+vNt/N/dp3Pr8xPZtikHbxP/zOtWbmPeZ39y5wNjmnS/+7I9M59Yp5P8snJySkopLPdaUrT55/YrSIr2cM+Dn7F8pbVFreKScsoj/Pdhf3RNcP/Np9G6ZTwOu1rUVlEUpa5qs6pUCuCTUuYLIdzAcOBBIUQrKWWmCIzLPRX4p5GzKhEm2uXk7jHH8+miFRh7WcVBqZ+Z3//BK1POYmDvDiz4e6PVcRRFaWbsDltEj7jRNI2eAwJ9bE4+70gMw+Tac16o6gXTlP5asI5+R3Vt8v3uzbateXic1o74nD5+NDZd57Gnv2Hu/JWWZgFokRJLv4Pb8fZzF2FKiTRloCeQYWIEexH5fJX9hky8Pj8+n4ER7OtjGCYffLkkrKda3XzlSHp1a62W+VYURamn2pS8WwGvBfvcaMB7UsrPhRDzgkUdAfwFTGnEnEqE2pZboIo2jWBFRjZ/rN/KGcf2UYWbepDIYBMHpaHVo4m+EoYcLht+b+QWbs6begLd+3UIfD1kGjt3FO77AY0oISmast174lhoR2Y+LqcNt91Gmc+aUSaD0zvw+6L1fPrlX5bsf3cz3/iFXxauRYhAfyGbTQ80Xrbr6LqOzaZht+s4HTacTjtOpw2H3Ra4r6YTnxDNM/eO44Kpr5G5o8DqH6fORh3fm6MO74zbpaZwK4pSjToErJParCr1N3BIDdcf2yiJlGbFZ5h7NBtUGsbdH8zlk2sncNtFJ3DPy19bHSesqKlSjUMg1O96M+F02vFZdNDeFIadfmjV16WNtDJRbSW2iKGgoMzSDNUZhklBQRkDOrThpzUbm3z/pxzcDV3XePTpb5p833uTsS2PjG15B7SNyycfy4sPncu4S1+ipNTbQMkaX1rLeP534bFq9ShFUZQDpJpgKJZKS4yjZXyM1TEiUnZhCec8/TYjB3WnZZJ6jpXQYMVUEqXp2e2RPeImpVV81delJdYWblq2TWJnVpGlGXaXsSWX/m1bW7Lvyn463Q5qacn+G8uz0+exYmUGrzw2AS0EP71HRzlJb59CqxZxu1x/y5UjVSNiRVGUBqC6gymW2p5fRGZeaH3gjCQbs/PIKy5jSL/OvPftn1bHUZq52FhX2M2VUkuY14/DaYvoETeVnr3rY6sj0DItgd9+W2d1jF2sW72dbn1SLNn3nOWr6TI/ibtuOZXvf1zFS6/+yLbMfEuyNCQp4a5pn/L0o+N57v7xTLnhTUvz2GwaRx3ehRHH9KTHQa2I8jip8Pqx23Q2btnJ9fd8SHqHFNI7pASWmlcURalONq/lwBuCeidVLCOl5PvlofVhMxJtyM7l1KG9rI6hKBQVlWNasLpMfdlsOve/MolDh4RO49dwYXfa8Hkjt3Czc3sBcz9ewudvLbQ6Ckmpsaxds8PqGLvYtDGbtrGxlu3/qe8X8NDXP3LMkG7Mmj4JLUIKsF6fwbU3v0dyQjQP3Xq6ZTlOO7Evn712OTf83wkM7N+J+FgPdptOtMeJ02GjY7tkRo/owxkn9cOtpkgpiqI0CFW4USwjhOD43l04vncXHDY1jLaxXP7Kp6SlxNGhVaLVUcKKOgnQOEQYjbiZ890/rFydyd0vTCC9eyur44QVm13H74vcqVJ52YW7TJeyUnSch21bc62OsYutm3KId7kszfDKr4sZ/sQMNE1j2h3WFTkaWlFxOVfd8DYDB6QzdvSAJt23rglun3oyl04YSnSUkyiPs8b3dIfdxrmnH86A3u3C6j1fUZQmJpvoEiFU4UaxVFKMhwfGn8hTE0dZHSVilXq9VPgNundMtTpK+FCfMxuFCLNO5M/PnM9l17zBV9/9w/2vTMLt2XNFlEOHdCUxRfWQ2p3drkf0iJuO3Vrz8HXvWB0Du13H4bSRsSXH6ii72LIph2i30+oYbMkr5KaPvuaIw9KZP+d65s+5nlEj+1od64Blbi/gqhve4cJxR9K7e5sm2WfX9FRmPjGRIw+r3epQjuAKWYqiKErDUD1uFEvZ9MBIm8O7tKVX21RiXE66tEqmU4tEEmM87CwsYXXmTn75dyNbcsJvCcxQkVVYzG0XnYDPb/Dd76utjhMmwqfAEE7C8Vm9//Ev+WjWZdz38oXcNGkGRx7fi9Ztk1j6+3rufmECGZt2Mv2BL/j9h3+tjhoybHadiuJyq2M0Gm+Fj5j4KEuXAQeIS4rGW+Ej1GYg5uYUg4B2CXFszrP2b/cnf6/k901bOatfL+Lcbi6+YEjILBN+IP76ezMzXvuRB285jfGXzyA3v7RR9iMEXDh2MGNPPRSH3RYx084URQkB4fih0EKqcKOEBiGYeelZ+E0Tu67jtAdemoZh4jdNrjllCD+u3MD85euQUvLPlh2cdlhPFqzezMI1my0OH/rOeOwNJg7tz20XnUC0x8nH85dZHUlRwsrEy2fy+guT+HjxXQAUF5dzzmXHAtCyTSJ3PT+BsUfeR0FuiZUxQ4bdYcNb4bM6RoMaOLwXZ045lh79OrBzewGZITDKJT4pGm9FaI5s2pFZwBGd2rJ5sfUnXTILinjq+wUAnHVITzp1SGH9xmyLUx249z9eTOdOLXj50fMZM3k6fn/DVvBsNo37bzqNPj3b4FKjZxRFUSylCjdKSLBpGjbHnjP3dF2rWo3g6B4dGdy1PZoQ2HUdTcD4Iw/hr43buGT6h5hhNAXDCq/+sJii8gquGzeUguJyvl+0xupIihI2CgrLOG/KDM4563Bycop57+NFTL5gKKWlFbz70SK+/Wgqk649kcduft/qqCHBZtcjrnAz5OS+9OjXAYDJIx+jvNRrbSAgIYQLN5s2ZNOnTSveW/yP1VF2sTQjk1eev4CjT3zI6igN4uEnv+aJh8bywgPjueja1xtsu5omuP3qk+jbsy0u1WBYUZQGJlCrStWV6nGjhA2HzUaU04HbYcema2iahtNu4+B2Lfnw2vM4qFWy1RFD3ge//cO6HTmMH9Hf6ighTTVTVGpSUFjG8zPm897HiwB4ceYPvP7uQrxeP9/NX8FBvdIsThg6bDYdX0VkNCdOSo1lzGXDOOTIgwB46YEvKAuBog1AQkoM5WWhkWV369fsoFNS6DXFn/zWpwB0PailxUkahmGY3HT7B8TFuLl96kkNtt2LzzmSI/qnq6KNoihKiFCFGyXseZwOOqYk8M5V59Cvozpw2pdD09vQPa0FS1ZtsTpKyFMDuBqeEETsfOZ/VmbQvnMqT79/ORdfP5JbnxxPfFK01bEso9u0iFlV6pUfbuWC605i3cpMrjjjaT6c+RMyRN4g4pOiKS6usDpGjTK25NLC47E6xh5KvV5WZWYx8NB0q6M0mOKSCqbe9C4D+6cz/vTDDnh7R/TvyJmn9FdLeSuK0rjUqlJ1ogo3SkTQNA1dCM4aeLDVUULWOYP78PQFo5n1xR889/4vVsdRmqkI+vu5i3k/riI7u5BO3VoxavxABg/vyYufXcXF148kNt5DWodkRo0fSEJyYAWqmDg3fQemowWngqZ3b43THTkHSbpNw++PjMJN5au2a++2rPknw+Isu0puGUd+IzWlPVAZW3OJdu5/9SErrM3OoUvnFlbHaFDbMvO56Y4PmDhmEIMGHFhR6uHbzlQ9bRRFUUKM6nGjWM4wTUorfMS4nSzbvJ0uLZNwOXb9wOA3DHyGiRACl73ml62maQzr1ZmW8TFszy9qiuhhITnGw1MTR9G1dQpPvP0DH8772+pIIU9NlGo8kfrcFhSWcebEF6q+1zR44bHzGXXuQE6feCQA5WVeLr3lFEYfcjvPf3IlSS1iKS4sY/2/mfQ+tBOfvrWA5+/9zKofoUHpuoYRAYWbQ4/pjiN4ALtt006L0+ypRet4duywvvlvTTK25OIJgSXBa/LKr4t5Z9JYhh/bg2/nrbA6ToNZtnwrjz/zDXdMPZmLr5vF5oy8Om/j5OPUCTBFUZqAVD1u6kqNuFEs5zNM3l+4jMNufoZzn36Hr5euxuv34/UblFYE5u7bdJ3r3/iS135YxK+rN1U9dummTCp8fkxT4vMb2HWNaeNOwGnTrfpxQs6D40eiG4IJd77F+3OXqibOtRSpBQYrCSEidsTN7kwTLrlqFsNGP8ozL83jtvs+5qSxT+H1+vnkz7tJahHLjXd9wNMz5lEWfLFtXptlbegGpOuRMVXq3782UVQQGNFyzdjnLU6zp6QWsWzPzLc6Ro1KSyow/AbpKQlWR9nDisxsnpm/gGuvOAGHI7LOYX49dzmffPknz047B4+r7iOezho1oBFSKYqiKAcqsv5aKWHJZbdxwTED+Oqvf1mRkcWds7+j3BdYJWPuP2tZvyOXnm1Smb9iPfNXrAcgKcZDi9hoVmZkcdzBnenSKpnkaA8j+3WnZ5tUfrhzCr/8u5G5/6zlu2Vr8UbAmd/6Sm+RyIyPF7Jua+idLQ5lzaXA0JSklM2yIDY72MwY4LwpL3Pfracx650FLPh9HQBffbecbz+ayukTj2Ttigw2rtlBRVl4r8ik6+E/VWrc5cPpfHAbpCnJ3l6ALwQLUbEJUWRmhGbhBiA7u4h+bdNYl133kR+N7ZVfl3DBEf05Z8zhvPpGZE0fnv7KD3Rol8zLj57HOf83o9aPS4jz0K516BXaFEWJUOrDdp2oETdKSPD6DR6bcDJ3nTWciUf3570Ff3Pvh/NYsHozOwqKmbd83S73zykqZWVGFi1iozixb1f+zciuKvZ4nA6iXA6O73MQt59xHL9Pu5w3/zeWId078vrlZzP3tov5fdrljBvcx4oftUlNGNqfpNgolqzaanWUsNMcCwyNrTmNuNmb7TsKmfS/1/jhl9W7XD/zjZ9JTUvgiXcu4/LbT626/oGZk5izYhr9BnXe53aTU2M5dEjXRm2I3Lp9EhdcfQKatv/fDofTFtYjbtoflMr515zIoOMPxuG0c+fkV62OVKOYeA+bN2ZbHWOvtm7aSc/WqVbHqJHfNHlnyTLGnXlYrV7T4URKuHPaJ5iGySO3nVHrxw0ddBB+w2zEZIqiKEp9qcKNEhIcNp20xDhGDejB5SMG8ch5J2HT/nt5Om06P901hVMP7cHJ/bpz6fAj+OHOyXx1yySGHdyZ+8adwFkDexO927DgKJcDXdPo0iqZh88dSZ/2rWgRF43bYWfqSUeREOVu6h+1SV17yhCmzfyW9Rk5VkdRFHRNw1AHBTV664PfOXbUI5SX+0hMDhRfXvn6Gvocns76jdnc+fwELrt1FC1axwNgt+scd2o/EoL3fenLqdz9wgSm3HQyAJomOOWcI4hLiKpTDqfbTlr7JKZ/fhUvfXE19uA0Ek3XmDHnGsZcPJQv/rmPOSum7XM7QghsYTxlNSsjj/ycYgCeuetj1q/KtDjRnux2HYfTRsaW0H1/X782i07JoTuC49n5C3E67Ux/6vyIK95UVPi55ub36NalJVPOG1Krx/Tv3R5nhE0dUxQlhKlVpepEvTsrIcUWXGGlZXwMT0w8hTtnf8dph/Xg0uEDQcANo49BE6AJsUsD42jXvhsguh17ro4ghOCKEwdx1/tzG/aHCDGpiTFWRwhLEfQ+HzJ0myrc7I+uCbr3bcc1959Jq7ZJ3Hbfx5SUVvDYfWdz/Bn9Se/RiqyMfI4+KTBicMG8FXz02i9sXpdFcloCR57Qi/8Vn8qCuSu47NZRXHbrKM49+gFysgr32JfDaWPEWYcycsxh5GQV8vX7i7jpsXEAFBSUEhfn4dO/7ua7j5dw3Kn9AHj1rV+YeM5gAMZOPobP315AcWH5HtuWQEnRnteHi7ISLzk7Cti4ejtzP15idZwaxSdH463wYYbwr1TGllyO8vS0OsZe+U2THnc9zk9XXcIDd5/J4898Q+b20Gz2XB87c4q57pbZPPnwONZsyGLuz6to1SKOrumpxMW60XWNTVtz+OufLSAEgwZ0QojIKmApiqJEClW4UUKS22HniC7tmHvbRZT7DezBM7d2veHO4DrtNk7p3yOiCzden581m0N3GH2oUkWbxmGLqCWiG8fkqa9z45UncuwpfXnt7V/58dfAlKqhJz3Etf87nlNG9KVH3/YA+P0G7Tun8tBrFwNwwf/N5LF7zmLEmQM4emTvQE8hITj/yuE8eduHmOZ/r+zdR8yktkmk36AuAFx98zssWbqZ0SP7Mmxod9K6t2ThovVkbi9g5pu/8PEXf/LgnWcy4crhTLhyOKf2v2OPnjyaJsL+3zq5ZRyfvP6r1TH2KjEllory0O6FtG1rLjHO0FxZqpJpwskvzGLmeWcw47kLuPnOD/nr781Wx2owq9fu4LGnvuG2a05i4piBtGoZj89noOsalYOMfvljHU/NmKf++CmKooQwVbhRQpYzuOy3AIqWVQAAIABJREFUx9E4M/oqfH5e+X7R/u8YxorLKvAZ4X3wpEQOXdepKPdaHSOkrduQzcVXzarxtqdenIfDbsOUkgcen8O3H07F8AeGWzw9fS7rN2Zz6nnPkd4xhWFDu/POB78z+YKhnHxafwYN68EjN87GE+2smj61anUmN971AXn5gVWTOrRLYuPm/6bdfPLlX3zy5V975MjLL+WSq2Zxxin9uGLKcTzxzmXM/WQJn729sKqAo2kaRhj3uHn2i2uIifcw9f6zyMkqZMnPa6yOtIfElBgqyv1Wx9inzIy8eq1s1NTySss59cU3mXrcYB68+0wmTJ7B9hBdZr0uYmNcXHj+UYwY3gvDMOnQLhlgj+lQgw5NZ8OWHFW3URSlSanlwOtGFW6UZkvTBB1bJCBEoJEfBKZgSSSRsmJ2TnEZ3dqn8tOf662OElbUQPHGYbNp+FUhsd68Xj/THvuy6vtFf21k0OGd8fsMPvxscdX16zZks25DYKTdw099zZ9/b+ak43tz9X1nEJcQhd9nUFxUxnW3z6aw2nSm6kWb2vjgsyWcdnI/OnRJZdK1JzLp2hMZd9Q08nOKESJ8R9y07ZxKpx5p7Niax4olG/l36RarI9UoPjmasrLQLoTm5ZagaYLU2Gh2FBZbHWe/HvvuFwZ1asdlFx3N7fd9YnWcA9KpQwqPTBtDdJRzv0ueOx02xo4eUDVdXVEURQk96h1aabbsus6Q7h35+NrzOfPwg/npriksffgqHjv/FKujNZi0xFii3KF/tjMUqeJNw9M0oXrcNKBb7v2QP//ezGvv/LrPPiffzV/J1Te/S0nwIP+sC17gpLFP71K0qa9zJ7/M9bfPrvr+7Z9uZs6KadgdOkYYFm5SWsfzwlfXAZDaJoHYxKiQ7dUTnxRNcXFoZqtu584iDm2fZnWMWnvuh9/of0gHPJ7w/dvZNi2Rpx85h/g4z36LNhDo+RflcaKrwo2iKE1JNSeuE/UOrTRrHqeD9ikJXHvKEOI8LgAGd23P2EGRsVS4x+Xgl6UbrI6hKADouobPrwo3DcU04aqb3mHWOwtqdf/JU1/nzAnPkZtX0qA5flu8gaEnPcS7H/1RdV1Ccgz3zZrSoPtpCnk7i9mRkQfA+lWZvP/yjxYn2rvklnHkN/C/ZWPI2JJLr9YtrY5Ra/P+XU+F388Jw3qG5UpTUR4Hj0wbg8ttD8v8iqIoSs1U4UZp9nRNI8rlqFpJwe2wc8vpx/LIeScRzosrVBai1m5RzYmV0GDTVXNiKxUWlZO9s/Gmqzz38vcMPekhfv1tLWZwCNDrC25nzobHdrl0CzZXDkWaBptWZ1JaXMHLD37BXwvWWh1pr5JT49iZXWR1jP3auC6LzimJVseok6d+XMD/pgzj1RcupFXLOKvj1Mn1V59IfJwbXVMf8RVFCWFNNdpGjbhRlNAmpaS0wktJxZ7z/70+P8XlFZRW7Hs1jqO6deS1y8aQEhvVWDEb1Yg+B2GaZiS9XzUZISLqfT5kuN0O7PaGWxlOCU033f0hx5zyCPn5JSS3jN/j9sm3j7YgVe206ZTKEcf14ou3F/Lnr6FbtAFIbBHDjszQb6C7ZVMOaTExVseok3cWLWPooy+RZZTxxIPjwuZ9q1/fdhzWvyNOp93qKIqiKEoDU4UbJSJJKdlRUMyHv/2Db7cz/F7D4Po3vuTpr36h3OvD6695VQ6P006vti355LoJtAiz4k20y8HUk45i2qvfkV9UZnUcRQGCU6XCeKUhpW5Gj3+WYaMfYehJD1Vdvpu/gq0bQncU4PoVGQCcdfFQhp7UJ6SnmsQlRLFtS67VMfZr29ZcYkN8SfCaZBeXcu7M2bg8dq67ckTIF2+io5xcf9WJuFyqaKMoSngQsmkukUIVbpSItSUnnyO7ddjjg7dN19mSU8AbP/3J6IdnMXfZuhpH5gDYbTouu417x44gxhUeHzz7dWzNrP8bQ2ZOIZ/+8I/VccKSlKo5cWPw+QzKy/c90k2JLP4aeho5Q/jAss+gLlVf3/jYOAYN72lhmn2LjvOwdUvdVgKzwrYwWRJ8b86bNZvjh/Vk+DE9rI6yTxdNHEJiQlTVtG9FURQlsqjCjRKRNE3j0PS2tE2K32Oet13TmD31XAakt2FbXiE3v/0VXr+BadZckrXbdA7p0IoPrjmX5JjQH3lzz5gTaJecwMOz5lkdRVF2EWhOrEbcNGcet4PystAt3i39dQ0+73+jMFeF6FLgmq7hdNnIDDZSDmU7swqx23USgn3Xwk1BWQVASL93OZ02RhzXq1YrSCmKooQM1eOmTlThRglbUkqKyyso89Z8EOB22LHVsLSlrms4bTonH9INAL9pcu3rX1DqrXnUDYDLYSc5NopZ/zeGtMTYhvkBGsmqbVks+HsjS1ZttTpK2FI9bhqHpgsMQz2zzZmmCTxRoT16ccKR9wDw6I2z2bk9NHvIxCVG4a3w1ziiKdRICXm5JQxoFz5LgldXFvxscMt1J4fsdKm0VgkYZui/FhRFUZT6U4UbJWz5DZO735/LrB8WU+71IWXtDwiFEIzs140LjxnAUd06EO1yEL2fqVB2Xad1YiyvXz42pKdN9euQhieEpyKEDVVfaHC6JjAMdXDRnBWXVFBWUmF1jH3Kyy6iML+Uq6edydCRva2OU6P4xGi8FTX3ZwtFmdvy6JUWPkuCV1dY7uWfjO0AXHflCIvT1Kxjh2SrIyiKotSZ6nFTN6pwo4QtIQS//LuRZ75ewA1vztnvKlG7czvsXHb8QB457ySenDiqavnafdE1jRiXgxtGD61v7Eb39Ne/cFjP9ugh3FQz1AnV4aZROJ12VbhRwqKB1LYN2WiaICE5NFdDik+KwusNn8LNpvXZpIfZkuDVnTn9bQCOH9aT1q32XCnNaukdU3DY1TQpRVGUSKYKN0rY8psmb10xjjEDe3NMr/R6HQw47TY8zkDTRE2r3a+Dy2Hn+D4HcWS3DnXfYRP46q81SCkx9tKzR6kFAWrITcOz2TSio0N3tJrS+DxuBy5P6DeqnX7vJwB8/cEfFiepWXxyNBVh1Oh7y8adtI0N7WnG+zPupXcAuHjiEIuT7OmDT5agehIrihJ2VI+bOlHleSVsuew22qckcO0pQ9CFaNKzTS67jctHDOLnVRubbJ+1dWyvdPLUEuBKCDJNSWnp3ntJKZFPCIEW4keYd864iJ4DOmL4zZCdjpSQFENJiE85q25bRh4JrvBsTlzpz62ZfLp0JcP6d6JLeipr1u2wOhIAcbFu3pxxMT6fgc0Wmj14FEVRlAOnRtwoYc/tsNepaFPm9VFUVrHXVaRqQwhBpxaJpKcm1XsbjeW4gzuTkZVvdQxF2YNpSkpKw+dgU2l4JaUVlIZ4wSExJYboWDfTrnoTI0Sb/yYkR1NQUGp1jFrLDPMlwStd/+FX/LBuAy8+dT7z51xPXJzb0jwup52p/zseu13H7Q7/51dRlGakqUbbqBE3ihK+sgtLePjTH3j4vJNwafX/FdCEYHDX9qzbkdOA6Q7cU1/9zCfXTWT2AxPJyivm/pnfsVUVcuomgt7kQ4nQxAEVTJXwJyX0G3wQoyYeBVIiJVVTPExTIoOvj/9eJ5KoWDfFBWVIGbhdSonPa+D3G5iGiWmamIbE8JvoNg3TMCkrqcDwB24zDLPqd1pKiRlsZF+5LyklpiGRBP7/5E3v8fiHV5KQEpr9bQBSWsWTl1NidYxa274tH7fLgctmo9wfmqOYamvqB3N484+lvDnpbD5553+cee5z7MwptiTL04+eQ9s2ieg1rKCpKIqiRBZVuFGanXbJ8azZvpM/1m7hiC7tsNdzaLHTbuPwLu2Y9eOSBk54YNbvyOOBT+ZzeOe2dGmZzM0XDueyB2ZbHUtRcDnsqnDTzG3dlsfgw9IZPm7gHm3JhAiMZgx8E2gSbrfrGIZZtWpg5e26rqFpIjD1ShPBgo0MXhe4n27TkaZJ9eYfonJHVV/ver0Q4HTZsdltHH50d754a2EjPRMHJjElhr+XZ1gdo9Z8PoOiwjL6tm3Jwg1brY5zwBZv3sYh9z7Nn7f+j/PGDeTxZ75t0v0nJ0UTE+OibVoiLqdaRVJRFKU5UIUbpdkp8/o4sW9XbnxrDh9dez5JMR70WjYm3t3B7UJzedM3f/qTN3/6k4uHHcYVJw62Oo6iAGCYJh41nL9Zy8svYcf2Ai69cIbVUfbq46+uwWa3cejQrrRqm0jmllyrI+0hLimarO3hNZJy+7Z8DmmbFhGFG4Aynx+/32BHVmGT7VPTBPfefhqDDu+MaZr41Sp9iqKEKUFYLDIZUtTYSqXZcTvsnHnEwRSXe5nw3HtA4ICyPuLcLmwhPET5/YV/I6Ws96giRWlIhmGqHjfNnGlK7M7QPme0IzM/MP3KlCS2CM3pUjHxHrZtzbM6Rp1s3rSTwZ3bWR2jQZX6fVxywdAm298xQ7ox4JAOQGAlTLUEuKIoyoETQowQQvwrhFgrhLixhtunCiFWCCH+FkLMFUK0r3bbBCHEmuBlQmPmDN0jTkVpRPFRbo7v04WtOQWc/8y79R5xs7OoJKTPeA3p3gmv38DnN6yOoiiKghAiZFdqqvR/F8+krNTLL98sY8WSzVbHqVFUtIuMraE3EmhffF4/h7RpbXWMBnXLR98AcMJxPRt9X2eM7scNV5+I3a5OxCiKEiFCoDmxEEIHngVOBHoA44QQPXa725/AACllb+B94KHgYxOBO4DDgcOAO4QQCfV4JmpFFW6UZsnjsHP3mOMZkN6GVgmxFJfXbxRAQrS1K0rsz62nD+Ou6V9ZHSP8qLGbitIoHI7QP+js3bcdNpvGtCvfquqtE0rsDhu6TWNnVpHVUerk/bcWousaJ/Y8yOooDebbVesAuOLS4xp1P0MGH8TkC4/G4bD91wdKURRFaQiHAWullOullF7gHWB09TtIKb+XUlYu5bgQaBP8+gTgWyllrpQyD/gWGNFYQdUYS6VZEkLgstuYfvHpmFLWe0UGXWjYNA1/PadaNZRol4PkmCiSYzxMOvZQ+rZvTbTbCcCCZRstzaYoilLJ7zewh0HxxulyMO3Vi3j6tg9DrsdNXIIHb4XP6hh1lrElF7/fYNLg/sxZvtrqOA0qyuNstG1ff/UIhh/TA7uaFqUoSoQRTXduJFkIsaja99OllNODX6cBW6rdtpXACJq9mQTM2cdj0w4w616pvwJKsyWEOODeL17DID7Kzc6ixlmWNdrloEVcNC1io0mJjaJFbDRpibG0ToilRVw0idEeYoMfGL0+A0Oa6Gh8MG8pRaXlfPbjckrKvI2SLdKF3nl2RQl/UoLPG9pTN5cs2sinHy5i1OkDaBmCzYnjk2NCfrrZ3ixauI42PVOtjtGgyrw+3I7GWdmp60EtGTa0uyraKIqiHJidUsoBB7oRIcS5wACg6ZqbVaP+EijKATBMk0nHHsqbP/3J1tyCOj023uOiZXwMqfExpMZF0yo+hvYp8bROiCMlNor4KDdCQIXPwJQmutBw2HXses3FJruuI6VkZ34Jz7z3U0P8eIqiKM3S8Sf25uv3/+Ci60dy9dnPhVShJC4xCp83dPLUxYKfVnP1kZEzVQrAZxi4afjCTd+D2zLtzjNU0UZRlMgVGmdJM4C21b5vE7xuF0KI44BbgKFSyopqjz16t8fOb5SUqMLN/7N333FSVecbwJ9z28xs773QWViWztKkK1JEuoIFFEUs2GP/RWOJxiSmGWMvsccWBTF2xagRwYqAhSa9s8CW6ef3xyzrAgvs7M7cO+X5fj43YWfu3POwuDsz75zzHqJWSbQZmDm4B/LSknDlP19vuN2mqchPT0F+WjLy0pNRkJ6CNtnpKMpMRW5qEtISHfD7JdxeHwAJTVVh0zQoypFr149WqGmKEAJPvP55KP5qREQhJyVgd4RndkIoKYrAydP6AQDsCUbEFW5cEZQnGMs+C/SEGdKxDf7703prw4TIouU/YGZlD8yfNxKPPvkx6lo5yzUtNQE9Kopx46/GsacNEVH4LQXQUQjRFoFCzAwAZzQ+QQjRC8CDAMZIKXc0uustAHc2akg8GsAN4QrKwg1RK6mKghMrOuKhC6YgPz0F2cmJsOkaXB4vfNIPTVFg1/UjizIqYAvDJ2luT3S+oI8kQohI+RSAKKbYbRpczsj/HfXCc5/hrHOG4Nsla3Ggqs7qOIdIy0hCTU3LGupbbeeO/fjXU5/gwTMnotvtf4XF7eFC4tZF76N3SQGmTeqLkcO6YOqZ96GlPa0nT+iFyy8+CU6nBzZb5Bc4iYhaJQJea0spvUKI+QgUYVQAj0kpVwghbgOwTEq5AMAfACQBeLG+mL5BSnmqlHKPEOJ2BIo/AHCblDJs66u5qxRRiAzsVIo22elItBvQVAWJdgMpDjsSbEaTM2nCpXuHAmSkJJg2HhFRc7nc3ojcqelwbdvlAAC692+H/iO7WJzmUJm5KVFbuAGAJx78EHV1HkzoFlnf19aYeP/TuPCZV5GRnoghg4JfCta3dxs8+fD5uHjuSACA3c6iDRGRWaSUb0gpO0kp20spf1t/2831RRtIKU+UUuZKKXvWH6c2euxjUsoO9cfj4czJwg1RjDlpQBleu+d83H3pBJS3y7M6DhHRIaJh4cdHH66C1xNoolzep421YQ6TlZuCndv3Wx2jxXw+P7Zu3ovx3WKr182HP65DjcuNyy4cFdTjkhJtuObyMSgpyoCuR/6Oa0REISEDu0qZccQKFm6IYozd0GAzNAzt1R73XTcN/7prNsYM6tLqHbSIiForCibbAADef3sFrr3yWUgpkZRsx5CxFVZHapCenYydO6K3cAMAmqagd2nYdky1zPNLv4WqNf+ltRDAnb+ZgoyMxDCmIiKiWMDCDVGMUlUFCXYDbQsycd2sUXjz3gtx4dRByEzlC0Qiso5hj472esu/3oB9e2sw5rRK3PiXM62O0yA9OxlbN0fWFuXBKijMwPIt262OEXIPf7wU6WmJuOvWqc06f9IpvdGlcwE/WCGi+CRNOmIECzdEcSDRYSA5wYYzx/TBq388D3dfOgFd2uZaHStiRcNSDqJolJbqgIiin7Avlq0DADx///sWJ/lFSmoCNm+I7sLNW4u+Rt/iAkzu2dXqKCFVVeeE1+dHl875xz03PS0Bw4d05vIoIiJqluj42IuIQsJmBBoeDu3VHgMq2mDzjio8tmAJPvhiNXy+GNjeI4SioYEqUbTZf6AOLrfH6hjHVV5RhP+7bTKyslOwef0uPPnXd6yO1CAhyY6NP++yOkarPPXIYkyY0hc3jx+Jf3+90uo4IeXyeLF6zY5jnnPjr8Zj9Khy1LZy63AiomgWS/1nzMAZN0RxSFUVOGw6OhRn46Y5o/Hm3+bhnAmVSEm0Wx0tItRv9UdhwHpYfPP5Iv8/gPKKItzz97ORlZ0CAHj92f9FTCE3IckGKSX273daHaXFVFXB3x8/HwAw//kFFqcJPbfPi5LijKPeX1iQjhFDywAACQ7DrFhERBTlOOOGKM4l1r9wnDOhP+acOgDvLvkBTy5aivVbo3sqPkUmRWFRjCJbj16lqD3gRHJaAgDgk7e/szjRL9KzkuF2ea2O0Sqz5g6D7tAw6R9P4fvt0T1zqCnr91ShV3FBk/dddelonDKmB7w+n8mpiIgo2nHGDREBAOw2HXZDw5hBZXjytjPx4I2noX+3UqtjERGZasErXyAx5ZfZhzu37rMwzaHSMpPgdkX+UrNjadcxF0s3bYnJog0A/OHt/wIAPvzPtbj84hNxcALn/117Ck4eVQ5FETB0fm5KRMTmxMHhMwcRHUJTVWiqip6dCvG7+ROwr6YOj722BG/+bxXcnvj4lJArpYjCQwgR8S+iUtMdUJTA51pnnPBbi9McKj0rCa4on3GTl58Gp6fa6hhh8+WGLTjz0X/h3EF9cOLIrhgyqBNWfr8FAyvbsxExERG1GAs3RNQkIQQSHQYSHQauPGM4rjhjGF545yu8+O432L2vxup4ceOfj85FSXEGXC4PbLZAc2m32/tLH56DRSYJyMD/HPyy4X8a3if/cvcR+/pIKWGz6fB4fZD+Ro85/F22DDxYQDS+chNXDFBEYHmU1yfhsOtwRvlsAWodn8+P4pJMaJoCrzcyG6KrioKqPTVIy0hEzf46q+McIi0zCXW10d3QVtNUbNt9wOoYYfXFhi34YsMWlKSn4qZxIzCgsh0/ECAiOgybEweHhRsiOq6DfXDOHNMHZ47pi8+Wr8eTi5Zi+ZqtFieLfSXFGVj1w1Zcf+vLkFJCCAGvr764Iut3vxICiqifzVBfVGmo6whRfxzZdLlxw1VVVWC36cfc5aTx44Np1nowt5QSe6tqm/04ij0f/Pd7XHTecNz1p5m45rJnrI7TpF/deAo2rt6OG25/LeL6yWRkJ2NfhBWTgpGdm4LC4gz8a9EbVkcxxYa9+3DZvxbi2Tmno2tBjtVxiIgoirFwQ0TNdnA78RN6tUO/8hLs3FuNxxcuwTtLfoTHG0vLqCJrOceHH/+Aqn0seFD0q61z4zd3vYZ7fns63v7vjRg95E6rIx2ic5d8dCorwBN/ehPrf9xudZwjZOWlompP9C4zmn/1WOytrsXKrTutjmKaG8YMR/ucTO5WSETUWIz1nzEDmxMTUdBURUGC3UBpfgauOXsU3rr3Qlw8bTAyUxOtjhYyMkKeTXbtPoDKPm2tjkEUMsu+/hkffvx9xL2RffSpC/D3h+eganc1XnrkI6vjNEkCUd2Eq6y8AC98GTm7dIVbp5xMTOrZFXY2IyYiolbiMwkRtcrBZVQzT+6DmSf3waffrsMTr3+OVesi79Pq5gr2fVFubgqmTen3S7uZFtZ8mhp354796NOzFHfdMgV3/+VNzryhmHDLXQuweFEZHn/uIpw7836r4wAACooyAAAfLPza4iRH56x1Izk7xeoYLVZb60atO7p79DRXRqIDT805DbrKz0iJiJoUGZ+RRg0WbogoJGxG4NfJ0F7tMaCiDTbvqMJjC5bggy9Ww+eLzCakodKtayGmTOzdsBNNOAzs1x6vPTsfjz71MZ58/tOwjUNklpcXfIHJp/SyOgYAoHffNtDqd/zZvC5yl/E4a90wbNH70s1u09GtMM/qGGGnCIFLRwyEQ9ehhvF5gYiI4gefTYgopFRVgcOmo0NxNm6acxL+89d5mDW+H5ITbFZHa7aWLESoc4Z3t6SDy0rOOq0/OnXIDetYRGZ4+/0VUBQFxSWZVkfBzFmDsXjRN7h0yr14+5UvrI5zVM46d0ORPCoJICsxweoUYTekQxvM7NcDhsbtv4mImiIQ2FXKjCNWsHBDRGGT6LAhLdmB8yYOwKK/XoCb5pyEktw0q2MdV2AHJKtTNE3TVJx12kCrYxC1WqcOgZkXGzfstixDRkYinn7xEuQXpGPDmh1YvWIz/BE8Q9BV54nqGTd/+u1C9CopQGaMF2/K8rLh9kbWjmRERBTdWLghorBz2HTYDR3jBnfF03ecjX9cNw19yoqtjnVMEVq3gaoqGNS/PZISo2cGE1FTyssKrI6Ajp3zkJufhty81KC2uLeKy+mGrkfvLI5lS9Zg88Y9uGhopdVRwqpDTgZ0NXr/nYiITCFNOmIECzdEZBpdU2E3dPQuK8Y9V07Ey78/F+MGd4EWYc0bA6uSIvc3vdfjw4Vzhlsdg6hVFn/6IwDgzntmwKo2ID/9sA1erw8AsPzzddaECIKz1hPVhRspgZ++34q2WRlWRwmrDtnc/puIiEIrst4tEVFcUBSBBLuB4tx0XHP2KLx574U4d0J/pCTarY4GILDdud8XuYUbh8PA6BFdkZhgWB2FqMU+XbIany1dg3792+P8i0ZZkuHk8T3g90lcN+shfLcs8gs3LqcbWpT3TbE5dLh9sbuMqCA1GR1yrO/bREQU6YSUphyxgoUbIrJUosNASqId506oxOt/mYsbzz0RRTnW9sHx+f1Q1Mj+tNQvJR78yyyUFvMNAkWvvz/8AQCge68SS8bvU9kOQgDfLllryfjBctV5oEb476bjqehRgg9+iI7vd0v8afp4iBa1uCciIjo6Fm6IKCLY6/vgjD+hHM/+9mz87VdTUNEh35IsgeJ8ZL/wdtgN5Oak4KG/zsL995yFso6xv8UuxZ6Nm/fgtTe+QqfO+UhNM7dhbWZWEnr0KoVuaBh0UrmpY7dU9YE66FG8q5QQQFKyHcs3b7c6SliUZqShZ3F+xC3/JSKKOGb1t4mdCTeI3md/IopJuqZCh4rK8hJ071iALTv34a3Pvof0B5ZYKUqgoCKlhF/Kht2fhAAUISDqj8MJAQgIyPrf4IfPnDzYmNTn92Nkv07IzkrC6dMrGz1eQFWaKOYIgYH921tS5jH0wK/wsk75eODPZ2Pc9L+its5tQRKilnv6hc8wcVwvjD+1F5598hPTxt29q7rhz84o+bmJ5CWczVFYnAmv14dV23ZaHSUsdtXUwi8lFPa3ISKiEGPhhogikqIoSLAbaF+UhQsmD4IA6osygfsljiy+BIozgT8E87K54TJSwi/rizgSOO+coYde+xgvxpWmijomURQBp9ODh/46Cxdf/TT2H3BaloUoWAeX+32/aoup43Yqy8e/X/wcI0eV48uPfzJ17JZy1rmhRvFsDkeCAZ83crdbb638lGQ4PV4kGLrVUYiIKMZE77M/EcUFIQR0TYWmqVBVBYoSOFRFgaYeeqj19zWeedOcQzl41F9T11To+qHHwfGPdli9g4jdriMvJxUXnzfC0hxEwVr21Xqs+3kX7vj96aaNWV5RhPsemYMJk/vgw0XfmDZua0V74aaiZwn2OWO3sJxst8Hnj93CFBFRKAlpzhErovfZn4iIDqHrKkYMLcOg/h2sjkLUbFICf33gXei6iutvnmjKmD/9sA07t+/HBwu/xgN3LDBlzFBwOz1Qorhws2d3NXQRvfmPZ0ZP5PF0AAAgAElEQVS/Cjh0zrYhIqLQi91nTyKiOGToGm6/cSJOGtEVbLNA0eK7lZsBAKNGdzNlPLfbi82b98Bmj6432YFdpaL3pdvO7fuRkuRAv9Iiq6OE3N1TxmBCRRkbExMRNRebEweFzy5ERDFEUQRUVcGv5p+Mm64+xeo4RM3i8fqw8E1zlywVFWVg++a9po7ZWi6XB6oWvS/dVny7EQtfXoZbx420OkrIFaWlQFGi99+GiIgiG59hiIhijBACdruOIYM6onMHbhNO0eHTz9cACPSfMcOvr3sBk2YNRnZ+qinjhYLP6wckYLdH794SC19ZhsL0FMRSjWPWgF7oXsTftUREwWCPm+BE7zM/EREdkxACs2cOxM13vQZvDO/kQrHh9Ml9AdTv6maCvz8yB6qq4NYHzjmkoaymqdB0tWGLcNFolzqJRjvXicDXBxuX+7w+KKoCKSVS0xOhGxr27joACIGCkkzcf8cCLHjq01bn9nh8SE5NgNO5/7jn6oaKB568ANXVLmiaAq/XB59PQohAT6yDy668Hh98fgnpD3zvXS4PvF4/NE1Bba0bmqoEZpz7A/POffXbkktICAhomgpFDTSShxANM/80XQl8PzUFqqoCInANm01Hr6ICfLHB3J3EwqXG5YbPL6GrVichIqJYxcINEVGMshkaBg/oiGcenosZcx48Yvt0okiyt6oWALDyu82mjHfrTS8hvyD9kNuklLDb9YYCx8HbDhaThBANX0s/IJTALBhVU+B2++Dx+KAIAU0PfO33+yH9wI2/mRSy3jRejw/JyQ7s3H78wg0kUFyahWe+/AZbdu6HqigwVBVevx91Xi98vkDByqapgV35hIDH50NWYiKgAZqiIDPXgT21dZBSNuzYp9QXrgLfH8Drd8Pr98Hrl/D7/fB5Jbx+H9xeH1y+g//vhZSAKgRuLhqBLvk5MVO4+WzdRihsKkZEFBy+Lg0KCzdERDEuLycV999zFi686mmroxAdldnve//38U+mjHNifcPlT97+LiTX87i9SEy2Nevc8ZN6o6bWhVveeT8kY4dKn6ICTOvdDc9+/g38MVBRPr1vBbRYWvtFREQRh88yRERxoEvnAjz78FykpjisjkLUpMz0JOzedcDqGCF3wfwTAQA7tlSF5HpulxcpKQnNOnfUmO5ITGhekcdM17/xNsrystEmM/34J1tMVQTO6t8TvYrzj3pOn5JCKApn3BARNZtJ/W1iqccNCzdERHGisCAdC567FAuemx/oRUEUQQry07BvX53VMUIuPSMxpNdzuzxITDKade7f/vAGAODx6ZNDmqG1/ACcHi/UCC92pDpsWHHLFfi/cSPw3Pkz8OQ505CXknTIOYk2A+UFuRYlJCKieMHCDRFRHJFSIjUlAe++djWLNxQxhgzqiMyMJDz493etjhJS/Qa0BwBcMf2+kF3T7fLC4WjeLJqfvt+Kpx/7CEPatUFxakrIMoTC3ro6zB7Y2+oYxzS1d2CZ25PLvsLiNetQ2bYYH149F9/feiV+PX4E+pYWoltBLuw6Ow8QEQVNmnTECD7TEBHFEdGokci7r12NC696Cqt+2GphIiLglNHdAQBfLl1ncZLQmjA5UJhYF8KfMWedG0kp9maf/9w/P8ZpZw7CBxeeh2tefxP/XrEqZFla4+qFb+LJGVMxprwTalwu1Lg9qKp1YndNLfbU1OKA04W9tU5Uu1zYV+fCvjon9tU5UVVbh31OF2pc7rBn7JybjQNOF25770MAgWbNd409CZO7dcWZlT1xZmXPsGcgIiICWLghIoprt980CdNm3W91DIpj6WkJGNCvPd5c9LXVUUIuMzOwrMaw6XC7vCG5ptvlhd2uN/t8j9uHySf9Hn+4bxZ+N3Z0xBRuPt+0Cd3/dC/aZWYgLyUZWQkJyE9ORm5yEtKTHSjISEGK3Y4EXYNd02BoGgxVDRyaCkUI1Lg9qHYGijp7a+uwq7oW2/dXY1dNDXZX12FvbS1219Rhb20d9tTUwePzBZWxQ3YGbI1m03j9flyz6C1cs+gtaIqCFJuBRMPAK7PPQLqD/cOIiJpLILb6z5iBhRsiojiWnZmMv941A5ff8LzVUShOXXzeCADAPXctsjhJ6F1z+TN47a1rMPDErnjnlS9Cck2P2wtbEIUbAPB4fHh70dfoWlEUkgyh4vb78f3OXfh+566gH5tkGChNT0VRaioKUpKRk5SE3KQkdCnKQbrDjkTDgEPTYWgqbJoGm6bC6/PjgMvVMLNnV3UN9te5oKkKPl+/CXtqarGzuhY79lejqs6JD39cd9T+NV6/H3vqnNjndCHV3vwZUERERC3Bwg0RUZzr2b0EHdrlYPXaHVZHoTijKAKjR5ZjzU/brY4SFrU1geU8V901PWSFm9pqJ1JSg5/dccX1p4Rk/EhR7XZjxfadWLF9Z7Mfk5+SjLbp6ShNT0NBSjLykpNwas8u2F1Ti35ti+DQdOTWNx8uu+XPeHrJ17hk+ABkJyZgZ01tk9eMhe3MiYgswd+fQWHhhogozkkpcdm8UbjsuuesjkJxStNjd6+Ed99ajhNPrsD4mf2x6Lklrb6ex+2DpressfjCld+3evxotnX/AWzdfwCf/ryh4bZrFr11yDnTKsrxu3GjkWjoKEoPNHQ+WtEGCPS93FS1DyXpaWHJTEREBHBXKSIiAlBT47I6AsUhvz/waVtBQbrFScLn7tsXQEqJ+b+ZDN1o/edlzloXDFvw1/ns4x8xrnMntM+M3e91KLy0fAUAoG1WBjpmZ8Lr9x/3MV9v2QrJT46JiCiMWLghIopzQgj07dUGjTacIjJFh3Y5AICvvlhvbZAwGz3kTgBA2855rb5WXY0bhi24HjcAsHdPDVRVQYqN/ViOx+f3o1NOJoZ3btesgsy/vvkOdR6PCcmIiGKHkOYcsYKFGyIigmFoOP/sIVbHoDhz5vQBAICbrvmXxUnCz1nnxnnXjmv1depqXbAHWbjJyUvF2FN7Yd7Lr+GrLaHbmjxWbazahzsnn4zRXTti/d6q456vqwr8MfTmgIiIIg8LN0REBK/Xh7NOHwhV5dMCmeentYGmxNPPGGBxkvBbu2YHule2a/V13E4PdCO4HjdP//syAMDitetbPX48GPfok5j38muY9/JrmPj408c936HrXCpFRBQMaeIRI9icmIiIoGmBN4K3XDcBN9/5msVpKF48++ISzDtnGOZeNBIvPvuZ1XHCasXyTejarQiKIhp6+7SEy+mBHkRzYk0LFGM/XLP2mP1acpMSUZGfh/YZGShISYYE8N227ahyOrGntg4rt++A0+ttce5o4vb78d7qtc0+f8v+A7DrfElNREThw2cZIiJqMGRgJ6sjUBxqTSEjWjxy/3uYNK0vrvvTTNx/+wJk56dC1VTkFqTh9AtH4L3XvsLLj34EAEhItOGe5y/Cnp0H8PFby/H91xuxb2819u2pgdvlRWZWMnr3a4uKniUwbBoeue895OalISM7CV6PDza7jrKuhSjvXoze/dqirs6N6//zdkMWAaAoNRU9CvIwskM7DCotRpLNBo/XB7uuQVdVSClR6/HAV/9vY9NUfLJ+Ax79/Ass2bjJim9hxPpp127oast2+iIiilfi+L3fqREWboiIqIGiCOTlpmLb9n1WR6E44nLF/kwOvx944uHFOPeC4Rg6tjsO7K+D1+ODz+vDt99sxGkXDMeMeSOwYc12dO3dBl6vD8XtstG1Vyn8fj8SkuzYvnkvqvfXwWbX8es7p8GwaZAS6D+4E0raZKGmxgVZX2gxbBqMRrtYnd27F3oX5qNvUSEUIeDyeuGXEomGAVHfmdyu/XK+EAKJhnHI32F4uzboX1KEHdU1uOO9D7n0qp7b58OGvVXcEpyIiMLmuIUbIYQdwEcAbPXnvySlvEUI0RbA8wAyAXwB4GwppTucYYmIKPwSHMbxTyIKodo42Y7+hWc/w8JXv0RmVhI2bdhzyH2KApRXFKFPv/Zw+SW69yqFqipQtV9mcuQWpiO38MjtvEvaZAEAEhNtTY7r9HpxXmWfQwozCUbwP+eKoiDRMNAmXce9E8fjy81bceXCN7C3zhn0tWLNt9u2s3BDRBSM2J9sG1LN6ULpAjBSStkDQE8AY4QQAwDcDeDPUsoOAPYCOC98MYmIyCzVNXwTRuaqq42Pwg0A1NW6jyjaAIEZOcu/2YQnHlmMa694Fgtf/RIuZ2i2mLZr2iFFm9YSQiDBMFBZXIi3zp+NztlZIbt2tPpmy1a44qQHEBERme+4hRsZUF3/pV5/SAAjAbxUf/s/AUwKS0IiIjKV18tFx2SOU8f2hJQSd/7mVaujRJwnH/0IiiqsjnFMhqYhzeHAUzOmoSQt1eo4lvpx1264vD6rYxARRQ0hzTliRbP2fRVCqEKIrwHsAPAOgDUAqqSUBz9a2ASg8CiPvUAIsUwIsWznzp2hyExERGF0woCOVkegOKBpCi46bzh+f/sCrP5pu9VxIs6B/XXYvi3ye00pQiDVbsOCc87C9IrysIxhqCoGlhZH9Mye77Zt585SREQUNs0q3EgpfVLKngCKAFQCKGvuAFLKh6SUfaWUfbOzs1sYk4iIzFLZp63VEVBanAlFiezZBtQ6nTvkwev14d23v7M6SsSq2ltrdYRmURUFSTYDvz5pBE7p0jnk13/z/Fl4fPpkvHT2DIwri8yd7/Y5Xfh5b5XVMYiIooMEIKU5R4xoVuHmICllFYAPAAwEkCaEOPjRQhGAzSHORkREFhgysCOSjtLk1AxTJvTGkw+chw8WXoMbrhpnWQ4Kn/S0BFxz2Rh8tWy91VEiWmKSdT+HLZGg67hr7EkYWFocsmvaNQ15ycnQVBUOXcfd40bjlC6doYrIK+x+sn6D1RGIiChGHbdwI4TIFkKk1f/ZAeAkAKsQKOBMqz9tNoDXwhWSiIjMdfX8k00fs2O7HIwe0RXjR1cAAPx+iTGjuuEffzwTj957DhYvuhYP/202Fi+6FpdeMBIOh4G8nBTc94czMW50BTIzkkzPTC1z41Xj4XN5cectr1gdJWIpikB+wZE7SEU6h67j8sEDQ3a92X17weP7pXeMQ9dxx5gT8eUVF4e0QBQK2w9Uw80+N0REzRIpPW6EEGOEED8IIVYLIa5v4v6hQogvhRBeIcS0w+7zCSG+rj8WhO67c6TmLMbNB/BPIYSKQKHnBSnl60KIlQCeF0LcAeArAI+GMScREZlo5NAy3P6HhfD7wzvFVFUETpvcDzOmViItNeGQ+w4ulerSOb8hR7s2gSW30yb2xbSJfRvO7dY10GZt9kWPYv2G3WHNTK23fsMudBpRDv8x+mBrmoKc3FTs2L4vLhtmd+5SAJ8vOv/eucmtK6L2LizAgJIidM/Pw+A2JXDo+iH3J9VvZX7XmJMw/MHHWjVWKK3asQMurxdGoy3ciYgoctXXOO5DYHLKJgBLhRALpJQrG522AcA5AH7VxCXq6lvKhN1xCzdSym8B9Gri9rUI9LshIqIYVF5WgOUrw7sKtlf3Elw4Zzi8Xh+klBBNLH9QFAVK/fxQTT32RNGKrkUs3ESBp1/4DKOGdcFZ55yA1T9tR59+bdGuQy5K22YhMcGG3bsO4MABJ0raZEFKic//twYvPf8ZVn4XP6uyTz9zIGy26Gx2m5ecBENV4fYFP/sk3WHH/VMmIM1uh6oc++c9JzkJGQ4H9tTVtTRqSH2+cTN0lUUbIqJmiYz2M5UAVtfXNiCEeB7ARAANhRsp5fr6+yz9NCU6XxEQEVHYXXfFWJx1wSNhHePM0wbA6/VBC9En1L+69GSkptjxzItLYqkfXUxJTXEAAJ55cQnmzhoCTVWgauohzahz89OQk/dLIW/QkE7oW9kOWzbvxR9+uxBrVsf2LlTl3YvQp7JdyH4uzOb0eFFZXIiPg+z5MqNHBa4dfgJsmnbcog0A+Px+nNmrO+79dElLo4aU2+fDyh070LuwwOooRET0iywhxLJGXz8kpXyo/s+FADY2um8TgP5BXNtef20vgN9JKV9tXdSjY+GGiIiaVFyYgdOn9MO/Xlkaluu3Lc1C7x6lIb2mX0rMnT0MP2/cg//+76eQXptaZ/gJnXH+rCHIy0mF3++HzabD6fJAUZUmdxBrPPtKVRU4Egy0bZ+Nvz4wG++/swIP/+M9HDjgNPOvYIqUVAd+fduUqJ1tAwAJho6zevcIqnBzbt/euGrooCOWRR2LQ9cxb0A/VDmdeOrLb1oSNeReX/UDuuRkB/X3ICKisNolpex7/NNapFRKuVkI0Q7A+0KI5VLKNeEYKKhdpYiIKL6cd9YJOG1SXySFYXeb6ZP6wh/iaTGy/nr5eWkhvS61XK/uJXjt2fm47oqxKC7MgK6rsNkCb2pthgb1OMvfGlMUBTa7jpGjy/HMK5di7sUjUVic0eS5qqqgvHsRUtMSmrw/EimKwH0Pz0FyiqPJZYPRQlUUDG5TikGlJQAATVFwtL9Nmt2OG0cODbpoc5Bd13Ht8CGYEIZtyFvinR/XRPW/HRGRGQQipjnxZgCNO90HtVu2lHJz/f+vBfAhmmgxEyrR+3EOERGFnWFouGTuSFwydyT+/vD7ePHVZcd/UDONH909ZNc6SFUUOF0eXHL+CFRXO/HGO8tDPgY1T6cOuZh3zjD0rCiGqipNvplt6Rvcg4WfSVP74tQpfSGlxPat+7BqxWYs+d9qOOvcuOLacUhNTQAEMPv0f2DvnppW/X3MMP2MAcjOTQmqmBWp7JqGh6ZOxIrtO9CnqADfbNmGyxcswqZ9+xvOGVfWCb8bOxpCoFUzVOyahsriIixc9UMoorfK1gMHsHrXbnTLy7U6ChERHd9SAB2FEG0RKNjMAHBGcx4ohEgHUCuldAkhsgAMBvD7cAVl4YaIiI6q8Rvr+XNH4rU3vobb7W31dbuXF7X6Gkdjr39Tf90VY3HW6QNw7iWPw+VqfWZqnsyMJFx50Yno16ctDF2F0oxeJS1l2H55s9+mXTZK2mRhyIgyAECCw4CiKnC5PLjn72fjxl89j21bqsKWpbV+ffsU9B/UISaKNkDgd4dd19CnKNDvpWtuNhaccybueG8xdFXB2b17oiQtDQlG65cUCSFQmhE5s+xe+nYF2mdmcLkUEdHRSIlIaEYopfQKIeYDeAuACuAxKeUKIcRtAJZJKRcIIfoB+DeAdAAThBC3SinLAXQB8GB902IFgR43K48yVKuxcENERM3idntx790zMe/Kp1p9rbKOeUfdRSqUsjKScNLwrnj9rW/DOg4FTD21D+bOHgpNVaDr5jfWVRSBpCT7IbfZbDryC9LwxHMXYfopf0avfm2x5JOf4PX6I2a77ZLSTAwY1BFGFPe1OR5dVaGrKm4+cQSEABLrt/QOld4FBShNT8PPe60vzi3btJlFGyKiKCGlfAPAG4fddnOjPy9FYAnV4Y/7FEBF2APWi91XCEREFFKGoaGsUz5+fc0puOOPr7f4gxJFETh9Sj/4fP6w75pjs+m45rIx2LuvFp98tjqsY8U7XVNx2bxRVsdokqapqKt147FnL0RaeiL2769DSooD7739Hd564xt8tWy9pfn2RMEyrlBJsoW2YHOQpip4dfYZmP/q6/gkyN2sQu37nbtQVVeHNIfD0hxERJGsGf1nqJHYmI9LRESmGXZCZzz451mYd+4w9O3VJujH5+emIisz2bStjqWU+O3/TcaYUeWmjBevkpJs2L2n2uoYR+VIMJCWnggASKnfknzYyC649a7p+PvD5zbcZ4XqA0689cY3cLk8lmWIdpqiINlmwz8mT0C/okKr4+DzjZvh8fmsjkFERDGChRsiIgqKrqno2D4XU0/tg3vuOA2LF12L9CB27ulaVgC/37yPWYQQEELguivGReyMkGg3algXvPrMfCQkhGc2RbhomgqHw0C7Drm4848zmtyW3CyPP/Qh1q7eAbfbC6+Xb/hbKkHXcdOoYVbHwO3vfhjyXfOIiGKKNOmIESzcEBFR0BRFwGb8str2n/ef16w3vclJdsyaMciSN8iKIjD11D7IyU42fexYpSgCs2cOxM3XTgAAOOzRVbg5SNdVFJVk4KrrxyM5JfTLW5KT7ehb2Q7TZw5AeUXTjbkPHHDisnlP4KI5j8LrjYzeO9FICIEOmZlId9iPf3IYbT1wABuq9lmagYiIYgd73BARUaslJ9nxzqtXY/OWvXjwicVH7Sdz1y1TUFKUYXK6XzhdHowZ1Q1PPv8/yzLECofDwO9umYLOHfOsjhISDoeBYSO7YuRJ3bB3TzV+f8dCrFi+sUVFlPYdctG9Vwl69i5FWddCJKc44HJ5YDM0eH1+vPyvJfjnIx81+dgN63e19q8S94QAnpoxDRMef9rSD1tf+W4lLh88AHY2KiYiOgJ73ASHM26IiKjVFEVAUxWUFGXgzl83XZwZd1IFKrqGbxvw5rDbdJx9+kAMGdTR0hzRrn3bbDzyt9no0rkgamfZNMVu16HrKrKyk3Hr76bjPx/egGtumhDUNU6Z1Bt/eWA2zrtwBAYN6YyMzCTouoqkJDt0Q4PDYWD6zAFwOJr+vp14cjdLl2zFApumoSwnG7pq/s5mjb2yfCU4d4qIiEKBhRsiIgoZIQT8fj+eevB8nDapL0qLAwWc1BQHrrtiLPx+69/GGIaGmVP7Wx0jalX2aYtH/jYb+XmphyyXiyWKoiAx0Rb4b/nx/x5xf3KKA+kZhzYzzspOxrz5ozBv/omw23XYbEefZeH1+FBYfGRxs237HFz364kwYvT7aqZqlwtdc7MtzbC7thaPL/0SdR42nSYiOoQE4JfmHDGCrwyIiCikFEWB1+vDJXNH4pK5I/HEs5/A6fQ03BcJcnNSrI4QlRRF4LRJfeGXEprFsxnM4PH4MO6Unvh+1RZUVzuRnp6I0WO7o2efNgCAxe+vwvatVagc2AFt22XD5/fDbj/+spjGLyNzclNQXe1CbY0L007vj7o691Fn41Dz2XUdlw0eiDkv/tvSHI8v/RJz+vW2NAMREUU/Fm6IiCjkGm/1fc4ZgwEE3gTremS82c/KSLI6QlSaObUS3boUxkXRBgBsNh1TT+8Pj8cLKQO9UxISbRAisJRp1Ohu8Pn8Df9dN7eTiaYqcNa5MWR4GW6+YypW/7gNTz76EYaMKGPRJkQ0RUHfokI8On0S3vtpLfoUFeCjtevx2srvTc1R5XTile9WYnpFOQyNL7uJiBrEzmQYU0TGR59ERBTzIqVoc9D5s4ZYHSGqDBnYEbNmDoq7woJh05CYZEdSsh2JSfaGog0QmIHUkv+uXW4vnE4PrrpuPACgsDgDv75jarNm61DzJRg6hrQpxQ0jh+LUrmUYV9bJkhwP/G9pLM3WJyIiC7BwQ0REcens0wdaHSFqjDihM/7vV6fAfoy+LdR8druOP/ztLNgdge+nw2FA19VDikIUGoqiwKHrEEKgR0G+JRm2HjiAd1evgcfns2R8IqJIJKQ5R6xg4YaIiOLWlAnsPXEseTkpuP7KsbjuynGcDRJCNpuOouKMQ5YUUvgZqnUve//y30/hi4Dm7EREFJ1YuCEiorg1bnSF1REi1oXnDsPTD83F6BHlcLBoQzFAWvjJ6/q9Vfho3c/wctYNERG1AAs3REQUtzq2y7U6QsRJSbbjD7dPx8xp/aHrKlQLZykQhZKhqSjLzrJs/D8u/hhezrohIgqQ0pwjRvDVGBERxS2vz4/ePUqsjhExenUvwdMPzUXPimKroxCFnCoEBrcttWz8tXv24tUVq+D0ei3LQERE0YmFGyIiiluKAH5/63QkJdqsjmKppCQbrr9iLH73m6lISbbD0LltMcUeQ9PQv7jI0gx/XPwJe90QEYHNiYPFwg0REcUtRVEAAZw2uZ/VUSyhaQqmntobLzx+IUYO6wK7TefORhTTRnZoB0O1ril0ldOJhSu/h4yh6ftERBR+LNwQEVHcGza4E4oK0q2OYaqeFcV4/fnLcNGcEUhMsMFmcJYNxb69dXVwW9wgeOnGzahxeyzNQERkKWniESNYuCEiorimayralGShR7f46Otit+m44cpxuPs302C369B1bklN8aM2Agom7/y0BjZuBU9EREHgx2tERBT36pxuxMMKIbtNx8N/m4Xc7BTYbNzim+LPF5s2Wx0BnbOz4JMS/AkkonglAAguGQ0KZ9wQEVHcExAoKcqwOkZY2Wwa7rx5CrKzWLSh+OTyevH5RusLN9cNHwKbhX12iIgo+rBwQ0REcc9u1zFxXC8kJcXu7lLjR3dHRXkhHHYWbSj+1LrdWLZpC15f9YPVUdA+K4NNwImI/CYdMYJLpYiIiAAIRaBju1x89e0Gq6OEVGKCgYvPG4GTRpZzm2+KW7tr63DuC6/AHwFT81NssVsgJiKi8OCMGyIiIgS2xv7LXTNQmJ9mdZSQKS8rwHOPzsNJI7py1yiKW34p8Z/vf4yIog0Q2BKciCjeCSlNOWIFCzdEREQAVEWB0+nBA38+G2NP7GZ1nFYbfkJn/Om3pyMl2c6eNhTXBCJrR9h1e/ZaHYGIiKIMCzdERET17HYdKckOXHXJaHTpnG91nBYbObQMN1w1Dna7zl4aFPeEEChISbY6RoOV23dCxtCnwEREQZMmHjGChRsiIqLDqKqC668Ya3WMFunfpy2uu3ws7JxlQ9Qg1W63OkKDVTt2oNbjsToGERFFERZuiIiIDqOqCvJzU1FUkG51lKB0bJ+LW2+cCDt3jiI6RFFqitURGry/eh00hS/BiSieSUCadMQIPmsQERE1QQiBZx6ei9LiDKujNIvDYeD3t07jTBuiJkRKY2IA2F1bi2+2bONyKSIiajYWboiIiJpgGBpq69w4cVhXq6M0y2UXjERigsGeNkRNWLljp9URDvHPL75CjdttdQwiIssIac4RK1i4ISIiOooEh4EBle2tjnFcRQXpGDmsC3ePIjqKzfv2Wx3hEKdym1wAABhVSURBVO+tXgt/DL2hICKi8GLhhoiI6Bg6tc9FUqLN6hjH1L9P25jaOYEo1CJpVykA8Pr9WLjye3h9fqujEBFRFGDhhoiI6Bg8Hh+ef2weInUFUsd2OZg3ZzgbEhMdw9B2baBG2A/xC99+B7fPZ3UMIiJrsDlxUFi4ISIiOgZdV5GcZMe1l4+xOkqTLp03CrrGp3OiYzFUFWf26mF1jEOs2L4D1exzQ0REzcBXekRERM0w7qTuuOnq8SgtzrQ6SoPOHfLQuUMeFG4tTHRMiYaBG0cNQ2TNuQGWbtzE3aWIKP5IQPjNOWIFX+kRERE1g98vMXpkOZ584Dycf/YJVscBAMyeORC6oVodgygq7KmtjbhWUJ+s34Baj8fqGEREFOFYuCEiImoGRQl8Vu/z+XH2jEHIyba22WlKsh39ereFytk2RM2ys7rW6ghH+O+6n6FEWO8dIiJTsMdNUPhqj4iIKAiqGnjqzMpIsjTHyKFl8HFHGqJmK0pLibilUlsPHIDLywbFRER0bCzcEBERBcnj9eGs0wZYmmHCmJ5wOAxLMxBFE1Uo6J6fZ3WMIyz6/gf4Y+hTYSKiZpEmHTGChRsiIqIgqYqCLdv2WTZ+ZkYSSooyLBufKBrZdQ1XDhlkdYwjfLFpC2q5uxQRER2DZnUAIiKiaOP3++HxWLe8YXD/DvD5uUyKKBiaoqCyuAiJho4ad+Q0BP5gzTroKpuME1F8EZxpGBTOuCEiIgqSqirYvtO6GTf9+7SFw85lUkTB8vr9uHHkMKtjHOKAy4Vvtm6zOgYREUUwFm6IiIiC5PdLzJ45GIZhzcTVbl0LLRmXKNolGDpO7VqG8twcq6Mc4pXlK1Hj4nIpIooj3FUqKCzcEBERBUlVFaSmONC9vMj0sVOS7UhM4GwbopayaZHX6+adn1ZDU/mynIiImsZnCCIiohbw+vwotaBBcHFhBlxur+njEsUKRQgMKClG5+wsq6M02Od0YenGzVbHICIyhwTgN+mIESzcEBERtYDf57ekQXB6WoLpYxLFGkNTccPIoVbHOMRH69bD6YmcpslERBQ5WLghIiJqCQG43ebvLJWUZIei8OmbqDUUIVBZVIQEXbc6SoP3Vq9F7HRjICI6OgEJIc05YgVf+REREbWAgEByst30cXVNhRCmD0sUc1w+L4a2a2N1jAY/762C08NlkEREdCQWboiIiFrAMDRcfN4I05cuuT1eSH/sfIJEZJUkw8DMnt2tjnEIbgtORERNYeGGiIioBRRFwOfzY9YMc3enqa5xwR9DU3+JrCKEQJ/CAhSnplodpcHitetQxz43RBQPuB14UFi4ISIiaiFVVTBlQm+0LTVvd5rde6pNG4so1ikCOK+yt9UxGnyzdRu8FjQ9JyKiyMbCDRERUStIKXH9FWNNG2/b9v3Qdc208YhimaFpmFpRjlS7zeooAIAfd+6GXePPNxHFAc64CQoLN0RERK0ghEC7NtlIMalRcdW+Wvh9/ESeKFQEgMsGD7Q6BgDA6fXigMttdQwiorghhBgjhPhBCLFaCHF9E/cPFUJ8KYTwCiGmHXbfbCHET/XH7HDmZOGGiIiolXw+P0YMKTNtvPUbdps2FlGss+s6JnfranWMBobKl+dEFOMkAL9JxzEIIVQA9wEYC6ArgJlCiMOfEDYAOAfAs4c9NgPALQD6A6gEcIsQIr3534Tg8JmBiIiolRwOAxVdC00b78tvfoaPs26IQiaSiiVsPk5EZJpKAKullGullG4AzwOY2PgEKeV6KeW3OLIMdDKAd6SUe6SUewG8A2BMuIJGzrMUERFRFOvXuy2EMGesL7/5GXVO7jxDFCqqoiDJMKyOAQCwsccNEcUBIaUpB4AsIcSyRscFjWIUAtjY6OtN9bc1R2seGzQWboiIiELAbteRmZFkylhff7cRWgTNECCKdm6fDxO7mrfc8VgETKoAExHFh11Syr6NjoesDtQSfNVHREQUChI4Y1p/U4byev1Yv2GXKWMRxYNEw8D4Lp2tjgG7pkFVWLghojgQGbtKbQZQ3OjrovrbmqM1jw0aCzdEREQhYLfrOGVMD5QWZ5oy3jffbYTX6zNlLKJ40LswH4aqWpqhOC0VdR6vpRmIiOLIUgAdhRBthRAGgBkAFjTzsW8BGC2ESK9vSjy6/rawYOGGiIgoRGyGhpFDy1BUkA4lzJ+af/ntBjhdfINHFCp1Xi/K83IszZCfkszmxEQUB0yabXOc36dSSi+A+QgUXFYBeEFKuUIIcZsQ4lQAEEL0E0JsAjAdwINCiBX1j90D4HYEij9LAdxWf1tYsPsZERFRiDidHsyaMQjnnDEYAPDiq8vw6qKvsGnL3pCP9ePq7TB0a2cHEMUSh6bhkoH9cf5Lr1qWISshgUuliIhMJKV8A8Abh912c6M/L0VgGVRTj30MwGNhDViPM26IiIhCxG7XG2ba+Hx+TD21D555eC4K89NCPtaevTXwcKkUUchoqorK4iLcNnoUFLO2iDtMks2AqvDlORHFOImImHETTfjMQEREFAaqqjQUcZ595AKMG12BvJyUkI6xcVPYZuQSxaUEQ8ek8jK8P28Ofj9uNF46ewYSDd208XMSE2GwcENERIfhUikiIiITXHf52IY/33znq1j8yY+tvuYPq7ehc8c8CItmBxDFogTDQIJhoKiiHH6/HxV5ufhswyZTxi5KS4XCwg0RxQO/1QGiC58ZiIiITHbbjZNw790zW93LYtOWKi6XIgqjWo8X+SmhnSl3LO0zM0wbi4iIogcLN0RERCbzeH3o3q0Yj9x7DjSt5U/FVVU18HpYuCEKF0NVkJHgMG28nKRE08YiIqLowaVSREREJtM1FX6/H+3aZGPBs5ciMdGGt99fgbycFGzbsR+qquCt977Dki/WHfM6m7dWcZkUURgZmobi1FTTxksyDNPGIiKykoihxsFmYOGGiIjIAgf7WCQm2gAAo0eWAwC6198/aliXhnPHTvsLauvcR1xj1+7qhgbIRBQeXXKyTBnHpqnQ2N+GiIiawGcHIiKiCPfCExce8nWHdjkYNawL7rplCmw283a8IYpH3fJykWa3h32cZJsNHh+XPhJRnOB24EHhjBsiIqIIJqVEcpIdV88fjT/d9zb+ctdM9KwotjoWUdxwe33oU1SA91avDes4dk2DL4beZBARUeiwcENERBTBhBCQUuLUsT1x6tieAALFHPa2ITKHTdfQr6gw7IUbLpMiorghAfhZqA4GnyGIiIgi3OFFGhZtiMxjqCqmdi8Pe2HFz9k2RER0FCzcEBEREREdg6GqOK17t7COkWq3s3hDRHHCpP42MfQ7lYUbIiIiIqJjSDQMXDSwEoaqhm2M/JTksF2biIiiG3vcEBEREREdR5rDjoXnnoU3f/gR3fJy8dQX3+DDtetCdv0R7dsi2WYL2fWIiCJaDM2GMQMLN0REREREx+HQdbTPzMAlgwYAAAa3KcWAex9EldMZkuuXpKWG5DpERBR7uFSKiIiIiChIbq8Plw4eELLrOXQ9ZNciIop47HETFBZuiIiIiIiClGDoOK1HN8zu0zMk10s0jJBch4iIYg8LN0RERERELeDQdVw5ZBAUIVp9rc379ocgERFRFJAA/NKcI0awcENERERE1GIC3fNzW3WFrMQEdMtr3TWIiCh2sXBDRERERNRCDl3DNcOGtOoaU8q7IoE9bogobkhA+s05YgQLN0RERERELaQqCrrkZLfqGuf06wW7zs1eiYioaSzcEBERERG1wqZ9+1r82BM7tEMSGxMTEdExsLRPRERERNQKX2/Z1uLHXjl0MLcCJ6L4E0NbdZuBM26IiIiIiFohNzmpRY8b3KYExakpECHYlYqIiGIXZ9wQEREREbXCwJIiGKoKt88X1OPO6NkdNo0vx4kozhzcDpya7bgzboQQxUKID4QQK4UQK4QQl9ff/hshxGYhxNf1x7jwxyUiIiIiiiw+KdG7MD+ox5SmpeLkzh2hKpwAT0REx9acZwovgKullF0BDABwiRCia/19f5ZS9qw/3ghbSiIiIiKiCJWo67jj5BORkeBo9mMeP30KvP7Y2aqWiCgoUppzxIjjFm6klFullF/W//kAgFUACsMdjIiIiIgokkkp4ZcSXr8fbTLS8fmlFzbrcX+eMBYlaWnQONuGiIiaIahFtUKINgB6AVgCYDCA+UKIWQCWITArZ28Tj7kAwAUAUFJS0sq4RERERETW8vp8cPv8eOvHn7CjugZevx8bqqowtVv5cR97bt9eOKlTBxNSEhFFsBiaDWOGZhduhBBJAF4GcIWUcr8Q4n4AtyPQWuh2APcAmHP446SUDwF4CAD69u3Lfx0iIiIiilq1bje2HajGnBf/jU379h9y38vLVx7zsZefMABzK/vBzobEREQUhGY9awghdASKNs9IKV8BACnl9kb3Pwzg9bAkJCIiIiKKAHUeD15avhK/++CjoHaQEgDO6dsb51f2hV1n0YaI4l1s9Z8xw3GfOYQQAsCjAFZJKf/U6PZ8KeXW+i8nA/guPBGJiIiIiFrO5/ej1u2BriqQAFShwNDUZj++zuOB0+vFr15/E4vXrg9q7HSHHX+bOB49CvLh0PXgghMREaF5M24GAzgbwHIhxNf1t90IYKYQoicCS6XWA5gXloRERERERC1U6/Zg5Y4duP9/n2PF9h1IMgw8PG0SStJSm9yKu87jgb++6bCuqPD6/Xj7x9W45Z33UOfxNntcXVFwyaD+uGhgJVw+HxJYtCEiCpAAuKteUI5buJFSfozADM/DcftvIiIiIopYfimxevdunPXcSw1bb++qqcWN/3kHD02biGSb7ZDza90efLh2Le5Z/AkKU1NRkpaKF7/9Dr4gp/R3z8/F/ZNPRYrdBlVRkMDdo4iIqBW4yJaIiIiIYlKN242HlyxrKNoctGrHziYbBLt9Plyz6C24vD78XLUPn/7c/LEqiwtxw4ih2FVTixEd2sHr93O7byKio2GPm6CwcENEREREMUnWvzG4dtgJ+HbbdmQnJqI8NwfpCXZ4fH7o6i99bvxSIs1hx/UjhuLWdz447rXzk5OgKSr6lxThzN490DkrE0ajYhCLNkREFCos3BARERFRTLJrGmb0rMDgNqWodbshASQaRpPnKiLQGeDs3j1x+7sfolteDlZt3wlPE30YDFXFfy+eC6/PB5fPd9RrEhHRUXDGTVD4UQARERERxSRD0zC4TSn8UiLBMJpVYKlxu/HZ/AvwyqwzcO+kU5CdmAgAeHfuORjbuSOAwLIor88HTVVZtCEiorDjjBsiIiIiimlN7bJxNImNCjwndmyPT3/egGe/+hZtMtLxh/En49LBA1CangaFS6GIiMgkLNwQERERUUwTIpjSzS/8UuLaYUNw84kjUOfxwK5p6JSdFeJ0RETxRgJ+LpUKBgs3RERERERNUISAXQ+8XHbousVpiIgoXrFwQ0RERERERETmkICURzZ+p6Pj4lwiIiIiIiIiogjFGTdEREREREREZB72uAkKZ9wQEREREREREUUozrghIiIiIiIiIvNIzrgJBmfcEBERERERERFFKM64ISIiIiIiIiJzSAn4uatUMDjjhoiIiIiIiIgoQnHGDRERERERERGZhz1ugsIZN0REREREREREEYozboiIiIiIiIjINJI9boLCGTdERERERERERBGKhRsiIiIiIiIiMokM9Lgx4zgOIcQYIcQPQojVQojrm7jfJoT4V/39S4QQbepvbyOEqBNCfF1/PBDyb1MjXCpFRERERERERHFFCKECuA/ASQA2AVgqhFggpVzZ6LTzAOyVUnYQQswAcDeA0+vvWyOl7GlGVs64ISIiIiIiIqJ4UwlgtZRyrZTSDeB5ABMPO2cigH/W//klAKOEEMLEjABYuCEiIiIiIiIis0gAfmnOAWQJIZY1Oi5olKQQwMZGX2+qvw1NnSOl9ALYByCz/r62QoivhBCLhRBDwvGtOohLpYiIiIiIiIgoFu2SUvYNw3W3AiiRUu4WQvQB8KoQolxKuT8MY7FwQ0REREREREQmkhGxHfhmAMWNvi6qv62pczYJITQAqQB2SyklABcASCm/EEKsAdAJwLJwBOVSKSIiIiIiIqL/b+/uQuQ66ziOf38mRHtTC1pRrJSIKdooBhtiL3yBWtOoSKs1NblJUaiUNqCCQoo2YO98ubG+i62aXliVVFxpaqkoiGK0UaN1W4NrDfRFlFBQa0nbmL8X82wzxp3ZddaZPZn9fmDYc54zh/lf/DjP7DPPeY5Wm3uBDUnWJ1kH7ABmTnvPDHB1234X8MOqqiTntsWNSfJSYAPw4LgKdcaNJEmSJEmaiALq5OKP6h57HVUnkuwG7gbWALdW1WySm4BDVTUD3ALclmQOeIze4A7AG4CbkjwNnASurarHxlWrAzeSJEmSJGnVqaoDwIHT2vb2bR8Hti9w3n5g/9gLbBy4kSRJkiRJk1HVlTVuzhiucSNJkiRJktRRzriRJEmSJEkT04U1bs4kzriRJEmSJEnqKGfcSJIkSZKkyXGNm/+JM24kSZIkSZI6KlWTu7csyT+AIxP7QE2T5wPHVroInZHMjpbD/GhUZkejMjtaDvPTLedX1bkrXUTXJPk+vaxOwrGq2jahzxqbSQ/cHKqqzRP7QE0Ns6NRmR0th/nRqMyORmV2tBzmR5pO3iolSZIkSZLUUQ7cSJIkSZIkddSkB26+POHP0/QwOxqV2dFymB+NyuxoVGZHy2F+pCk00TVuJEmSJEmStHTeKiVJkiRJktRRDtxIkiRJkiR11FgGbpJsTzKb5GSSzX3tW5Icbq/fJHlH37FtSY4kmUuyZxx16cwwJD9vTvLLJPe1v5f0Hbuotc8luTlJVqZ6raQh2Xlekh8leTzJZ087x+xoYHbasRtaPo4kuayv3X5L/yXJq5P8rF1Xvpfk7L5jC2ZJAkiyKcnB9j35UJItrT2tf5pL8tskr1npWtUtSb7Z9z/W0SSH+4553ZGmwLhm3PwOeCfw4wXaN1fVJmAb8KUka5OsAT4HvAW4ENiZ5MIx1abuG5SfY8Dbq+pVwNXAbX3HvgBcA2xor20TqFPdMyg7x4EbgQ8tcI7ZEQzITuuLdgAb6WXj80nW2G9piK8Ae1pf9R3gwzA4SytWpbroE8DH2vfkvW0feteZ+T7qffT6LekZVfXuqtrUsrMfuAO87kjTZCwDN1X1QFUdWaD9iao60XafA8yvjLwFmKuqB6vqKeB24PJx1KbuG5KfX1fVo213FjgrybOTvAg4u6oOVm+17X3AFRMsWR0xJDv/rKqf0BvAeYbZ0bxB2aHXF91eVU9W1Z+AOXp9lv2WBrmAUwOA9wBXtu1BWZLmFTA/Q+u5wPx3nsuBfdVzEDin9V/Sf2izhq8CvtGavO5IU2Lia9wkeW2SWeA+4No2kPNi4KG+tz3c2qRBrgR+VVVP0svKw33HzI+WyuxoMYP6J/stDTLLqUG87cBL2raZ0WI+AHwyyUPAp4AbWrvZ0VK9HvhLVf2h7ZsdaUqsHfXEJD8AXrjAoY9U1XcHnVdVPwc2JnkF8PUkd41ag85co+annbsR+DiwdRy1qduWkx2tbmZH/y/DsgS8F7g5yY3ADPDUJGtTty2SnTcBH6yq/UmuAm4BLp1kfequJfZhOzk120bSFBl54KaqltWRVNUDSR4HXgk8wqlfpADOa22aUqPmJ8l59NYM2FVVf2zNj9DLzDzzM8WWe+05jdlZRUbMzrD+yX5rlVpClrYCJLkAeFtr87uOhmYnyT7g/W332/TWSwKzIxa/7iRZS2+ttov6ms2ONCUmeqtUkvXtokKS84GXA0eBe4EN7fg6eotozUyyNnVfknOAO+kt+vjT+faq+jPw9yQXt3t7dwH+eq5FmR0twQywo62ntZ7e4qC/wH5LAyR5Qfv7LOCjwBfboUFZkuY9CryxbV8CzN/uMgPsak+Xuhj4W+u/pH6XAr+vqv5bwL3uSFNi5Bk3w6T3mO/PAOcCdyY5XFWXAa8D9iR5GjgJXFdVx9o5u4G7gTXArVU1O47a1H1D8rMbeBmwN8ne9vatVfVX4Drga8BZwF3tpVVmSHZIcpTeoo/rklxBLzv3Y3bE4OxU1WySbwH3AyeA66vqX+0c+y0tZGeS69v2HcBXAYZlSWquAT7dfuQ8Tu8JUgAHgLfSW1j2CeA9K1OeOm4Hp90m5XVHmh7pPUhFkiRJkiRJXTPxp0pJkiRJkiRpaRy4kSRJkiRJ6igHbiRJkiRJkjrKgRtJkiRJkqSOcuBGkiRJkiSpoxy4kSRJkiRJ6igHbiRJkiRJkjrq3wEpJ+V78iGHAAAAAElFTkSuQmCC\n"
           },
           "metadata": {
             "needs_background": "light"
@@ -1441,48 +1307,60 @@
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "This function sums the total yes/no responses per state in the consumer_disputed? and timely_response columns"
+      ],
+      "metadata": {
+        "id": "D7G4rzy6D9Ad"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
-        "disputed = data.loc[(data['consumer_disputed?']  == 'Yes')]\n",
-        "disputed = frequencyToDataframe(disputed, 'state')\n",
-        "stateMap = frequencyByState(disputed, 'disputes', stateMap)"
+        "def calculateYesNo(column, stateMap, name):\n",
+        "  yesVar = data.loc[(data[column]  == 'Yes')]\n",
+        "  yesVar = frequencyToDataframe(yesVar, 'state')\n",
+        "  noVar = data.loc[(data[column]  == 'No')]\n",
+        "  noVar = frequencyToDataframe(noVar, 'state')\n",
+        "  stateMap = frequencyByState(yesVar, name, stateMap)\n",
+        "  stateMap = frequencyByState(noVar, 'non' + name, stateMap)\n",
+        "  return stateMap"
       ],
       "metadata": {
-        "id": "tHh_-A1qBYh5"
+        "id": "ATl0qC9WLmMZ"
       },
-      "execution_count": 21,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "notDisputed = data.loc[(data['consumer_disputed?']  == 'No')]\n",
-        "notDisputed = frequencyToDataframe(notDisputed, 'state')\n",
-        "stateMap = frequencyByState(notDisputed, 'nonDisputes', stateMap)"
+        "stateMap = calculateYesNo('consumer_disputed?', stateMap, 'disputes')"
       ],
       "metadata": {
-        "id": "XSapdmB0i_qY"
+        "id": "UAQ6piRiNTnX"
       },
-      "execution_count": 22,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
         "stateMap[\"disputesPerCapita\"] = stateMap[\"disputes\"] / stateMap[\"Population\"] * 100\n",
-        "stateMap[\"percentDisputed\"] = stateMap[\"disputes\"] / stateMap[\"nonDisputes\"] * 100"
+        "stateMap[\"percentDisputed\"] = stateMap[\"disputes\"] / (stateMap[\"nondisputes\"] + stateMap[\"disputes\"]) * 100"
       ],
       "metadata": {
         "id": "Vq5nB9oWn_N2"
       },
-      "execution_count": 23,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "choropleth('percentDisputed', 'Percent that were Disputed', 'Percent')"
+        "choropleth('percentDisputed', 'Percent of Complaints That Were Disputed', 'Percent')"
       ],
       "metadata": {
         "id": "nuBkiidmnPHV",
@@ -1490,9 +1368,9 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "b0830e6e-fd96-429a-e934-cc756a08c4fd"
+        "outputId": "28180079-0d07-4268-b36e-2b80d93c3035"
       },
-      "execution_count": 27,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "display_data",
@@ -1500,7 +1378,840 @@
             "text/plain": [
               "<Figure size 1800x720 with 2 Axes>"
             ],
-            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap = calculateYesNo('timely_response', stateMap, 'timely')"
+      ],
+      "metadata": {
+        "id": "5-a0TwyJHxYy"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "stateMap[\"percentTimely\"] = (stateMap[\"timely\"] / (stateMap[\"timely\"] + stateMap[\"nontimely\"])) * 100\n",
+        "choropleth('percentTimely', 'Percent of Complaints That Received a Timely Response', 'Percent')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 607
+        },
+        "id": "nHEdeSqQHzhb",
+        "outputId": "100d3102-8f9d-4114-b9b8-5d3eba91f48f"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x720 with 2 Axes>"
+            ],
+            "image/png": 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mDf1CROpMD2uMMSLSYAbIGPMi8CLA6NGjzbx58/YrYKWUUkoppZRSKtaJyGa3Y4hFeflh5nzWNyr78vZY2zkqO4qwZg2VMsZsc/7NBT4AjgB2ikgPAOff3EgFqZRSSimllFJKKdUWNZm4EZF0Ecms/hk4DVgGTAKucRa7BvgoUkEqpZRSSimllFIq/hnAitJ/iaI5Q6W6AR/YbWzwAW8YY6aKyFzgbRG5Hnsqy0sjF6ZSSimllFJKKaVU29Nk4sYYswE4pIHr84BTIhGUUkoppZRSSimlEpEhbBKnGiYa9mc6cKWUUkoppZRSSikVQc2dVUoppZRSSimllFJqv9g9bhqclFo1QitulFJKKaWUUkoppWKUVtwopZRSSimllFIqahJpxqdo0IobpZRSSimllFJKqRilFTdKKaWUUkoppZSKCoMhbLTHTUtoxY1SSimlms1ypu8MWiEsS8uclVJKKaUiTStulFJKKdVsHvEwP381W8tzObD9QHqndiHJ40dE3A5NKaWUUnFCZ5VqGU3cKKWUUqrZFhWs5b4lLwB2Eue5w+5iUEYvl6NSSimllEpcOlRKKaWUUvvEMhbvbv2a8nCV26EopZRSSiUsrbhRSiml1D7bWLoDHSSllFJKqeYyQFiHSrWIVtwopZRSap9tLs/B59HvgZRSSimlIkUTN0oppZTaZ2Fj8eXOeYStsNuhKKWUUipOWJioXBKFJm6UUkop1Wxe2fOtw6xdS6i0Ai5Eo5RSSimV+LS2uY2wjMEjwo6yYipCoWasYRrMTwqCz+P58SIeBMEyFmHjZDUN9s/GQkSc3gdCYzPFGmPvr85eBMTZX03zBGNHFa28af246kb4Y5weBI8TcNfUDEJWmLzyippITb2ADQZj6p7hzv5UkpJ85OYU1dqBsxfn+EWc89LAiayO1Rgwpnq/Zo+gPR4PIoLXKzXx26dYEI/ze63VTO3gzY/xN3zC6p2ghh9AP+6r1jHVeXCYWnuoPk9OTA0dm6m9cL3f9zj3jS7rhOec9x/PefXBNHyg9devr/r22odXvU3LMjR8kmqWrLdO/Z9/PMkNxWHM3tZr6PqGY699Hqv/7dKtHaFwmN0V5c4Wq09YQxuqvbM9b5aaf5vfJaXmuVV/+/uqGbuu9TK0xz5NMx8TTb16NXg/OuvUPz+92rUDYGdlwX71l5F6rzPV1zb8f0jxJrG6ZMse21lZvJkkj38/IlFKKaVUW2GwPy+q5tPETRvhEaEyFEQQbv3mQ1YV7HI7pIQ09dzrmLhwCROXLW7RejOvvJ5XHvqMb6evilBkSrWef068iQk7VvDvxQvdDqXN6pmRyayfj+ePK//D8qJNbodDSaic4mAZnZKz3A5FKaWUUirh6FCpNiTF56drWgbvn/kzLh50oNvhJCYDHo/Or6ISm0i9aiwVddtLSygPBvj9gePdDqXGlrKdboeglFJKqThhRemSKDRx08Z4REjz+Xls7GmMH3mE2+EkHJHqITBKJS57GJYmKN02e2s2Gf5Ut8Oo0S+9u9shKKWUUkolJB0q1Ual+vwc1EnfZLc2EcHSSgSV4Iwx+9VXRbWO8qDdr6xPaheyK9wf/poXKKJDUqYm9ZRSSim1VwZDOIFmfIoGrbhpY0JWmPJggI3F+UxYrf0pWptAQk07p1RjPPrh3HV3TP0EgDuHXeZyJLZn1rxLyIQJ6bTgSimllFKtSitu2piPNqzgtZXzWZavvQgiQRDt/aGUippP167mrCHD3A4DgNUlW7jmh8e5fsBZHNlpJF6Ph63lu+iU3I52vnR8Hq/bISqllFIqFhgI60emFtHETRtSFgzwz6WzWV+c73YoCcsjOrWdSnzGGB0OEyPOGjIsppLFu6oKeWLVRMBJZGM4pP1g7j/gZ2T60vB7fISNRVU4gGUMqd5kvJ49i3+NMZSHq0jx+glYoZpj9IqXZK9OO66UUkqptkUTN23MmG59NHETQXZz4kTqX67UnowBj3a5cV3HVLsxcUmo3OVIGmacYaOLC9dx2XcP1Vyf5k2mV2oX+qf34I6hF+MlaY91y8KVvLrhU77Knc8RHQ8AwCdeTux6KId3HErQCpPi3XM9pZRSSsU+Q2LN+BQNmrhpQ9L9SZwzYDhvrl3sdigJy4NoxY1SKioGtO8AwLKiDS5H0jLl4SrWlm6lMFhak3wJG4uAFcQYQ2mogqtmP1qz/PTcBTU/f7FzLpm+NC7odRwX9TmRNF8KleEqUrzJUT8OpZRSSqlo0cRNDKoMhUjx+agIBUn1tW5J+OFdetE3sz1bSgpbdbvKJiLanFglPHuolNtRqKW5dq+yA7MGuhzJvskLFPP6xsl08GeS7PWztXwXy4o2sqJ4017XKwmV85/NnzFj92JeGnMvXtHeOUoppVR8EcJavd0imriJQSk+H9Oy1zFnZzbXjjicrKQUkr0+fA30AWgpjwivn3IJ4z56WStDIsBgdAiJahNEH+euC4bt2ZsyfWkuR7JvLGMxcfMX+7x+2FiErDAhE8ZrvASsoA6fUkoppVRC0sRNDNpQlM9N098nbAwvLp/DYV168rNhh/GTfkMJG4sM/76XhHvFQ5LXi6VJm8jQ06raAG1OHBtS/XZFZn6g2OVI3JFdnsvF3/2WLH8G+VXFvH/s426HpJRSSikVEZq4iUG9MtrRKyOrZjjTgl3bWbBrOw/M9nNW/+H8fMRo+rfrUJOEaYmAFea6L9/V/EKEiAhhbU6sEpyIh6wU7SnitvJgEIBkT9utMikLVVIWqgQgr6qY7qkd6yQWy0KVpPtSsCwLTytUrSqllFJq/xnA0g+kLaLvYmLU0d377XFdeSjIO+uWcsbHr3H2J/9m4uqFlAarKA1UUREK7nV7ljGUB4M8s/hb1hbujlTYbZ5PPASc4QtKJSoBgmFNUMaKDH+q2yHEhGfXvkfACgGwrmQr476+i/Nn/YaX13+cEL3HjDGUhyoImzCWsagMV7kdklJKKaWiRCtuYlCy18fsnC17XWZ9UR6PzP2Sx+Z9xYgOXRjTtQ8n9h7I4V164RUhZCx84sFgV9l8vXUDUzav5ovstdE5iDbK4xEC+1BxI85/SsWDYDBU019FqVgxJ38FSR77bc2A9B4110/eMZsbBp0D2H11PNKy76yqwkGSvX7XhghWhCuxjMXiwpX8kL+YxYUrCVhBzu15Kuf3GocHD0ne1p3IQCmllIo0bU7cMpq4iTFlwQDvrV/K9rLm9SywjGF5fi7L83N5fdV8APpkZDGkfWe6p2UwP3cbq7XCJmq84iEQDrV8PY++cKn4YbAbnavYYLRnWY1fzP8rI7L6M3n79zXXlYTKufjb33Jcl0O4qt9pdE7Oata2KsMBUrxJvLHlC0a2G8ARnUZEKuwGVYUDBE2IVze+w4xdczD1qobe2TqZqTnfcFmfszi569F4xYvPozNsKaWUUolIEzcxxitCZShEwNr3b7OzS4vILi1qxahUc/nEQ2Wo5YmbkPbFUXHEChs8mmyMGeU6ZKbGqpItrCrZs2K1KFjGJ9u/45Pt35HqTWbScU80uo3qyppZu5bw4oZJFARK6JXapU7iJpLVN2FnpqypOd/wdvZkKq3G79+SUBkvb3ybj7ZP4+5h4+mV2o1kT5I2D1dKKRXTDFpx01La4ybGpPj8/PyAMWT6226zyXjmEdnnIST1v01VKmbp39mYMWHJojbdnHhfVISrqGgg2WWMqZle/LHlr/PkqokUBEoA2Faxi293LbXXD1XtkRgJG4uiQCm7qgopCZYTsPbed64hxhiqwgGyK3Zw16LH+M/mD/aatKltV1U+9yx5gj+veYWSUBkV4UqtxFJKKaUSiFbcxCj9tiw+eUQIaYt0leCMZXSoVIz4+5zvuWjESE7qehjTcxe4HU7cOHfmffjEy5QTnmZ96Tb6p/dgRdFGZuetYMauReRU5u+xzsPLXyXFm0RlOADYvckMhjRvClVWgLD5sXLyiYNv5rAOQ2v+ljdVoVMZrqIwWMw/101gefG+96JbULCM6+bew+gOBzF+4BWk+VJI9abs8/aUUkqpSLGMvpdsCU3cxKCwsSgOaOl7vDLsS3Ni6NSlXesHo1QEGMvC28IGryoydpeXs64gj+O7HKKJmxYKmTDjvr6rRetUJ23gxyrJ8nDlHss9v+5D/nDweLqmdAAgL1DcYG+dqnAVFoYJmz7k852zsPbh70dD5hUsZcH8ZRzbeQy/HHotQSuE36Nv+ZRSSql4pX/FY5AxcMuBR/L8sh/cDkVFydTs9dz4y3HMnrGa3BztT6Rim3g8OqtUDFm5axdnDh3idhiqls3lOVw1+1GGZfZle8VuSkLlNbe9c/QjvLbpXdaXbuHArKF8t3s+ZeGKVo/BwjBj9xxm5y/kwl6nc27PUxERkjw6A5VSSil3aY+bltOvTGNQis/HvYefSJeUdLdDUVHy+5lfk1dRzh+e/anboSjVpEBVkAztwxUzPlu/lgx/Klk+/ZsRa1aXbKmTtDm7x9EYDN/tXsCOyly+2DkrIkmb2gJWkDezP+GWBb9jxq45VIUDhPdjAgSllFJKRZ8mbmJUZSjIM8efQ7JXi6LainETX6Nz93a8M+1uUtP0Q7GKbR6P/vmIFd9m27MoPXHIzS5HoppyZb9TeSd7SqsNiWqJomAJz6+fyN1L/siy4jVUhquwjM5oqJRSKvoMQhhPVC6JInGOJMGk+Pwc1qUnD4452e1QVAvJPj6tykMhjvnPSyQl+xl7/LBWjkqp1pOSlkSqT5PKsSIQDrMuP4/Bmb1J0j4mMeuoTgeS5ktm+q7vXY1jW8VOHl3xLI+ueJZNZVup1OnklVJKqZiniZsYluLzc9GgAzm59yC3Q1FRUlhZyaKdO7jvsQsZNrKX2+Eo1aBgIExh5Z4NWZV7rnzvbQAeGnmdy5GoxowfdA6Ttn+5T1OFR8Lqkg3cveQJnln7OgAhHT6llFIqiiwjUbkkCk3cxDiPeDisc0+3w1DNZDDs7wiSKz96h3lbsnniuZ+1TlBKqYS3u6KcvPJyRncc7nYoqgHDM/vSOTmLKTu+djuUPczJX8xVs+/iva1TqAxXaQJHKaWUikGauIlxIcuif1YHTuo10O1QVDMYQ6tMk/zsgh9IS0+me6/2rRCVUq1LAMsYt8NQ9dz75Wd4xEOKR3tkxZo7hl7El7nfRbwR8b6qtKp4e+tkblvwECuK12IZS5/jSimlIqZ6VqloXBKFJm5iXJrfz0/6DuW1Uy9JoIdd4jIYPLL/99Tc7dsAOEp73agY1AoPcRUBs7ZsBuCpUbe4HImqrUdKJ/qmdefDbV+4HUqTCoPFPLLi7zy0/Bk8IlSEdUikUkopFQs0cRMHfB4vFaEgB3Xq7nYoKkqeOOU0AFYt2+ZyJEo1QES/jY9BgbA9xGV4Zj+XI1G1/XLoxczNX0J+oNDtUJptRfFaLvruVp5fN5GiYEnM9OVRSiml2ipN3MQJAQ7s1M3tMFQTLGPwtcI0yY/P/BqAv716PV26tdvv7SnV2gyauIlVet/EjgxfKiOzBvDO1sluh7JPvs2bz/h59/OfTe8TskJagaOUUqqVCGHjicolUSTOkSQ4QWjnT3Y7DNUMrTFU6tIDDqr5OSXFv9/bU6o1iY6Vimn5gWK3Q1COXwy5iLWlm9hakeN2KPssZMJMyfmGq364iw+3fkFVOEDQCrkdllKqFRmtolUq5mniJk5YGKp0poe40BpDSMqCgZqfDxkzYL+3p1RrErEbcavY1DlZm5rHAp/4GNvpAP635WO3Q2kVIRPm3W1TuH3hQ2SXb8cyltshKaX2UVkwwGPfTueEiS8D+oWMij4DWHiickkUiXMkCS7Z6+NEnVkq5rXWZ9nXFy9k4N//zHsrlvOLe8/i4p8e1UpbVqoViOhwHNVm9UrtwtDMPvRK7UJ7fwY+8TW43PiB55BTuZvVJRuiHGFk5QeKuHvJEzXNlivDVS5HpJRqiapwiMW5ObyyZD6biwv57YxpBMJNV9GVB4NUhux+V9X/KqWip+F3GyrmeEQ4olsfjurel+9ztrgdjmpEawyTqu3uaVMprqrkxl+exvADe/Pp+/NYtWwbFeWBpldWSrU5O0pK6JaR4XYYCSnFk8QjB97AyAZauEIAACAASURBVKwBVIaD+D1e0nz21OthyyJkLMLVF8siySv8be1rLkcdORO3fMRb2Z9yQa9xXNDrdLzixefxuh2WUmovjDFUBIPc/nndSsCQZZHUwNM3EA4TCIfxiJDm93Pdp+8zL2cr9409nguHjSTVp8P51b5LpKm6o0ETN3EkyePlXyddwJi3n6OqGZlxFX1pPj9J3tZ94/rYzK/ZWVbKTUcdwXGnHMCu3GKuPudvWJZWPCil6uqRmel2CAnp1G6juWXQhSwvyOXkT54np6Kkzu1JHi8pXj8pXh+pPj+XDjyEywaPZEHBcpcijo6QCfHO1il8vesHnjjoHtontcMYo8MulIpRlaEQt3w+ifzKiprr8irK93jOVoaChC1Dis/Hn+fMIq+iHI8Is7dnUxEK8sCMaWwpLuKuMceQ7PXqc16pKNDETRzxejwIwqGdezB7Z7bb4agGlAYDhKzWH/f/4oJ5vLhgHu2Skll08+2cft6hTPlgQavvR6lm0QY3qo1o50vjsQPH0ze9Ow/Om8pHmxtOxASsMAErTLEzeuDMvsP4ePtXbWZI4a6qfK6fdx8HZQ3j5kFXkuXPJNWb4nZYSqlayoNBJixbxPfb6n6GmLphDe2TU/jjiacBUFxVyftrVjB7ezZr8/NYX5jf4Pb+tWguc3dsY8I5l5Dm18ob1TLGSELN+BQNmriJM2k+P8f17K+JmxhljEEiWPZXHKjio1UrufP+c6iqCPLV1KUR25dSKv4Ew2H8rVz111ad1/NYrh1wNrN3buba6c+TV1XerPUO79ybrqkZfLFzZoQjjD1Li1bziwWPcHr347iq33n4xa/Dp5SKASHLIrukiKfm7Pm6ZID/rVzC7O3ZnNp/EG+tXEpxoHm9qxbs3M4d0z7hH+POJkWHTSkVUZrmijNej4fbDj7a7TBUI0QET4SfVXd9PplXFs7j3scuZMRBvSO7M6UaoiXRMevb7M1uhxD32vszeP6wX/PTfmfyf7MncdOsd5udtAF4+PBxfL5zFuXhyghGGbssLKbkfMNN8x4gP1BI2IQJ66yYSrkqEA5x45QP9loVvrGogJcWz2t20qbatE3rmZm9mfKgNixWLWMhUbk0RUR+KSLLRGS5iNzpXDdKRGaLyCIRmSciRzSy7jUista5XNPKp6gOTdzEIe1vE7sECEeh98zjM7/hy/XreOK5n9GxkzYiVdEl6GipWJWVosNT9sclvU/k9SN+y8qCQk765HmmbVvbovV7pWUxqF0nPt4+LUIRxo+ycAW3LPgddy16nHWlm3X2KaVcUh4McP83X7CluChi+7j5s494a+USSluY9FHKbSJyIHAjcARwCHC2iAwGngIeMcaMAh50fq+/bkfgIeBIZ/2HRKRDpGLVxE0cSvbqCLdYle5Pitq+bvz0I7x+L0+9cA1p6clR269SOglA7NpWXNL0QmoPHZMyeeHwe7i49zh+8d0H3Pn9RxQHW14x88cjzmBuwVLyA5H7gBRvtlXkcP+yp3lh/RuUhcoJhHVWRKWipTIU5Jstm/hw7cqI7idsDN9kb8LSb3VUMxkgjCcqlyaMAH4wxpQbY0LAN8CFTojtnGWygO0NrHs68IUxJt8YUwB8AfykNc5PQzRxE4d2V5S5HYJqRLS/afjNV5/Tp39nHvzTpaRnaPJGRYeIYPTNWUx6+nu7f8GbRz3sbiBx5ILex/PqmAdYnpfHSZ8+zzc7NuzTdtr5Uzi8S2/eyf60lSNMDDN3z+Xm+b/jq9zvqQoHCEegkb9S6kfGGEoCAe75emr09hm1PSnVIp2d4U7Vl/G1blsGHCcinUQkDTgT6APcCfxJRLKBp4HfNLDdXkDtxrNbnesiQks34lBGUjI90jLZUa7frMaiSDYnru/9VSv4YdtWZl53I6eceQiT3p4TtX2rtktAv1WLUVuK7EqPTslZLkcS+w5rP4RfDbuSJE8Sd3z3IV/vWL9f23vosHGsKdnA1oqcVoow8ZSHK3hp41tMzZnBrYN/St+0nqR49UsHpSKhMhTipqkfURKITpWbfqGjWiaqs0rtNsaMbugGY8xKEXkS+BwoAxYBYeAW4C5jzHsicinwCnBqtAJuiFbcxCGfeLj1oLFuh6Ea4BGJ+vSv20qKCQRCDD+wFx6PjmFR0dFWpjmOV5bRaobGdEpqx19G/YInR93K9zu3ctyk5/Y7aePzeBjXZzBva7VNs2RX7OA3S//E+tItboeiVEIqDwZ4Zcl8FuxsaHSHUqo2Y8wrxpjDjTHHAwXAGuAa4H1nkXewe9jUtw27Oqdab+e6iNDETRzyeTyc2X+Y22GoBogISS5Mffrh2pWccsbBPPX8NfTp3znq+1dtTzQry1TLFQZ1SG19PvFx3/Cf8toRD7C5uJJjPnqW/5s9iYrw/s+E8n8HnUBeVQErS/YvAdTWfJs3X5sWK9XKQlaYTUWF/HXut1Hdr+iMk6oFDGDhicqlKSLS1fm3L3Z/mzewe9qc4CxyMtDQbAWfAaeJSAenKfFpznURoUOl4lSnlHS3Q1ANCBtDwIVpT+/78nPeWr6U9y69khffupUfZq3h389/xcZ1uVGPRSU+g11dpmJXx6RMt0Nw3QldRnHb4IvZXVXIgoKVnNnzWNYX53HptP+yonBnq+7rskEH8a8Nb7TqNtuCJYWroJ/bUSiVWALhMDdN/YhwlIcu6VApFcfeE5FOQBC4zRhTKCI3As+IiA+oBMYDiMho4GZjzA3GmHwReQyY62znUWNMfqSC1MRNnCoPBRnQrgMbiwvcDkXV41bvj4U5O1iZu5MRXbsx9rihdOvRnluufAERGDSsB4X5pezO1b5IqhUYo9+sxbiKNlzFkOTxMSC9J78deQ0bi/OoCAondj2SO779kBk5+9Z4eG9+NuRwQibE3PzFrb7tRLejMpcqK6B9bpRqJWWBAA/O+pLskujPbGfQSSdVfDLGHNfAdbOAwxu4fh5wQ63fXwVejWiADk3cxKmwZTGwXUdN3MQgNysRLnr3TUZ1786vjzqOw4b05F9v3kLHzhm0y0oD4Oxjfk8wEP2KIJVY9Du12Odpw2+fbxl0AWf3OhqAK7+aSG5laWT3d8CRvLN1MpY+M/bJwoLlHN/lCDyio/eV2l9JPi8frFnhyr4to93vVMuETdt9r7Iv9K9knBKgfXKq22GoGFMZCjF761Yuf+8tpm1Yx0pTyMKCnVz+7lsAeDz6lFeqLUj2JrkdgmtKQxUsL8jhiA+eiXjS5sQeg8jwJ/PNrh8iup9ENmn7lwSs/e8zpJSC3LIy1yq/daiUUpGln+LilN/r1cRNDEr2+vDGwMxOIcti/Ccfcdvkj7lu0vsc0asXJUUVVFXqm2OlEt32Eh0SWVRVQV5V5Bs0/2zI4aT7Uvnf2Gfol9Yr4vtLRJvLt/HM2tepCjc8ZbFlLEIu9I5TKh5tKIxYe40mRbunjopvBiGMJyqXRJE4R9LG+D1e0n1+t8NQ9RhjsGJsFt4eGRncNfYYVizNdjsUlSgMaIub2HXb5EkAHJQ1yOVI3OERIVovww/O+4xdFXZVz19GPcBZPU6K0p4Ty5z8xby7dUrNDFPV/1aEKwlYQdaXbSZohdwMUamYZ1kWK3a7NylFKNbeACuVYLTHTZzyiJDm18RNrHFjRqmmFFVWIiJ8+v58t0NRiUJAv1iLXUtz7RmT/nLo7Yz7+i6Xo4k+ESFanRa2lRcx9qO/4wHePPVn/HzAJUzPnU15uCIq+08k72/7jF6p3Tix61jyA4U8svzvdE7uSFGwhJO6jmVoxgC3Q1QqplWEQ6wtyHNt/2FjteHuampfWEZrSFpCz1Yc84nX7RBUPV4RUmMsoXZC/4EA5O4odDkSlSgEHcsey2r3N/C1wT/zHiTqj08LuHTafwE4r+epUd13Inl23X+4YvYvuWvR79kdKGBVyXp2VObS3t9OZ7JTai+MMaT7k1icm+NaDHbFjT5PlYqUtveOLkGELIuiQKXbYahahrbvTPvkVCwTW6WiR/bqzbrVO9i4zr3yWZVg9ANUzBv6j78C8O4xj7sciTvcyitmlxZycZ8zGJE5CK/OkrRPAlaQkKlbvbq5fFujPXCUausqgkFEhJ9Pft/Vihu3miKr+GRAe9y0UOIcSRtTEQqys7yUN0+/gmHtO9dc3zklrebndknJ9Mts70Z4bdLawt18vHElT592htuh1HF0n75sz3avWZ1KTPoGLbaFLIs7pnxCuj8FTxv8U+9WbvHyL//LioId3D3sJiYe+TeePOhezux+Ir1Su7kTUILYVLZVpwtXqhGpfj+nvfU6X23e4GocljFab6NUBGmPmzjl93p56hg7QfDhWVfz9tolHNW9L0M7dKEyZGfek70+wpbFdV++y4ztG12OOPEZ4OE505hx4U2MGzCILzaudzsk0v1JDO7YifdmfON2KCrBeLTqJuZ9tcl+Ez8yqz9Li9x9Qx9NgrhWcZNTUcI5n70GwMDMTlw3bAwndj2RK/ueS8iEWFS4krn5S1hatJriUGSnKk8kOZW78Xv0LatSjVmTv9vtEOwvdPStgWomgxA2+oBpCf0rGKcEw/LCbB5a+g4j2/XmJz1H8XnufG5fMI9+6Z3JqSyiIFDGH0ZdwUWDRjJj+0aSvT6uGjqKdL+f11fOpySoZcetLa+ynM0lBZwxZGhMJG7ap6QQDIYJBWOvabKKY1ptExfKg0EAzu55dJtK3MSKDSV5/G7e1Jrfj+s+gMsGjuKKPhfyiyEZ7KrKZ17BUubnL2N1yQaCRmdNakxeoIDcyjy6pnRyOxSlYs7d06c2vVAU6DsDpSJLEzdxKtnr54Cs3jx28GVc8/1zTNmxqOa2wsItNT9/uWMp9428gCnnXMeIjl3ZUV5E0Apx3YjR3P3tZL7c6n5yIdF8sWUdVw8/zO0wAJh6+dX4/V52bCtwOxSVSLTaJq50T+nodghRZZz/Ys3MnI3MzLGrX1M8Pi4edAhn9RnOXUPHkuZLZl3JZj7fOZNZu+fFZPxue379BO4bfgvJ3iS3Q1EqpvzppJ/wzqplboehQ6hVi1ltcCj3/tDETRwTEQZkdKVnage2VzT8wXzKjkVsr8jnor5jeX3BF0zPXQ7Alf2O4dkTzuOD9ct4eM40glZsNdSNV14RLht6MEt3utfVv7btJSUMSU1m84ZdboeiEoigb9DixeKcHbTLSHU7jKgakNGD/PLY/ptWaYWYsHY+E9bOB6BXWhbXDB3NdQMv5cJep/P8+omsKdUhzrUtKVrNpO3TOKfnKSR5/HjEQ8gKEbCCeMWLwZDiTXY7TKWUUioiNHET50JWmGHtejaauAFYXLiFxbWqcADe2Pwts3ev47WjbiWnvJRnl3wX6VDbBMsYCior6Jia1vTCUTB7x1aGdO1MKKRDpVTrERGtCIgTc7dv49hBXd0OIyoyfKmc1eMoDs4awmPrv3A7nBbZVl7EHxZ9yROLvuTpI8/lwZF3sLlsK8XBUj7fOZOlRavplNSekLHIC7TdCsp3tk7mwl6nUxGu4t4lT1IRrqQwWIxPvDx0wB0MzuhHklbkqDbmwJf/7nYISrWYMRA2WnHTEpq4iXN+j5fiYMU+rbuhbCdvbJzJFUNH89zS7xPuG3SfeHjy6J9wcOceQMPNVA2m0XYdBsDYH0+rlwsbC8uYOudKRDDOciHLok9mFum+JDKSkigNuNtHaFgnux/AyEP6snTBZldjUYlDPEI4wV4vEtUBXbqyrDjxh8Re1udkLu5zEum+VFYU5DBh3Xy3Q9onFvCrHybRaVEa7592DcPbDeKITofUWWZZ0RqWOtUnQSvUppKoYWPx0zm/ImSFsGodd8iEeXzlP3nh8MfweXw6A5VqE4wxiAilMdKz0uj7AqUiShM3caw8VMXEjbOYn7/vTSf/tX4aF/Q5kgsHjuTd9e6Pj22JdF8SvTPasa4oj57p7RjavjOHdunJttJiPCLcOeoYQibEvzd8jYVlJ12gzmhKwYOn0XYdggdBxL54AK948Xu8NU3zRaRm+kMRwS9elpas5ezeh/HkKadx25RPIngGmnbz5El8fc31/P5vV3Le8X90NRaVONIzU7hhwGguH3EQxtgtb6r/hdbrXVz9gTQUtvB4pE7ytTqxKiKkJSVRVhWoWcdeSmo6ndR/igt1K4YMP77hrE7UYqj5YGgMe3w4rn1dzbry4wZruqw4P1vGXq76dag6AVz9xrv2G15Ta7+1rzMGvB7BIx4sY9Wc89rHI0iddUZ1705SSfneT3QcOyRrMOMHncvQdn1YnLeNX33/XzaVxn9FSl5VOSd8/DwAY7v25beHjuPZ5bMY260fZ/QexoF9h3JF33MAmJ77PW9lf8quqnw3Q46agBVs8Pokj1+TNqpNEedv4oSzL+ann7zrcjTg83jITNLhiqq5BEunIWsRTdzEufJw1X5vY3P5LgZlxddMDWk+P5+d93M6p6ThEQ8BK0RFKEh2+S46Jg0F4H9bZjJh40xX4ttSvpu7hp1Nr8x2bCspdiUGgMLKSl5ftIA7jjya5GQfVVU6a4nafykZScxavpEZyzfWSdpUJzM8IqQk+agM2I83Y8Aj1QmShnsb18p5ILX+RYQUv4+0lCQKSsvrJCucm2mfnkpRWWXNtuzkjUDtpIapu5Paw70EQcSuyhOxbxMEj5PVrbm+VoLE4yR0q2OoeyzVCd8fty1iJ568HsHjsRPGXo+n7jqe6nO153arrwtbhrBl1WyjfpKsdoJJEI7vN4COSe0auhvj3gldRnHP8KuYv3sr533/KssKYqO3WGubnbuFsz97BYDPtq7mkfmfk+FL4oy+IxiY2ZEbho/l4KwR3DT/gTZVfVPfLYOuwidet8NQKuo2Fxe6HQKgM4ErFWmauIljab5kLu47lombZu3Xdr7btYrT+4zhyQXftFJkrW9gu46M6NCVE3oNoG9mFkPad6Y4WM7J0/5Er7RObC6Prea7U7Yv4pguw/jgsit4cPpXTF2/1pU4XjrrPE4ZNNj+RWcCUq0kHLb4auk6vlqS+ENw4t3gHp0ozNrhdhitzoOH24dcwt+Xz+L5FW2vR1tpKMA7GxYDkOLzc/WQ0XRO7tBmqm7qO7zDgRzcfjh+j9/tUJSKmrBlISI8t+AHt0MB4NwhI9wOQamEpombOLe5bP8TFsnepJj8TJ/k8XJ0j35cO/xwjujem4KqctaVbmN16SY+zvmO6TnLCWHFXNIG7G+9n1vzGa8ddSt/P+Msvsvewl9nf8fiKM42NbxTF04ZNJjXnvuSzz9ZRFVlw+XlSrWY+bFEW8WuIT07c/jg3jy+Kr4a9TbHqPaDaJ+Uxuur57odiuvO6D2UnMpdXNHnHD7Y9jnZFYmXqNubFE8ytw3+mc4opdqUsGWxq7yMk/73KhWh2Hh/t64gz+0QVBwxaHPiltLETRwLWCFWFW/f7+28vuFrrup/HL3T27G1bN+H9WQlpdA7I4vl+Tubvc4Z/YZx0aCRfLB+BZ9uXgXYCZthHbrwt+POpn1yCksLN3HO109QEqpsYmuxZXtFAad/9TjHdx3BJX3H8ubFl3LNB+8zZ/vWqOz/ioMOAuCDN3/QpI1qVcaYBpt9q9iRmuTjoctPZWXpRn7IX+l2OK2qW3IH7hh6GZM2L6cirK9t1894h78ddS7HdB7NCV2PJKdyF/csfoKy8L5NXBBvOiW3pyhYQlU4QJY/ExEhSStvVILzejx8uHZlzCRtAI7p3Y9gOIzfq0MWlYoETdzEsSSPj2sGnsCU7Yv2q/ImYIXwilDeghf/dknJ/H7saYzs2I1NxQUM69CFLqnphCyLTSUFGGMoqKrgn0tn831O3anI03x+xvUZwg0jxzCwXUe+yV3On445g8uHHkyH5FSGtO9MRSjIlrLdXPH1n/f5uGLFjNyVzMhdyfNjbuDsocOilrh5ctYMLhtxED+/7WSe//Nne9x+6lkHM/7O03jpb1/wxaeLoxKTSgxtt4tGfBjSszMv3noRZaac2xa94nY4re7RA29kd0UVD8/f83WtLVpesJNxk18C4NjuA/jTkWfx0ug/cuO837SJ5M22ip3ctej3AGT60rlhwGWM7ngQyZ4krQxUCSlsWXg9HspiZDapaj3SM/F7vTVN95VqShituGkJTdzEufJQFWnepP3ahgcPBjh34AH8e+X8Jj+UDc7qxHMnnEe7ZD8TN81kcGY3Xt6wkFm5qwlYIW4YfDIBK0T/9C68fPJFPL1gBgd06sqBHbuT7PXRLikZC4tpOYu5Zf7nBKwQQzNncV7vMSwsKeB3y5axrSL+ZwWp75Nt87n7gPN4bu5sdpaVRXx/R/fpR5LfR2nJng2s/X4vv7j3LFJSk/j1w+ezavk2sjftjnhMKnGItiGMScce0J+nrzubz3bO5rn177sdTkRk+TN5eN4kigLxVYUZDbNyNvK3pbP4wxFn0jWlExvLovNFQawoCZXx17WvMrLdEO4Ycg0ZvnQdQqUSTl5lBTdP/ZAFO2NrWOSE5Ys4undfTdooFSGauIlzqd4kdlTsXzd5C4sHF7/FPQefxz2HHs/qwl28vXYpX2/bgAhsLyuhc0oax/bsz+VDDuGwLj1ZVLCJW757g9IGhi/9Y83Ump/vHnEuDx15KsWBCl5Z/xXtk9JI8Sbx11Wf1llnTckO/rRy0n4dR6z7dPtCbh5yGr844ih+O31axPd3Qv/+ALz5Wt2ZtTwe4Ve/O5eAFeb011/m8yuv4eV3buOxe95m1vTEGlKhIqSRmaGU+y466iBWlm5I2KQNgN/jozQYINnroyqsM+XVNytnI5ax6JTUoc0lbqotL17LbQse5qJep3Ner3H4xFdnFjel4tULC+fwxOwZbofRoMkb1tD/+ad54OgTufGQ0ZQFA6T6/ISsMEle/cip6jIIltE3ky2hz6IEUBjc/+qN6bnLmZ67nMGZ3Tmjxyh+OeooHht7GmFj8d2OzYzt3peCqjLWlGzn5C8fJWA1783yn1ZOYvrOZSzI34SFtd9xxrPze4+hc0om/12yMCr7y/Db3zJ+8t1vuePal1m9fBtX3XA8p597KJ26ZHL9xx+QXVzEiBf+zrrb7+LE00dq4kY1i5ZBx65/fzWfF269kFHth7Co0J3Z7CKtMFjCe+OuoTwc5KqvJrI0P7a+dXbbrQccjUc85AViY4pgt4RMiLe2fsrM3XO5Y8i19EnrodU3Kq79e+mCmE3a1Pb4d1/z/IIfOH3AEC4ePpLDu/dyOySlEoJ+/RDntpS17vCWdSU5PLtmKufOeJKjP/8tDyx+k4CnlIeXvM35M5/inkUTmp20qTYvf0ObT9oAjB9yKhOWLGZ1XnS67t87bSpn/+8/5JeX8+hfruCUMw7m6ptOIpgmnP/ORGZmb65ZNhAMc9wpI/H59CVBNc2gFTexatHG7fxrymx+PfhKt0OJmOvn/oFLvv0dW8tzGD98rNvhxJy/LP0GgNxKHf4KsL0yl/uWPsVrG9+lMlxFqIXvYZSKFU/Ontn0QjEiv7KCD9au0KSN2qswnqhcEkXiHEkbZBmLuXnrI7qPGbkr+N2St5ieuzyi+0l0QzK70zk5k3/MmR21fQYsixW7djH21X+xobKQex69gEVbt3P8v19mxa66zaxvmvIRAF6fzgSgmsEYvKJ/PmLVm7MW0z45g0OyBrsdSsQUhcp4eNmrnNJrMJcOPMTtcGLKX446l6pwgEprz/5mtQnCpb3P4pZBV3HzoCu5eeCV3DTwCq7udyGdkzpEKdromZb7Lb9c+CgrS9ZTGd77uVEq1ljGMH7UaLfDaJFkHR6lVKvSd95xzCMeTuo+0u0wVDP8YugZ/LB1C3kV5VHfd8iyuPjdNznutZe48P3/NbhMaZX9JnbIiB7RDE3FK51WKqZVBII8++m3/OGgm/nfmEe5qPcJbocUEbsDRWwp28mhnfQb3drGdOnN8+snMii9H6M7HNTockd1Ooxze55KsKojoapOhAOdMcEuDEgZwd8PfYgr+55Lsmf/Jj+INbsDBTy8/BmeWfs6JcEyqsKxNSuPUvVVBO0ZXz0i3DnmGNL98TPVfVFVJV9sXKe9yFSDDGAZT1QuiUJToXGsKhzku12r3Q5DNWFUh/4c3KEfY1/+l6txbCspbvS2hTtzqAgGOfKYoSxbuKXR5ZSqoUOlYtp/py/gswVrOHp4P24/61QOzRrGb5e/6HZYreqgrEEMyOjB7bMmux1KzDi99zCSvUncNOgKkjxJeMXDrfMfZGdV3WFT6d5Ufj7gEv66dCavrJ6zx3ZGderJ3446h9O6HcerG99hxu49l4lnc/IXs6xoDT8fcAlHdzqMJI9f+3apmGIZg0cEv9fDJ+tWsaO0lCEdOlLmJHLixYTlixg3IHGrP5WKpsRJQbVBljEUBircDkM14YLeR/Dt5i2UBmL7m731eXmMPnowfr8Ol1IqEeQWlfLhD8u58bn3OLLLCFISrHril0MuYU7uFtYVay+XatO3r2Vu7hY+z17H3F3ZAJSH675PSPYk8fDIO9lWWtJg0gZgUd52TvzkXzy1aAbX9b+EPx9yP4My+kU8/mgqD1fwj3X/4aWNb1Ie1qnllXvClkXICtf8DHaFDYAxkFtexuPff821k+NvtsAHjj6x5tiUqksIR+mSKDRxE8dSfUmM69F4GbRynyCM6TSQhTmxP+vJpe+/xcAh3bjk6mPcDkXFOIP92FbxYePOfAKhMB2SMt0OpdWkepLol9GNu2ZPcjuUmBKwLC7/agK/mj2JMV368OaWTygJ/TjzZLo3lQdG3IbHpHLB5/9ucntvrF/I4e8/w5yc3Tw68k7uHjaeJE/8DNVojsWFq/CJfmGh3OP1ePB5vDU/r9ydyyGv/gMAv9fLf5ZFZzbSSBjasbP2xFOqlegzKc6tKY79hEBb1iutAxn+FF6YH/tl5pWhEP+c+wOXXn0MPXolXmNKbIhUTgAAIABJREFU1YqMNrmJN9Xf4iaKZK9dPVQeiu1KRrd0SUnHKx7m5C+uua5Pag+eP/wxvCaTM6a83Oy5Hi3gN3Mns7pwF2M7jSLVmxKRmN2S38anTVfusZy/pVd/+xzXfPdPAHIrithaWkxRVSXPzvueJbk5ZBcXuRnmfrn984+p1B43qgHa46blEudI2qgeqe3dDkHtxeiOg9hdHv2GxPvq6e9nUWIFuO/xi9wORSnViowxeBLsW8+QZZHuS6zhX62l+gPhkIz+Ndcd0fEQtpQUc9bUVwm0IJGX7kviq7PG0zHVy/Vz76MoWNLa4bqufg8gpaKhum51ZfE2VhRtZcyU+5m0bT5ZSXZy9M9zv+Xc9yYQjuMvS6ZsWENVqG7ipjyoCXel9kWz38WJiFdEForIJ87vr4vIRhFZ5FxGRS5M1ZCQFWZF0Va3w1CNaOdP5fZhP+GrDRvcDqVF/jL7W4aP7MXTL17rdigqVmkTT+WydF8qBkP31MQZ/tWa8qrKeWLRl9wy+Cr+b+j1/KT78ZzS7Rhm57as+Xyn5DSmn30TeaGd3LPkCQqDjTe5j2ebyvS9lIo+ESG/qrTOdQVVpWQmJU5COmwMl370FttKinngmy844KVnWFuQV5NcVm2b9rhpmZZ8/fZLYGW96+42xoxyLotaMS7VDAErxNtbZrsdhmrE5f2OoSoY4uFvprsdSou8vWIZv58xnYMO7cf5lx3hdjgqBglgdE5w5aLfHXAt3+/czNKCHLdDiVkvrfqBW2e9R0lFOid1Ppk0byrvbljc9Iq1vHnKVawpXccfV/6TgBVfs9m0xPrSLQTCiXt8KvYYJ3FxwTdP17m+IFBGRgIlbgDW5O/mmAkvMnHFYspDQZ6Z971W3Si1D5o1HbiI9AbOAh4HfhXRiFSz+T0+CgKlTS+ooq5bShY3DD6ZS975n9uh7JNXFy3gzCFDGXvCMD58y93+PMnJPn798PkkJfmcprhQXh5g6+bdWGEDAh6P0K1ne1JTk6goD5CZlUpmZmrNNqqTDKFgGGPs5T0eD16fB6/Xg8fz/+zdd3wc1dXw8d+9M7NFXXKRbdwrYGwwGNNMLwESQigJhEAgCaRB6pP2pPeEJM+bkJBGAkkgISQQOgETWoIhdAM2xg132ZIlq662zcy97x+7kuUuWbua3dX9fj5rS7uzM2d3Jc3MmXvPEQiZKbcrhKA7lqSzI9OJRQh2tIkVmWW01iild3psxzLZ4c97GJUiRWY7AFrpzHq0xvcUnR1xlNIoX6PROx7P/q919jlkl+m5T2uEEITDNuMmjtjtukJvemU/V7d6ttVz67kvs4Id2wIYXV9N2O7X7sMoIKU0UerxbS/x7vFnBB1GwVu0eSWLNq88oOd+/NDjqYtE+NryW1ElnqjdFN+Kq11ClFbh5VKmVBIpI2idRmufTDUmAUiEsAGrd7+c2Xf5aO2h8bLLZmm9Y84SAinKSfp+5tgCgRSi96dfZhfUZI4rPOXj6/5NOxQIRPYYQiCIZqd5ers8vzUdI2qX9s/hUxvXkfQ8KkLhoEMxAqS1KKn6M0Ohv0fePwO+AOw6Jvl7QoivA48DX9Jap3Z9ohDiw8CHASZOnDiIUI1dKa1KrmZBqZhYPhKAjmRxthitCoWZO3oMrSL4xGBNXTknnTGbe3/5CFKA0lBVW8682WMQUoLW+L6iY1sH8eZWIhURKmrCbHhpFW2N7TsSKkAo4iCkQPkK3/Px0j6e66F8lbkpjfIVoyeOpKyqDCCbINGZDWe/F5bc5YAQtL/j4KvnvuxTyOZqsgmXzHJCSJACSwosx6a6rgJhC2RYgMisXwgQss/XInvgJzP/05M40qCUomltA25q57nkYm/TmnqD0pBdn2UJhJRImfm70pNkEiLbmjS7LseSrGjYNrAP0giUbVlYsnSSbUvb3+KKSecQkhZp02o258ZEK/n47OP40YrfkFS7HdqVnE2JrdiidH4/SpnSSVxvI/Hkf+hKPEJ55DSEcEi7K8gkbUJIUY6UVWRSJBKNj1KdKB1HqS6UjoPO7Cs1PkrH0TqO1ikmj3mcn698kP9se5O08vCUjyUlWmtc7WcSMIAlJDWhcirsTD2aiOUQthy01nhaodH4SpFWme2klEtaeWgNvlbcf8oXiLnJ3sd7tKZiRJ3STtworfnday/x6fnHl/xrNYxc2u9eSgjxDmCb1vplIcQpfR76X6ARCAE3AV8Evr3r87XWN2UfZ/78+aV9yWaISSHZniq9IoGl4M2OBpTWtBVp4qY85GBbFr+74dGgQwEgHkvyy0/cHHQYRtaC84+mo7s4f7aHK9fz8VXpdPZIKw9bSpO4yZM/nXoJ/93+Cq93HNhonWJjOksVPq19hLBo7/ojLR3Xo8kkFBOpZ3O2DUEIX3WxPdVFc6pPPae9/Inp8g58P9ic3HO9qIZEW8mPuAH407IlfGjuUSZxYxgD0J/hGicA7xRCrAfuAE4TQvxZa71VZ6SAPwCmGMYQUlqxusu0Ai9U3577Hpq6u9ieKJ6OUn1tjcVoaO/gqo+dxrgJdUhLBFuP1hTDLTjmIyk+pTRCc1x0JHEvTcy0A8+5I0aM46Dyam5Zd2fQoQyppqTpLFWIlHbR2iWWWMSahnk0d3y7N2mTa9HIcfgantq2PC/r7zGhbASjIlXcu+nF3R5LKw9fKcpLPKGR9DxWtprfueHO13JIbqViv69Ea/2/WuvxWuvJwKXAE1rry4UQYwFEZhz+u4BleY3U2EnSd7lnU7C1R4w9O7xmEkePmMYV99wVdCiDcuFdt0OVzR/u/gR3P/Elbr3/U8w6dNyQx2EaDxQm87kUl0jIzkzPKxGTyutpTnQHHUZJunrWMbzcupSEP7xG1a3r3hR0CMYutHaRwmF945ls2X41vmrK6/Z8vxVbOiyom5bX7VwwYQGd6Tg3rXl8j4+nlU9VtiV4Kbtn1XJ8pfBV/+oEGcZwN5ijuL8IIZYCS4GRwHdzE5LRH0prOtLFOZqjlH1i5tncePQH+ff69axtaws6nEFpjsc58/Y/sm57Kzcve4VXY838/E/XMH3WmLxu94e/uoLjTpqV120Yg6PRSGmG3BQTz1eofhbRLAZn1h/Dk1vWBB1GSVpQfxBPt+w+EqDUbUttL+nOWcVGqSS+6mRd46mkvVVDss20twatPSJ5nKo0tWI0l085kTs37L0rrKd8KsOlX7h3W7w7Uz8o6ECMQGhAIYbkVioGVIlNa/0U8FT269PyEI/RT1IIwlZpD6MsNodVT+CyyQv55CMP8fCaoTnIyLek53H6X/7Q+/0r13ycd7//BH7wlX/kfFvTDx7LL2/7MADzjp7Kl669lSUvrOst9GsYxoErtSua/2p8nstnnEGnm+RXy3NX42K4m145ggo7wmvtbwYdypBb2bW2pJKbxUypOCl3FZua343WQzeyzrEnAYL/bFuRt22EZebY/YmmN/a6jKcUFSU+Veq4cRP43TnvAsCWpTMa1DDyyfymFCmlNR2uGXFTSC6fciLLW7aVTNJmTz7x8IOcctZhVFTmfgjv2efPA+D0P93CC5s38cNfvp9wOJNbNvVUDGNwVIklQP+y8V98dsnP+eghx/HZw04KOpyScc0hx7KscxWuLp1C1v21OdGY7RdkBEmpOPHU82zcdv6QJm0AIs4cwMrrNt7sbCDhp/n9sR/Z6zKe9ilzQnmNI0jjK6v47dnvGhZFmI19EabGzQCVzisZZqQQRKzS/aNebELS5rQxh/GTZxcHHUpebe3OdDEbN6Eu5+s+7+KjaU3EWdfRxhcfXwTAB6493Yy4MYwcKMUT0jXdDXxt2U1ce9hCPjl7YaZlvTEoC8dO4unm4TdNCqA51UrYHFcFSqkEKXc5W1o+AAz9tDXbHkdrKpb37XS6CaL23n/WfK2I2qXZnn5G7QjuvuCykn19hpFP5remSEkhqbJLv3BZsTi1fjZd6SRPb9wQdCh51ZHMdHI46thprFq+ZZ/Lzj58Atf/+v04js0vf/ww25s7mbdgKuMm1DFx8kh+/X+PMPOQcRx9wgx8LzM8vS5aBsCGjg5e2dzABe89ljeXboYSPOk0DGPwlnas5aY19/GpOedzzSHHsjHWTlO8i88//yDbU6Z48UCMCJcxIlzOy23Dt9fE1sQ2xkZHBx3GsKRUnET6JRparkITTLe4ZOolxlV+kgllI9gU35637USy06VC0iatdh/d5mtF2CqtU7RxFZV8av5xnDf9EKK2jTCJ9mFPA0qbn4OBKK2/CsOI1prlHQ1Bh2EAI0IVfPWwC1m0pvQLZW5PxHlx8yau+thp/PWWpwGYPmsMF7z3WDaub8H3fF54ZjXNTZ189YfvpjEWY0tXF1d/8gzC4cyBSlt3HB/N1390Cb6vWNrcRENXF3WxbiJ9rsBcfPcdPPq+q/jMV99JJGKG0xrGYEgp8Eu0fsedm59iUeMLHFYzlekV4zmj/mgumz6PX7xR2iMgc+1jhx5Pl9tN3E8EHUpg1nc3mMRNADIjbd6kofnKvLX67o946hniqcV8c84FfOj53+dlG1VOlOpQGS3Jrj0mbSBTnLhUphFNqa7ltvMupr6sAiGEqWdjGINgEjdFSqPxtB90GAZw/vijibsun170z6BDGRIPrlnF7NrRhMM202aN5ac3f5CtHZ3MWziN8kiYaz51Vu+yH7vrDl7csucE46mTpvDkhnX73Nal/7iDB99zhZkuZRiDpJQu6bnRnV6cZ1uW8WzLMpoSrXz8kItY39XKYw2rSfimU1B/nDpuGs9sfznoMAK1pns98+vm4EhzeDyUNB6bm98XaNKmR3vXTUyv/W3e1v/n4z8BwE2rH9vrMmntUR4qjcTNlXPmMbqsAsfKb+0gozj5JX1kkntmz1SkNLokaxYUoyonypaurqDDGDK3vf4qn5p/LHc9/kVCYZvmWIwT/vS73scPHTWKs6bOIGRZe03aAPtN2gC0JpOcf9dfWHzF1TmJ3TCGq+E0Kn1R0ws4ls3XjjyH6495B483rObbrzxKc9JMndqXUdEy/rP2haDDCFRDvIm0ck3iZggpFaez++8o3Rl0KFlWXqbxnDtuHh+adipjojX8z8u37rNzVdp3KSvCETczakfwuQUL+efaVcTSKS49ZC4njJ9EyCRtDCMnzJ6pSIWkTXOqUHZyw9v48hFUlMiVkf6af8tvuO1dF3PCxEl0dCd3emx5czPLm5sDiswYKsMoD2AUoQe3PMuDW55lavk4PjPzEp467+N89cWHuWf98K3fsi8nj5mG0oq13ZuCDiVQmxNbTZHrIaRUgnhqMdvavxV0KL1qK6/h5dZ91/Drr3I7zPEjZ1EbLudzh5zHmq5G3vv0DayJNe3zeUnlFtVUqbBlM6N2BEeNGcfbps5g4YRJKK2JWLYZaWPslUaYGjcDZBI3Rao9HSfmJfe/oJF3i7a8xtfnXMTMuhGsas1fMbtCc8W9d/HOmQfz6Nr81vaRQpipUoXGfBxFqTQr3Ozb2u4tfGLJTzll1Dx+fMwVPLp5Fd1eMIVPC9mVM4/i+dZXgw4jcE3JFhxhDo3zSWuN1gkS6VeIJR6hPXZL0CHtxPObSar6Qa+nPlLNA6d8kY50nLTyeKJxGV9ccnu/nptUaSpD4UHHMBQqnBA3n3sBx4ybQMrz0FpTXsKtzA0jSGbvVKS2p4bP1JxC1+52YwnJI5dfRVsiwRPr1/L5fz0SdFhD4v5Vex/qm1smI28Yg2WJ4TuX/NntS0n4LmccNIP7NrwRdDgF5/CRY7hh9UNBhxE4hWZ7up36yMigQylhiq3bryWWXBR0IHukdDuTy6sHvZ77Tv48AGc8/t0BPzfpu5Q5hT3ipjYSZckHrsVXiqSXKbIcNi2+jQFSpsbNgJh3q0iZobyF48Xtb3HFszfy5Vf/SkzFueiQ2XzphJOCDqtkKK2HVX2OYqDBtPIsMo5t4e6lg8lwkFYea2MNnDZuRtChFJzZtfVELIc3OlcHHUpB2BTfGnQIJUmpJEp109Z1c8EmbcLObGorruGuja8Mel33bnqRpH9go/viXqrgR63MqB0BgCUl5aHCjtUwSoVJ3BQpM9S7sLwVa+KxxqVc9PT/8bvVj3PNkfM5ccKkoMMqCcpMyylA2iSPi4znD8eJUjv75Zq7OWnsFH523PmMjlQEHU7B+POp70OjS7Zd/ECtiW3AN107c0qpbroSD9DQchXNHd8MOpy9qqv6BG90NPCPTc8Pel2t6W5cdWA/RynfI1Lgo1e+dOxJZhq7MShag6/FkNxKhUncFKk1XeaKUKFa391MWnksbd538TnDKGbmcK34qGF+Yr4mtpnrXvk/Dq2r48nzPsbM6lFBh1QQbAl/3nBv0GEUjK3JbaQOcKSEsTulEijdRVPbl4mnngk6nH2Kho/l/s0v5WRdST9NpRM9oOcm/DTRAk7cHH/QRKbV1pmRt4YxxEzipghprc1JUwH79tz38OiaNbQnTfHoXNBaDa9exoZh5M3W5HY++vKPWNq+hr+edjmH1gy+CGmxs4TkhdbXgw6jYJipUrmjtSLlLmft1oVo3R10OPtkydFYsoZHtuTmd2HBiOkH/NyEny64ejEnjp/EZ48+gR+f+jb+9PaLCn4ql2GUosL6q2D0S0q5rO827ZYL1WvtGzh4lLmSm0tSmsSNYQyGAOQwLk68qy8vvYkvzLqMu8+6iu3Jbu5c+xo/W/Z00GENucPrxiKFpDXdHnQoBWNLoomwZU5Kc0HrJNvav4nW8aBD6QcPtMcJo2byeNOyQa2pLlTBgpHTefQAk0DdXqqg2oFfOPNQ/t/p5+KrzKhNS5p9iZEbph34wJjETRFSWpPwUkGHYezFkXVTaIyZrl+5Evc8LNsKOgxjJ2ZHW2wiIcckbnbxo5W387PVf+es+gV8aNZ5dLopbln5QtBhDalTx02nIdEYdBgFxdUeXW43NaGqoEMpalr7JN1lJNMvBx1Kv/iqFddvpNKJDHpdh9dmahz+4I0Dm4LY7SUJW8Ee9/zktLMZXVbBlq5O3jXzUMAkbAwjaCZxU4R8rdiW7Aw6DGMPRPaE9i9LXws4ktKhlEKp4V2bo9AIgflMiozr+bjKDTqMgpNWHg9ufZZN8W18f+5HeHrrWlZ3tgQd1pA5YsQ4Xm9fEXQYBach0WQSN4OkdZqm1i8EHcaA+KqdCWWDbwU/t2YicS9FzDuwKfNxP03ICvgUTcNJEyajtTa1bIy80AiUNsnAgTDvVhGyhKQxaYY1F6JLJx0PwO9efjHgSEqHSQ8UoEw/8KCjMAbAV6o3sWzs7rWONTy/fTk3nnAh9jAamTS5qoZ13ZuDDqPgrO3eOOyLeQ+GUkk643eT9lYFHcqAxOL3c+64Qwa1joOrxvG+KSdy3Qt/OOB1JD0XZwhHtxwxegxXHjZvp/t+9tJ/6UqnTNLGMArI8Dk6KSFhy6Ep2RF0GMYenDf+KNa0tpA2oxGMUmfagBYVjalxsz/ff/M2RkXLOa5+UtChDJmaUIRNiS1Bh1FwNsa3kFKms9SB0rg0d3wv6DAGzLJGIMXgRrqMjlST8NIs7dh4wOtI+CmcPEyVGhUt43+PPYmLZ81mzqh61n/sc3xo7lHccf4lfOvE05lQWQ1kukY9ddmHAp+uZZQ+HzEkt1JhjuKKUKebIK28oMMw9qA1FeOJdeuCDsMw8s9chSsqAtMOfH887bE2tpkLp8wNOpQhUWbbRK0Im+Omxs2uGhJN5vflACnVTUvH9ShVfCPDO+P3UBOqwj7A06OwtLlyysms6Rrc71TMSxGSuU+aPHzJVVxzxNF8YO5RrGtvA+B/FiwkYjukPI+nL7+GMyZP45KD52AJEfx0LcMwdmJ+I4vQuti2oEMw9kIgUGYkQs6ZKR4FRpjyxMVIY/427U+ZFWH9IE+6isWCUZPo9GK42lwI2lVDopGQNJ2lBkprja/aaI/dGnQoByQSOpy414l3gJO0f3zkFRxUVscli382qDgaEx1Endx0lZpQWc35Mw6mJhKlwgkhhWBqdS2/Oft8ut10b1vvsG2jteanp5+LQJgpUkbeaUxXqYEyiZsik/BSPNE4uDaFRv5Uh8qwZWvQYZQUTymEaQdeUExusgiZg/B+qQ5VsrpjeBQnPqRmNC2ptqDDKEgxL46rXBxpDpMHQulutrV/HSjOZGBd5XX8deOBNZeIWA7HjpzBhf/+Ce3pwbU/7/TiSCGwpcQ7gKn3lhCcNmkqh48ey7nTZjKluhagNxkTdRwWjt99SqgQgspQeFCxG4aRP2aPVGR8rWlOmY5SharTjWOZOhKGYRhFydc+48qGRzehEZFyYl530GEUrKZUC1PsCUGHccC01midQOk42SpXgMC26vBVDOgZzdo3qduTJOi5X/WO1OsZ+SplBVqn0doDYSH6TivSLt2JJ/L6uvJFECbsTOOqadO4dNICTnrsuwN6/tvHHUmXm2BTPDcX79K+T4UToj01sM5Ux42bwA9PeRsjo2WELCsvtXIMIzdMV6mBMombImNLycpOU0iwUGkNKd8POoySJIRAm6EeBcJ8DkZpWtzyKu+fOZ/fr3w+6FDyrjYcNYmbfbBEcZ7wZhI2cdLeOprbv008tTjokIpDtiixr9qJ2DX88biPcdV/f92vp5ZZIT57yDv4Z8MrOQtHCsG02jpebuzfMf+kqhq+c+LpzB97EFHbMVOdDKMEmcRNkdHAloQZ2lyohMDUuDGGATP/vVj84P3nUBZ2iDg2353zYbYkWtDo3qvnUTtM3Nv9iq7WGiEEFXaUTrcbS1hUh8rp9pIorXoTqWHLwVM+/i6FXHu2sev9PSqdMrrc+D4LwGp2HgsghSRihUh4O7eoFQiidphuN4ElJVpnTnr6vs5yO4pG0+XGCUkHR9poNEk/1buMrxWTyuoZES4jJC3SqrST8PXRSjo8czyxJ6PCdYwJjww6jAHRWqF1gpS7iuaO75FIPRt0SEVF627WNMxF6TgTRv2N8dFZ/X7u9MoxCOC7y+7JWTy2lFw0c3a/EjcnTZjMb992PraUZoSNUVSUqZg4ICZxU0SUVvy7aXnQYRj70HPCYBiGEbSyUIhzjzqYVa0t3LVyGX62VkJa+aAhZFkIkSLtZ+4Xff8V4CufipCLFGFc5bMs0ULYsjMJapVJUIdtn6TnZSZWCJEtpSPwlcKWkjLHIeG5OxUYFwgqQi5a2yQ8l11LXe/pT6jWUOY4xN0UGnpH3/VM46hwPLpdUDpTVlRr3Zu8AXCkz/SaOta1dZH200Qsm5Blk/Q8VHYZKQRbrWbefXA9deEyGhNdg/wECpslBGltWl7vycmjjqFYSrBnEjZJku4yWtq/TyL9QtAhFS1fZepbxZNPs1nV9ft5KeXh6dwmeqUQtCYT+11uak0tvzrrnTkrZmwYRuEyiZsikvI97tz436DDMPYhaoewTSHdnFNKI6RA+2Y0k2H0l2Nn5o6vam3hc08+EnA0xSFqO5w1ZTrH1U/mnvVLgw4nr8pth+3dxdeyeSicWb+QkFUcJ8Jap4innqeh5X1Bh1I6RAgG0BJ8ZLiSTnf/SZb+qgmVAbBo3ep9LlcVCvP7cy4gapvTOaP4aA2+6So1IKYiUJFI+i4PNbzC0vZNQYdi7EPKd7GlGaZqlDqTQCsGHfEkX7ntEd4x/WDGlFcEHU5RSHguLfFuTh07LehQ8i5kWbjKDTqMgjO1fAIVdlnQYfSblFHKwguQYngU1R4KQoToGkAi5qi6qcgcNqaotKMAtCf3XZj4prPPZ3xlFZY0p3OGMRyY3/QisbxjMz968/6gwzD2Q6GJu+ZA2ChxZkpg0TjjiBkAA+5MMpz9cdkSTho7jT+efGnQoeRVeypFlVMZdBgF57TRx2GLYhvBIKmt/HDQQZQMKSKkVP9bmrvKy+nEuk3x7QA8ffk1VDih3R4/qKKKTx51LEfUjyNkFdvPqmHsoLQcklupKJ1XUuKi1u5/uI3C40jLnNDmhTbFcAuIZs91SIzCc+qczMiRpNf/k5Dh7rY3XuXUv97M0aMmcs6Eg4MOJ2+2JroYExkVdBgFRSI5adSCohs5K2WUusqPYMkRQYdSEoQI4w4gcTMmWsPWRG6nHR798JcBeODiK7D7jKiZXF3DM1d8mI/MW0DETJEyjGHFJG6KRNxLBR2C0U8VIZNkyzWtQZraQYYxYFtaOwG4/uSzAo6kuIyMlmEJUSTlaQ/Mpq42RofNiX5fh1XPpFg/dY2mLLww6DBKghAVJLz+F+5eOOpgbl+X+7brVyy+kSk1tbz3kLm9902prsNTivI9jMQxDKO0mcRNEVBa0e52Bx2G0Q+e8omlTZcOwzAKw7uvv41X3mrgkj4H/sb+/fCUt7Fo80r+uWlF0KHkzaqOFkaEa4MOo6CcPvp4IlY46DAOiEAipZn6lgtSRIn7/btgWu1EqXSivNj6Vs7jWNG1hY5UgoZYZ+994yursKU00/KNoqcRKD00t1JhEjdFwFOKW956MugwjH4os8OUh4qjE4VhHDCNmbpWJGLJNN+6418AHDduQsDRFIezJk9nRu0IvvZSaXfiWta2lRpT46ZXSDosHDU/p0Vmh5bEtsYEHURJkKKs3yPde0r1T6uoz1s8s+pGAhC2LL5z0hn84fVXaE/lrouVYRjFoVj3TsNORzoedAhGPyhtuu0Yw4H5OS8mHzzjaABWt20POJLiEHUcWhLddLqlXdB5fawNW1o4RVeINz/eNuakoEMYFCEsKqPnAObzHCwhy4n1M3FjCwulFZ728xLLl179C5+afxyL33cN75ieqbl18cGzqYsUT+czw9gbhRiSW6kwf92LQMiyaXdN4qYYJH3XDF81Sp5tWVx83BxWNDQDmULFPTnLaMgmlkwjhciOytHsms/U2ft2SnRq6N236h3L9CzfozwcIpZIkfZ9fF+js4WrBZlRQFIIEFAWChHPTluyxZ93AAAgAElEQVQUiN5iygLRuz6B6K2dJAQotWM7AvB1JgYpxE6xRhybpOvh+T6WJXvXrzX4SiGF2KkmU9i2SXs7Duo3trSzYvO2/r/hg3T+MbNZ0rSFloTZj/RHezJBxB4eIyfTvktNqIrmVGvQoQTuxJHz0bp4C+EL4RAOHQIldJISFCnKaE/3r0TB9MoxaA1L2zbnJZaXWtfytie+x6LTvsqcUfU0dceoL6/Iy7YMwyhsJnFTBNZ0NZIeQHV7IzhKq6BDMIy8S8WSnHrYNBZMz0y90UIjsnOIhcwkUbTWexyX03NK0ffkqOdLDb2Jkp6FexIyOps4EUIQsi18pXoTNjq7PbLPDzs2nlL4/o7fxz1HsyPhpLWmPBIikXJ77xdyR6Kn7/89Me+cd9JEHJuU6+PYFq7n7bzF7DeRsEPEsTn9azeRdIfu7/p/Nq0fsm0VuyVNW6kNR6lyIiU/6iapXGqd6mGfuBEIJkTHFm3SpofSKUZV/y8tnT9C69L+2c0nIcJ0+/t//8rtMNfOPAs3T6NtesT9NH/f+CyXHnIcSS+/2zKMoaKhpOrPDAWTuClwCT9t6tsYhpmCVlBS3Sl++ugLPP7y6qBDKUr3fPcqFv/w4/zsgaf581NL8rqtMw6fDsBzWzbldTulpDOdwleK4+onsWjzyqDDyauE51IXqg46jMAtHDkfVQJTQKUIU1NxFWlvLR3dfw46nKIlRYhud/9TpaZW1DO9ciyXP3MjitxfuBsVrqQ51cXhtZN4/9TMVL7hMhrQMIzdmcRNAUv5Lk82vsFjjUuDDsUwglXkV0ENo6+Lvv5Hzpo/iy+891SuPvMYfvHgYh59dTVdicyJQn1NBV99z+ksWbuF5ZuaGFlZjmNblEccJo6qpSzkoIHFy9exaMmqfW7rk+/ItAc2iZuBuePN1/nGkWeVfOKmM52mNlQTdBiBO6x6JmFZGu2VNR5Km06kgyGwSaj9T3s/YdQsmpMdrI015XT7/zv7nZw+5mAqnSpclSZsRUj7HiHLnLYZpUVpU253IMxfgALmaZ8fLb8v6DAMI3ham+SNUTKUgkdeWMkjL6zkwhMP47p3ncDnLziFK2/4Gysbmjnv6EOZO2ksB9VWc9lJ81BKkXZ9pMzU0mnrTCAEnHvULMKOzf0vLN/rtiaNzrR7Lv6xBEPr5qWv8IG5R1Fhh4h56aDDyZuWRIIRZsQNo8Mjin6aFIDWaZTqJJZYFHQoRczBsmpoSrTvd8m075Hwc/f34dMHn8M7DppLdaiauzd9jw3drzGp/HCOrHs7k8rm5mw7hmEUJ5O4KVBJL82f1y0mnsMdgmEYhlFY7n56GXc/vYwvXnYqt376Epas3cK8qeP4yu8f5qlX39rnc79w6Sn878Wn8sEzjubNzdu497k3eH7Vxt7H7/vKlQAc/ocb8/oaStHmrg5c5fOBWQv4xRuLgw4nbxoTXYytGhl0GIFzdXHXEdRaoXWSRPoVtm7/GFqbQuQHSmS7rJ055nA6vTgJL03cTxH30nR7KWJegnY3Tlp5PNr4Gh+deSZfOPQ8frT8gUFtd27NRN435UQea/wtSvus7HoGgJVdz1Adqmd8dDZ20baqN4w90MLUuBkgk7gpUJa0eMdBRzKzcizfWnqnSeAYw14pXA0tJdJ0Lsmp629/kpUbm5kzZQzX3f8cS9Zs2e9zfnTHU9z/7BvMnzWRdxx3CDddexHNHTF+9+gL/G3xa0wYmZkC05EyRUoPxLLmJj495yTebGvisS2lWc9pQ6yVuaMmBR1G4OrDxZm80lqjdZy09xZNbV8lmX4p6JCKntYJ0irJ1TOOwVUpLGFjCwcpbKw+t0xhVR9XJXnn+MM596DDUFrhZ2+eUrjKJ529JX2fpO+S8F3SyiPppzOdSL005XaYCyYeiadcXm//Fym1c+JtfexVTq+/mrRKIhA4MhzMm2MYRqBM4qZAOdLioLI6xkRruDpxOj9f+XDQIRn9ZOro5oEQaGU6dhUM80OeF/cuXsa9i5cN6DkrNjazYmMzdz71GhedPAcpJF+66FROnD2FpesbOWLqOB646HLO+4cpVDpQF9xzOx+aexQ3LryQzlSSZW2NPLx5BXeufS3o0HLmrc7t1DrDewpGjVPF6MiIoMMYMKVieH4T29q/TnfSNLHIFceehkDw69UfQLH3Dk4SG0eGcGQkcxMRHBnGkWFskbnfFtnvZQhHhHFklOpQGY4MZR+LYItyHBnmka03sqzj8T1ua1tqLT9f+T66/Tbm153PSaOuIGyV5estMIwhoQFlLgIOiEncFDhLSC6fciJL2zby5LY3gg7H2I8R4UoqQrGgwyg5Ugp8zyRuCoYQJdGBpZSkXI/bH8t0qJJS8OF3HMuiJatYvrmJy06ax5H1Y3mlaWvAURafm19/mVuXLeHkCVM4acJkPjfnFE4eM43rnr076NByYmX7Niqd8qDDCNTEsnG4yiUki6Nbj69iKBWjuf1bdCXux1Swyq2a8vezJbFyn0kbAIVHSnm7jY7Jl26/DYDN8eWYz9wwhiczWbJILBw9K+gQjH7oSJt55fkghECZETcFw8xaK2y3LnqJZ99Yz7xp4/jTEy+jtObqufODDqtouUrx2Ia3+Prix/nUYw9x4pgplNmlcd1rfawNR9o4ojRez0BYQnLOmJP57MwPErUiQYezX0rF8VU7ze3fYe3WBXQl7sOcwOdeJHIKq7r+G3QYexSRFZw55iNYojiSjIaxPypb5ybft1Ix/PbURchVHuu7W4IOw+gHT/vE0qYeUS7ZUqKVOTgtJGamVOH70k0Pctc3r+SnHzoPAcyrH4cjJa5JgA7KMw0b2Rrr4oG3Xc0965dlaoygSfkeVrZwaG04SmsqTtL30DrzN8wWkm4vjUbT7aXxVKYGhqcVad9DaY2nFZaQJH0XV/mkfB9X+YQtm5C0ANDZE/WeRnthaePpzGdqC0nS9zLrVH5vHSopBIK91wnzlc+IcC2NyeY8v3uF5Zopl3Ly6GMQgCzgoq++iiOA7Z2/oC12E1ongg6ppFnWONZ3vxp0GHt05piPMiYyA7tIRocZhpFbJnFT4OJeike3vs5t6/4TdCiGEQhbSrTJFBjGgCgF37n1X/zPJacghGBsRSXPX/FRjr3tt6TVvqcAGPtWHgpRF4lwwZTJhK0wnvZJqzRK+wgEWisQAkeEe2fvh6wQaeUikNjCRiARCIQQSCRCCBxpo7VGoREILJG5X2mN0ntOuEWtUG874pBl4ykfsmvXfUZj6D7/7koDYRnK0btTHA6rmsmZYxYGHcY+ucrD1wpHeGxuuYpE6rmgQyp50dACNJqW1IagQ9mjqRXzTdLGKBmZAt+lMxpmKJjETYETCFK+iyUk/l4O3AzDMIaa6SpV+Jas2cLl37udsGOzcM4Uvn312YQsyyRuBum6fz3IDae/nZDt8O3l3ySpirdrV5ks44Z5N9CQaAw6lCFTaZfzuVlXo7UuyG6FvlK42uPZluX8ZvWD/Pm461CqK+iwhoWq8svY2P160GHsUaU90nSTMoxhrnDHhhoARO0Ql0w+nqPqpgYdimEYRoYZAVVUUq7HCXMm8/yWTcRcM5VzsF5p2sKl9/+NTe0ePzjsx4SKeLTKkXVH0pJqw9Oln8yLWhFOH30835/zOcJWuKCSNgkvRbeXxFUeS9rW8LEXf863l/2Zban27BLmb+5QCIWPZXXs+aDD2KMJZbNR2gs6DMMwAmRG3BSBuJei2jFt/4qBJlNPwDBKmvkZLzrb2mKceORURkbLaEmYIuqD1RDr5LIH/s59F17O1VOu4Vdv/TLokA7IoVWHsjq2Pugw8qrWqebTMz/ArMopeFoRtYIdteAqD08pIpbDtlQ7b3Ss59W2tSzv2MC67sa9jK42f3PzT+JY9azvfi3oQPZoSsWRhKQ5FzBKi5kqNTAmcVMELCEZEa4IOgyjHwTsVFfAMEqREza7jmLzm/v/y9tPOJSrD5/PD58zNdNywdeaVW0tTBtVvDUnxkcnsKjx2aDDyKsPT30vB1dOw5YWQ/1JKa2Ie2ksIVFoVnRs4bmWtbx38rH8q/El/t/K/beVl8JGCDNFJt8qoueQ8mN0utuCDmWPxkcPLahRYoZhDD1z9F0EbGlR6USDDsPoh3I7jDBXxowSZ1mSSMjsPorNyvVNfHTeApO4yaFF69bw/6aczQkjTuCZ7c8EHc6AVdlVbIg3BB1G3tjC4sjaQ7GzXbnyLeGl8bUibDlsiLXwWvsmXtq+jtfaNtEQb+td7vDaCaRUf6e9CLR28xOw0asqeiHrupcEHcZerex6lqPsdxCyzPmAURo0pdWqeyiYI+8iYAnJ5ZNP5PZ1i+n2U0GHY+yDBsqc4r36WohMIa7Ck+hOkUybufbFJhoO8fyWTUGHUVIWrVvNj5+v4DNHX855Yy7k9+t/zZruNUGH1S8SSbldxvruzUGHkjcVdjm+Vnk/2PWVIq08bnnraZ5qXMHa2LbeNu1709/TFV+ZulRDwQrNY03bH4IOY69ear2fBSMuCDoMwzACZM6JioRCM7liVNBhGPuR8NOmxk2OmV5qhccM1y5OdzyxhCNGj+WK2UcEHUpJ+eOyJZzw55v417qNfHbm5xkVKo599aFVhxLz4sT9RNCh5E2XF8v7aJu4l2ZjfDuXLf4NN61+ilVdjftN2hiFJkLIqmNDgda3AYh522mIv4nSirSfIOnHSPlxXJXEVUnSfgLfdAw0ioxCDMmtVJgRN0XCQjC3ZhJvdJTulbFSoLWmK21GReWSUuYA2DBy4enX1/HM6+t425QZ3PbGq0GHU1JibppvLH6cd0ybxcSyiTSnm4MOab8Oqz6spKdJAdSFavCVj2XlPnmjtSalPG5f919+veqJASdrTDW8wlEeWYgQgpHhifjaxVWpbEIkhasz/+sCuIz0lw1fJCSjVNh1lNu1VNkjCVsVrI29RMSq4PT6axgTmW6mUxlGiTKJmyIRsUN8dMaZbOhupstLkvJdXOWj+5TC1VphSwtfa6qdKLa00DpTHE8IQbkdpsKOELEcur0Uvlb4WiF7MpFCYAtJxHKwhYUUAikknvJR2WU9rUgpD6UVKvu9p3xc5eNpv3edmfVKhAClNWnlkfJdFDqzPSFAZ2LviU8gUD0HPkLgZGMAGF82gnIrjBQCVyt85aPQvcv7WpH00/hao7XesR3A037vAZWvFY6wKbMdwtLBlha2sLCkwCJzYGfJzDOFkEhAINDZXbaFwJYSS1hkDrsEMnsfwNSK0fijQ1x0yGy01vhKockMo1ZkDvQ8lcn9WlJi9Rm50JlOEbZsLClQavdDOg0oFFqBkKBVZjSKIyWVoRBVkQhhy6I9maQjlbmlPH+nEUBSCNJ+5j5bClq6EzR0dZBWijLbJmLbRGyHiGMTkjZR28K2LCKWjS0lIdvCFhJbSmzLwhLZ96P3PctU+OnZZs/IjHjapctNYSGQQiCEyP58iZ1Gb9hC4liZ9UkEQoCThwNuwxiu3tzQxLVHLuSRd1/J2Xf+KehwSoqvNdvi3Uwun8zL7S8HHc5+TS2fxrKOtUGHkVfjo2PwtE+uG7anlYclJNf89w+83p7f6YdS2ERCRyCyxx1a6+x+s2ffKdkxgF6htUfm6CCzjBAOgp5jlp4GCpnHRfa4R+MDPlr72ecIwMouI/tsa8dRp0BkDkYyR0a9x3WZMeI+aD+7Xg+ts8/pjbvP+rTqjU2IntfSs4wmlX4DTX4viCWSz+Nrn4vGfyn7uiwEFlJkb1jZ2HZQ2sfT2WlsWqPIHCtrVOZYT6fwtYevXbzsdLeN8WUk/C4cGSIky4hYFQgkT267hW6vbdew9iitErSmG2hN75J0deEvG77E5ZN/xEHRg5HCHDsZBU6brlIDZRI3RSRs2Xz3iEuRCNLK321KjiCzzxQC0tlkS0+hXIHAVT7pbJKlzHYISZuU2rFDhUySJZOMUZlkhdZYQvaeZMtscqcn0SJFZkcse07Iszt8mU126GxcUmSSFD1JkL5Ri8y+ObOs2PE6MikPjYUkYodo6OpEadUbj9glIWFLmd3+jnUg6I0rsxwoDa7yM8kUrXtvmkxiRaPR2Xh6vu7ZVCYRpvGz763OBu5n38OupM+kmho+Nn9BZtvZ9yMT085JjZ7tIqDSCRN1HOKuS8Jzez/PXfV9zTsOeyDlecQ9F18poo5D1HYIWxaWkL3vd5kTQgpIeB7V4QgAnlK9n2vP++FnE06qz/9e7/c975fqTZJl/t/De9fn5yrqODiWzC6TeSyTm+qbeGSnbfYsJ3s+UKNgaK2xLPOhFKNbHn6R959zNAePGMV1Rx7Dja88H3RIJWVN23YOqj0o6DD6pT5SX/IdpVZ0rSWcw/bfPa28n2hczvVv/JMO98CmmWlNv6dVN8RbOaj6KyjdU1cse9DUs64+y/Ye8fU5rtI7JVt2/AvQNwmz82N6py30fL1rxJn9vd7tWKnnWHBP6+0b944j1B1ppb5LhWQ5KXc5m7ZdgCZ/tX4UXTjCIt5yKqjWvS7nRN5JtPYGvOTjJGO/xnYOx0v9O/vCyxAiBMJBEMKR1TiiDCHKELKMUMW1VDv1tLuNvcmclIpxcNVJLO14rN+Jm33TPLzl53xg6s9N4sYwSpBJ3BQRKSRawXXP/YP/NJb2VbK+PnLw8Zwx+hAu+MftQYdSUl6/+lou/+udLG8u7CH9tpS8+ZlPBR2G0ZfWuH7ww8aNA3PKJ3/Fv37yEWbUjgw6lJIzo3YEyxLLgw6jXyxhsSq2Pugw8urU0cfiKQ/LGvyYm7iXZnl7A19+9S6akp2DWpfuk7bYn6te+MWgtlXMDq+eyg3zP051xRW0x27O45YcQO4zaQPgJu/H3Xp/7/dpt/8j6+zwKbzW+RaLm2/b6f5J5UdQYdUOKNp92Z7exMbupUyrnJ+zdRpGPmRmXZiLgANhihMXibSfudJSGYowu3ZswNEYpUADQpo/mMbAWY65klfs4m7a1OPKg/JQiNb0vk/+CkGFXUFYhtia2BZ0KHlz6qjjuGzi+dy54SUS3oGP1nCVR7eX4vvLHuBDz90y6KQN7DzGxNi71zrW8mrbW9TXfoeDRt6KJfOTbLZk5RC0XPeQYvfr5Uor3jn+Cznd0oquxaRLuOi4YQxXJnFTJFytuPLff+H2t17moY3FcTUvl0wTm9wTgN5DLR3D2B/l9amNZRSln/39P7zv0MOZUFkddCglY1xFJaOi5TzbUvjTjw6vPpyWVBuqAAqu5sMxdUdw9dT38NkX7+DGlY+zsrORuDfwRGXcS/NK6wbOf/IGHthsCnoH4bdrHqIx0UJF9Aymjn0ex5qU821IWZ3XqVgAWidxxO7T9p5t/gtplczptjbH3zBTzI2ioLQYklupMFOlioQtJB895ASuefoOkr63/yeUENVT58TIKZOyMYzh68klb9HS2c0njjyWL/x7UdDhFL0FY8fzm7PeSWOiuSCTIR+c/EEc6QCZ0R4zKmdQbVfztUOuo9uPZ5oDZAvfZuqLqZ2qnGRqluxI11pCZhsEZIrLquzyPbXfhJCgNbKnoGtvQ4Kd9zxCSLYlt3PHpgdy9lrn187hkzOu5Buv3sezLWsAuPLZ3/GeiUfz2UPPxpHWfluEp5VH2vf53rL7+WfD6zmLrceu74Oxd292buTSZ39IfaSWv53wFSrLzqO168acbsOSNZDvETc6gSMju93dktpESEaYXnEMa2K5qTnWnm7cY5LIMIziZhI3RSJs2Rw5Yjz3nnk1H3/mTtZ2bQ86pCGjtDYXDvJBZzpbGcZACSmorTLtRovdqOoKVr7REnQYRU8Kwa1vv5hHmh7kvi33BR3ObiSSE0edyEPrV5DwXbTWbGjbTMRqxFMKT4d6C8Hv3Gxgh0wtgmxB/ezXQtDbLMASsrcgLqJnvy3wsx0dey7A9FkEyBTNf/eEBTzT8hKOtHGkgyNsHGkTkiFC0iGc/T9ihYlaESJWmDIrSsQKZ7+OEJbh7LIOlU4F33rtPh7ZunSn9+HvG1/kmZY1/PO0z5L0XSKWs8f3K+6lWdK6ga+9djfbU7EcfhI7CHNUM2BNyTba0zGi4WMhx4kbKSrROv8jbmxZvtv9mxNL+W/zX3n3xG9w18Zvszr23KC3pfDxtGuSN0ZB05TWaJihYBI3RSRs2UypqOOht32YD/z7dp5r3hB0SENCCoGZ0TN8KaVMLZ4CIy1JW6eZP1/MTjliGgAtiXjAkRS/mbUjkELw0JaHgg5lj2yZOdS79j+Fl1SqCoV5/dJP893D/gdfq+wonkzXQj/b4dLNdsNM+C5J3yPpp4mn0zT7aeJejE43QZebpNNN0OkmWRdrZkuifY/ba4i3ccSDX+f9U0/g47NOw1V9RzBn0infev0+Ht26LK+vOzMAyRzYDNTa2FYOrch9nUcpq4B8j7hJY+3ltOvp5lsZEZ7ExRO/zt2bvsfKrmcGvTnTVcowSo9J3BQZS0pcz2V27Zhhk7jJzJIyBzg5J3parhe2wpt0YPie+VSK3RvrGwFY0rQl4EiK35xRY9iWbMGjMKcxywIuZygQpH2fExb9YMi2qdH8ae1iHmt8g0nlI3Z6bHn7Ftrd/CczTc7mQOXnIo6UFXkfcZMpTrz3ZMq9m7/Dh6bexKn1Hxhw4kYgGR2ZTI0zlpVdzzCxbC5K+1h7KIZsGIVEmxE3A2J+o4tQxHY446BZ3LwqN3NhC52vTI2bfDDFiY0DpbVGFO65oNEPSmnSvs/0mhFs6uwoghRuYZpWU8eH5h6Fr02HrgOh2b3uzVBpiLfREG8LZNsAwhzXDJgtIOxMy/l6LVEJOs+jSEUEbz/Joee2/52Fo67o1+qqnXrmVJ+Bq5McVXseFU4dlrD56Yr3cNLoy7HEnqcCGoaxOyHEp4BryJwe/U5r/TMhxN+AWdlFaoB2rfURe3jueqAL8AFPaz0/X3GaxE2RmjfiIOrCZbSmSn+YuyVF77x6I3cyxSgNwxiOtnfGiaVS3HLuhdz2xhK+9vTjQYdUVD5w2Dzmjx3PMWPHszm1hl+svCnokPaqkEfc9NTCGW5MceID8+XX/8iDJ3+X6vLL6Oi+PWfrlbIGrQbf5n1fBFE8te/EzebuZZSN3X+nv/Fls7lo/FcJy3IUPpZw8FSKJR0PA1AfnrajMLhhGPskhDiMTNJmAZAGHhFCPKi1vqTPMv8HdOxjNadqrfNeNND8VhephO9xzKjct0QsRBbSJG4Mo8CYUXDF78d/eRKAd04/hNkjRwccTWGbVFXDgrHjOWxkPd84/lQ+f8yJ1Nd28Vz7k9yw5mfEVWFfRPGUH3QIe6Q1hKzhV4sjJG1Mv+aBi3lJVnVuZEzdTxhR9QVydRpjy5Gg85u4QUZx99P2u8PbhiVsIrJir8tUOaO5YvKPiVpVWNLGkeHeJE2ZVcW1M2/NdHUzjCKgEENy249DgOe11nGttQf8G7iw50GRGR75HuCveXsj+smMuClSUctmQkVN0GEMGZO2yb1ieU/N4UcBMonUkvDoi6voTrh8/5pz+ORRx/GRRYVXvDZIM2pH8N0TzyBkWcyqG0nCT2MJSbfXxfUrv8fGxMagQ+wXIUTB/r3XaNwCTSrlkyUE1c7uHYaM/fvMkpv4xMzzOXvspxlZ/WlS6RVsbnkfnr/1gNdpWbVota+L6YMjZC1O+CRSsXv2uVyZVUlaJbhowtf5+8av4+rdEz2d7jaeaLqFWZXHMzY6o7duTsiKcmj1yXmJ3zBKwEghxEt9vr9Ja90zVHYZ8D0hxAggAZwL9F32RKBJa716L+vWwKNCCA38ts96c84kbopQwksTtUOk/eFxsGMu7OdHMb2tphaPYeTHM8vWsXbLdjbG8nfSUqw+csTRTKy1ebPrTX606j9siBdnQwAhRMFm6gs0rLxL+R6+Hh7HcLnW7SX54fK/8ds1D3H55DO4cPxxjKr+GltbP37A67TkSFR6bQ6j3JkdOg4hQqxof2qPj08sm8sxIy9hQtlhKBQTyw9jVtXxVDmjeHH7vbi71NB6fvtd+DrNQWUHo7XG02ksYfOf5tsIySjza88nZEXy9noMIxe0ZijbgbfsrfaM1vpNIcT1wKNAN/AqmXo1Pd7LvkfbLNRaNwghRgP/EkKs0Fr/J1eB92USN0UoJG1OeehGtiW6gg7FMIxhKFwWNtMXS8jEsbWM1pX8asnztCVNm/cex46bwL1bbueF1heCDmVQLCxTU6XAKDQxb9/TZox9a0vHWNW1GSEsKsvOQ6PY1vYVlB54EtqyavBVYx6ijBAqv4pIxTW4fjvN6fU4IsLhtefg6TRRq4rDa88mIitxZLh3ipPWirPGfJywVcbqrudpTq0HBOV2DY4I0+21sabrBdrTjWzofo1zx32aQ6tPJunFeKnjfubXvTMPr8UwSpfW+mbgZgAhxPeBzdmvbTLTpo7ax3Mbsv9vE0LcQ6ZWjkncGBkp5fHU26/j0LuGrn1mkAQCbU4Sc0+A0oVfnlhKM1mq0FiWxDMtwUuG7ynGVFVy4vhJ3L9mRdDhFISDKqoYGS1jTWxN0KHkRKHuQbXWRTX60ygck8vr+eysi3iu+a+82v4AF0/4NlPHPUdj62eIJR4Z0Lq09pD2lJzFJuVEwhXX4ZSdj+dvA1HJio6neffE7zKhbA5K+2g0Ulg4Mrzb84WQhK0yPOUyrWI+Cb+Tj07/PSDQaNJ+nFVdz2KLMO1uI/c1XM99Ddf3Pv/l1gdZMOIC0w7cKHiF0g5cCDE6m3iZSCZRc2z2oTOAFVrrzXt5XjkgtdZd2a/PAr6drzjNGVERKrNDdLkp0sNwXriRO5mEWNBR7J/EdOAoNIlYEiELY2drDN5jL2embf9z7aqAIykcJ06YRFq5tKfbgw4lJwr1t3W4/mVXWmGbArKDctmkU2lNbWRxyx+Jedv547preaLpVurrbmDciFuQoqrf660ckjkAACAASURBVGrp+AGh8vcDZQcWjKghXHEd5SPvo7L+NSrqn8C3J7G5+b2sazye9u4/M7t6IVMqjkIKmxWd/+a/LX9F7+fima9dFIoTR2XaezsyTEhGKLdrmFd7LnNqTueqKTdwRv1HKLdqe4Khyhk1LLu1GcYg/EMIsRx4ALhWa92z87+UXaZJCSHGCSH+mf22HlgshHgNeAF4SGs9sMzxAJhUbBFK+x7PbVsfdBhDRqNNoZs8UcP2sNkYDGFJU3eoBP34lLP5zBP/3P+Cw8A9q5bzwTlH8Y1Dv8mPV/2ImBcLOqQDZhLfhcd8IoMTkjbz62axpO22ne5/rf1BVnQ+xXsnXc+Usc/Q1Po5YslF+16XPZ0RVZ8F7YGMQL86xNk40XfhRN+FtA9GWrWk3dV0JBYRT/6bRPpVwO1duqX9e1RGz0XKMjyd5pW2B7FFaL+/m2GrjIUjL0MgeosQAzt1jXJEmCNqz2Ze7TkAKHzQ7LS8YRQmMZQ1bvZJa33iXu6/ag/3bSFTwBit9Vrg8LwG14dJ9xehbi/N558fPt0/BMJ0sTGMAlIYu1kjV37ytydJuC7dbjroUApGyvf55GMP0p0Mc920TwYdzqCYK++FRwph6oQdoKgV5ltz3o8UaZa07X4snFIx/rjuWp5uvov6ET9n/Kg7caxJe1iTRV3ldUyqfwRLNdPZOBdU6163aznziVb/jIrRz1A15k1Clf9Dt7uexrbPs6ZhNhuazmR7509IpF+kb9IGQJMmkcrUyrKEjdI+ZVZ1v15v2CojZEX3uYwjw9gyhC1DhGR0v8sbhlGczIibImRLi7jv7n/BEmIOb3JPYLo1GQcmFHGCDsHIIaVgU1MbzfHuoEMpKCtaW7juXw/y0MVXBB1KiRt+iSWBMCNeD9B35lzJ/BEz+c3qy/a53Mttd7O042HOG/dlJo95nNbOX7K960Z6kirR8DGMqvkyXS3vwU//d4/rsMNvI1xxDdI5BBDEk4uJdfwf8dTTeP7Aihl7fhNauwgk759yA0r7e6xvYxjDSaHUuCkWJnFThCSCBaMmDavpUubXOg9EcUyVUmQKFJdVRlFKg9YopdFKobOz6Ny0t9NzpCWxbAvLthAi2w4XQAikFAiRKXht2RbSkpmbFFiOhfIz60VrtNY7D/bKfqO13m2dQO/6dtU7009kti13rQ8jxE6zAXtjyG5rx3bBTbmkEml8z88st0vyraeQt8i88B2vP/u1lHKnYt8974W0JE7IRtoWTshGqezcew2WLXvjEVIQKY9w+LRxuL5PZ3cKx868ZqWgby1pKSVKqd4C0xJIuR4jqyuoKo/QlUiSSLm4ro+QAikEvr9jzr+VfS99X7G1tYsNTW27vbdGbkQiDhHbHBLsamNnOyHLRiJRFGdB7oKeKjWMR51Ic2QzYKfXz+PIuuk81XQTMW/7fpdPqwT/2Pw1xkVn866DvkhVxaU0bv8EifQLJFL/JZV+k1DkAhK9iRsbJ/oeQmUXIO2DAUVH/G662r9JMv06B3oZUYpqouGjAYkUlpnGZBjGATFHaUUoatl85rCTueSJ9UGHMiRMjZv8KJZ3VCmFUpq7mm/ODPnvk4iAzOvYNVnSm9hRPacsPVmQnvOEHYkQ3SdB09PhJLP+7GK75VhEb0LITXuEIyEAkol0NiGi930uovdyGqUzP+s9r7Hnte36s2/JTKJJZBNQvQ/vFKvoWeGO15/9OhR2SCdddj4AzSRvlFJorQlHQiQTKQAcx+5NkGUSPJnEzsWnz+WSM44g6buk/T0XSlfo3rexT1Q4QiKEoDoUpSnRhSSboOuzrBQCTymEEFQ4YWwkx3/8F/t4Y43BWL+llbOnzOT6558OOpSCUl9eQcr3ijZpA6BQhKzCPdwrln1RLml0UVw4KSTvPOg4/j979x0gRXk+cPz7zsy26w24o/cmgoAiVRQVLIjSpIktREWjxhqN0WhsScxPE3uLsaMiTUSq0qyIhd6bcLQrXL+tM78/9u7g4Djujt2dLe8nWbnb3Zl5ttzuzDPP+7y3d7ySrw6+zK8Fc+u17P7yDby8/VoGN5rCOU1ms/vgMFyedeSXvEGTlMcwcKHZzkNRm+L1HaK4fD4lBX+vGPbU8NdJU7PISH6QxLjhYBgImbCRpCoGhE2Pm0gRvt/k0kkZwOaCQ2aHEVLyzzoYBL4IGCqlAx3/77mQbvP/Lr8EErzcv3p2SLcr1axVfBozLphidhhR7a15q3j53jFmhxF2Oqc1whVjQ5NDTVVir92i7DtUfznOAnyGzvaSbxu8jpU5b9M7/Uo8vr0AFJfNJslxBULrRG7xa5Q6v8Tr23/asapKEzKS7iYpfgxCqAhhlTuykiSdNpm4iUBlPjdf7t9mdhghYxjy+y4Y5HN6croBmnyGwkZYD/WIEgUl5dg1jd6ZTfnp4OkfuESDTmkZPH/RcL7KWWR2KFHLAHx65FYzNZSCkEOl6um7vE3sLDnAxZl3M2vfQw1ax7np4/D58tB1/0y/huFkX+6kgMWoKo1IT7qH5Pir/cOohexhI0kndbQTgFRHMnETgXy6wbeHdpkdRsjoHNNPRAocgZzV4iSq9bCRpBjQs2NzSj1u1h6uX8PNaGXXNF4bdiVri35mRvanZodzWoww/pzXY/TMTLzFRqkuD+rrq2tyKw47G75895QLyS9+JXABVVCVxqQm3khqwhQQqkzYSJIUFDJxE2FKPW6eW78MrxE7Z6h0w5BlxUEgkNORnkyMHktIMSzebsXt8+GJweqHmrRKSqFRXByP/fqq2aGctnBPQsfi93uRp5wS72lkIGKMVdF4sOt4PLqXmXsfbNA6mju6E6+lcLAscIlYh60vaYlTibMPAsNAUeQ03JJUH3oMfv6fDpm4iTAGBp/uXmN2GCEX5vudEUkAegwlAOtDUYR8bqSYcuMVfZi5daPZYYSN7o0yKfFEx/TohmHgOUkDcckcsZisOh2XZvXhgiZnMWff43WaTaomAxpNoqDkw6phUg2lKk1ISbiG5PiJqEoiQsQhhCLP9kiSFHQycRNByrxuXt74NS6f99R3jiJ2VcOqyE78gSaEwBsBzYnNEGex4BEycSPFjl3Z+Qxo3oom8QkcKi0xOxzTNU9MptRXbHYYARHuFTdKmMcXDLJvV/0kaHbKvKVsK/66QcsraGTZOpJbOL3BMdgsZ5CedBfxjiFggKLYG7wuSZKkhpCJmwjz/o7VZocQcoUeJzZNvlUDTQCGrCqpUbnHQ2qSHKMuxY57XprDWw+M593LRjNs+jtmh3ParIqKRVWwqxYsqoJN1XBoGglWGwkWK3uLC9lRkF9tme6NMrmjd186pWWQ7ojjnd/+a1L0gaWghG2iQAjwxdD3UKLFzuQ2A+iR2pLFBw+bHU7EsChag4Z2J2qN+H27NxHCgtd3kKLyafVcg0acrR9piVNx2M5FCKt/Su/YyzVKUsAZgCGnA68XeTQcIby6zoxdaynzxt60pF5dxy3LvANOVtycnMfnoyy2CtukGFdc5uZvby/i7QcmsGzC78h3lmNRFApdLry6jkf34dX1qs9jj+7DU9ETx+3z4TUq/tV9GIZ/imdFCBIsVgrdTgQCVQgUoWCtSKTYNQ2rqiIQaIr/OouioGPg03UcmgUAq6piVVXiNAuaoqApCm1S0thXXIimqFgUxX8fRUUR/nXphoFu+NMVHt2Hrht4DR2vT8fAIMXuYPTsD1mXcwiAlknJfDRiHOuKfmFh7jI2FW8i351fyzMWWcJ1aE6stVl77dzraZ/QBDDIdxWZHU7EyHcXE6fFcWnWfcw/8Eydlzsj+WJ0o4Rd+weiG3V7vlUlA1VJIzlhIsnxEwBQRJw/YSNJkmQimbiJEG7dy8wY7G0D/rNxMVhJHRKyOXHNLKqKR5fJQim22Cz+XYLWyamUON2s3pONx6ejVSRGVEXBovp/jlMsaFYFpSKRYlUVFOG/vTJ5Uu7xn2hQhKiY9tnAMIyjyR+fryop7/XoHPGU49V1hBA0TUrkcEEJJS4PTq8Xp9dLscuFXdM4Ul6ORVHJKyvD6fVS6nZT5HJR7HJT7vZQ5HRyqhqOTyePZ/bISYydM42fDx3g1p7n4tRLeXVn4GecMZuOHqb1Nv6KG1UoZocRMqtyd9LcnkaZx02uWyZu6uqHvM0sPbSGLsk9uajJH1hy6MU6LXdu+kgKSz9EN4qxWbpgtXSmzLmcxLgRJDqGI4QDMPD6DuD27iLefgFWS3sw9IrZoazBfWCSFNMEuqy4qReZuIkQhmGw7sgBs8Mwh2GE6bnCyCYgbHfmzaYpCm7dbXYYkhRSP2/bx6pNv9GnS0seW7SUX/ZH73fOmPc+Yu4Nk7i3zyBuX/w5L//yA6M6nmF2WEGhEL6JkXCtBAqWt3as5Ib2g3B6PfLEST0cch7h8Q0fMKXtpZzXuGWdl1MVO/H2gaQmbEM3vHgMJ03TG6PrZShKXLX7GobubzIMciiUJElhKXy/zaVqluzfanYIJpPfooFmIJ/Vk1GEnCpdij26Dn98cQ6FZU46Nko3O5ygmzxtBmdnNuPd4WPIjE+kzOsyO6SgCOceN4oQeGOourHIU06xx4lWMZRQqh+baiFOTSHFklWn+y/c/zzri7fy3u57+PfWsby0bTI7i1edkLQBjiZtJEkKGcMIzSVayE+pCHFuo1bY1FgukIqiv7ow4d9hjp2mkPVhgMxqhZFYOytvJpfHy6bdh+iRlWl2KEFX4HTy96UrOCOjMZ9cOT5qD6RVRQ3bRHTlMLpYcUZyMxItdkrcsqKzIZYeWoNBCpPbvI7GqYcxbShazLLDr5Hj2ll1nc+IvV6RkiRFB5m4iRCJFhv9G7c2OwxTKEKJqmxpONFl4kaSpOPs3J/H1T3OxKJE/y7Cuz/9yo979wHw5q7o628DEK/Gy9RnmNhSdBAAm6ZiyB2bettYtIex3zzOYVcBF2Xd0aB1yCbDkhQ+DEOE5BIton+vLEoY+KeRjEUixs7ISeYTIIu8pJjlsPlnc1o+dYrJkYSGw2Jh3v55rCtaZ3YoQeEz/LN+haNY+5gVAlw+D0KIMG4ZHf6eWD+NFnH96J8xud7LJmipQYhIkiQp+GTiJoJYFHmWQJJCJVx7QsQq+WqEzhPvLWHwHS/h0DRW3zGVRJvN7JCCxqqqdMxI57u878wOJWj8Vavh+RekChFTFbVPnjUar67j8nrNDiWibSney7+3zKJn6hi6JQ+r83IKKum2VkGMTJKkuvL3n5EVN/UhEzcRIsFi46+9hnF2RguzQwk5BXkQHQwCTjllbqzSDQMRpf0uIpF8KUKvxOlm6N2vkmiz0ij+xEae0SItzoEBZDuzzQ4laFShoofpV6gqlLDtvxNoFkXlnPQ2/G3eUkD27jpdSw+v4dktMzm/yR9I1urWrLh53JnoRuw0w5YkKbrIxE0EcagW/nfeRC5t3sXsUEJKxNgZOcl8agz09ogkPsNAkQc5Ief26mzee5hXRo0gwXrqRqCRyKqqUd+kXRFK2A7LsSpqzJyY6ZfRDmEozF63yexQooIqFDLtqShCoVf6VXVapn1ifzQRvRWEkhRpdEOE5BIt6nx0IoRQhRC/CCE+r/i9jRDiByHEdiHEx0KI6NyrCyNCCByahWf6jODa9mejxshpaH+Pm9jYsZPCg2EYcmxOGFFlPwjT3P7vWbRLTyMrKdHsUIIit7QMq6piVaJ3F0YhjIdKKbFTcTOs6ZnovqOPVe7XNFyHxGb8uesErml9IduKVrD80Bt1Wq5VfE9UJZZnaJUkKZLV59PrTmATkFTx+z+A5wzD+EgI8SrwOyA6p2QIM3bNwn3dh5BdVsiX+7eZHU5oyP2boJCzSkmRwDD8Q/sS7Naq4X01vXdrOv4zjmnKWrmIjo6CUq3SQlGO3n4qlQVZCgr6cQMOlWPOhxxfuCWEUi2eYx277cp1Hruu47dz/DLB0iwjGd0wuKxzR179fhUub3QNMyjzeChxu+mU2Il1hdHZnFhVVGxqeB6sajF0YqZ9YhM++ik632OhIhBc1bw/N7e/nFzndj7cfTt57t11XjrFWrchVZIkhUaM5O0Dpk7f5EKI5sDlwJPA3cLf/GEIMLHiLu8AjyITNyGjKSr3db+QH3P2UuRxmh1OUKnIs+3BIHu4SJEi3RZPotXOV/+ZWuv9BP4crzjh2mMZKOJoQsRn6Kii5uLT2m7TDQPlmL8h45i+SJXLHX8fr+5DFQrHnnMHccJ6qiKvuL7yOnHc/YzjHsvx/PcBRYgTqhoqt1kZo6+mhJJx9LHePqAvQ9q34cq3Pzzp9iLVj3v3MaTRhdGbuEEl3hKeFUWaosZMxU28ZuNwcSkAmlBkj5t6sikWpnYYztDMXszLfpxdpavqtXyatTk+w4sqLEGKUJIkKbjqegrm38D9QGWtdDpQYBhGZVv8fUCzmhYUQtwE3ATQsmXLhkcqVWNRVFrGp/Bi/9Fcu/wDs8MJqnCeESPSyXqbmhnIhrjhxKZq5DiLuXDxM2aHElYER6sVjv352NsVIWpM/NSW3Kq8W+WBpQAyHcm81vc6vr/jJi55/V0KnNFzwuDl737kw4ljSbOmke/ONzucgPPhI7e81OwwahQrQ76HZHahRXwaP+zZC0DTpBSax2WYHFVkGdfyfC5q0p3P9j3EvvIN9V4+w9bqpBWPkiSZI5pmfAqFU/a4EUIMBw4bhvFTQzZgGMbrhmGcbRjG2Y0aNWrIKqSTsKoaZ6U34/IWXc0OJahU5cSzxZIUTP4DXfllEk7kq3Eig9r7ZRgY+AwdHQO94ufKi7faxVft4tH9F7fuxa17cele9pTmMX7lq2Q44ll52+94++pRbLn/Tr75w5RQPuSgyCstRQAOxWF2KEGhEr4NgGPlxMzUjkPw6Tq78o4A8FthPnvLckyOKnK0S8hiUONuHHHvbVDSBiDF2gxNkY2JJUmKXHWpuBkAjBBCXAbY8fe4+Q+QIoTQKqpumgPRO5dmGIvTrPzlrKEs2b8Vl8976gUikCYUfDGwYyeFF5koCB8GhhxWEAYK3GX0+eJx7ut6Cb0zWjNt1w9MaH0ut/Xvw0vf1m/YQrhRhKCRrVFUTwsejlQhwjSlFDiaUOmYlMmCjVvNDiWsWRWNkc0HMiCjKy7dw5KDv3BmSmsuyuyFgmBf2RoWHnixwetPtTZFFeHZ60mSJKkuTvkJZhjGg8CDAEKI84F7DcOYJISYDowBPgKuA+YEMU6pFgkWK//pO5JbvpludihBoSArbgJNHgLX7qQ9PyRT6JXdiSXTOX0eHl83F4Bki4Nr2vbjrkEDIjpxc6C4hEcXf8VfL76Vqb/cZHY4AaeGcR8ZVYn+5sTnZrQF4M4Z86qui5ERYnVmVTReOfsOkix2luesIkGL457Oo/EYbj7ecyd5rt/QOb2TkwmaHJomSeHEQMihUvV0OqnnPwEfCSGeAH4B/huYkKT6cmhWOqc0MTuMoIml6UJDRT6bkiSdruvaDTA7hID5cttO/jb0QrPDCAqv7q21ibXpovwLaUTznhwuKal2nUBwfuMeKBUZ6eMH5xqcOPzx2KpDRQiq/ieO3lrVl+q4YyHD8Pe40g2dOM1GudddMVNd9Zbulc3YXT43OgaG4R9mWVMPraPrNojT7Lh87qo+WpWPy6HZKPe6KmI6vrOWqPp3QKMzSLTYuemnhwH4Y4frsKoWXt1yNW69rMbt1leatXlA1iNJkmSWeiVuDMNYBiyr+Hkn0CfwIUkN0cieQIv4FPaWFpgdiiRFPBED5fuRxDDkUKlw08iWyLCm3ShyOvnvjw1qgRdWilwutufm8bcuT/G3TY/gPc2z++FERw/jv57wjSxQjrhLSbJX762yfOsezuvQktbNm/mHggpRlcCq+h2qrj82aZISZ8Oj+yjzHm0QblTe45h1HKsy8aIpKj7dhxAKjWzJFfcyyHcXoxs6NtWKx+eBqsSQf+ljX6bKHw0qK6J1lIpZsryGr9r2FRRUoeAxjvt7MqpHmG5L4sXt71X93i+jO7/mfx6wpE2mvRNxWkpA1iVJUuDIfe36kYM9o4QmFEa27s7zG1aYHUrA+Xc4JEmKVbJVdPh5utdoDI/CZW+/x8HjqgkikVfXGf/hJ7w/fgwPdH6IpzY/XlGREB3k0BxzpNsSOK9JJxZs3Fbt+r/NXwrzG7bO7+77Pc9u/YTv8zae9D4Cwft9H2J36QEeWne0IL5HSjvu6XQ1+8pzaBnfmFV79pGVHE+54uT5bTMRwLbifXgqEjCh8vmgp9he8hsAo5pdjFWxs+zw6wFb/4BGk+U04JIkRTyZuIkSqqLgUOXLKUlS9ImmA+ho0DutFT3TWnHn7HlRkbSpVOr2MOXTOXwwYQwPd36MxzY/bHZIAaEblUNiwk/lQJ1o1CIujfcG3ITHq/P614HrAaUbRlVly8lcmtWHTEcamY60quvsqpVne97m/8VjYdHmrdw+fR4K8OOfpvJi7zur7nvh0rsDFm9deA0fDtVflXRuencOlm/Fa7gCsu4se2eax52JItSArE+SpAAx5HTg9RXGg56l+jorPTrH76pCxMR0oaEkPyalSGLoJ/ZHkMxza6chFDtdrNi1x+xQAi6vrIxbZn5Gpr0J97S/3+xwAsI/1DA8RevfdbO4VN4beBMrtuxm0LNvsqNiGvBAsKsaXv3kiZvGtlTu6TwOp9eDbui8c+6DPN/rDm5ocwkAReVOhjz/P26f7m+WrAODnvsv039eF7AY68tr+IhTHQBM37uQTEfHgFXInN/kZlRhDci6JEmSzCQTN1Gi1ONmwb5NZocRFP6GejJxE2gyGSZFCi+6fL+GkTe2rSDeZqVDRrrZoQTF7iMFjHx3Gm3i29E9ubvZ4Zy2cE6OKLU0vY1UmlB5f8BN/LTrAPfPWRTw9RsCfMdV3DSxp/LPHjdzXqPuVZUzPZ5+kX7/eo3lG/aTqCczMLUnbp+Xye9OJzXOXm35Mrebv8xbQqHT3zfnkTOuC3jctfHqPuI0f+JmVPOLKfcW4TM8p73e9gn9aGxvG97NuSUplhkhukQJObYmSlhVlc/2rDc7jKCwKCoeX2jHW0e7cN6RDwfhfIY6ViVa7Ke+kxQS3+fu4Ivstbw3cTTj3/uEzTm5ZocUcNty85i+dj3XdruR57Y9Q7Yz2+yQGiycP8/UKGgE71CtlPvcACRZHLxy7rU4VCu3fTI3KNvTdb1qe+DvZ/POuQ9iUTR6p3UC4KIX/H1tCpxO/rbgq2rLf3X7DTRLSWHSOx+z+rf91W7r+8wrbHr4LgY37gEbghJ+jTyGjzjV/xnvUKxklwdm40Myb8WiyO8OSZKig0xBRwlVCArc5WaHERR2VcNVS1mwVH/R3FcgUOQsRuHD5fNQ5nWf+o5SyPx1zWwW7l/PrOsm8Och55kdTlD8Y+lKPl+/k0e6PsoFjYaYHU6DHZ32OfwoivDPVR2hrmh+Ft9f+jDXtR3AhZld+WDgzaQpSVzxynunXrihBFVVyAqCF3rfgUXR+GzdJi5/9V3+OGMeewuKTrp4ot1KiaeAt665kos7t6t2mw4s3ORvpNzYFrpZmNw+T9VQqX9ueYsWcT3onHTBaa2ze8pl2JXEQIQnSVKQGIYIySVayMRNlHD6vFF7IK4pKl6fbE4qSbEqxRqH15CfAeHmnxvmY1E1WqQkmR1KUHh0nce/XMbdcxcwuuk4Jre81uyQGmRquz+QaneYHUaNLEJFj9C9l8ub9eDP3a5g9tqN3N31Ep48azRrduZww3szak2cnC67aqmaJeztcx+gS1Ir5qzdxH2zF7A9J4/5G7fWunySPY4c1z5m7XuJZ0cNY3yv6sMBn1nin530+jaXVFXBBFu5z02c5t/WAWcOz2+fxtCsO8m0d2rQ+po5zuCCJrdgVcPzfS9JktQQcqhUlFAQtElMY1dxvtmhBEW0jYGXwp98z4WPYo8TiyJnBAk35T43v+b/hlWJ7l2JBVu2sSMvn48njaOsWSkzsmeYHVKdTWkzhQxbKpd89pbZodRIROBQqQTNxtCm3ZjcZgBfbtrJn+YsZGduPp+t28yBouKQxGBTLHx+3tM4VBv3zprP3PWb67Rcj2aZ6IaPhQffZ2/ZVsp9pfz5kvvJSornuWXfAXC4uBSP7uK8xmcwLKsPBe4iRn/zaBAfDZT5XCSocVW/f5v7M60cmYxu+STv7byVIu/hOq0nUWvE5DYvYVHsqCK6P5ckKRpEcMGlKWTFTZTQMejbuLXZYQSFYYAie7IElOxxI0USn6GH6UAP6a9rZtO1WQZ3DuxrdihBtS03j6kzP2No40vIsmeZHU6drcr3T0OdaLWZHEnNFCEibtzug92G8+czriBRdfDVth0AvPbNjyFL2ugGvND7ThyqjT/OmFfnpA3An4cNJseVzd4yf1XO9pJf+e/Oh7muXzf+eeVQAJ4eMRSLYuOJDZP5v823YlHgw34PkqAFr3ql1FtOoiW+2nXT9n7BmiM7GNPyKUQdDlcUVC5teh9WJQ6LYpPTf0uSFHVk4iZKxGlWBjRpY3YYQeEzfKiKfKsGmpyl5+Qi8SxwNNMN2XMoXO0qyeXbw9v5Q/++vHjlcO4a1A9rlH5e/7B3H3sKCjgj6QyzQ6mzVGsq4J95Mhz5+61Fzqdty/g0hjU9k9e/+ZGB//cGX2yofVhSMNhV/zTZ5z7zyimHRR2vY+NUDjv3Vrsuu3wHL2+/nwu6ZPHO5JH0bpXJlwc/BiDffZC3d/2NJvZG9EzpEJgHUINibxmJWsIJ1/9jyxtYlCTOSL74lOvomzGRLEcnNCUw04hLkhRcBrLHTX1F595VjBqS1YFka/R1z/foOpqcyjGgoucjTIoFBoZ804axh9fM4qn182jXNInb+vfly1tuMDukoNmZd4S28W3NDqPOrm99PftLi9h4pG5DTULNwD8r05IL76ddQiMAUq1xjGjecSe8ywAAIABJREFU09zATqJPelssisrzy78zLYaz//kyXR5/joKKqbvrI87iIM998ITr890HeWnbvXTIspOZmMKaghVVtw1vOgWP7mVl7trTirs2RZ6yk1b0vL1rDoMbT0EVJ0/IJFuacE76WDmDlCRJUU0eDUcRj65zQVbwzoiYxWfoaIo8apNCJ9LOAkc7n67Lipsw9/HuVYxe/hJvblvBkfL6H1BGii+376R9XFezw6iXlDA9oaMIwRWtOyOAjbm5vNv/Zj4YcAvzh9zL42eN4uLM8KpssisWuqe2wKeb2yi9xO2mIREs/+P15LsOsezQ9JrX6y3gpW338vFvz5LnPlB1/c6SdVgUjbEtzqeZPb2BUdeuwF1C3EkSN1/l/EC5z8NZKVecdPkOiQPld4QkRRoDMERoLlFCJm6iSLzFyri24XmW6nR4dB+abEwqhZAiRNV0q5L5dAy5Sx4hXD4vpa7wHJYTCBe0a0Oe58SKhXD1r83/QlMU+jVpaXYoJxiY1ZpxHXowdvY0bvxiJn//fgU7c4v445dfsD7nEE+eNYa7ugwzNcZUaxwjW/RCEwpNHMlc2aIXX27ZYWpMDfHWpKuIsxv8Z+sdeIyT/3269DLWFnxd7bolh6bxY95ibmk/gnf7PcTH/R8mWYs/yRoapsBTUusMVq/s+IQBja/Fppw4nMqhJnFu+rhaK3IkSZKigUzcRBG3zxuVM6+Ued20SErGpsoZAgJFnpmqnaLIxE04kf2YIke0Jz1X7tpDmqVx1e8dEjoQrwb2IDaQNhRvQBEKV7YNvyqhHw7tJbukkBHtu+AzDN7fuIY7vpzHwl3buHbep9z55TyubtmHthVDqEJNEwqPdh/Joz1G8s6A33OwvICf8naTYLOaEk9DTel3NgPatuG73Hl4DU+D1jE7+xUeWjuKf266iQxbKq+cczfnpHVmWr+/cFGT3qcdY767CLt68gbaq4+s54irkG7JQ0+47bzGU7AqcXLSBUmSop5M3EQRt+7jsZ8XmB1GwL215Qd0oTPtqrE4NJm8CQS5f1M7IQQ+w9xyeOkoHUPulEcIIURUT+/53Z69JFr8Z/0vz7yc+zr+iX+d+Rx/bH83vVNO/wA2GL7OXcH4Dj1o4jixWsFMLp+XbYV59M5sesJt+c5yFuzaxobcw9zc4QITooNbOg5hcJNO/HHGPJrZ0nihz2R6p7fGa/JQqbpyaBqf3XQN9100iCJPHl/nzDntdRZ6cpm971Wa2FP5e4+bSLUmcX+X8XRPPr2+T/mu2hM3AHP2L6d3+qhq1zVzdKNL0vmosiGxJEUkwwjNJVrIxE0UUYXCeVntzA4j4Jy6l2ELXiHJYeWTkeNJsETW2a7wJGdNqk20Vw1EGvlaRA7DMKI6Mby3sJDswiIe6PQgwxpfzqOLv+KKtz/gYI6dyS2m8JfOf8WqhNd3VKGnEIByX8OqLYIlyWrj/GZtaZmcQpO4mpNKf1m5hEuanUmSFvo+Pb/vMJhNB3OYv3Er8VYr52a0xe3zokdI4mbOzRPp1KQR3+V+wT82/R69QZ1xTvRj/iIeWutPoFgUjQ/3zOWZs25BO41DisOuQqynSL7MP7gCi3DQIq4HdiWRCxrfwsgWj6GK8Pp7kyRJChaZuIkiDs3CLZ370zO9mdmhBJzX0Lls4atYLIIZo8eTZKv9zIwknQ5NKHh0n9lhSBUMQ/a4iRSx8DrdNGMOJUXxfLxmAx+vWc+u/CPcNutzhr35DofyFP5+xv+ZHWI1LeJaAFDkdpkcSXVFbhc3L51J04Qk2qSk1HifLfm5lLjdtE9sXOPtweKomHL74XlLAPjo53WsP3iQPv98hZs//iyksdTHotsmc1P/sxnUrhWZyXH8c9NNfL7/zaBs66mN/tnjJre+igPleXhPIzFU5nMiEFhE7VXVPx/ZQp/0sVzT5kV6po3AribIakxJimRGiC5RQiZuooxN0Xi5/1jSbeE75r6hdGD44tdx42XW6Imk2muegUCSTpdV08Lu7HQs0zGIjZRA5IvTbMRbo3vYwm8FhYz74BP+vnRltetzS8uY9utaLGHWJPW1na8B0CM9y+RIjurdqBk3djmbp/pdwhFnGd/v33fS+/5yaD/P9p7Es70ncGfni3mn/+8ZmtUtaLEpCGYMvp1d+XmsP3AIgCcXLGP0G9Mo93qDtt3T9dr4EbRKy+D2C/rw2vgr+T73Cwo9uUHbXqm3sOrnKatPP1np0b3EnaKy6n+7Z9Im4RwSLRkoIvp6OkqSJNVGJm6ijKIopNgczL74d2Q6Es0OJyhGfvlfCr2lzBozgXSHTN5IgWdRZcWNJDWE0+ehOIpnlapNm7RU/jX8Ej7Z/4HZoVTj1t14dR9DW3YI6XYFMKXLOdx91iBeOu9KzmvahnjNyuvnj+T9i8cxuUMvvtv3G1/s2FrreqYsmMUfv/yCOD2Bnont2Xq4kMd7jOLVc66vcyznNe7EK32u5Zuhf+E/vSfVHrcQNItL5ZffImf2MAXo27YZs/a9zP92Pkqx9wgrcmYFdZuVkxy8vmMuXv30E1pew0ecWvs+XZ67gBxXPuopKnMkSYoEAsMIzSVayE++KGRRVNJtcbx//mSuX/Eh+0oLzA4p4K5e+g4fDJ7MnDGTGDljGjllpWaHFFFkZXHtVEU2J5akhtAUJWKatwbapZ06cMSTz8rclae+cwj1TOmJbhjM3LkhpNsd2rIjD/Y+n30lhWQXF/PuRVfzW3EBSRYb53/4Xw6VldRpPS6fj+V7d7N87+6q61779Ufmjp7MEz1G89SGuTzbayKdkrI45CzkmY1f8FP+0fte2vRMHu52FT8dymbx7h30aXZiM+Rj+QydtUf2ck7LyBl2PqRjOwx8rM73D+16ZvNNQd2eQPBE9xkALDv8a0DW6TV8OGqZErxSjjOfRra0gGxTkiQpksiKmyhlVTVaJKTwYr/RZocSNJOWv8fO0lzmjp1EVkJ0VhdJ5hBE1ZDYiGcYcqBUpFCFglePzb+euRu3kKylmh1GNf3S+nFz21t5fcMqdhTmhXTbh8qKKfW6Gfzhf5k49xOe/fEbvty1g15vv1TnpM3J7CjIZ+qiOVyUdQbzLribJtZUbl/8OUdK3bze9waWX/wgN3c4nyuancWj3Ufxjx9WcO28GczaupEM26ln1/opbzeHSk4vxlB6ZtRQSr1FIdten/RhAExd/SyHnEcCsk6f7iNeO3UV9RF36B6nJElBJnvc1ItM3EQxVSi0TUpnbJuzzA4laG5cOY3dpXksnnAdTWXypl4MOVOPFCFkhVjksCoq8Zbw6vESKs2SE9HDrFJvYstJbC/M41+/hr4KKLe8FE0oVTuaz//0HY99uzRAcxvB8r27mTR3Ol/t3s3DK5fwTfZvTJw7nY5vPIeuw62dLuT+rpczd/tm3t3grwrZlHcYVVFoYk866XrXDH+cG9oPIj0hfIZit2+UzgfXjaVLk0Yn3HZRx3bEWey8vO2+kMRyedPfMbzp71iVt5GtxSfvTVRfnjpW3Bxy5YTd35kkSVIoyKFSUS5Os/Jwz6EsO7CdHGfknD2qj2uWv88r/ccwZ+wkRs2Yxt6iwlMvFOPkcfCpyGconMgcY+RQhEKh02l2GCFn1zReGTWCxYfnmx1KlXg1ngRLPJ/tWmXK9rNLi3D6vFzcpj0Ld20PyjZ+PrSfnw/tr3adbhgM/eRtHJqFvcXV9wdyysv4cOMaFlx4L8VuJ9d++xq7S49WIqVZ/RM7zF23mVe/Med5q8mtA/twdsvmTJ8ylpm/buGReV9W3fbg0EHsKtmISy8LehyZ9tb0z7ice355hV8LtgV03R7dS1wdEje5rkI8uhebKqcBl6SIZhBV/WdCQVbcxABVKMy/5OaonGmq0tRvP+X7nF3MHjORVsk1TysqHSWnzzw1WZEkSfWnIHD7Yq+x99CO7fHobuYcmGN2KABoaExq6W/Cu2L/LlNieKrvMASCH2qZMSpYcsvLTkjaVHrk6y/p/Ma/WbhrO6/0uZ7kY4bntE7IoMTj5N7Z89meE9qhZbUZ0qkNGwq/Z9qefzGuV/eqnXeHptE8NZUFB94OSRwjm08FCHjSBsDl8+A4RXNiAANdVtxIkhSTZMVNDLCpGgqCxZdO5YEf57Ioe4vZIQXFXT/M5l/njGD+uMlc/vH77CoMzLhrSZLMJXfSI4dN1TCiaUB5HXVt0ogD7r1mh1HlimZX0C+jH3d9/TmbjuSEdNuDslrzRN9hNLLHMWrmBxS4wq8Cy637+OvXX/He8DH87ayRPLFuLhdmdWVw407sOxJ+PVQsqsLq/CVsLf6ZMm8xK+++kbe+W8vv+/ei0J1HdvnOkMSRbs3ipW3Bma3qiLuEm9pdzYSWl+M1vHh0Lz7Dh4GBfsyJlEx7I7xG+E7LLklSPcTe7sJpkYmbGGFRVSyqyr/OvZIRi95kd0m+2SEFxb0/fsYLmoVZYyYyeuY0dhyJzsd5umQ1iRRpYjEZEIk8uk6ciK1i3vbpaUw8qzv/++0Ns0Op4tW9HCorZlaIZ5ICeO/icXy8aR1PfreMIrcr5Nuvq3Kvh6/27GRqzz58PuQuDheXsCe3kPuWLDA7tGp6Ns9CUyzkuQ4A8K/NU+mRMojfDRpBvEXl5W2PYQSsc1DtCj352CuGKPVO7cSDXcfzny2zWJm79rTX/ae1r9HEnkqqJZEEzYFDtWFVNFShoBzzmXJJVh+6JLU67e1JkiRFGpm4iTFWReOuboO58/vgnDEJB7d/N4PHe13Kp6PGM3bmR2yXyZsTGMjhUlJkUYVqdghSHegYqEpsJW7+MKAv28u2sPrIarNDAaBHcg8uzxrBbctDP2wrwWLFq+s8uHxhiFIJp6fc68Hj9THshbfJKwt+j5j6cmga7183hj2lm8lz+xM3Lr2MVfkLWZW/MOTxrC/8hkmtRjG8aV/SrUloioVJrYcEJHEDcMh55JSzVA1q3B1Nkd8HkhQd5LFIfcjETYzRFIXOKU3MDiPoHv7Z3yByukze1EgW3EiRJBIOAKUKRuwlbnpkNeGLvI/NDgOAZ858lgx7Kkv37WDJvuA0BK5J55RGDMhqTafUDA6UFEXM3+z6nEPYLZawTNoAPD1iKAY+3tn1hNmhAPBt7jxSrI3Jce5jTcEKhjedQtuEniHbvl2x0j25bci2J0mSFE5ia+9KAqBpXDJXR/EU4ZUe/nk+X+zdwMzRE+iUlmF2OGFFFtvUzuPzYVdjc0rjcKQg+9xECq+h442x5sTlHi9xapzZYfDPM58hw54KwFubQlv9M+PSa7iv53kMzmrLdfNmhHTbp6NTWkbYDsN0aBpDOrXhsHNfSGaMqguXXsasfS/xde4cir1HWHzoQ+I0O9e0ujgk2x/Y6MyQbEeSpBAxQnSJEjJxE4McmoVHeg0jzWb+jmaw/fWXBczcvYbpo8bJ5M0xBLLPTW0OFpfQMiHV7DCkCh5dR5HZxoigxVh/G4CfsvdzfqMhaCYXMWvCgtvno9P7/2Llgd0BXfcFzdryxLlDa3x9J3TogVVV6fPuK5z73qvsjKCJAc7ObEZBabnZYZxAAZbf9TsKvYfCptqmJrmubH7MW8w1rS+kV2oHmjkaBXV7w5v2I0479ZThkiRJ0Sj29rAkwH/QfnGzTmaHERJPrFnMzN1r+GTUODqmpZsdTliQKZva7S0sJMuRbHYYUgVFke/ZSKEIgRZjQ6X+vfI7SkqtPNjpL6bGMWv/DKyqytQz+wZ0vc3jk3iq7yVc06kn84Zff8Ltf+wxkD8vXxTWjYhrEm+xcFXHrizdZs506bW5sHM7ku1xvLb9QUp9NU9rHi7m7n+DNUeW8/cev+etPvew6Px/Mu+8JwNehWNTLHROahnQdUqSJEWS2Nq7kqr4DINSj9vsMELmiTWLmb1nLZ+OmkDndFl5I2sXauf16agxWDkgSafLMMAdY0Ol8srKuO6jGWTas7i25bVYFWvIY7AqVm5scyMAb20M7DCpOZdfR1Z8Ik6vh1aJJ1YiNolLoMQdefsTpR4PPx7Yx9Au7c0O5QQTevfA5SvHGSZDpGrjM7zMyn6FR9ZdzV/Xj+fJDdezveRXRrUYSLIWH7DtdE9ph1v3BGx9kiSFATlUql7kkUmMsioqyw6GrnFhOHj810XM2P0rH48cR/vUNLPDMZWcUap2hmGgyKcobAj5VRUxLIqCLwb7EeWXl/O76bPpltCHRzo/jhLi9+zA9IEAfHtgD0WewFW+XNisHS6fl4OlxYyY8T52TaNnRtMTkv8b83ICts1QmrJgNpqqcO+FA80OpZozmqbz1aFPzA6jQVx6GTP2vkCBex/P9/7Daa3Lrlg5K6UDVzYbyM3trsCh2gIUpSRJUuSRs0rFqGUHtlPicdE8PoUDZYX4YqTfyZNrFmNVVGaMnsCYmR+xLT/P7JCkMKQoAj02/iQiRrg2EJWq82GQaAl9xUk4+HFfNle+/QFf3Hgtz575Ak9teYxcdy56COZYamTz9xa58atPT7itVWIKe4oLTrmO9snp3N69Py+u/Y5thbkA3HRGH46UlXP9/BnklJXx/vpfef/iccRbrOwvLSK3vJQit5M9RadefzgqdDl5Y81q7u83iNW/ZbMsDIZNPTRsMAlWG6vzF5sdSoO5dSez973GHR2f47met3LXLy/Xabk/tB9J/4zOODQrNsWGRbFQ5ivBptixKDJpI0lRxQAMeZa0PuRpzBjVNTWTe868gGWX/4EX+o82O5yQ+usvC/jst7V8Omo87WK88kaSIoGBjpAD/CKCJtSYTrEdLinlnOdf4Zvde/lHj39wf6f7Q7LdLEcWAKpQaJt09HvtzPRMlo+8mWs6nsVdPQZy8xl9Tmj0HadZuKJ1F6YPm8iQZu14oPdgAJKsNhKsNrYdySOnYrrsv3y9hEEfvMHwT9+jaXwSheUurpzxQUgeY7C8s/4XhBDcNiiwvYEaYlC7Vlzbpxcz9r4QEcOkanPY9RtPb7qRNvHpzBrwKDe3uwKAgRlnMq3fQ8wd9DjP9ZwKwIim/fik/0OMbDGIveVr+GjPP3h+6508su5qnt54Awede+TMgpIkxTxZcROjmsencEvn/gAMzmzPhLa9mLbzZ5OjCp3HflmEKlRmjJrA6BnT2FGQb3ZIUhjxylmMwopXl4mbSCGQPbQM4JGFX3FZ507EqfE81fWfPLf9GXLcwRlO1D6+PT1SegDw5pDR9MtsyZ++nU+PjCwmdjwLgCf6DuNgSTE2TWNs++7csmwW2wvziNesLL3q9yhCsGT3Dv677mc+H30Nu6/9U9X61x08VG17+c5y8p3lDP7wzYittDmWR/f3ZDqzaRM0RcGrm5Mg6NemJa+NH8HXOXNYW/i1KTEEWqm3kGe33Eb3lIFc3fJWxrY4H5dexrc5n6Ojc1HmBOYPfhqBYG7265T7StlUtKpahWWruM40trVAkX3nJCnqxMiAj4CRiZsYVtnnxKZqPNTzYvo3acPsPWv5cv82kyMLjUd+no8qFD4dPZ6Rn37I7sLI3wGtK90wZJ8bKWL4dB35do0MqhAUOp1mh2G6AqeThVu3MaxjB/YWFPLUmU/z9Oan2Fm6M+DbOug6CMDmI4fp3agpB0qK+VOvwXh9RxMQty76jEW7t6MAfx88jNmXXcs7m39iafYObKpGj/+9WHXff/ywkvv6DMKqqty7dD6fbtlQ43ajIWkD4NF1Lv/0XeaNuZaHL7mAv37xpSlx/HfSVWwr/oUFB941ZfvB4tadrM5fwoHy3ZyZMoCvDn2MW/d/RqwpWIHL58Stl+Mxqje4VlAQQuHCzPFymJQkSRIycRNzPD4fBgZeQydOO9qHwK5auLRFFy5t0YX7fpjDrD3rTIwydB76aR6qEMwcPZFRM2IneaPrRsyfFZcih4Gs4ogUFkWjyBtbs0qdzG2zPgcgxW7nkYvO596OD/DCjufYVLwpoNtJ1BIB6JzamD3FRzhQXML4zz6ma3oj3h0+hk25h/li59aq+9+9dD5X7t3NIwMuYFTbbuSVVx+S88aa1ZS43bRNST1p0ibabMg9zC+H9jO2Zzfe/uFnduUdCen2/37lUFShMn3vf6K2n1d2+Xayy6tPipHvPnSSe8ONbR+jTcIZuH1OWW0jSdEqOj/ugkZ+EsaYcp+HP6+ex5w963H6ap5WcWK73iGOylwPrP6cpQe3MmP0BFokJZsdTkhoqoIu6xOlCCGHSkUOVcjPluMVOJ3c/fkCfsk+wO3t7yRZC+z3zAHnAQpchRwsLSbV6uCer+YD/pmezn7nFSbPm3HCMnO2b+LPKxbh9Hi4f9mCE26ftmktT363PKBxhrvfzZ+FqijMmDIx5Nse2f0MNhT+gNNXGvJth6NWcZ1p6mgLgFW1mxyNJElSeJCJmxiTaLHxjz5XsC5/P29vXYXTe2LyJt0eb0Jk5vrTj3P59tBOZo2eQPPEJLPDCTpNkQdXpyLTBOHDiy6H9kUIARjys6VGTy9dweZD+fyt69P0SesTsPU+0PEhSt2CUbM+pPv/XiS7pKhOyy3ctZ0LPnqL1Qf3ByyWSJbvLOffq7/FroW2GP2Kbp0BmJv9eki3G84GNRqJJmJzdjpJiimGCM0lSsjETYwRQqAKhQd6XMToNj1QlRPfAsnW2Dy7cdeq2fyYu4eZoyfSNCHR7HCCSlYv1E4ed0qSFGibDucw4cNP+Hb3PgamDwzIOhtbG9MmoQ1XzXyf/SXFAVlnLFu4axuqorDl4bt47LILQ7LN9hlpFLhz5XCgCgoqHRN7oiqq2aFIkiSFFfktEaOSrHbSrXFYavhiLPa4TIgoPNz+/UzWHNnLzNETaBKfYHY4QSOQw0prI4s7JKlhDJDVUbXw6jrbc/NoF98pIOsr8ZZgVVW8MtscEJvycjjn3VcAGN+7O63TUoK+zVlrN5JizeDstIuDvq1I0CahGz7Da3YYkiSFgDBCc4kWMnETw5Qaqm0AfisJbVO+cDP120/ZXHSIWaMnkOGIMzucoFCEkMMZJEkKOAPZ+PxUWqelIgKUOi/Ty8hzFvJw//MDsj4JcspK6fzmvwFYeNsN/Pqn23hv8tigbW/hbTdwxH2I5YdP7EUUi5y+EnTMmZJdkiQpnMnEjXSCZvGx0aC3NlO+/ojfyvKZGcXJG3lS/ORkg1VJahjdMFAU+eFSm1+yD1DgDtywpue2PcMV7TvTO7NpwNYZ65xeL2NmT2N/SREOq5U+rZvTNbNRwNbfp1VzGiXE0aWJf51FniN4jZonjIg1QzOvwSL720hS9DNCeIkScjpw6QRNHIkMbdaJRdlbzA7FVNcsf5/3B1/Dp6PHc+X0Dyl0Oc0OKWCi6DMsKKyqiseQUxpLUn0JIXtEncqs9Ru5a1A/BjcazPKc+s/cFK/Gk2XP4rpWvyNeTSTR6qDI5WRfcd2aEkt1Y1NV0h1HEwgbD+Y0aD2ZiQmkxNnZfCiX1Dg7028cR4vUNHRDRzd0dpds5IM9/whU2BEtUUuldXwXVEUenkiSJB1PfjJKJ7CrFh7vfRmLs7fE/AH+Ncvf59MhN/DJyHGMnjGNEo/b7JACwj9MSp4VPxmLquDTZam2JNWXQA7DPJUil4vHv1zG3edfWe/EzdjmY7k081KEELyxZjWLdm1jQ+5hymqYIVJquCGt2vLK0Mv4Yv9buPRyxre6h4s7t2Px5h31XteM348jIz6JVXv20rN5E3aXbeTV7f9kTIs7mb//f2wuXh2ERxCZ2ieehdfwoiErbiQp+kXXjE+hIIdKSTWyqRrnNmpldhhhYcxX/8NQdD4ZNY54i8XscAJCl30oaqUKBa8hEzeSVF8iYN1bopciBI0TEtAacO6sZ1Jf7v5qPtd8Pp0nv1vGjwezZdImwIa1ac+rQy9jbvbrrD6yhHWF3wBw26C+J11mYu8eNE6Ir/G2RJuNw869nNWiMbOyX+btXX9jb9lWnttym0zaHGdgxhXY1egcni5JknS6ZOJGqpGBQYrNYXYYYWP44tfRNHh/xFhsqixUk6RQ02UiLSIIkBU3pzC+x5nc3Lc3i3Pm1Wu5dGs6qbYkVuzdzdf79gQputh2XbeePH/RJczc9xK/FCyruv7z7DfpktmYRbddT1ZSYrVlrujWmb9eNoR5Uydh1zQU4JpzejDt+qv59YFbsaoW5mS/xmPrJ7CmYEVoH1AE6Zp0Luk22adJkiTpZOQRqHQSgp3FeWYHEVZGLH6TBcNu4b0Ro5n82ae4fLIHiiSFggIoQp5niAhC9tA6lWS7DVUobCmpuY9c2/i2qEJlW8m2atd3TuyMXdNw+mSFTaD9vsfZXNetO80T0/g8+79VVTaVvsv7glRrEwY0uoJld07hnGdeosjp5ss/XE/z1FRW5y0h1dqYb+6ZgqZAma+IA87dbCjaxMrcOeS6sk16ZJFBIBjZ/FYsihwiJUkxJQZ3GIQQAwzD+OZU19VEJm6kkzBIscqKm2N5DZ3LFr3KwmG38tbwUVw/dwYe2QclKvmHksnBZJJUX/Lv5tTeXPUTN/U9h9bxrdldtrvabX/t/DdaJ7YAYE/xQRbnfM43ef59uW/yvuGqpqN5dMAQ7lu2MNRhR6U0u4OlE24g2RbHtznz+Dh7HvnugzXe94sD/2P54Zn8qcsbfHfPzXh0Lw7Nzse/PcfagpWoQmNo5jXsKlkvh0DVU5yWhE0OkZIkKTa8APSqw3UnkIkbqUY2RWNEy26syvnN7FDCilvXuXThqyy69FZevuQKbp7/mZw2OgopCIxYPA0QpmR6NHLI5sSn5tF15m3awrlt+rEsZ1nV9ZNbTkbRE+n+1gt4dZ0bzuzFbb2u5dy0vsw7+Dlbirfw/Pbn+HPnR/jLyiWy6vM0/e7M3tzXtx/7yrbw+s6XKfCcetaoUl8hT2+6kQ6JPREIdpduoNDjr072GV7mH3g7yFFHp3PSLsKre1BV1exQJEkKpRi0GGVNAAAgAElEQVTaXRBC9AP6A42EEHcfc1MSUKcPP1l7LtXIqmqMat2dXunNzQ4l7Dh1L5ctfJWzmmTy3EWXRuT5ZQWBTZN525PxGTqqiMRXVpLMpRs6ivzbOaU3Vv1ES0dr+qT1AaBnSk8GZQzm4a+XUOR2Ueb18NIvPzB69jRKy5J5oPMD3Nn+bhK0BKyqildWe56WK9t34eEBF/Bz/hL+t+uxOiVtKpX7SlhbsJI1BSuqkjZSw3VJ6sP5jcdiU+1mhyJJkhRMViABf+FM4jGXImBMXVYgj9ykk1KEwrN9r+LZdcv47Lf1ZocTVkq8bi5f9DoLLrmF1y69kpvmzzE7pHrxyUavdSAPPsOFPMMgRZs9RwpYumMXt3S+hantpuLyepi5dSPL9+6udr9NeTmM/+xj2qWk8dnoa+iWfAaf79iMT1Y1nZarOnahxFPAvANvmR1KTGtib8W4lnfJ3jaSFKti6KvMMIzlwHIhxNuGYTRohgGZuJFOSlMUmsen8PQ5w9lYcJDtRblmhxRW8t1ljFj8BiuH38Gjg4bw6MqvzA6pznTDwKv7+Oz6STg0C+Weo80uT/UZWpnOcFgsOL3eY66vWLLibLsqRJ2HkQlxtDNGos1OkctZNdxCCIEiBMeexFcQIKg68+z26hQ5XYiKuMqrxVUx0w0QZ7FQVvFYFUFVZcDxfTmapyQRb7Hy5+7DwDj6uCrvpSAQJ1m2+uOq4bpj7n/8cKzK2/JcJeS6ShFUPPbK24T/X1H5vFTEUfn70ccrqtZfuQXD8P+cao2jyFOOzzBw+7zVYqhcrnJduqFX/awJpSIWgVrxc+VFFUrFRVTFrFSLV1Q91y3iUki02P23Ay7DS5nXfUwUBobh7zNkGEbFAar/1klt+lY8Xv/6/e8Lf9TKcdtWKmJ0qBY8ug8hBJpQsCgqmlDxGXrVfRRAVMRfGRdCMLTpGSzKXo/PMPAZvop/df+se9Z48l0lqELBomg4fe5qr2nlc+lQrZT5XPiMo6+GYfjvV+p1YVcsIDjmtTz6/sh0JHGovMjf8LfybVj1n6PvhWSrgzKv2/84jxvmZ1S89kKIiioyURWlAHyGgQASLXZKve6q59quWvFWPG9unxeLotaY8PUZerW/8/6N2/PpgY0n3E860fIdu7i8SyfAX+VaWxXNjoJ8ur/1Aml2BznlZaEKMepoisKiq6+lbUoGq/JknyCzdU3qg5CpeUmSYotNCPE60JpjcjGGYQw51YIycSOdkiIEH11wHXd8N5NvD+8yO5ywcrC8mCFfvMSci6ZQ7Hbxfz+csiF4WHBoFjRFZUHuj9hUC+U+d72ailYeGDpUK2Ve13G3VSYJ6tbgt+pglqMJluOTDz5Dr0o8CPwH9bphYFX8M6wkWuwkaHbsqoXyUndVDMdThMBeEbN/vTUllgwGWbvQMTGLFo606rcYR2M+dhvHruXYx2BwYnKmcj0nG02iCoXuqc2rnjmjIpFx9KDf/69e8bOOQcX/qyKpPJA+OmTl6CuhKQoJFhsF7nJsyrFfAdUjNQwDRShV1/qMo4kU3dAxKrZz9OI/gK+8/vikkV7xOHqktuD7Hb/x027/LCsOq4UEm7Xq+RDHJISEEKiKPz2xngOMSO9dtZ7K94OhH31+dN1Ar/y5Ii50sKgqHp8PQzcoK/cgELh8XjRF8cdq+Jfz6QbeivU7rBqH4kvw5VkxDAOLIrAJgVqxjCIUslQHFk2l3O0h6ZjE2bHvCQEkGAaacvTgRFQ8JkUVVdNn+x/L0dcbIMVnJ5EkNMWfYHJ5vXi8+tE3YsV2NJ9CS7udfGdZVZJGCH+vGX+ix5/50Q0Dq6bi9vrQDQNVUarep7ihQ1ICBwuLsVm0qsZCLrc/CerV9arX5MSk6tE3s67D1lyZ5K+LmRs2sSknl5HdunBRh3ZMOqMHbp+Xx75dWuP9fYYhkzan6b4+A2mbksEnv/1bTs0dBjol9UZTLGaHIUmSGQzAiMnq9unAq8CbQL2a1cnEjXRKFkUl2Wrn1YFj2XjkIOOXvmt2SGFlb2kB45a+wydDrqfI5eSNX38yO6Q68ehePtrzrdlhhKXDziJuaT+MKcunmx1K1Pnhyjt555uf+WmPnB43Gs2/63pKXG6zw4gYmw7nsOmrHJ7+agUfTRpHqVdO9R1M3TKakOc6KJM2YSJeTTI7BEmSpFDzGobxSkMWlIkbqU6EEMRpVnqkNyPTkcjB8mKzQwor24pyuH7FB7w7+BrKPB4+2LDW7JCk0xST5wBCIYbGM8civaLiR6qfrk0ac1bTTP70tRy+E2gXtGzD04MvJN0Rj0WxMGPvi2aHJFXILt9Jmi3T7DAkSTKJiM19wrlCiFuBWUDVsAXDMPJPtaBM3Ej14vR56J7WlIPZW8wOJeysyd/PzV9/zOsDx1HidjNn22azQzop3dCRqQlJkgJNEQKfnPGo3h69+AJyykrZXiBnKQq0f11wMYYoZm72+/xasAKf4T31QlJI7CndROek3lgUm9mhSJIkhcp1Ff/ed8x1BtD2VAvKxI1UL3GqlV4ZzVkkEzc1+j5nD3f9MIvnLhhFqcfDkt07zA5JaqDYPAkgSZIZbJpGZkIifbKas+rAPrPDiQpJVhsP9TufdEcST264gzJfkdkhScfZX74Tn+HFgkzcSFJMisGdbcMw2jR0WdnKXaoXVVE4t1Ers8MIa1/u38bDP3/B80Mvp1+zFmaHUyNZbyOZSr75opYBcqhUPWmKQtcmjVm0axurG5i0cWgWEq1ySmWAK9p1ZtmE6/j5+lu4qG0G24p/lUmbMLW/fCeakO9bSZJihxAiTgjxl4qZpRBCdBBCDK/LsrLiRqq3rimZR2cikWo0Z886Uq0O3rzsKibOmc6awwfNDqkaj1eXB1e1qM8MW1I9yQ8PSarSPDmJfYVFbDqcQ8ukFBo6yOzLcTfQNDGJcq8Ht8/HP75fwY6CfKyqiqaoaIrAoqhoilL12a/gnxVMUxSsqopN1bCqClZVw6aqxGlWWiWnsLeoAJfPR7HbxeGyUvLLyzjicnLEWU6By0mx24XTW/vwI5vq3910+7xB+fOf0r03t/XqTbzFhlW18W3uPKZv+YwCT04QtiYFisdwsat0PR0Se5odiiRJUqj8D/gJ6F/xezb+maY+P9WCMnEj1YthGOwpyZfHXXXw9rZVJFlsvD9iDKNnTmNrfvj0LnDpXhSZnKidfJNLUoPIT5bapcfFcaS8nCl9enP/+YN4aMES2qWnMXHuxw1e5w8H9pG008Jzn63kpakj+XO/wZS5Pf7p7nX/dPe6rqMfO5W84Z963mcY+Hw6Hq8Pr0/H6/Hh0XXsFo0zmjbh+2IDxSJwJFhIbmnHYbNgtWhYVRWrqmJRVQTgM3RcXh9u3Yfb559yPsFqJU6zoAiBAahC4NF9lHo8HC4t4UBpMbnlZZR7PJR6PPw/e/cdX1V9/3H89T3n3J092XuDgAooiKg4GAqCOOu2tdXWam1tf9bRWqt11lY7tG5b9544UHHgQBwge++ZhOzkzvP9/XFDBAmShCTn3pvP08cVknvuPe9ckptzPuf7/XwrI/EikNaacCxGbTRKxI6vlhrTmmgsRsiOURuJUBuNEo5Feebk08n0+AH4pvQDKiIlBGM1DMo8jLAd3ON10nrPN3alFKayUCh03Zu+wsBnBqiJVaK1jQaGZI6mg7cHfiud4tAWCrxdeGztTRSFNlMbrSRkBwFd/xyi8eaXfkRX/wC8ps/pKEII0RZ6a63PUEqdBaC1rlGNvJouhRvRJFFt87b0t2m0e5Z8TKbbxzPTz+Dk555gQ0W505EAiNY1DzVQ2HKgKYQQbeKgDoU8e84ZlAdDFFdX89W2zfzp+PGUBmv5ctuWZj/vF1s38ZOBh7KxpJypNz3acoEbye92E/C6yE7zkeH34ne7sEyDbWVVbCutZGdVDQCGAblpATrnZjKgcz7d87PISvOT4/Li9Vn4sly4LQtlgGWauEwDw6gbIaQUhhG/WYaJacRHDJkYLNu8nVgshpt+5BIv0Pg8Fpb7u2NhVf8/6ub0gdYQjdmgFUrFP61tTU0oTJrXg1Lx4k640uYfb39FMBLlrCOHU9AFZnS5DMtwYylXvPijFLaOEdVRInaQsB0ibIeI2CGiOoKlXGhsamNVBKM1VMfKqY5WUBurJmKHsLHrCkV7/k6Of6zRWmNjg9YoZez2dcW/qO8f9+u6Fd601ui6sVymcmEoE4PvRl7pusUKDGXUPZva7b5dWfZMZSqLqA7X77+bfwA1sYq6hQ90/Uv83YP2LGp9N6pVkeHOlaKNEO1UO11VKqyU8lH3DqmU6s1uq0v9ECnciCZxGSbjO/XlrwtnOx0lafx5/jtkuX08f8pZTHnucbZXVzkdCQAbjakMbB1zOopoJ4ZkF+IzLS45ehQLNm3DaPD6QnwuldbET6Tq/vS6XIQiUWK2RimI2RqXaRCOfff9u2vb3WkNmT4vVaEQWkOfglyqw2HC0Rg98rKZtzbeU2RMn24s2LiN2nAEgDSPm/JgkCc/X0BlsFG/TwVQmJHGL8YcRufMDNI8HsKxKJGYXTe6Q+86XwalCLhcBKPRPUaBQPxIJuByURmKnxjuun/X98P3TwCViv9pKIjaGhtdPw0ozRPvn1EZCmHGz8IpCAQoDwVxGSZR2yYYjeKzLMqCwfpsEC9s73puAEPtORBvV2xba/LT/OyoqqYwPY17P/2CnbW1Db4+GojYNjl+H3kBP++sXcmKncVsqirntqNOIGLbROtGxpiGYtfPQ8yOn/hGbY2td20TXyEwqm0G5xbitszm/rMdsJpwmJpwmKKK6h/czrahqKKaoopq5q9tfqHKSccM6U1aThX3rPy/ve7zGn4CVjoZrhzSrEz8Zjo+04+l3ER1GKUMAmYGPitApquQDt5eeAxffeGnoWm6u4oodSUV4PtlFBr83K5RRLs/LqZj8RKKjheDdj3/dz9X+xo1tGcBTGtdV+gBVXccURYp2SP/noWkfV1M1ihptymEaF/+CLwFdFVKPQEcAVzQmAdK4UY0Wc+0XNyGSdiWE/7G+s0Xr/Dg2DN5/pQzmfLs45SFgvt/UCuztcZlmERi8u8o2sbUHoPxeVwYaYqDB3Rs8PRg11Xi7wu43NREwiil8FsuaqIRoraNy9h10L/7Y+rLAyjiRcpdz9sjI5vaaASloTCQjhmIT+EYmFuAK82kNhrBb7kIxqKMKuzKl+s289W6zS37QqSwkqpK8tJdTBrWAa1tfJaP2lhwj5NHiJ8e+kwvtbGG3gsV/rr74o+pe5zS8ZERu20Zv1wFaF13kmpgKFVX7NF1+/FgA6FYCI0mbEfIcudTE62NF0iUiaks3IaLsB3Z9azx56h77l2Z904aH51gYGDrXPpl9mBkl85Me+zJBl+fRdu2Y6l4xoraIKpcs3TrdtyWSbbLg2nW9aEx4vvfVYw0zPhXbbriI1B2FXUMpTDNeJ+au1+Z0+h/J9F8aT4P1dGGe+cE7RqC4RpKwtvbOFVy+8Pgh0izMpyOIYRoa7r9Ta7WWs9SSn0NHE78KOMKrXVxYx4rhRvRZGE7yqj87szZvsbpKEnlJ3Oe5rnxF/D09NOZ/vyT1O6nmWNr2/2KmdiT9G1uPZ9uXc+5s551OkajzJvxC6cjJJ11xRUU16zkf+tfcjqKI/476k6GdChkYEE+S3c0fHIfsWMsWr2V3z76BsWVNW2cUByIvIwAI/p04c2tHzkdJaWsrlrEsKwx+99QCCGSnFJqOvC+1vqNuo+zlFLTtNYv7++xctYmmsxjWPTLzHc6RlI67f1HsSzF/6aeittwblg77Jp20D4nlwpnfH9KjEg9m0or6OQtcDqGY25Zei9aa64YO7rB+w/p3Il5GzcTtW0p2iSZvh3zeOSXpwOwsnKBw2lSy9qqpYRtmZIqhGgX/qi1rm96qrUuIz59ar+kcCOazDIMugaynI6RtE565346pAe4f/LJ8Z4LDlEoorq5i88K0VwynCmVbSgpJd+T43QMxyytXE1puJKy2r2ngJlK8ew5ZzCme1de+HShA+lEc43s04WnfvMjuuRlEI3F6ODt5nSklLKuZlldk2QhRLuh2/CWWBqqvzRqFpQUbkSTKaWY0GUghb50p6Mkpai2OfGd+xmUn89dx01yLIdSqsGeDSJOt9NW961pV8sQkbqWbNlBjqf9FvYPyuxPjieDzRUVe3zea1n8ZNQI5m/Zituy2Fpa6VBC0VSmobj5nIl8UfoOV397BtcsOpMvSz9wOlZK2Vq7HvntIIRoJ75USt2llOpdd7sL+KoxD5TCjWiWHI+fvx52MgHL7XSUpFQdDXPSO/dzZLfu/GHsMY5kMJWBKT1uhBAtaNHmHaRZfox2eBJ2cNYgbhh8BeXBIP/45PM97uuSmcFvjx7L4MICVm8rYWNx+T6eRSSaSYcOwOOBV7Y87HSUlKXRrK5aKNO3hWhv2ueIm18CYeAZ4GkgCDSqqaKctYlmsQyDYTmd+HTKFRxR2NPpOElpZ7iGGe89zKkDBvGLQw9r0efO8/m59ZgTeHra6dw4bjw3jhtP57TvRkhdM2YcG6tLCMUiLbrfVNHQkqxCiP2rCYcJx6LkuNvfqJur+v2MRdu2M/bfD+x136qSnfz0+VeI2DZ/f/VjdlZJf5tE1aMgm5vOnsD5xxyKoRSXTR7DJ6X77RkpDtA3ZXMI2bVOxxBCiFajlDKB17XWV2utR2itR2qtr9FaVzfm8bKqlGg2X91om3uPOI3xM/9FcbBR33NiNxuryzj3o8d58qjzKKmt4eklB9734KETpzG2azcMpdgRrODwzl2piNQwqU9fRj/6AJZhcN7Q4fxl0UvYCViGThjy0ghk8H5zBKNh8j05FIdLnY7SZu446Bq8louLn3+F2kjDKwZWhEJUBkMM7dGRj5asbeOEYn96Fubwl3MmMqhrIdFYjCkjB/Hrk8dRGw7x4YZXnY6X8pZVfI2hnF20QQjRttpbVwKtdUwpZSulMndvUNxYUrgRB8xUBtcNP4Fffd4+l389UItLt3Hpp89y39jT2VlbyztrVzX7ubpmZHJsj978eeELvLY5Pl3SQGEogzeP+T0PTZ7Gg/O/wlQG722T5phC7E87O6ZoEVXBMAXeXJZWrnY6SpuY2uk4eqV34bj7H6Goet8XMP4zYyofzF/FP2d+2obpxL4c2rszFx07krtfn8OqrSX8+2fTCbm2cvPiP1IeLeG4gtPo4OvK65v/63TUdiFkB1lQ+gmHZI/DNOT0RAjRdpRSVwAXE79e94DW+u9KqWeA/nWbZAFlWuvhDTx2InA3YAIPaq1v3c/uqoCFSqlZQP1Bg9b68v3llHdGccA8psWxnfphKUNWKWqmT3es47qv3uDvx5/ERa+/yOdbNjXreTZWxIu3O4LfFXFtNLaOcefS17hh6GmM7dadD7YvJqJjLZJdCCF2V1RRS4Enz+kYbWZGp0nUhMMc3LkTI7p0xjIMDKUwDcWwjh1ZVVKCz+Ui4HZz47PvOR1XAL+bfjRnH3UwAMWV1azYUkzAZ/L3FdfVb/PujuecitduzSmeybDsIzDl9ESI9iEBro4ppYYQL9qMIt575i2l1Ota6zN22+avwF4jZOqmPv0LOB7YBMxTSr2qtV7yA7t8se7WZPLOKFqErTX3HnEaV859mapIyOk4SenVDYvJ9QR46MTpnP7SMywu3tGs54naMUpCVXt9/u2tC1hRsRVDKdZVFx1o3NQnc2RanEaj5HVNeZtKKunSpYPTMdrM1mARmVYml487BI1NTNugNBpNr/TOrKrcSK4ri2hMiuVOG9ClgIkH9+fsow7myfV3M7HgHKYdNoRozObJDX91Ol67tzW4nuLQVjr5ejgdRQjRfgwE5mqtawCUUh8CpwC3132sgNOB8Q08dhSwSmu9pm7bp4GTgX0WbrTWjymlfEA3rfXypgSVwo1oEQGXmzGFPTmn96Hct0yGgTfXIyu/IM8b4MlppzH1uSdYX17W5OdQKJ4cezmj3rpmr/vWVjevGNTeyDLprUOhkEVDUl9pTS1DfIVOx2gzVy/64VHRCsXlfc5nXMEoHv7VDM67S0ZyOEEpeOaqswGoCFUyv2wORcEtHN/hVN7c+hTbQxsdTigAPi56nZM7/xiv6XM6ihCitbXdMWGeUurL3T6+X2t9f93fFwE3K6VygVpgMrD7tkcC27XWKxt43s7A7r88NgE/uOKMUmoKcCfgBnoqpYYDN2qtp+7vi5BVpUSL8ZgW5/cdhcuQb6sDccfC2czesoLnpp9Bvt/f5Md/sCHe9LKzL6elo7UbsqqU2EW+E5puzqp1ZLsznI6RMHoFunJk/kgAZDaxc7wuFwBzit7g9hWXArA5uIZH190uRZsE8m355xhKjiOFEC2quG4Vp123XUUbtNZLgduAd4C3gPnA7kNkzwKeasEsNxAfqVNWt//5QK/GPFDeGUWLCrjcPDbubAyZD3FArpr3Kmuqinlxxo9Id7ub9NgCfxprqnawuXZnK6VLfTIypHUolRDTmZsk2fImgoUbt5LhSpMCaJ2ojqGUIhyLcOE9MtqmrVmmwbAeHbn4+FGEo1Fe3fIoYVumdCeqiB1iUfkXxGyZWihEKlO67W77o7V+SGt9qNZ6HFAKrABQSlnEp009s4+Hbga67vZxl7rP/ZBIAytKNeqyjhRuRIvyW26G5HTkqoOOcTpK0jvnw8epigb539RT8ZiNXyJzXVkpW2ukaCNES5DSQ9NVBMNE7RhZrvY96qajN59f9b2QX/f7MTWhMHe+9DG2jLhpUxMO7sfc23/Jf391Jj8+fhRvbpMVopLB7B0vESPqdAwhRDuhlCqo+7Mb8ULNk3V3HQcs01rva9WYeUBfpVRPpZQbOBN4dT+7W6yU+hFgKqX6KqX+ATSqz4gUbkSL81tuzup9qNMxUsL09x4i1+/j3olTGz2KKWzH8JiuVk6W2jRaTthbTfKMYUmepImnNhomz5PtdAxHXTvwMo7IG4En5ueSe1/kmTkLnI7Urtz/8xncfv6JfFX2PtcsOIvbll7GJyVvOh1LNML24EbKI3IBSoiUp1Xb3PbvBaXUEuA14Bda611NRs/ke9OklFKdlFIzAbTWUeAy4G1gKfCs1nrxfvb1S2AwECJeICoHftWYkNKcWLQKSxkcnt+dz4vWOx0lqUW1zUmz7ufdiT/nlqOP5/9mv7PfxyzfWczEPj/YF0sIRyTbFMrkSptYqkNh8j25rKxa53QUxwRjQSqDtcxbsYkF67Y6Hafd6JaXxV/Oncjgrh3479o7WFTxBQAl4e0OJxNNsbpyIbnuQul3I4RodVrrI/fx+Qsa+NwW4g2Md308E5i5v30opbzAJUAfYCEwuq7w02jybihahce0uHXUFCZ3HZR0J2uJpjoaZtq7DzKpd19+P2bcfreftWY1ljLpGShog3RCNE0y9Q5KoqgJp7QqRAdvntMxHPVh8Rdk+vz0KGzfI4/a0viDevPc786hd6dMXtz8n/qijUg+W4Lrieqw0zGEEK1Jt9EtMTwGjCBetJlEfGWpJpERN6JVGErRJZDFrSNPYnLXgVz26QtOR0pq24NVnDH7MZ4bfyHry8p4csm3+9x2bXkppjIo8GbI8t8HIHHe54VIPiUVtfTM67r/DVPUSR3Hc0GPGWwtreDsu552Ok5K6tMxl6umHUVhVhq9CnNZtmkHfTrmsbDiE57acI/T8cQBqo5WYMsybEKI1DFIa30QgFLqIaDJVxakcCNald9yc3THPgzKKmRJmQxTPhArK4r4+afPct/YMyiqrWbW2tUNbmcQn2JVGQ22bUAh9kshJbH2YcX2YsZ0bJ8jTQo9uZzd7WQAOmZnSEPiVnDbeZM5dmgfisObWV39OduLLSy/m5e2LGPezvedjidaQJqViaEavzCDEEIkuMiuv2ito6oZM1KkcCNanVuZPDzuLCa99R9Kw7VOx0lqn+5Yx/Vfz+Tu40/knFef5+ttW/baxmtZuA2LrbWlDiRMDbKMcetJtrKNTPVsnuXbipnq6eV0jDaX587mH4fcgKlMnp2zgPVF8j7ckrIDPl76/fn4PRb/23A7yyq/djqSaCUF3i64DY/TMYQQragxS3WnkGFKqYq6vyvAV/exArTWer9LcUqPG9HqDMMgw+XlyWPOY0q3wZhyInRAXlm/kHuXfsxjJ51Cz8y9r2jXRKPsqK1kWpeRDqRLDfItKgDcponbkiu+zbFw87Z2uRz4f0bcjFk3SiDD7+HxD79xOFFquf2CE8lO83HP6t9K0SbFZbpynI4ghBAtRmttaq0z6m7pWmtrt7836oBJCjeiTbhNi76Z+dwxaipTux3kdJykd++yT3lnyzKemX4G+f7AXvff/PFHnNF9jAPJhEgdMVsTick8l+bYuLMcj+nGbEcrwhjfO6T645OzHEqSukb17crckvcoCm12OopoZRlW+5xqKUS70r6aEx+w9nNEJRJCxI4RcLmcjpES/m/ea6yo3M6z008n3e3e477XVi3HZ7kp8LS/K94tIZlWPkomzZnP6yRb28SkQckBibWj5qI2Nn9d/iAAZ9zxOMFok1b5FPvhdcVn988tecfhJKItFHrbb3NzIYRoiBRuRJsylcE7m5Y7HSNlXPDRkwR1hMemzMBt7DmlIxyLku1JcyhZctNo6XLTCgzAlqpYu5DmdRPTMadjtLmLep5GNBZjzfYSp6OkBMswuPa08Vx8/CguP+kIbNsmGJNeeakuYGbUTzkUQqQoHe9x0xa3VCGFG9HmTEO+7VrS9HcfoiAtwD8mnLhHsaEqHKZHIN+xXElPKjftnib5RgklioDb3a5G2+zy6LoXsEyTK6cc6XSUlPD7U49hxuiD+OmEwzh97FCe3vgPisNbW2Vf53T/DT/ueT3HF57OkXknMixrDL0Cg+nk7UG6lbXXVP3ZtB0AACAASURBVDjRegq8nYnosNMxhBAiociqUqJNGUrx0JFncvr7j1EVCTkdJyVEtc3UWQ/w7qSfc/3YY7hxzmwAtlZWS+GmmXQqTYgVzVbX5t/pGEnJ73a1yxE3SypWAeCy5PCqJYzo04W3tz3FB0Uvt8rzZ1q5XNLnT+R6Cus/19HTj42V5aSne/BbLtLcHryWhdaaqG3HbzpG1I4R0zFiOkpMR4gRIqprCdnV1ESrKApt4b0dL7RK7lTUxdeLCR3OonfaYKqiFbiVrCglRMqTQ6wm2e+RhVLKC3wEeOq2f15r/Uel1KPAUUB53aYXaK3nt1ZQkRosw6RbIJvZk3/Bi+sW8Nam5XxTssnpWEmvIhJkxnsP8+pxF7O1qoJgNMaQggJmL//K6WhCJC05nmg+n8tqlyNufj/gUgD6dpYVcVpCus/Dxu2rWvx5LSz+Muyp+o+XlRRx29yP+XDj2n1O51SAz3IRcMWLORkeDwGXm3SXm4DbTbrbQ5rbTY7Hx8RewzkkZxy1sWq2BNezrnppi38NqaKbvx+ndLmYPHcHLMOFoUyy3LlOxxJCiITTmEtCIWC81rpKKeUC5iil3qy777da6+dbL55IRV7LhddycVG/w5nUdRDjXv+H05FSwsbqMi6a8xSPjfsRGyvK8ZouXt44z+lYQoh2yO/xELPbz4gbn+nFb/roEejM3a99zEufL3I6UkrI8HnZHtrYIs+VZmVyfOHpjM47of5zt8/9mH9/M7dRj9dATTRCTTRCUW3ND277zY6t/PP4KUzr8mMqw7XcvPRCbNrPz0NjndTxPA7POwFLuTDa0Qp0Qog6coWsSfZbuNHxceJVdR+66m7yMosDppSS6VIt7JuSTVz75Rv8bfR0FpZuINIOpyoIIZwXH3HTft5/bjvo/+jsLyQUC7G1tJLRA3oAYNs2MVuT7vcQicRfj5jWRKKx+ml4lvndCathGHjdVv22uyhDYezWb2nXqJDu+dlU1oaIxGLYtq7/fKxuv7tWRbO1jt9v20RiNpFojFA0RjgaIxqL/xmJxojEYijUHs9jGEb9UntR20Zrja2p25+N1hCN2dhaE43ZRO1YgyvzGUph1H0dpmHs8XU3xO9xYRgKCxcZVjYaTUzb9a+DqvsvqmPkeTrgNf1YWLhMNy7lwWN48Zp+Ovq6U+DuTbY7h6+3b+GyWa/RIzOb/y76hopw6xyDLNixjffXr+G6j2dx7wlTOavbFTyx4a5W2Vcy8plpnNLlYgamH4LbkClRQgjRGI2ahK2UMoGvgD7Av7TWc5VSlwI3K6X+ALwHXK213us3oFLqp8BPAbp169ZiwUXys7Xm251bnI6Rcl7buJjz+46kOFK+/42FaENKKan6txNel0W0HRVuCjx5ANgRxXWnHktpRXxEhmkoXJaJ22VRXhVfDUkphWka9f3Pbfu7nwplKNyWSU1wz8asuu5/u4o9yog/ukthFrGYzYqdJRhKoVR8O9MwMFC7FTnAMBSgMFVd8UQZ9X/fVUyJr6in8LgsYraNUgqvy6IqGKrPrviuafeujz11S3XHbBvTMLDteJEFHd9mV5HGtm1sHe8j5jLjqwaFd182XVPfGN4yDELRKFcNvBvFd8Wa7zaNvxaGMjCVSVm4jJi263rOxIjYEUJ2mL7pfVhcvJ0Tn72fkuAPj5RpKRsry7nozRcB+M3st3jtlHPo5O3BluC6Ntl/IvOZAS7rczPZ7nwsw+V0HCGEg1Jpxae20KjCjdY6BgxXSmUBLymlhgC/B7YBbuB+4P+AGxt47P119zNixAj55xH1aqJhZm9p+bnrAlZXlpDjk6U0hRDO8Lpc7aJwk+/OoSi8k7+vfJjf9PsJky65l1A4uv8HtpB+3Qu4949ncO3Hs1iwY1ub7feHnDN4GD89dAi3rbgFA5OoHSVoB7Fp+55H9wz/GwDXf/xemxVtvm9VaQkvrljM1O4/4b7V1zmSIVG4lJtLe99IlhRthBCiyZo0oVRrXQbMBiZqrbfquBDwCDCqNQKK1KWBDLfX6RgpyWtaWIYUbppLyVrgrUfK9+1CwOMiYrddAcMJ53Wfzn0jbuInPc/gtwMuZuP2UsKRtv2aV6zfwdtzlvLgCdPadL8/ZGNFOT4jQFW0mopoBTV2jSNFm4dG3E+mO4PL332dr7c7O7q3IhwiYgcdzeA0A4Pze/6OXE8hLinaCCFEkzVmVal8IKK1LlNK+YDjgduUUh211ltVfLzsNEA68YkmSXd5uGXkSby4bgExWXK3Rd2//DOeOPocRuf147PiFU7HEUK0M27LTOkeNwYGA9N7AzCp41HEYjaX/unpBnu7tLYvF29g5CHd237H+7C+ogyv5Wzfkiv7XoFlmFz70SxeXbXM0SwAndIy6JPWnyv7/AuNRmMDNjYxtI5hE8PWEWI6QpQIUTtKVEfQ2sbGxtYxPi1+K6mnWp3e7Rf0CPTHJT1thBCiWRozVaoj8FhdnxsDeFZr/bpS6v26oo4C5gOXtGJOkaI2VZdJ0aYVLC7dxtwd65nR9TAp3DSDRqO0jLppFfKytgteyyKawiNuzux6Ev0yegEw9bL/ULSzaj+PaD05mX6qouH9b9hGNlVW4LNcuA03YduZXAdlDuHDDWt5YskCR/b/fX/78hNmrVtV31vIMgxMQ+E2LFxm/GO3YeKxLHymhdfy4rECWIaBoRQ5Xj8/6fln/rn6KnaGtzv95TTZYTnHMThjFG5DRlkLIXYjp4BN0phVpb4FDm7g8+NbJZFoV6K2TV0vRdHC/vDVm7w16WdcP2QGf170gtNxkopCoaVjWotTkFQ/7FJjaj6PyyKiU7dwc1Tu4fV/r651tmiSmxWgJFzraIbdRW2b0mANA9L78W152w/GHp1zOKZhcM1Hs9p83/uyrryMdeVlB/QcfxhzDJf0v5W7VvyCoO1Mv57myHV3YErnC2T1KCGEOEBN6nEjREvrEsiioz/T6RgpaXuwihnvPsrkTgfTwZvldBwhgO9WghGpzWWm9lSpPP9376k1DhduOhdmsa3KuRE/DVlbVkbftL6O7DtG/PtuaEEHR/bfWv786Wzmbd3GZX3uxEjAw3ev4aeDtxvZ7oI9Pn9Gt19gNm4tFCGEED9A3kmFo7bWVLClRpatbi1rKksoDVczrnAgz67/zOk4op3LcvucjtAkGuqXUxZN47HMlG9ODHDHI+85HYGO+Rl8W7LG6Rh7WFK8g+Fduzqy7y92zqPLpk7ce8JUXl+9nNvnfsSGiuQ/ztDAZbNe4/lpZ/Gz3jdz7+rfO5rHVBaDM0ZyaM5RdPP3xWv4iegwprLYHtzEw2tvoaO3Gx293TFlsQQhxPdpWQ68qRKvZC/aDa01725Z7nSMlLe6ooRpXUY6HUMIysPBpOpp5TJMHr7oVMb16+l0lKTjsVJ7qlRxVTlvfryYF2fNdzoK+dnpLC7e4XSMPawsLSHHVbD/DVvJi1te4an1z3JS7/68f+ZFKVOADcVinPP687h1ARf0uMaxHKNzJ/CHwQ9yatdLGZB+CAErA9Ow8Jp+XIabDt6ujM49niPyJklfGyGEaCFSuBGOUUoxqctAJnUZiFuuxrSan855lk6+HHoE8p2OklySp76QVIwkOn96dvW3LCjawn3nTWNgR/n5aQqXZaZ0c+KyWDmFuRlOxwAgI+BhXXmp0zH2sKZ0JwEzzdEMb21/m6vmX42hFA9OTJzl0g9UeSjIma8+w6DMgxmXN6VN921gcFa3K5jc8Rx8ZgCv6UM1UBSzDBfHFEynb/rQBu8XQgggfqzdFrcUIYUb4ag8b4C7Dp/GfWNPdzpKyqqOhgnbUQZmdnY6imjnlFKOLJfcXLd8/QHT33ycF1Yt5OELT8Xvdu21zbh+PclPDziQLrG5TJNoCve46R7ozA3/nul0DFyWidttsa4ssQo3q8p2EnA5P9KiKFzEA2seYnz33qy75CrWXXIVZw8a5nSsA7axspyzXn2G8QVn0iMwsE322cXXiyv738mgjBF4zP3/21qGC5fhboNkQgjRPkiPG+Eoq26kzeiCHgzN6US6y0P/zAJ6Z+SR6/FTHKxmWfl2Pt62hvVViXVgmky211Zy/ZAZROwY725b6HScpJBE9QXRyn7zyUy+OPUXPHjhKfz44Rc4YXBfuuZm8cWajdx33jTWl5Ry68wP+XD5WqejJgyXaaT0iJtwJEpmms/RZcABsjP8hMJRbEdT7K2ophpQFHjy2REqcjTLpyWfs7xyBUfljyPNCvC7w45MmGXCD8RnWzZy5xefcOXI3/P3lZdTGT2wVav2RaE4vvA0xhVMxVIuDCXXfIUQLUQOtptECjciISgUTxx9LjFt4zIMPGb8ynbUtolpm6uHaWZvWcV7W1agtebb0i2c1nM4c7at5dMdcrK0Pye+/QA/6Xc41x80gzTLy8ub5jkdSYikMvG1h3nv5Iv56o+/BKAiFOTnx8SXhO6Sncm9505j7C33sbM6cZZldpLbNKnVEadjtKiROUOZ3vEE+mf2omhnJZu3t86JclNkZ/oIRxNzZNOmynIGZQxkR5GzhRuAkvBOXtz8MgBj88YxICePZTuLHU514B5e+BWD8vL5ee/buWP5pdi07PeCqSzO7/FbegYGyXLeQgjhMCnciIRgGQaWsfdVHMswsOpm9I3v1JdxHXqhlMJtmBhKcX7fUXxVvJELPnoSO5nmYDjgwRWfUxkJcs3BkymP1DB7+2KnIwmRNHaGajn2lQe45KDD2VFTxYNL5nH1IUdTFQnx4OJ5LDv3N1w18UiueeEdp6MmBJdlUm6nVuHmiNxD6Z/ZC4Azf/sotSHnv76czADBaGKObFq5s4TeGb35oOgjp6PsYU3lGt46/QJ63Hen01FaxNUfvsPTU8/g0t638K/Vv2ux51UYnNntl/QKDMZtStFGCNGyFLKqVFPJeEeRNDymRcDlwW+5sQwTQxl4TIvhuZ2ZecJP6Z/p3AoWyeKZtfNZWV7E2T3GOh0loSmkmaLY285QLX/5cjYPLomPWLv16w/458LPCNpRXl27hCGdOzicMHFYKTRVKsedySmdJ3BQYBAA9zz+AbXBsMOp4nIzA1RHEyPL9y0t3kEHT+L9TPx91d0ADM1PvGzNEbVtLpr5IpbO4cyuV7TY807ocCYD0w+Roo0QQiQIKdyIpOe33PRKz+Xl43/MiLyuTsdJaIfnd2dwdke+3inTy0TbU6TudOavdmymT0Euz//8bH43aRx3n3USuQG/07EcYxmKaIosB/6vYX/m7O4ns2J1ERde+zhPzfwqYZps52T6KY+EnI7RoLXlpaSb2U7H2EvQDrK+eiPju/dyOkqLqQiHOOu1Z+mbNpKj8g58Ba0B6QczNn8y7kY0IRZCiGaTVaWaRAo3IiUYhoGJ4qzehzgdJWGd12cE/znydP675kP+vVKmcwinpNBv0N28tnYp26oqGdAxn7MPH87xg/vy2hXn8btJ48jye+mRl83Zhw8nLy2+AlWmz8vo3t0w69ZHH9ixAJ8rdWYvW6ZBVCday9xmqhvLPah3R5at3e5wmD3l56RREqxxOkaD1pWX4TN9Tsdo0JbazQzOS61Ruhsqyrlo5ouMLzidgemHHtBzXdTrGulpI4QQCSZ1jhJF0orZNtXRMBluLwtKNtMvswCfteeyuxE7RtSOoVB4rb2X5IV48eaEzgPo6J/N1pqKtoieFPK9adx3xGkMzCrk78tn8uKGuU5HSnhKZkq1otR8cXeGajn8hX/Xf2wAr5x4PuccfjAXHBE/iaqJRLj2pGM4+IZ7eOXycylIT6OiNsjybUWM7NmVJz+fz02vz3boK2hZlmkQiyVm09ymOCRrCO663zmbtiXeyoYd8zJYXZWYv+/WlZcScCXmyf9b297m2oHXMr3vQF5audTpOC1m3rbNXPfxLG488kr+vep3FIW3NPk5RuWMb4VkQgjxPVp63DSVjLgRjovoGE+v+ZqhL97Gae8/ypsblxCKRQnHotTUzd13GSa/+vwlHlrxOXO2ral/7DclmwjFothaE4nFcBkGd446GY8pNcld/nb4NFyW5vzP/sXzGz7HTtERDy1Ny+vU4pRK5clSe7KBKW88Rp/H7+DP897j0g9eYujTfycUjfLNDZdTkJ7GRe89z41fvUeNK97kdtWOEmdDtyDLUMR08hduVlatpbI2vlLYT2942uE0e8vNTmNjRbnTMRpUGQ4TsW06ejs6HWUv62o28MrmV7jlqBNS7njhhRVLeHzxAi7udTNuo+lTncbmndgKqYQQQhyo1PptJZKS13Tx0wFjeGPjEhaXbuOaL9+gNhY/kZm1eQWrK4oZnN2B97as5L0tKwHI8wYo9KazuGwbEzr3p39WIXmeAFO7D+GgnI7MnXolH29bzTubl/P2pmWE7eQ/gWiuPhl5PLzmfVZXJdYQ/0QnDYpbntaaVB1x80MeWvJl/d/Hv/wAD4w/hXsWfMr7m1YD8PzqRaw45zdccMShLNmyg5Xbi6mNJHd/GNM0iCZ54ebULhPp7e+Ojc2OkkoiCbjsdla6jw0Vzi9Lvi/bqivpl96XrcGtTkfZy8xtb3FC4QQuPXgUf//yU6fjtKhbP/+Ivtm5XNb7Du5a+ctGPy7NyiTf26kVkwkhxG7ax7W8FiMjbkRCCMei/HP0qdwy4iQuHjCaJ1d/zR+/fos529ewtbaCd7es2GP74mA1i8u2UehL56RuQ1hSuo1gXbHHb7lJc3mY1HUQfz50Mgtn/B/PH3shx3Tsw3PjL+CTKVfw7Sm/49w+I5z4UtvUj/sdTp43TZoRN4OMuGl5Sql2/7purq5g8muP8taGPd/T7vpmDp2zM3j6krP4w9Rj6z//yEUzWHLTlYzp0+0Hn7cwI41x/Xq2akPk7rlZXHnCWIxGzCX0WGZSryrV1deRs7pNZVTeMNyGm6vufMnpSA3KTPOysjRxR2qtLt1JD393p2M0yMbmw+LZXDJ8VKO+p5OJBn4+6zUqQy4u7HFdox93UOZhKTFSTgghUpGMuBEJwW1adE3LoqN/KAqY3v0gJr99f31zS49pMeeky7l1wXvEtE3XQBbn9hlButuLgeLIDr0wlcJnufd43rS6+fX9Mwv4++Gn4LdcddM14HdDj+WNjUvYGUrMxo4t4ffDj+Mvi15ijYy2EQnAUoqY3b4LN/ty3+K53Ld4LkvP/jV56fEGxm//+kK65mSxrLSIe8+dxnPzFvLwnC/ZUlaJyzQ5cWh/5qxcR3FVDTN/dQE+t4uZ3y7nqmdnYijFmaOG8ubCFZTW1DY6h89lUZCRxr/OORmlYPo/HyccjWEaijevvBCAi8eNBGDQdX/b5/MopbCUeQCviLOKQqWU1VSR5U/jjoffZeX6Iqcj7cVlmbjdFuvKEq/3zi7LSoo4Lifxpkrt8tLmV5naeQqvzziXk174H3aiLBfWAoLRKOe8/hxvnXY+kzqczZvbntjvY/qkHYRLufe7nRBCtIjUecttE1K4EQnFMuKDwDr6M/n3Eadx7ZdvcGrPYVw+eBwA1x98AoZSGN9rUpy2n9UPvt/sGOINaH990NFc9+XMFvwKEk+hN9PpCElJpkq1PMswibbjaYuNYWIwvGtHbpkxga45WVz6wUtUhEI8MeFMThkxhEGdCthcVsGJQwcA8N7SVfz3029YXVRCYU4aE4b0pSp4LO8tXc11U8Zz3ZTxHH3b/eyorN5rXx7L5LQRB3H6yIPYXlnNC18u4q4z4/0tSoO1ZHt9zL/hcl7+egnTDhkEwN3zP+GK4UcA8LOjR/HU5wuoCDawHLXSVMcaXzBKNEE7yM5wOavW7OTNj5c4HadBOZl+QuEoibx219ryUjKsPk7H2Ccbmwu/uJi/Dr2LRyafwnUfvcvGysTsGdQc26urOPf153n25DPYElzLgrJPyXYX0MXXi4CVjoHJjtAm1lQtARQDMw6tv7glhBAisUjhRiQkn+ViTEEP5ky5nFAsisuIX7nd9WdL8JoupncfmtKFm3AsysrKbU7HSDopdNE1oVjKIGon8mmm86bOfIw7x0zmpGEDuGfBJ7y5Pj6lqsdjt3HL6Amc1W84w7vFe1BEYjH6Fubx2I9PA2DiKw/z+HFncOqIIUweNgCtNUoprjj+CK5/adYeowmW3HTlHvvtnJPJEX3iU1p+9PZTfLptA+f0H86UHoPo0TWLDzatZkNVOX9bMIf/Lf+aR8afxhXHHcEVxx3BoX/6x149eUyV/M2Jc1xZPPnJx07H2KfcrADBBO+FFF8SvPWm77UEG5vrl1zHb/tdxVunnc9P3nqJz7ZsdDpWi1lUvJ1rPprFX4+5guMKTiXHU0hURzEx45cnFCwp/4rXtjza7qeyCiFEIpPCjUhYu0bU+K3WGbYbjEV4YNlnrfLciaIyGiSSxH0mRGqxDJNg3UpxomHLSos46Y3HGrzvT3Pfw21Y2Frz209nsvzs3xCNxQthN37xLsvKihjx/D8ZkJ3PyT0H8Z9Fc7n60KM585BhHDuwD1c//xZpXhfZ/viJ9ILirfz4vecpDsani/bLzGVF+Xf9Uh5fPp/Hl8/fK0dxsIYpMx/jggGHcsNhx/H0JWfxyjdLeWru/PoCjqEUMZ28Rbo7B11Lhs/PdT+bSHFpFXO/Xe90pL3kZacRjCb2+/vG8rK9pjAnoqpoFX9ccgOndZnBI5NncNwzj7ApBUbeZHm8/GbkEZw6YAhR26bQ1xUAF3v+mwzMPJTtodQpVgkhkoMsB940UrgR7ZapDHpl5LL7AsWGUmidOtecSoLVDMjszMdFy5yOklRkpHjrsAyDiIy4abagHeU3n7xR//Gcres4tmsfIrEYjy79qv7zy0qLWFb6IQBXf/YWn23bwJl9h3LzKSeQHfARicUoDwY5f9azlIWD9Y/bvWjTGI8u+4rzBhxC38I8rpp4JFdNPJIjb/kPJdU1KEMl7apSnX2F9MzqzNaicr5dvoXFqxJz1GJOhp/qBC+EFtXWYCpFtiub0kji9uLZ5blNLzAoYxDXjj6KS9951ek4B2RATh7/O+k0MtwePNYPH+67lJtx+VMwk7gvlRBCpDpZVUq0Wy7D5JiOfXlz4iWc0etg5p38a1acdi3/GnOq09FaTJdANgHrh/v/iIalTvkucZhKEZPCTYu5+P0X+Gzreu759pMf7HPyytolnPXO01RG471oxjx/L8OeuXuPok1zjX/5AS6Y9Wz9xx///mcsuelK3KZJLAn7GeW5s/nbsOsB6JifSVaGj6qaBnr4JIDsTD9lkQP/N2xt26qr6J/e1+kYjfbqltcY26U7aa7EHym0L70ys3lu2lnk+vz7LdpAvJm41/RjSOFGCNGWdBvdUoQUbkS75rfc9EzL4ffDjiPL7QPgyA69Oaf3oQ4naxl+y80nRcudjiEEEO9xIyNuWo4NnPXO0/zj28ZN+Zw68zFGP/cvioJ7Nyo+EB9sWUuPx27jgcVf1H8u25vOHwb/skX30xbKwpXsqI6PDFm5oYgnXp/ncKJ9K8hJpySY+KsirisvpVdaT6djNNo3ZfOJ2BFO6Tc4KZcJT3e7+d9Jp+G3XEmZXwghRMNkqpRo90zD2GNVKp/l4oZDJzEqvztXfP5i0hZqs9xeAFZJc2KRIEzDIJKEozBSRVk4SFkrzqy5+cvZ3PzlbB4cP4PxXXphKIP7D72ZXE/2Httd/e3trKxa13pBDoBhwKbIZjKDafzj8Q+Zt2iD05H2qSAnjRVVZU7H2K9lJcUc3qOT0zGa5NWtL3HD2LM5f8hwLpj5YlKtNHX70RPJ9fkwDbk2K4RIYCk2GqYtyLu6SElaa6ojYaojew9xD8WiVEaC1OynN8DRnfrw9PjzKfCmtVbMVjW562BsbcsKSc0gS4G3joDlbtGV4URi+sn7L9Drv3dQEqzeq2gDcFHP0xxI1TidvB0YmTOUF2ctYN6ixGtIvLvc7EBSNNBdU7qTbFee0zGaZHbRB/zqm6uImDt5euoZuJPkfWtM524c1bVH/eIOQgghUocUbkRK0mi211by7Nr5e13hj9gxfvXZS9y1cDa10QjhWMOrcvgtN0OzO/H2xEso9KW3RewWk2a5uXrYeP6y6GXKIi07LUKI5pIRN+3Loc/8kz7/u4Mej91Wf3t17RK21G53Oto+ravZBMA5U0Zx/OgBCT3VJCvdx7qyxB9xs768DJ8RcDpGk5VHy7ll2a2kuS1uO/qEhC/eZLg93H70BHxStBFCJAml2+aWKqRwI1KThg3VOzmqQ2+M742esJTBhupSHl05j4lv3cc7m5dTHWl49I3LNPFaLm4fNZV0V3I0+R2R15Vnxl/A1toyXt38pdNxkpI0Jm4d0ViMmmjE6RiiDUUb6GnkNhK36etBmf3r/37jL0/kqJF9HEzzwzICXtaU73Q6xn6tryjDn8RN8m9fcSvT+w1mWr+BTkf5Qb8dNZZ8XwCVwMVGIYQQzSeFG5GSDMPgsPzudEvL3muet2WYvHbCxRyW353NNeVcNfcVQnYUex9zilyGySG5XXhjwk/JT4JpU7eNmkKP9GzuWJrcS5mK1GMqGXHT3vktNyE7cZewXli+nHD0u1GYiboUuGkoPG4XGyoSf6rU1qpKXKZJmpX4vz8bUh2NN4COxBK3sbrXsji1/5BGrSAlhBAJQ1aVahIp3IikpbX+wV41PsuN1cDQZssw8BgWU7sPASCqbS7/7MUf7Hnjs1zke9N4evx5dAlktcwX0EqWlG7js+IVfL1zrdNRkpb0uGkdhjIaHIEh2g9DKXxmYo++uPTr6wD4831vsWNnpcNpGpaV4ScciSbFz5MGimtq6J+WPEuC7y4Ui/fK+9uxkxN2ulSPjCyiOvG/F4QQQjSfFG5E0opom+u/fJOHV8ylNhpBN6ELr1KKqd0G89MBozmqQ2/SXR7S9jMVymWYdPFn8ez4CxJ62tSI/K74E/zESLRPplLE1Vi8OgAAIABJREFU5OSiXauKhKiN7d00PpGURSuoqKnh2p9O4LjR/ff/AAdkZ/gJRRruz5aINlSU0TOQPEuC767GrmFNVfxCyK1Hn+Bwmob1y8mTyw1CiKQjPW6aRgo3ImkZKD7atpq/L/qQKz9/ier9rBL1fT7LzRWDj+KeMTO494jTsBtx5dI0DDJcHq4fnpgHbwB3ffsho/L6YCr58W4uOQBuHV7LlRQjBETrSoYRbdui2zEMRW6m3+koDcrO8BPaR2P9RLRyZwmdfMm1JPju/rTkJgBO6TeYbhmZDqfZ28DcfNymTJMSQohUJmd2ImlF7RgvHHchP+p9CMd1bt5VUY9pEbDijTINo3E/Dl7LxcSuAxnXoXez9tnaZm5agtZaRjYcCKVkGfVW4DIMMtxep2MIB/ktNx4zcZsT7/Lo+hcAeO2DRQ4naVhOpp/aaPIUblaVlpDrync6xgH58+K/APC7w450OMneHln4NUbi10OFEGJP0uOmSaQ8L5KW13LRMz2Xq4cdh6WMNr3a5DNd/HrI0Xy0bXWb7bOxjuvcn9KwLAEuEo+tNVWRxJ4mI1qXgr1W+ks0V/f9OQPT+hCL2YQiidlMOyfTT0US/SytryjHb6Y7HeOArKpezSdFn3FU10MYnFfA4uIdTkcCINvr44OzfkIoFmuwr58QQojUICNuRNLzW+4mFW1qo2EqwsF9riLVGEopemfk0Tcjr9nP0VomdO7P5trEXyJWtD8xramKJO6KQqL1VUfDCd/jJtuVQZrPy7X3vEYsQVcSys0KsDNU43SMRttQXoYviZcE3+X+tQ+yqGIBr804l3WXXEWO1+doHp/l4uZxx+M2TQKuxB/JJoQQ9dpqtI2MuBEiee2oreIvC2Zx9+Gn4LVczX4epeDIDr1ZWVHcgukO3F8XzubtSZfy3Ngr2RGq4JbFL7GpRgo5TaJ1go8JSE6GNCdu97TWDM0awOQOR9cdS2l2dZXS2PVN5u36Iy2N3/RTHa1B7/ZfxI4S0zFsrbG1jY1NTNuYysDWNrWxUPx+4vfvOnLTGjS79mHv2gV23b5tNP9Z9wR/GfJbcjMDbfWyNFlhbjpFtclTuNlYUY7PcuM23IQTeDn4xrhvzX94f8f7XDvoar6+4Bcc9r/72F5d5UiW56edRa+sbKxGTvUWQgiRvKRwI9qd7uk5LC8v4vOi9Ywp7Nns5T29povRBT14eMXcFk54YFZXlnDTN+8wuqAH/bPyuWbwKfx83oNOxxICr2kd0Eg3kfzWVpRyvOrNONdRgI7XbOq+JZShUCpexNnVr8NlWcS0jbbj26q6m2kYGIaqf4xlGthaYyhVt43CMuKfiz/ld6VYtVtVtr5Rstq1hcJjurAMiyMO6cWL7y5o1dejuXKzAiyt2uR0jEYL2zHKQ0F6B3qztHKp03EO2IqqlVz85aU8MOJefnnI4Vz38bttuv/CQBpZHi+9MrPxHcAFKCGEEMlDCjei3amJhpnSbRC/mfsyMyf8jDxPALOZV6uG5XZu4XQt49GVX/Doyi/4+cAj+PVBxzgdRwggPlUqTYbzt2vFwWq2bK/k/KsedzrKPr3zyGWk+S3GDO9F54JMNu8odzrSXrIz/GzeVuF0jCbZWFFO3/TUKNwAhO0wUTvGlqq2+3cwlOKBCdM4tkdvYrYtIxiFEElLIau4NpWMrRTtjt9yc0avQ6iMhDjr/f+CglgzlyjOcvtwJfAQ5adXf4PWGpeShoXCeTFtUxlO7mkS4sDYWuN2J/b70baicmxbY9ua3Ow0p+M0KCPNy7ryUqdjNMmq0hKGZAx2OkaLCtshfnfYuDbb30m9+zO2S3cgPupMlgAXQoj2I3HPOIVoRdluH5O6DGRDdSlnvPdYs0fcFAWriDSz6NMWju7Uh7AdJaITc2UUIUT7olCEwon9fnTR1U9QGwzzwbwVLFyx2ek4DUrze1hfXuZ0jCYJx2L0SevjdIwW9eCahwGY0a/1C1IXDjmYO46ZiNtM7MKnEEI0mjQnbhIp3Ih2yW+5uXXkSRyW351OgUwqI8FmPU+Ox9/CyVrWjYdO4k8Ln3c6RvJRKpXe54VIGJ4kGCEwfHAXTNPg2rtfJxFbMrldJqZpsNWhhrjN9cD8LzENg1E5I52O0mK+KvsGgBvGjm/V/Uzs2ZerRx+Fx7Tq+0AJIYRoXxL/CEqIVqCUwmu6eGTcj9BoTNW8GqapDCxlEHV4nnmay0O+N0C+N41LBozhkLwupLm8AHxWvMLRbEIIsUvYjuF2Jf6IAa/HxT3XnMptD85KuB43mek+QuGo0zGabG15KRE7xuQOE/li5zyn47SodHfrLXV++9ETmNZ3oEyLEkKkHJWAF0cSmfwWEO2WUuqAhxyH7SjZHj9Fwda58pnm8tDBl06BN50CXxqFvnS6BDLpHMii0JdOridApjteoAnFothaYxrwwoa5VEaDvLbpK6qjoVbJJoQQTacJRxJ7qtSXCzfwwtvfMGPCwXQqyEq4wk1Opp9wNLFfw335cMM6hnXIdDpGiwrGQnjN1incDM3vwNQ+A6RoI4QQQgo3QhyImG3zswFjeGzlF2ysblq/gWy3j47+DDr4MujgT6eTP5MeaTl0DmRS4Esn2+1DKVVfkDGUwmNauPaxfLnLMNFaUxyq5J8r3m6JL08IIdqlE48ewmuzF/LLs8dx8R+eIhRJnBEu2el+QrHEydMU765dxXE9Jjgdo0XFdBRo+cLN4Z268uDE6VK0EUKkLhlx0yTy20CIAxBweTi37wg6+jP4xaff9ZLxmBad/Bl08mfSyZ9JZ38mPdNz6ZqWRQdfOtkeP7bWhGNRNPGii8e0MBqYu76vQk1DlFI8uuaDFvjKhBCi5WkNfq/L6Rj7pZRiyjEHAeD1uhKqcJOV4aM2GnE6RrN8uHEdAEMzh/Bt+SJnw7SQuSVfML7wGP4w5hj+Om8O1ZED+7fJ9fo5rFMX7ho/SXraCCGEqCeFGyEOkKkMJnQZwKPjfkTnQCb53jS8potgLBKfuqQUPsvdYFGmNRp1hu3EOcFIVgq5CNAqErHTq2hTXstFbSjxiw5PvDqPi04dzddLNlJRVet0nD1kZ/ipjISdjtEsW6squffruVx58BX8eN7PsEncVRkb67H1j9MnrS8XDT2UqX0GMPK/9zb798d5gw/mxiOPpTYSwWslfoFTCCEOiBwWNomsKiVECxnboRc903NJc3mwDIM0l4cMt5eAy9Ng0aa1DM3qRo47rc32l7rkt4kQLS0UiyRF/a5P9zwADhnUlbGH9HY4zZ7yc9KoSOLeZX/94hOqIxEOzx3ldJQWc/3iP/K35XeT5w8woWffJj/+yC7dee/Mi7huzNEA+FxStBFCCLEnKdwIkWKO7ziMV476LbcN/xGDM7s4HSeJyfB0IVpDMvxkvf/5CqJ1DYCH9e/scJo95eeks7Wq0ukYzRa1bTZUlDMq+3Cno7So+eXfEowFm7w0eIbbw61HTaB3Vs4BL5gghBBJQ8dXlWqLW6qQwo0QKcZruvCYLsYVDOJfI3/CM2N/xcSOw3EpOSAUQjgrGUbbALwzZxmX3/Q8WmvS/R6OPayf05Hq5Wb6k7pwA+BSBv0z+jgdo8W9v+MDLKPxh9YKeHDSdAr8gdYLJYQQIiVI4UaIFGUaBn7LTc+0Av5v8Mm8Nf4aLul7PLmedKejJYkkOcMUIsl4PMnRXm/+0k2UVtQydfxQbrpiitNx6uVmBVhf3rRVDBNN98ws1lavdTpGi3tj60zyfAEenjS9UdufN+Rghhd0xCUjbYQQ7ZFuo1uKkMKNEO1AwPKQ7vJxdo+xvDzuKm4b/iMGZiTW8P9EopJiMocQySfH63c6QpN8uXA9AI++9LnDSb6TkeZjXXmp0zEOyHPLFtE3rT9j845wOkqLqopWE9MxhhV03O+2eT4/k3v1k+lRQgghGiU5LnsJIVqEx4w3PBxXMIjD8/qxuXYnD6+ezezti4np5F/dQyQ4Wda23SsN1RIOx5yOsV8H9e/ETb86ifycdDZuLeX+5z9xOlK9NJ+bVaU7nY5xQP4271POGTKc87qfw5zixHltW0IoGmVJ8Y4f3OZv4yczvd8gqpN0dTAhhGgJqdR/pi3IiBsh2iHTMPBZbvqkd+DaIafw1jHXcEGvo8lw+ZyOlhCkvNB6dCqNWRVNZms74X/ADurfiX/fcAb5OfFppS/Mmp8wvXkCPjcaKAsFnY7SbJbx/+zdd5xU9b3/8df3nDNtewMWls7Slt6bqGBDsKGxRzHGaBJbcn8m0fSbxMT0dtOMmptu9KppJmpMbLHFhoqigIooItJZtk05398fsyDIAltm58zOvp95nLh7ZuZ8PyyHPWc+8/l+vg5/ed/7Afj+6h8GHE3mJYlTW155wMeHlpaxZMRoAApD4WyFJSIiPZwqbkR6uUIvAsCFI47kwhELuHfDc/zqtQdZ27Ap4MiClSPv0/KLtTiqupEcN7VuELsaWygtSiey739idcARvauitJCWeDLoMLrk4zPmUhB2+OzzX+CNpjeDDifj3mneSG1x242Xrz38GM4eO5Gkn/tVZyIikltUcSMiAETdMFE3xKIBk/nV3Mv42cyLmVWZf6t+iIgczG13L6e4ILLn+41bcmcFp4rSAlqSPTtxM7ayL2saXs7LpA3AzW/cCsDaD1/Flw47ak+B2fePWsJpo+pwjCHs6nNTERE1J+4YXTlEZB+e4+LhMrl8CNdNOZcdiUZuWvMv7trwLHG/Z79haC9jTF79ohfJFQaT82uCl5cW4LQu6XzCR38acDT7qigtoCmZCDqMLhlUUkKj2RV0GN1m9a41XPvidSyqPpalo8Zy3LCRPLPxLRYOGaFGxCIi0mlK3IhIm4wxFHoRCr0IHx97Ah8bu4RbXn+UW9c9xpaW3PkEOt/du+QShpdW0pxMEPXSzaVbUsnWT3HfXf/Kvqd7TPq9seXd/997//59gn1riXkh4qlU+lh7XnSAN9nmvW/A254C5RhwjCHpWwpCoR7/plO6Jml9hvSvwHMckn5uNkR3HcO2HY2Ulxawq6El6HD2UVFaSEMP/zcUcly2tvTs5sqHsmrXalatWU3fSB/eP/gcFg4Zm+utnUREsk7NiTtGiRsROaTdfXDOHXoY5w49jMc2r+ZXrz3A89vfCDiy/De8tJLlm9/ig/+8DWstxhgSfgpr04ka31oMBse0pnFa/7s7MeNgMCad4Nn9OAB230bBruNQ4IXYFd9rlZP3vNPYe5n0NpsMH+ACbEnHaLFsbm7s8M9A8seda1/i09MW8L3PnsZlX7o16HDa9JmPHMfat7Zw+VdvpSWRW1WGlaWFbI03BR1Gpw0oKmZoWTm/WPFA0KFkxTstm/jhmh/zmbqrGVowJOhwRESkB1PiRkTabfdy4of1GcOMyhFsat7JL169n39seI6EVbPF7vK3tS+zRQkPyQO7EnEufeBP/ObYM3n45v9i3lnfCTqkfdTVVjNmeDU/veXfvPLG5qDD2U/fyiI2NfXc3wVfOvwodsR3sbZxXdChZM05g8+kJjYgPQVXRETS8qz/TDaoObGIdFi6OiPCkKI+fKLuJO5e+Bk+OvJYKiPFQYeWMbmybPXGxnqOqBkWdBgiGfPvDWu5c+1LOfdG9nffvoAbrj2XbTsb+c1fngg6nDZZcn419YOa3Lc/D27qHdU2AANjNRzWZx5hR8t+i4hI16jiRkS6ZPc0qrOHzuPsofN4ZNPL/O+rD7By5/qAI+s808G3RjWFpVw4ega731J1Numz9xSn3TY07mRe/6HcuPA0PvnI31V5I3nh0gf+xJKhY/jD9y/kzCtvCjocAAZWlwFw98MrA47kwJqaE5R50aDD6LRdiTjNfnPQYWRFsVfMp8d+Cs/oVltEpE258Rlpj6GriYhkxO5pVIf3rWN21SjWN23lplfu476NL5CyudmENFOmVdVw/ujpuKb7ihgXDhzBU2dezrefeYgfPvdIt40jki2/WPkky8ZMDToMAKZPGIznpVf8WbdhW8DRHFhTS4Jqr+feusW8EMMK87+C0GA4teZkwk4YpxuvCyIi0nvoaiIiGeU6DjEvTG1xNZ8Zv5S/L7iG84cdTnEP+pS4M1M4unu1pN0xXTphNuMr+nXrWCLZcMcrL+AYh8H9y4MOhQuWzuIfj77EBZ/5NXc+sCLocA6ouSVBxO25iRsDlIZKgg6j200sncDCfgsIOaGgQxERyUmG9KpS2djyhRI3ItJtCr0oZeFCPli7kDsXXMNnxi9lcEFl0GEdkiF3qzc9x+XSiXOCDkOkyyZUVgPBVrhUlhVw2/9cxIB+Zaxdv5WXX3uHlJ+r//rTiZuY03MTN5+8725GFtdS4uV38mZQwUASfs9etl1ERHKLEjci0u1ibpioG2LxgKn8Zt4V/HjGB5lWMTzosA7K5uh7N89xOHpgLSWhSNChiHTJ1D4Dgg6BUcP60b9PKdVVJdhc/Ue/l+Z4kojrBh1Gpz2w7jXWbt/GSQOWBB1Kt6qJ1ai3jYjIodgsbXlCiRsRyZqQ4xJ1Q0ytGMa3p57HbfP/i8UDpuCZ3HojYnK65gbifoprph8ZdBgiXfL3dasA+M6nT8UJ6G5k1WsbSSZTADyz8o1gguiA5pYEoRz7fdkRFnh+00aqo/2DDqVbaflvERHJNCVuRCTrHJNeTnxQYRWfqDuJuxZ+mg8MX0BJKBZ0aAC4xsHP4U/fC0Nhlg4fR3FIS8xKz3XvG2u4781XmD1pGB895/BAYlhy5Hh8a7n0K7ew/KXcXwmvuSVByOm5iRuAmOeRtPk7jagyXElNLPhqMhGRXGeszcqWL5S4EZFAFXoRSkIxPjDiCP565NV8etxSBhZUBBpTyvo4Of5pqW8tfz5hGbWlud8zSORAvvzEvwCYUjcwkPFnThqKwfD0i7lfbQPpqVKek9u/mw5l5oCBLN/+bNBhdJuP1l6iahsREck4JW5EJCdEW/vgLKmZwu/mXckPpl3AhLLBgcRisaRbFOeuglCYmsIS/nLCMu5YfB4TWxu9ivQkr+7cym9efoYxw6spK87uynNV5YVMrRtEKORyxIzarI7dWbsaWgj38FWlSiJRXt21NuhQukW/SF9qi0bg9uDpbCIiWZGt/jb5U3BDz736i0heCjkeIWBmVS0Ty4fwVtM27t7wLNZaHGNwWvPNFouP3dNQ1BiDg0n/r41PO03rc3Y//72/xy0WLKTwWdhvPNWxIj40dtaexx0Mrmkj121gYU0wb/p2v4GbVNWfPy45n4m//x67EvFAYhHprB8//yjvHz2Fk4+exC/veDxr427e1rDn6+aWnjF1J+X7QYfQJcPKykn6KdY1rQs6lG6xI7ETa60qbkREJOOUuBGRnLS7D86Ion5cXHv0nsTL7tthC/utAvPu46ZD9TJ2r698a/cc+6pJR+57/IMcN8ipVY4xNCUT/OWEZSz926/Z3tIcWCwiHVVbWgXAylfezuq4Y4b345a/P82x88bw+HOvZ3XszmpuSeD24KlShaEwiR6efDqYykgFLX6cqKtV/0REJLM0VUpEcpoxhpDj4jkurnFwWjfXOHit+739Hk9X3bR3c/Zs6WOGHJew6xFq/Xr35jkO7gG2oD9hjXkhagpL+cy0hYHGIdJRD731Gqu2b+IbVy/N2pgTRg/gpq+9n1OPmcQ9j76UtXG7qqklgRfUElwZMLP/QBqTDYd+Yg9V4BZgbf4mpkREMsnY7Gz5oude/UVEZB9h1+WEYWM4elDP6NchAumKty88fi9h1+ULlx+flTFffu0d3tlSzz2PvMR3f3lfVsbMhJZ4ErcHJ242NTbg5HGx94K+RxB2tNqfiIhkXs+9+ouIyH4irsdPjzyFU4bX5Xh7ZZF3PfVOeinu4w6ry8p48XiSN97eRiTcs5IIzfEkrttzb93e2lVPcbiA0cWjgg4l4y4efhFzKmfj9vDl2kVEskbNiTuk5179RURkP45JN1H+2pxFfHf+CUGHI9IucT/F71Ytz+qYg/uXs2HTjqyO2VU9veLmybfX8+sVz3De4GVBh5JxfSJVOG01sBcREckAXWFERPKMMYaYF+K4waOYoGXCpYf415uvAOn+M9nwia/fwZnHT6NfZXFWxsuEVMrHYinwelal0N5+s+LZdJIjj25Bj+13NMMLhwcdhohIj6IeNx3Tc6/8IiJyUAbDFZPm8tH7/5jXK7lIfriobkb6C5udu6wbv/Z+XMfhW59Yus8y257rEPJcmlqXCDcY9u89/u4+z003KE+mfFzXYC2UFscIh1y2bm8AYxjYr4zv/PJf3Hr3M12OO5n0KY/GaNxVf8jnRlyXv51xPvXxOJ7jkPBTpHwfYwxhx91TvZPen15VD6A5mSTpp/Ach4ZEAs8xWMC3ALb152WwWAwGz3HwHIeQ44AxuK2VfyF39/50c3fTeoyo5zGiaDird63p8s8jFzSlmvFJAZomJSIi3UOJGxGRPBX1PI4ZNJL7ll7M/Nt+mk/TfCUPbWluBOD5VRuyMt413/ozNdWl++yzviUaCZFI+vitqwNZ3+7JJRmTzitZLNYH40Ay5eO5DvF4ikQyhTEGz3NJJJKkfB9r4b+vWJKx3jSJZIriSBTakbixFkaUV/LHNx9lY/M2HBzCrkvK92nyE6T8FAARN4SDg2sMCZuiPFyEMQYXh/LCIrbHG7BYHJNOvjgY9mSurKXZ+qRIkfRT+NaSspakTZHwkyT8BHGbIp5K4GNxcfl42ckMKRycN4mblTtfwuRRBZGISFboxrRDlLgREclzA4tKuWPxeZzyt18HHYpIzvj3U69kZZxF88cCcP9/VmXkeIlkipJIpF3PPWfcRHbFW/jOy7dnZOxMmVg2lCP6HM4/N96HzYM79wV9j8BVfxsREelGusqIiPQCk/sM4P6lF1MRiQUdikib+saK2LxtV9BhZNxl5x0BwNubD10h0x4t8STlkWi7nrt09DiKwu1L8mTTdStvZXDBIKqjud+Dy8Hh6H4LqS0accDnjCoeqcbEIiIdkaX+NvnU40ZXGRGRXmJoSTlPn3UFT595OWEtWSs5ZkhxGdt3NQUdRsZVlBZm9HgtiSTF7UzGfPaBfwDwrUkXZTSGrvLxifvxnE92FLqF/GLmzzlvyLl8ru7TXDPmk1SEy/d5TtSJMrRwSEARiohIb5HbV0wREckoay0V0QJWnXeVkjeSM44bPIq+BUX8z68eCDqUjJozeRgAH/zcbzN2zHgiRWEo3K7nPr9pI99/4lFmVo2mf7QiYzFkwo5EA8f1OyboMA7q8D6HAXDbun/z2OaXGFMymu9O/ha/nHkj5w05l9HFoxhWOJSw076/DxER2YvN0pYn1ONGRKQXMXstj7PqvKs45c5fsXxzdprBihzIWSMnAvCf514POJLMWnrsJABeWbc5Y8dsao5TGm3fVCmAHz/9GB+eMoM/zLuGa1+4mbvffipjsXTFl56/me9Nu5iZldNpSjXTkmphV3IXOxM72ZmspzHVyK7ELhpTTTSmGtiVbKAh+e5/m/3mbo9xUMEgGpJNfH/1nwDwcPhk3eks6j+do/st5Oh+C7s9BhEREVDiRkSkV/vpgqXMvvXHQYchvVhVtIAFA0fw1/ufDzqUjKsqS0+TCoddWhLJjBwznkgR89p/+9aSSjHhhh9y8ylncvXYM3ImcfPsjlc59v7PMiTWhz7RUsrCRfSLltMnXEJJuII+oWqGF8SIuSGiboiw4xFyPDzHI2Q8jHFoSTXTmGqiIdlAfbKeHYmdbItva03+7KQ+sWvPf+uT9SRtx/4OamIDCDuhPd8n8fnqi3/gqy/+AQ+HIi9KzIty/cwrKA1ldkqciEg+M+RX/5lsUOJGRKQXqy4o5ubjzuasu38fdCjSS316+gIAvvqTewKOJPOu+Mqt3POLyzl8ei13PvBCRo6ZSKSIeaFDP3EvcT/FrS+tYGr1gIzEkCkJP8mahg2saeh41V+hF6UmVkl1tIJ+0TKqwiVURUuojtQyqriAQjdM1A23JnxChJ0QSZuiKdmYruxJ1rMjsYOGZCOecXmp/mV2JtL7tia20ZBsYPn2Zw/YvyaJz/ZkI/WpZoq9gq7+KERERA5KiRsRkV5udvVg6sr78uK2d4IORXoZxxhOHTGe1Wvz89zb1RgH4LOXLMpY4qahqYXyyo6vDve1I4/NyPi5oiHZzKr69ayqX9/u1/SLlDGooA8DCirpFymnT7SEw/vMZXuinpFFY4i4YSojZQAs+88HuXfjPzml5iQqwsVsjbe9KphvdzdRMG0+LiIiB2Bzo+TGGHMl8CHSv8h/bq39Xuv+y4FLgRRwp7X2k228di1Q3/qcpLV2enfFqcSNiEgvZ63lC7OO5sy7fhd0KNJLeV7+Nsq+68EXWHT4OJYePYk77n22y8eLJ1MY07mf171vP9Pl8XuyjS3b2diyHbat3rPvq/xhn+cc338619SdSdSJ0ifSB+CASRsAi+Xt5m0MiFV2T9AiItJtjDHjSSdtZgJx4C5jzF+BQcDJwCRrbYsxpu9BDrPAWpu5ZnYHoFWlRESE+nhL0CFIL+S3ftpW068s4Ei6z5d+dBfWWj554dGEQ11PUDU1J4i6HT/OvWvXsKDvJIYUHOzeU/6+4UkAqmP9qIkNIGVTh3zNCztex+bIJ8ciItIhY4HHrbWN1tok8ABwKvAR4DprbQuAtTbw0mAlbkREejljDPMHDFWhv2RdXXk6ifDk8/m1mtR7zTvrOwDUDu7T5WM1NceJdrDHDcDmxkZcx6Eo1P4VqXqrlE0xKDaQyWWT2lXJ/5f1j9Ocind/YCIiecTY7GxAlTHmyb22i/cKYwUw3xhTaYwpABaTrrYZ1br/cWPMA8aYGQf4Y1jgHmPMU+85bsYpcSMiIkRcj6umHB50GNLLfHTCbACu+vodAUfS/ZpbElx6dtf/jTU2J4h2YFUpgJo7lrBWAAAgAElEQVSiEs6qm8g1z/6CF3as63IM+e7tpq1cNPxCpldM483GTYd8fsjx8FHFjYhIjtpsrZ2+13b97gestSuBrwP3AHcBy0n3q/GACmA28AngFmNMW59xHmatnQocD1xqjOm2m2klbkREhKSf4tKJc/CMLguSPS9s3QjAOSd1Wy+/nLHm9U1MrRvU5eO0xJNEnY5NlXr4/PSHgI9vfqnL4/cG5z/+Ha559hdc8+wv+OAT3z/k86NuWFOlREQ6wmZxO1Qo1t5orZ1mrT0c2AasAt4Ebrdp/wF8oKqN165v/e87wB2ke+V0C92hi4gIXusbwR8ecVLAkUhv8pMVjwNw6Tn5X+313Mvp1Y+cNj+wa7+WeJJwBxI3ISd9q/fo5pUk8Q/4vKpICYdVjePcIQv4r9FL+fjopSzuP4PDqsYxvnQoEafj07N6qoSf5OHNL/Lw5hdJ+MlDPn9j8zaibjgLkYmISKbtbjxsjBlMur/N74A/Agta948CwsDm97yu0BhTvPtr4FjSU6+6hVaVEhGRPY4bPCroEKQX8ntBtcKPf/cgpx8/lS9dvoRv/++/6FdZjOc5VFeVsOzkWdz10Iv89s50Y9yCWJjrv3g2W7bv4r7HV7NizQa272xkW30TLfEk1YVFHDZwCDMHDCTiulz36IPUFJfSr7CQhO8T8zwm9e3PjP41zBs4hMZEnOtevGVPLAZDdbScutLBzKuqY2p5LYVelISfJOKGCDke1lqaqlvSfzcGwk6IJ7eu4ubXH2D59leD+jHmpNd2vb0n+S0iIu1jDvxZQrbdZoypBBLApdba7caYm4CbjDErSK82tcxaa40xA4AbrLWLgX7AHa0zqDzgd9bau7orSCVuRERkD8cYBhaV8uauHUGHIr1IS/zQVQ09ne/D9Tf/m0vOPoyjZo+mvqGZRDJFMumzfOWbnHfSTJadMovX1m9h4qgakqkUQwdUMGFkDb71KYxF2LBpB/UNLUTcED9ZdBIRN51gOWroCGrLK6mPt+yZshNxPSJ79cI5bdA8xpcOZWLZMBxjaEkl8LEUuBF2T9uPuO9W1RhjKPD2bWQ8u3IMk8tGsCW+kx+u+jOPbdHUK4CETbG+cQs1BVoSXESkp7HWzm9jXxx4fxv73yLdwBhr7avApG4PsNUhEzfGmCjwIBBpff7/WWu/YIwZBtwMVAJPAee1/gFFRKQHKwqp5F+yq6Gxd9w+/PYvT3LHP56jqqKIdW9t3ecxx4EJo2qYNWko8ZYkU+oG4boOMffdWe39+5TSv42FqWrL0wmD4nCkzXFbUgnOHHzEPomZmNf2cw/GMQ4FXoSYW8V/j38/K3a8zpde+C07Eo0dPla+ean+DSVuREQ6Iv+LbTOqPT1uWoCF1tpJwGRgkTFmNunuy9+11taSbuLzwe4LU0REsmVnvDnoEKSXaWzqHYkbgMbm+H5JG0hX5Dz70nqu/8PDXPGV/+OOfzxLc0siI2NG3NA+SZuuMsYQ8yJMKh/Or2d/guFF/TN27J7qxR3riKcy8/clIiLyXodM3LR2Ut7V+m2odbPAQuD/Wvf/EjilWyIUEZGsSqRyZ9Kx5LdzR03GWssXfvDXoEPJOTfc+giuk9trSIQdj5JQAd+bcgkDYr272uS1hreJt6ORsYiIpBmbnS1ftOuOwBjjGmOWA+8A/wBeAbZba3dfod4Eag7w2ouNMU8aY57ctGlTJmIWEZFudOzgkUGHIL1AyHG4ZvoCvvyjv7Nqre4P3mvnrmbe3rwz6DAOyTEOxV6Mm2Z+jCX9Z3TLGCHjMrW8Nqcre17e+WZGq5pERET21q7EjbU2Za2dDAwkvTb5mPYOYK293lo73Vo7vU+fNiZmi4hITjmiZljQIVBbWtnlZZMlt02orCaZSnHXQyuDDiVnbd3RM3rHuI5DgRflitGncFS/yRk//q/nfIJvTb6In06/jAV9J2b8+JlQn2zizcbNh36iiIik5+9Ym50tT3SoBtdaux24D5gDlBljdjc3Hgisz3BsIiISgGMHj6Ik1PHGpZmybMxU7j3lIl49/5N8e97iwOKQ7lMVLeC6Ocfz9PJ1QYeS04oKgvt32BkxN8ynxp7O1PLajB0z4oToEynFc1yibphr6s7kqH6TcU3uTSN7auvqoEMQEZE8dcirnjGmjzGmrPXrGHAMsJJ0Aud9rU9bBvypu4IUEZHs+uqc47I+5riKviwdPo4zR6Y/Ufet5bTaCdx+/Pv524kfYO2yT/HXE5axdtmn+MKMoyj0wgwsLOG249/PGbUT6RsrynrM0jnfOewE7I4Un/++etsciGMMNf1Kgw6jw6JumAuHH5ux471v0GEk/NQ+x//EmPfxt8O/lNEEUSZsatlJQn1uRETaRT1uOuaQy4ED/YFfGmNc0omeW6y1fzXGvAjcbIz5CvAMcGM3xikiIll0wrCxXPHQX/C7ucTUNYaL6mZwyfhZVEQL9nls91SpSVX98VvXjBxT3heAD9RN5wN10/c8d1rfdJu1Y/50I6u3a7pCrlu1fTPjh4zDP0gfbM916FdVwsbNO0n2wobZdbXVpHron7sqUtKl148vHcrU8hGMKRnE9IqRRN3wPo8XtC5l/qmxp3PmI1/r0liZtGbXW7T4CUJOe26vRURE2u+QVxZr7XPAlDb2v0q6342IiOShqX0G8OQ73TsLdk71EK6ZvoCkn8Jai2mjr43rOLitX3uHWGVnRp8aJW56gB89/ygnDRvLhafN5uXX3mHWpKHUDunD0IGVFMbCbN62i/pdzQwdWIm18Mgzr/L7vz7FilVvBR161px78gwikZ6ZAOgTKSXseJ1aZak0VMC1E5dRGirAOcR0qKpICaWhQnYkGjobakYt3/YKIdMz/85ERLIuj6phskFXFxERadM35i5m4R9/3q1jfHTCbBJ+ipDjHvrJ7fDVuYsoi8b4yfOP6X4gR5VHYhjgJyse4xNLD8fDwXNdHOfdpF3/PqVUV5XsSeQdPr2WWZOGsv7t7Xzlx3ex+vX8XoVq4ugaZk0ciudm5t9FtrWkEkwqG84TW1d16HUnDZjNJbWLibihQyZtAFLWZ+nAufzva//obKgZlbApVtWvZ0LZ0KBDERGRPKPEjYiItGl4aQUfqpvBz198oluOP6qsirn9h2T0mL61fHLqEbyyYwt3r1Oj0FyyeMhoPjH1cGoKS/CtJeqFaEomcI2zT9Jmt72rr1zXocANM2JwFT/78tnc8/BL/Og3D1Lf0JzNP0JWlBbH+MrHTyAS7rm3aDE3wtKBczuUuDlj0HwuGrFov2lRBxN1w5wz5Eh2Jhq4/c1HOhNqxv1r43JGFg/o0J9DRETkUHruXYGIiHS7/zdlPj5w65rn2BlvyeixP1g3A9/ajC77ba0FYxhUVJaxY0rXzKkezI+OOJmI61EY2vfNbNT12pwedyCO4xCNOBx32BiOmTua2+95lj//63ne2LBtv+e6rsO42v6se2sr2+ubuvznyAbHGG786rmUFEU79HPJNa7jML1iJNPKR/LUttW4xsG3FttGHVyJV8D5w47ipJrZnUp2RN0wH65dws5EI/duXJ6J8LvkoU0v8OHaJUGHISKS0wz51Tg4G5S4ERGRA4q4Hp+bsZDPzVjIl5/4Jze++GTGjr179ahMch2HpmSCz85YyI54M7eueT7jY0j7jK/ox9XTjmRW9SA847SZiOhsciISDgHwvkVTOO24yVhr2bBpJytWb+CRp1+luSXBpz50DKXFMYyB06+4ka07Grv058mGc0+aQb+qYtxD9HLqCSJOiOsmfWDP1KGVO9bxxRW/YUPzu0m2hX0n8am60zGYLlWoRJwQk8qG50Ti5p2W7axt2MjokoFBhyIiInlEiRsRETmgvd9Yf27GUfzm5eW0pLq+3O2Mvt33pibmpd/Uf3PeYi6bMIfj/nwTzRmIWdqnb6yIL886hsNrhhFxXJxuTELsPZ1o+KAqhtZUsnD2KLCWWCyM6zi0xBP86Itn8v++djtvvbOj22Lpqms/fiJzpw7Pi6QNpH93RNzQnn4vI4truGHmx/nh6j/jGYfTBh3GgFglsQxMKTLGMLCgqsvHyZS/bXiCIYV9NV1KRORArE1v0m75cXcgIiLdriWV5JZF52TkWBOr+qenNXWzvgVFnDJ8XLePI2kfGDON+5d+iAUDRxDzQt2atGmL4xiKCiIUFUb3JEAi4RA1fUv5w/cupLgwysLZo4iEPVw3d26BhtRUMHfq8B7d1+ZQPMelOBTjylEnc9nIkxhR1D8jSZvdxpcOZWAsN5I3z21/TUkbERHJqPy9QxARkYyKuB6Tqvrz/fkn8rGH/tLpVZscY7h43AyS1idkunfVnJgX4rq5i9jS3MA/3ljTrWP1dmHH5Quzjg46jDZ5nktjc5ybv/sByksL2LGridKiGHc/tJI7H1jBk8+vCzS+rdtzYznrbCj0ot1yXM+4/HzmlXzu+V/x5NZgG5O/smsDOxINlIYKA41DRCSXqcdNx+TOx00iItIjLB4ymj8tOZ+rpx7B/AFDO/z6QUWl9CsoztgS4IdireX6Bady2ghV3nSnknCEdxp3BR3GARVEw5SXFgBQWhQD4Kg5o/j6VSdz41fP3fNYEOobWrjz/hW0xDWlr7Ncx6HQi3LthGVMKhsWdDg8u+01kn4q6DBERCRPKHEjIiIdEnJdxldWc8HY6fz6mDNZu+xTVEXb/6Z3Sp8B+Fmc12yMwRjDN+ct4Yszj8rauL3JScPG8uSZl++3alSu8zyXWDRM7ZA+fOfqUzO6wllH/ezmh1nz+ibi8STJpN7wd1bUDXPZyJOCDoMfrPoTKesHHYaISO6yWdryhBI3IiLSYY4xRL13Z9v+45SL2vWmtzQc5fKJcwN5g+wYwwVjpzOgsDjrY+crxxiumDiXHxyefqPc0xI3u4U8l8EDyrnmw8dSUpT5qTzFhVFmTRrCOSdOZ8LoAW0+p76hmQ999ndccPWvSab0hr+zjDEMLexHaSi4CipIry71VtOWQGMQEZH8oR43IiLSZaXhKKvefxVrd27j60/ff8B+MjcedRojSiuzHN27mpIJThsxgR8+90hgMeSLQi/MjUedxsTK6qBDyYhYNMxRc0Zz7LyxbN3RwJd/fBfPvbS+U0mUkUP6MKVuIFPHDWZcbTUlRTFa4knCYY9UKsXNdz7Fz29p+xxcu35rV/8oAnx3yiV88D/fwwb4cetdG57iA8OPUaNiEZE2qMdNx6jiRkREuswxBs9xGFFawc8XnsaIkor9nnN67QSmd+My4O0R80JcNnEOxw0eFWgcPd3Y8j7ceeIFTK4aQEEPrbJpSzQSIhRy6VNRxNevOpkHf/dxPvvRRR06xtJjJvKzL5/NR86Zz+EzaqksLyIUcikqjBAOpadmnXPiDAqioTZfv2j+WBwnuClb+SDihqgtHoBngr3NvevtJ/OpSl9ERAKkxI2IiGSMMQbf+vxz6Yf4YN2MPdU1FZEY35y3GN8PfgpIxPW4ZNzMoMPosY4YMIw7T7yAQUWl+0yXyyeO41BYEMH3fW76v0f3e7ykKErFe5oZ96ko4vLzjuDy844kGgkRCbedmAFIJFMM7F++3/4Rg6v4/GWLCYfy8+eaTQ3JZkYW1wQaw7b4Lm5d9yDNqXigcYiI5BwL+DY7W57QnYGIiGSUYxySforPzVjI52Ys5PvLH6YxmX7j4ji58XlBTVFp0CH0SI4xXDRuBr61eFlaFSxIiaTPiQsnsHLN29Q3NlNRWsjiI+qYNn4wWPjnoy+zYfNO5kwexojBVfi+JRo5cMJmj73uI6uriqlvaKGhKc7ZS6bT1BwnFs2fKqagRJ0QFw4/lquW3xBoHLese4gzBh8eaAwiItLzKXEjIiIZt/eb+isnzwMgkUoRcnPjzX6/gqKgQ+iRPjxuFtP61PSKpA1AJOxx1pJpJBIpLBZjDIWxMKa1ufZx8+tI+T4hr2M/D9d1aG5OsGDWSK79r5NY9do73HDrIyyYPVJJmwxxHZcJpUP5xqQP8vDmF5lYOpTHt77MPW8/ndU4diYbuWvDkyweMJOwo9tuEZE98qcYJity46NPERHJe7mStNntqinzgw6hRzlu8EgunzQ3r3ratEck7FFUGKG4MEpRQWRP0gbAcUyHkzYA8USSppYEV19yLACD+pdz7cdPbF+1jrRbzIsws3IUHx15AkdXT2FB34mBxPGbtfdhrd6hiIhI5ylxIyIivdJlE+cGHUKPsWTIGL43/0RinhILmRCNhPifz59BrDVRE4ummyLvnRSSzHCMQ8xNV0nVlQ4JJIZ3Wrbz700rSPqpQMYXEclFxmZnyxdK3IiISK91wZipQYeQ0wYWlvCteYv55mGLlbTJoEjYY1D/crxOVOtI53kmuJ/3ja/eQ8oG35xdRER6JiVuRESk1zpjZDBTJ3qCa6Ydyb+WXswpw8dRoKSN5AEbYEOFN5s28/iWl1V1IyIinaLEjYiI9Fp1Ff2CDiHnlEWi/OroM7hk/CzCrouXIyuBiXRV2PEYUdQ/sPGvf+VvJFV1IyKSZm12tjyhuzEREem1kr7P3Opg+l7kojnVg7nvlIuZVT0o6FBEMs7BYUbFqMDGX9e4iXvefoqWVCKwGEREpGdS4kZERHotB/jfo0+nJBQJOpRAlYQjfHPu8dx01Psoi0SJuFq2WPJP2PWYXDY80BiuX/N39boREUHNiTtKiRsREem1HMfBABeNmxF0KIEIOQ4XjJ3Gw6d9hBOH1RHzQlrZSPLa3D51hJ3gEpM7k43cu/EZLQ8uIiIdosSNiIj0escPGc2wkvKgw8iq2f0GsfysK/n0tAUUhyNEPVXZSP7bEW8g7icDjeHZ7a/RmGoJNAYRkUDZLG55QokbERHp1UKuy8iyKmb26x19XWJeiG/PW8wvjj6dAi9E2NWS1NJ7NKfiQYfAvzetIOJopTYREWk/fbwmIiK9XmMijiH/pwjFvBB/PWEZNYUlRLXEt/RCz+14LegQGF7Yn5T18VDSVER6JwMYTRntEFXciIhIr2eMYURpRdBhdKuo63HDwtPoX6CkjfROLakEz24PPnHzkZFLAu2zIyIiPY8SNyIi0uvFvBDnjp5CSTh/V5c6a+REpvetoSCkpI30Pk3JFp7fsZZ/vr086FAYUthXTcBFRPwsbXlCiRsRERHAwTCuol/QYWRccSjMdXMWcfW0BVrmW3qtbYldXPXMz2lINQcdCkVeLOgQRESkh1HiRkREhPTS2L8/7myGFJcFHUrGTO0zgAdPvYRThtdp1SjptXzrc//G5/BzZHmRnYnGoEMQEQmcsTYrW75Q4kZERARwHYfGZII/LTmf02snBB1Oly0eMprfHnsWZZGYetpIr2Yw2BxJ2gC82bgp6BBERKSHUeJGRESkVYEXoiwS4yuzj2VyVf+gw+m0E4eO5duHLSHmhdRLQ3o9Ywz9ouVBh7HHqvr12Dz6FFhEpMNsFrc8ocSNiIjIe7jG4ZvzFgcdRqccWTOcb8w7npiqbET2KA4VBB3CHmvq36IpFQ86DBER6UGUuBEREXkPz3EYVFTKsJLc+ZS+PcZV9OPHR5yspI3Ie/TPoYqbR7asxHN0Cy4ivZkFm6UtT+iqISIi0gaD4b6lFzOitDLoUNql0Avzv0efrqSNSBtyqcfNtvguXtzxhqZLiYhIuylxIyIi0oaI59GQiHPKsLqgQ2mXL8w8iqJQWD1tRNqwqv6toEPYx21v/JvGVEvQYYiIBMbY7Gz5QokbERGRAygMhVkwcETQYRzSsJJyThw2VtU2IgewsXlb0CHs49+bX1DFjYiItJsSNyIiIgcxvrIfJaFI0GEc1BEDhgcdgkhO6xspCzqEfaSsz70bnyHpp4IORUREegAlbkRERA4inkry0GkfJlcnII2r6MvV045UtY3IQcyqHI1rcuu2969v/YeETQYdhohIMNScuENy6womIiKSY8KuR2kkytfnHh90KG36wsyjCWuFGpGDCjkep9TMCTqMfayqX09jUn1uRETk0HSnJyIi0g5njJzIdw5bQm0OrTI1obKa8ZXVOErciBxUgRfh0pEnYnKsdu7Z7a+q142I9D4WjJ+dLV/oTk9ERKQdfGs5dcR47j3lIq6aMj/ocAC4YuJcIo4bdBgiPcL2RENOLQsO8MTW1TSl4kGHISIiOU6JGxERkXZwWpfZTvo+l02cy4DC4kDjKYtEObxmGK6qbUTaZWu8PugQ9vPEllV7freIiPQq6nHTIbrbExER6QCvNVHSLxZs4uaEoWNJ+XlUAyzSzfpHy3NuqtQ7LduJ+2pQLCIiB6fEjYiISAclUik+OmF2oDGcM2oyBaFwoDGI9CSucRhTMjDoMPbzr43L8a2SsCLSy9gsbXlCiRsREZEOch2HN3btCGz8vrEiRpRWBDa+SE8UcUJcNHxR0GHs5/nta9XnRkREDsoLOgAREZGexrc+8VRw0xuOGVSbnialvsQi7eY6LpPKhxNzIzSlcmcZ7ke3rCSkJuMi0suYPOo/kw2quBEREekgxzi82bAzsPGPqBmuaVIinZCyPpeNPDHoMPaxK9nMizveCDoMERHJYUrciIiIdJC1lisnzSPiBlO4Or1vTSDjivR0MTfMMdVTGFWcW/+G7trwJI3J5qDDEBHJHq0q1SFK3IiIiHSQ6zhURGLM7Jf9RqdlkShFqrYR6bSw43HR8OOCDmMfD21agWc0XUpERNqmxI2IiEgnJH2fESWVWR93eEkFzQH21xHp6RzjMKW8luFF/YMOZY/6ZBPPbn8t6DBERLLDAn6WtjyhxI2IiEgnpKxPMoAlfKuihVkfUyTfhByXS0eeEHQY+3h8y8u0pBJBhyEiIjlIiRsREZFOagmg8qUkHME1unyLdIVjHCaXDSfm5s60w0c2v4glf/oxiIgciMFibHa2fKE7PxERkc4whrJwNOvDhhwXk/VRRfJP3E8ys3J00GHs8WbTZlXciIhIm5S4ERER6YSo6/GZGQupihZkddy4n8LPo0+QRIJS4EY4uWZO0GHsY+XOdUGHICIiOUiJGxERkU5wjCHp+1w+cW5Wx90Zb8bXdAqRLjPGMKF0KP2jFUGHssdjW16iORUPOgwRke6n5cA7RIkbERGRTvIch2VjpzGqrCprY77T1JC1sUTynTFw1uAjgg5jj5U73yAVQNNzERHJbUrciIiIdIG1lm/OW5y18d7ctYOw42VtPJF8FnZCHD9gOsVeLOhQAHh119tEnFDQYYiIdD9V3HSIEjciIiJdYIxhTHkfyiLZaVS8pblRn8iLZJDBcOHwY4MOA4AWP8GuZFPQYYiISI5R4kZERKSLkr7PCUPGZG281ds3Z20skXwXcUMcVz0t6DD2CKmiTkTynQX8LG15QokbERGRLioMhZneb2DWxnvk7ddJ+nl0NyISsFxKlmjVOBEReS8lbkRERDLg8AHDMFka65EN62hKJrI0mkj+c41DoZud6Y6HEnHV40ZE8p+xNitbvlDiRkREJANiXoi+BUVZGevxjevwHF3CRTIl7ic5pnpK0GGIiIi0SXd9IiIiGWCBj4yflZWxEr7PKvW5EcmYAi/Cwn6Tgg6DiBPCNbo9F5FeQKtKdYiuDCIiIhlQ4IU4a+RkaksrszLefza+QdJPZWUskd5gfOlQwgH3uukfq6A5FQ80BhERyT1K3IiIiGRI1PM4cehYhpWU45ju7XjzyIbXaVSfG5GMafETjCquCTSGftEybB59Qiwi0rYsVdvk0e9TJW5EREQypCmZ4PJJc7lv6cW8ev4n+dyMhQwrKe+WsVZs2UjEzZ2VcER6uogT4vyhRwcaQ3m4GEdTpURE5D10ZRAREcmQmBfaU2mT8n0+MHY69y29mCHFZRkfa1NzA/GUpkqJZIrnuEwqG8b/G30qTtbWiNtXoRtRjxsRyX8WVdx0kK4MIiIi3cB1nD1JnAdOvYQzaicysLAko2O8unNrRo8n0tvFvAjHVk/l5rlXc83YM/np9MuJuZGsjV8ZKSHkuFkbT0REegbVWIuIiGTBN+Ydv+frj9x3B39ft6rLx3x+y9tMrKzGdHM/HZHeJOZFiHkRjo9V4FufMSUDeWbbK1kZu3+sQlOlRKR38IMOoGfRlUFERCTLfrJgKbcsOge3iwmXtTu3EdfKUiLdpjkVp18k81MdD2RIQd+sjSUiIj2HEjciIiJZlkilmNlvEHee+AFCTucvxVuaG0kocSPSbTzHoyxclLXxqiKZnU4pIiL5QVOlREREsizkuqSsz5jyPjx95hUUhyPc/soKBhaV8uauHXiOw+2vvMD961896HFer9+GCaiJqkhvEHY8+scqsjZeNvvpiIgEyeRR4+BsUOJGREQkALtXjikOp9+onTpiPAAz+w0C4KRhdXueO/5332VXIr7fMTY27urydCsRObjaov5ZGSfseHhqTCwiIm3QVCkREZEc9/BpH9nn+7ryvpw0bCw3LDyNqBcKKCqR3mF0ySBKvIJuH6fIi5HU1EcR6S20HHiHqOJGREQkh1lrKY1E+ers4/jMY3dz83FnM6t6cNBhifQacT/BhLKhPLz5xW4dJ+J4+FbLrIiIyP6UuBEREclhxhistZwzejLnjJ4MpJM5WgJcJDsiToiJZcO6PXHjGpf8+WxYROQgLODrN15HaKqUiIhIjntvkkZJG5HsCTkei/vP2NOXqrv4StuIiMgBKHEjIiIiInIQYcfjhAGzunWMEi+mqVIi0ktkqb9NHvW4UeJGREREROQgYl6E84YuJOx0X5eBvtEyUDWdiIi0QT1uREREREQOoSRUwI0zP8797zzHmOKB3Pbmwzy25aWMHX9O5ViKvGjGjiciktPyqBomG5S4ERERERE5hKgbZkhhX5YNOxqA6ZWjOPnB/2ZnsjEjxx9QUJmR44iISP7RVCkRERERkQ6KpxJc0JrEyYSYG87YsUREcp563ChGyWgAAA5JSURBVHSIEjciIiIiIh0U8yKcUDOL0wbOy8zx3EhGjiMiIvlHiRsRERERkU6IumEuGrEIh643FX67eWsGIhIR6QEs4NvsbHlCiRsRERERkU4ywJiSQV06RkW4mNHFXTuGiIjkLyVuREREREQ6KeKE+XDt4i4dY1H1NPW4EZFexIL1s7PlCSVuREREREQ6yXUcaosHdOkY7xs8n4gbylBEIiKSb5S4ERERERHpgg1Nne9Pc1jVOArVmFhERA7CCzoAEREREZGe7MUd6zr92otGHEdU06REpLfJo6W6s0EVNyIiIiIiXVAVKe3U66ZXjKR/tAJjur4qlYiI5C9V3IiIiIiIdMHU8hGEHY+4n+zQ606umaPeNiLS++xeDlza7ZAVN8aYQcaY+4wxLxpjXjDGXNm6/4vGmPXGmOWtW9fa6YuIiIiI9EA+lnGlQzr0mppYJUf0nYBjVAAvIiIH154rRRL4f9baOmA2cKkxpq71se9aaye3bn/rtihFRERERHJUzA1z1ZjTKAsVtvs1357yIVJ+qhujEhHJYdZmZzsEY8yVxpgVrUUqH9tr/+XGmJda93/jAK9dZIx52RizxhhzdQZ/Ovs5ZOLGWrvBWvt069f1wEqgpjuDEhERERHJddZafOuTtD6DCvrw58O/2K7XfX7cOQyIVeI6bvcGKCIiB2SMGQ98CJgJTAJOMMbUGmMWACcDk6y144BvtfFaF/gRcDxQB5y9V4FLxnWox40xZigwBXgcmAdcZow5H3iSdFXOtjZeczFwMcDgwYO7GK6IiIiISLCSfoqETfHgO8+zpWUnSZtifdMWju8/45CvPX3QfOb3GZ+FKEVEclhurCo1FnjcWtsIYIx5ADgVmA5cZ61tAbDWvtPGa2cCa6y1r7a+9mbSyZ4XuyPQdidujDFFwG3Ax6y1O40xPwG+TLq10JeBbwMXvvd11trrgesBpk+fnhN/OyIiIiIindGUamFT8w4+sfwGNjTv+5nl3zc8edDXXjjsWM4ecqQaEouIZE+VMWbvX87Xt+YoAFYA1xpjKoEmYDHpopRRwHxjzLVAM3CVtfaJ9xy3Bnhjr+/fBGZ1xx8A2pm4McaESCdtfmutvR3AWrtxr8d/Dvy1WyIUEREREckBzak4f3vrSX6y5q8dWkHKYDh90GGcNeQIJW1ERGhf/5kM2Wytnd5mFNauNMZ8HbgHaACWAynSeZIK0j1+ZwC3GGOGWxtcmdAhEzfGGAPcCKy01n5nr/39rbUbWr9dSjpbJSIiIiKSU1K+T1OqhZDjYbG4xiHktL9jQHMqTouf4NoXbuaxLS91aOzSUAFfHH8edaWDibrhjoYuIiLdyFp7I+l8B8aYr5KunBkD3N6aqPmPMcYHqoBNe710PTBor+8Htu7rFu25Ys0DzgOeN8Ysb933adLNdyaTniq1FrikWyIUEREREemkplSc1fXr+c3af7Gqfj0FboSvT7qwtTnw/ut0NKfi+NZisXjGJWlTPPTOCr7z8u00+4l2j+sZl2XDjua8oQtpSSWJKWkjIpJmAd8POgoAjDF9rbXvGGMGk+5vMxvwgQXAfcaYUUAY2Pyelz4BjDTGDCOdsDkLOKe74jxk4sZa+2/AtPGQlv8WERERkZzlW5+1DRu58umfkrLpNwlbqecbL93KdZMupNCJ7vP8pmScx7as5PpX/k51tIKagkrufOs/e17bXmNLBnHtxGUUeTEc4xDzlLQREclRt7X2uEkAl1prtxtjbgJuMsasAOLAMmutNcYMAG6w1i621iaNMZcBdwMucJO19oXuCrJDq0qJiIiIiPQUjckWfv/6/fslXlbXv0XY2b/XTMImufbFm4n7SdY3beGpbavbPdaksuFcOvIEtsbrmVtVR8pPablvEZEDyY1VpbDWzm9jXxx4fxv73yLdwHj3938jSwUtStyIiIiISF7a/bbgwyMWs7L+DSrDxYwqHkhpqJCkTRHi3cSKb31KQgV8tPYEvrfqj4c8dt9IKa5xmVI+gqUD5zCsqD/hvfrmKGkjIiKZosSNiIiIiOSliBvipJpZTK8YRVOyBYCYF2nzuY5J97s5ddA8frDqT4wuGcjq+rdI2tR+zw0Zl/877LMk/RQJP3nAY4qIyAHkSMVNT7F/RzYRERERkTwQdjymV4zCWkvMi7QrwdKUbOGP8z/Pz2ZcwZcmnEdluBiA3835FEf2nQjA5PIRJP0UnuMqaSMiIt1OFTciIiIiIq1iXoQY6WTMYX3G8dTW1fxx/aMMLKjiM3VnccGwYxhYUIlj2lq7Q0REJPOUuBERERGRvGY6mWTxrc+Ha5dw5ehTaE7FiTghhhdVZzg6EZHexoKvqVIdocSNiIiIiEgbHOMQcdOdBaKulvQWEZFgKHEjIiIiIiIiItlhwVo/6Ch6FDUnFhERERERERHJUaq4EREREREREZHsUY+bDlHFjYiIiIiIiIhIjlLFjYiIiIiIiIhkj1XFTUeo4kZEREREREREJEep4kZEREREREREssNa8LWqVEeo4kZEREREREREJEep4kZEREREREREskc9bjpEFTciIiIiIiIiIjlKFTciIiIiIiIikjVWPW46RBU3IiIiIiIiIiI5ShU3IiIiIiIiIpIlVj1uOkgVNyIiIiIiIiIiOUqJGxERERERERGRHKWpUiIiIiIiIiKSHRbwNVWqI1RxIyIiIiIiIiKSo1RxIyIiIiIiIiLZY7UceEeo4kZEREREREREJEep4kZEREREREREssICVj1uOkQVNyIiIiIiIiIiOUoVNyIiIiIiIiKSHdaqx00HqeJGRERERERERCRHqeJGRERERERERLJGPW46RhU3IiIiIiIiIiI5ShU3IiIiIiIiIpI96nHTIaq4ERERERERERHJUcba7M0tM8bUAy9nbUDJJ1XA5qCDkB5J5450hc4f6SydO9JZOnekK3T+5JYh1to+QQeRa4wxd5E+V7Nhs7V2UZbG6jbZTtw8aa2dnrUBJW/o3JHO0rkjXaHzRzpL5450ls4d6QqdPyL5SVOlRERERERERERylBI3IiIiIiIiIiI5KtuJm+uzPJ7kD5070lk6d6QrdP5IZ+nckc7SuSNdofNHJA9ltceNiIiIiIiIiIi0n6ZKiYiIiIiIiIjkKCVuRERERERERERyVLckbowxpxtjXjDG+MaY6Xvtn2mMWd66PWuMWbrXY4uMMS8bY9YYY67ujrikZzjI+XOMMeYpY8zzrf9duNdj01r3rzHG/MAYY4KJXoJ0kHOn0hhznzFmlzHmf97zGp07csBzp/Wxa1rPj5eNMcfttV/XLdmPMWaSMebR1t8rfzHGlOz1WJvnkgiAMWayMeax1vvkJ40xM1v3m9br0xpjzHPGmKlBxyq5xRjzh73eY601xizf6zH93hHJA91VcbMCOBV4sI390621k4FFwM+MMZ4xxgV+BBwP1AFnG2Pquik2yX0HOn82AydaaycAy4Bf7/XYT4APASNbt0VZiFNyz4HOnWbgc8BVbbxG547AAc6d1mvRWcA40ufGj40xrq5bchA3AFe3XqvuAD4BBz6XAotSctE3gP9uvU/+fOv3kP49s/sadTHp65bIHtbaM621k1vPnduA20G/d0TySbckbqy1K621L7exv9Fam2z9Ngrs7ow8E1hjrX3VWhsHbgZO7o7YJPcd5Px5xlr7Vuu3LwAxY0zEGNMfKLHWPmbT3bZ/BZySxZAlRxzk3Gmw1v6bdAJnD507stuBzh3S16KbrbUt1trXgDWkr1m6bsmBjOLdBOA/gNNavz7QuSSymwV2V2iVArvveU4GfmXTHgPKWq9fIvtorRo+A/h96y793hHJE1nvcWOMmWWMeQF4HvhwayKnBnhjr6e92bpP5EBOA5621raQPlfe3OsxnT/SXjp35FAOdH3SdUsO5AXeTeKdDgxq/VrnjBzKx4BvGmPeAL4FXNO6X+eOtNd8YKO1dnXr9zp3RPKE19kXGmPuBarbeOgz1to/Heh11trHgXHGmLHAL40xf+9sDNJzdfb8aX3tOODrwLHdEZvktq6cO9K76dyRTDnYuQRcCPzAGPM54M9APJuxSW47xLlzFPBxa+1txpgzgBuBo7MZn+Sudl7DzubdahsRySOdTtxYa7t0IbHWrvz/7d0/axRBHIfx56sSsLPRKiABFQs7mxSCIBJBG8vYBCxskoCtheQ9iI2ViqWCRSCKL8BGG5sEGyFNFMRGERH887PYOQzBXELEuFyeDxy3N3sLW3yZOWZvfpPkM3AKWOP3EymA8damEbXT/CQZp6sZMFNVb1rzGl1mBszPCPvbvmcDs7OH7DA7w8Ynx609ahtZmgJIcgK41Nr8raOh2UnyALjePj6iq5cEZkds3e8kOUBXq+30umazI42IXV0qlWSidSokOQqcBFaBl8Dxdn6MrojW4m7em/ovySFgia7o4/NBe1W9Az4lmWxre2cAn55rS2ZH27AITLd6WhN0xUFf4LilTSQ50t73ATeBO+3UZlmSBt4CZ9vxOWCw3GURmGm7S00CH9v4Ja13HnhdVeuXgNvvSCNix/+4GSbdNt+3gcPAUpJXVXUBOAPcSPIN+AnMVtWHds088AzYD9ytquV/cW/qvyH5mQeOAQtJFtrXp6rqPTAL3AcOAk/bS3vMkOyQZJWu6ONYkst02VnB7IjNs1NVy0keAivAd2Cuqn60axy39CdXksy148fAPYBhWZKaa8Ct9pDzK90OUgBPgIt0hWW/AFf/z+2p56bZsEzKfkcaHek2UpEkSZIkSVLf7PquUpIkSZIkSdoeJ24kSZIkSZJ6yokbSZIkSZKknnLiRpIkSZIkqaecuJEkSZIkSeopJ24kSZIkSZJ6yokbSZIkSZKknvoF9SbQ8WzyV/UAAAAASUVORK5CYII=\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Creates a scatterplot showing the correlation between the percent of complaints that received a timely response and were disputed"
+      ],
+      "metadata": {
+        "id": "rsybWF_NEKyF"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def plot(xAxis,yAxis):\n",
+        "  plot = stateMap.plot.scatter(x = xAxis, y = yAxis, c = 'DarkBlue')\n",
+        "  m, b = np.polyfit(stateMap[xAxis], stateMap[yAxis], 1)\n",
+        "  plt.plot(stateMap[xAxis], m*stateMap[xAxis]+b)"
+      ],
+      "metadata": {
+        "id": "-HcTmgoRJND2"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plot('percentTimely','percentDisputed')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 279
+        },
+        "id": "t9REN824JlLp",
+        "outputId": "94f27c61-9a01-420d-885c-856770da89d8"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Shows more detailed results for the OLS linear regression used to find the line of best fit"
+      ],
+      "metadata": {
+        "id": "d925CHJoEdcW"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def regression(xAxis,yAxis):\n",
+        "  model = ols(xAxis + \" ~ \" + yAxis, data=stateMap).fit()\n",
+        "  return model.summary()"
+      ],
+      "metadata": {
+        "id": "LlUAVe_qJSUm"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "modelSummary = regression(\"percentDisputed\",\"percentTimely\")\n",
+        "modelSummary"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 486
+        },
+        "id": "izGmSK3bJ3PZ",
+        "outputId": "8b16a3ac-dd1b-4d6e-dfeb-52cea21cf17a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<class 'statsmodels.iolib.summary.Summary'>\n",
+              "\"\"\"\n",
+              "                            OLS Regression Results                            \n",
+              "==============================================================================\n",
+              "Dep. Variable:        percentDisputed   R-squared:                       0.034\n",
+              "Model:                            OLS   Adj. R-squared:                  0.014\n",
+              "Method:                 Least Squares   F-statistic:                     1.750\n",
+              "Date:                Fri, 30 Sep 2022   Prob (F-statistic):              0.192\n",
+              "Time:                        20:26:12   Log-Likelihood:                -94.686\n",
+              "No. Observations:                  52   AIC:                             193.4\n",
+              "Df Residuals:                      50   BIC:                             197.3\n",
+              "Df Model:                           1                                         \n",
+              "Covariance Type:            nonrobust                                         \n",
+              "=================================================================================\n",
+              "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
+              "---------------------------------------------------------------------------------\n",
+              "Intercept       -35.8964     42.162     -0.851      0.399    -120.581      48.788\n",
+              "percentTimely     0.5732      0.433      1.323      0.192      -0.297       1.443\n",
+              "==============================================================================\n",
+              "Omnibus:                        0.145   Durbin-Watson:                   2.377\n",
+              "Prob(Omnibus):                  0.930   Jarque-Bera (JB):                0.351\n",
+              "Skew:                           0.002   Prob(JB):                        0.839\n",
+              "Kurtosis:                       2.597   Cond. No.                     1.94e+04\n",
+              "==============================================================================\n",
+              "\n",
+              "Notes:\n",
+              "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+              "[2] The condition number is large, 1.94e+04. This might indicate that there are\n",
+              "strong multicollinearity or other numerical problems.\n",
+              "\"\"\""
+            ],
+            "text/html": [
+              "<table class=\"simpletable\">\n",
+              "<caption>OLS Regression Results</caption>\n",
+              "<tr>\n",
+              "  <th>Dep. Variable:</th>     <td>percentDisputed</td> <th>  R-squared:         </th> <td>   0.034</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.014</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1.750</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Date:</th>             <td>Fri, 30 Sep 2022</td> <th>  Prob (F-statistic):</th>  <td> 0.192</td> \n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Time:</th>                 <td>20:26:12</td>     <th>  Log-Likelihood:    </th> <td> -94.686</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>No. Observations:</th>      <td>    52</td>      <th>  AIC:               </th> <td>   193.4</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Df Residuals:</th>          <td>    50</td>      <th>  BIC:               </th> <td>   197.3</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
+              "</tr>\n",
+              "</table>\n",
+              "<table class=\"simpletable\">\n",
+              "<tr>\n",
+              "        <td></td>           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Intercept</th>     <td>  -35.8964</td> <td>   42.162</td> <td>   -0.851</td> <td> 0.399</td> <td> -120.581</td> <td>   48.788</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>percentTimely</th> <td>    0.5732</td> <td>    0.433</td> <td>    1.323</td> <td> 0.192</td> <td>   -0.297</td> <td>    1.443</td>\n",
+              "</tr>\n",
+              "</table>\n",
+              "<table class=\"simpletable\">\n",
+              "<tr>\n",
+              "  <th>Omnibus:</th>       <td> 0.145</td> <th>  Durbin-Watson:     </th> <td>   2.377</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Prob(Omnibus):</th> <td> 0.930</td> <th>  Jarque-Bera (JB):  </th> <td>   0.351</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Skew:</th>          <td> 0.002</td> <th>  Prob(JB):          </th> <td>   0.839</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "  <th>Kurtosis:</th>      <td> 2.597</td> <th>  Cond. No.          </th> <td>1.94e+04</td>\n",
+              "</tr>\n",
+              "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.94e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
+            ]
+          },
+          "metadata": {},
+          "execution_count": 24
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Find most common product, most common words, compare product, timely response, disputed. which product received most disputes"
+      ],
+      "metadata": {
+        "id": "sN_riCffHiJ3"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency = frequencyToDataframe(data, 'product')\n",
+        "productFrequency.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "xFo-n7C6FSYD",
+        "outputId": "1ee7c81f-0368-4733-a768-aeb67b741ed8"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                         product\n",
+              "Mortgage                  186475\n",
+              "Debt collection           101052\n",
+              "Credit reporting           91854\n",
+              "Credit card                66468\n",
+              "Bank account or service    62563"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-59f0f533-6008-43ae-9c2f-53df4f20a67a\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>product</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>Mortgage</th>\n",
+              "      <td>186475</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Debt collection</th>\n",
+              "      <td>101052</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Credit reporting</th>\n",
+              "      <td>91854</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Credit card</th>\n",
+              "      <td>66468</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Bank account or service</th>\n",
+              "      <td>62563</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-59f0f533-6008-43ae-9c2f-53df4f20a67a')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-59f0f533-6008-43ae-9c2f-53df4f20a67a button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-59f0f533-6008-43ae-9c2f-53df4f20a67a');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 26
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency['product'].plot(kind=\"bar\", figsize=(15, 10), title='Number of Complaints by Product', ylabel = 'Number of Complaints')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 736
+        },
+        "id": "awNox1QSGJU4",
+        "outputId": "aa257b64-fb19-4a12-a708-5b489c502a16"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785eaed90>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 33
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1080x720 with 1 Axes>"
+            ],
+            "image/png": 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AAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGFhYcq+rkqvp0VX1orvYbVXV5VZ0/vR45t+6XqmprVX20qh4xVz9yqm2tqhPn6odU1Xun+huq6rZT/XbT+63T+i2L+owAAAB7gkWOOL46yZEr1F/a3YdPrzOSpKoOS3JskntN+/xxVe1VVXsl+aMkRyU5LMlx07ZJ8qLpWPdM8tkkT5nqT0ny2an+0mk7AAAAdtLCgmN3vyfJNWvc/Jgkp3b39d398SRbk9x/em3t7ou7+8tJTk1yTFVVkockedO0/ylJHj13rFOm5Tcleei0PQAAADthI+5xfGZVXTBNZd1nqh2Q5NK5bS6baqvV75Lkc919w3b1mxxrWv/5aXsAAAB2wq4Oji9Pco8khye5IsmLd/H5b6KqTqiqc6vq3KuuumojWwEAAFhauzQ4dveV3f3V7r4xyZ9mNhU1SS5PctDcpgdOtdXqVyfZu6o2bVe/ybGm9d84bb9SP6/o7iO6+4jNmzff3I8HAACwW9qlwbGq9p97+5gk2564elqSY6cnoh6S5NAk70tyTpJDpyeo3jazB+ic1t2d5F1JHjftf3ySt84d6/hp+XFJ/r9pewAAAHbCph1vsnOq6vVJHpxkv6q6LMnzkjy4qg5P0kkuSfLTSdLdF1bVG5N8OMkNSZ7R3V+djvPMJO9IsleSk7v7wukUz01yalW9IMkHkrxyqr8yyWuramtmD+c5dlGfEQAAYE+wsODY3cetUH7lCrVt278wyQtXqJ+R5IwV6hfnv6a6zte/lORH1tUsAAAAq9qIp6oCAABwKyI4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMCQ4AgAAMLSw4FhVJ1fVp6vqQ3O136uqj1TVBVX111W191TfUlX/UVXnT68/mdvnflX1waraWlUvq6qa6vtW1ZlVddH0c5+pXtN2W6fz3HdRnxEAAGBPsMgRx1cnOXK72plJ7t3d90nyb0l+aW7dx7r78On1tLn6y5M8Ncmh02vbMU9M8s7uPjTJO6f3SXLU3LYnTPsDAACwkxYWHLv7PUmu2a72d919w/T27CQHjo5RVfsnuXN3n93dneQ1SR49rT4mySnT8inb1V/TM2cn2Xs6DgAAADthI+9x/Mkkb597f0hVfaCqzqqq759qByS5bG6by6Zakty1u6+Ylj+V5K5z+1y6yj4AAACs06aNOGlV/UqSG5K8bipdkeTg7r66qu6X5C1Vda+1Hq+7u6p6J/o4IbPprDn44IPXuzsAAMAeYZePOFbVTyT5oSQ/Nk0/TXdf391XT8vnJflYkm9JcnluOp31wKmWJFdum4I6/fz0VL88yUGr7HMT3f2K7j6iu4/YvHnzLfDpAAAAdj+7NDhW1ZFJfjHJo7r7i3P1zVW117T8zZk92ObiaSrqtVX1wOlpqk9K8tZpt9OSHD8tH79d/UnT01UfmOTzc1NaAQAAWKeFTVWtqtcneXCS/arqsiTPy+wpqrdLcub0rRpnT09QfVCS36qqryS5McnTunvbg3WentkTWu+Q2T2R2+6LPCnJG6vqKUk+keTxU/2MJI9MsjXJF5M8eVGfEQAAYE+wsODY3cetUH7lKtu+OcmbV1l3bpJ7r1C/OslDV6h3kmesq1kAAABWtZFPVQUAAOBWQHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgaIfBsaruUVW3m5YfXFXPqqq9F98aAAAAy2AtI45vTvLVqrpnklckOSjJXyy0KwAAAJbGWoLjjd19Q5LHJPmD7v6FJPsvti0AAACWxVqC41eq6rgkxyd521S7zeJaAgAAYJmsJTg+Ocl3J3lhd3+8qg5J8trFtgUAAMCy2LSGbR7W3c/a9mYKj19aYE8AAAAskbWMOB6/Qu0nbuE+AAAAWFKrjjhO9zX+aJJDquq0uVV3SnLNohsDAABgOYymqv5TkiuS7JfkxXP165JcsMimAAAAWB6rBsfu/kSST2T2YBwAAAD2UDu8x7GqHltVF1XV56vq2qq6rqqu3RXNAQAAsPHW8lTV303yw939r4tuBgAAgOWzlqeqXik0AgAA7LnWMuJ4blW9Iclbkly/rdjdf7WwrgAAAFgaawmOd07yxSQPn6t1EsERAABgD7DD4NjdT94VjQAAALCcVg2OVfWL3f27VfUHmY0w3kR3P2uhnQEAALAURiOO2x6Ic+6uaAQAAIDltGpw7O6/mX6esuvaAQAAYNns8B7Hqtqc5LlJDkty+2317n7IAvsCAABgSazlexxfl9m01UOS/GaSS5Kcs8CeAAAAWCJrCY536e5XJvlKd5/V3T+ZxGgjAADAHmIt3+P4lennFVV1dJJPJtl3cS0BAACwTNYSHF9QVd+Y5DlJ/iDJnZP8vwvtCgAAgKWxw+DY3W+bFj+f5AcX2w4AAADLZtXgWFV/kKRXW9/dz1pIRwAAACyV0YjjubusCwAAAJbWqsGxu0+Zf19Vd56V+7qFdwUAAMDS2OHXcVTVEVX1wSQXJPlQVf1LVd1v8a0BAACwDNbyVNWTkzy9u/9PklTV9yV5VZL7LLIxAAAAlsMORxyTfHVbaEyS7v6HJDcsriUAAACWyVpGHM+qqv+d5PWZPWX1CUneXVX3TZLufv8C+wMAAGCDrSU4fsf083nb1b8zsyD5kFu0IwAAAJbKDoNjd//grmgEAACA5bTD4FhVeyd5UpIt89t397MW1xYAAADLYi1TVc9IcnaSDya5cbHtAAAAsGzWEhxv390/t/BOAAAAWEpr+TqO11bVU6tq/6rad9tr4Z0BAACwFNYy4vjlJL+X5Fcye4pqpp/fvKimAAAAWB5rCY7PSXLP7v7MopsBAABg+axlqurWJF9cdCMAAAAsp7WMOH4hyflV9a4k128r+joOAACAPcNaguNbphcAAAB7oB0Gx+4+papum+RbptJHu/sri20LAACAZbHD4FhVD05ySpJLklSSg6rq+O5+z2JbAwAAYBms5eE4L07y8O7+ge5+UJJHJHnpWg5eVSdX1aer6kNztX2r6syqumj6uc9Ur6p6WVVtraoLquq+c/scP21/UVUdP1e/X1V9cNrnZVVVo3MAAACwfmu5x/E23f3RbW+6+9+q6jZrPP6rk/xhktfM1U5M8s7uPqmqTpzePzfJUUkOnV4PSPLyJA+oqn2TPC/JEZl9f+R5VXVad3922uapSd6b5IwkRyZ5++AcLKEtJ56+0S2s6JKTjt7oFgAAYCmsZcTx3Kr6s6p68PT6syTnruXg03TWa7YrH5PZ1NdMPx89V39Nz5ydZO+q2j+zEc4zu/uaKSyemeTIad2du/vs7u7Mwumjd3AOAAAA1mktI44/k+QZSbZ9/cZ7Mhvp21l37e4rpuVPJbnrtHxAkkvntrtsqo3ql61QH50DAACAdVo1OFbV5iSbu/vDSV4yvVJV90py5yRX3dyTd3dXVd/c4+zsOarqhCQnJMnBBx+8yDYAAAButUZTVf8gyX4r1PdN8vs345xXTtNMM/389FS/PMlBc9sdONVG9QNXqI/OcRPd/YruPqK7j9i8efPN+EgAAAC7r1FwvOdKX7nR3f8nyX1uxjlPS7LtyajHJ3nrXP1J09NVH5jk89N003ckeXhV7TM9HfXhSd4xrbu2qh44PU31Sdsda6VzAAAAsE6jexzvNFi3pqeqVtXrkzw4yX5VdVlmT0c9Kckbq+opST6R5PHT5mckeWSSrUm+mOTJSdLd11TV85OcM233W9297YE7T8/sya13yOxpqm+f6qudAwAAgHUaBcetVfXI7j5jvlhVRyW5eC0H7+7jVln10BW27cwewrPScU5OcvIK9XOT3HuF+tUrnQMAAID1GwXHn01yelU9Psl5U+2IJN+d5IcW3RgAAADLYdV7HLv7oiTfnuSsJFum11lJ7tPd/7YrmgMAAGDjDb/HsbuvT/KqXdQLAAAAS2j0VFUAAAAQHAEAABhbNThW1Tunny/ade0AAACwbEb3OO5fVd+T5FFVdWqSml/Z3e9faGcAAAAshVFw/PUkv5bkwCQv2W5dJ3nIopoCAABgeawaHLv7TUneVFW/1t3P34U9AQAAsESGX8eRJN39/Kp6VJIHTaV3d/fbFtsWAAAAy2KHT1Wtqt9J8uwkH55ez66q3150YwAAACyHHY44Jjk6yeHdfWOSVNUpST6Q5JcX2RgAAADLYa3f47j33PI3LqIRAAAAltNaRhx/J8kHqupdmX0lx4OSnLjQrgAAAFgaa3k4zuur6t1JvmsqPbe7P7XQrgAAAFgaaxlxTHdfkeS0BfcCAADAElrrPY4AAADsoQRHAAAAhoZTVatqryQXdve37aJ+gB3YcuLpG93Cii456eiNbgEAgAUZjjh291eTfLSqDt5F/QAAALBk1vJwnH2SXFhV70vyhW3F7n7UwroCAABgaawlOP7awrsAAABgaa3lexzPqqq7Jzm0u/++qr4+yV6Lbw0AAIBlsMOnqlbVU5O8Kcn/nkoHJHnLIpsCAABgeazl6ziekeR7k1ybJN19UZJvWmRTAAAALI+1BMfru/vL295U1aYkvbiWAAAAWCZrCY5nVdUvJ7lDVT0syV8m+ZvFtgUAAMCyWEtwPDHJVUk+mOSnk5yR5FcX2RQAAADLYy1PVb2xqk5J8t7Mpqh+tLtNVQUAANhD7DA4VtXRSf4kyceSVJJDquqnu/vti24OAACAjbfD4JjkxUl+sLu3JklV3SPJ6UkERwAAgD3AWu5xvG5baJxcnOS6BfUDAADAkll1xLGqHjstnltVZyR5Y2b3OP5IknN2QW8AAAAsgdFU1R+eW74yyQ9My1clucPCOgIAAGCprBocu/vJu7IRAAAAltNanqp6SJL/mWTL/Pbd/ajFtQUAAMCyWMtTVd+S5JVJ/ibJjYttBwAAgGWzluD4pe5+2cI7AQAAYCmtJTj+flU9L8nfJbl+W7G737+wrgAAAFgaawmO357kiUkekv+aqtrTewAAAHZzawmOP5Lkm7v7y4tuBgAAgOXzdWvY5kNJ9l50IwAAACyntYw47p3kI1V1Tm56j6Ov4wAAANgDrCU4Pm/hXQAAALC0dhgcu/usXdEIAAAAy2mHwbGqrsvsKapJctskt0nyhe6+8yIbAwAAYDmsZcTxTtuWq6qSHJPkgYtsCgAAgOWxlqeq/qeeeUuSRyyoHwAAAJbMWqaqPnbu7dclOSLJlxbWEQAAAEtlLU9V/eG55RuSXJLZdFUAAAD2AGu5x/HJu6IRAAAAltOqwbGqfn2wX3f38xfQDwAAAEtmNOL4hRVq35DkKUnukkRwBAAA2AOsGhy7+8XblqvqTkmeneTJSU5N8uLV9gMAAGD3MrzHsar2TfJzSX4sySlJ7tvdn90VjQEAALAcRvc4/l6SxyZ5RZJv7+5/32VdAQAAsDS+brDuOUnuluRXk3yyqq6dXtdV1bW7pj0AAAA22ugex1GoBAAAYA8hHAIAADAkOAIAAF31UzMAACAASURBVDAkOAIAADC0y4NjVX1rVZ0/97q2qn62qn6jqi6fqz9ybp9fqqqtVfXRqnrEXP3Iqba1qk6cqx9SVe+d6m+oqtvu6s8JAACwu9jlwbG7P9rdh3f34Unul+SLSf56Wv3Sbeu6+4wkqarDkhyb5F5Jjkzyx1W1V1XtleSPkhyV5LAkx03bJsmLpmPdM8lnkzxlV30+AACA3c1GT1V9aJKPdfcnBtsck+TU7r6+uz+eZGuS+0+vrd19cXd/OcmpSY6pqkrykCRvmvY/JcmjF/YJAAAAdnMbHRyPTfL6uffPrKoLqurkqtpnqh2Q5NK5bS6baqvV75Lkc919w3b1r1FVJ1TVuVV17lVXXXXzPw0AAMBuaMOC43Tf4aOS/OVUenmSeyQ5PMkVSV686B66+xXdfUR3H7F58+ZFnw4AAOBWadMGnvuoJO/v7iuTZNvPJKmqP03ytunt5UkOmtvvwKmWVepXJ9m7qjZNo47z2wMAALBOGzlV9bjMTVOtqv3n1j0myYem5dOSHFtVt6uqQ5IcmuR9Sc5Jcuj0BNXbZjbt9bTu7iTvSvK4af/jk7x1oZ8EAABgN7YhI45V9Q1JHpbkp+fKv1tVhyfpJJdsW9fdF1bVG5N8OMkNSZ7R3V+djvPMJO9IsleSk7v7wulYz01yalW9IMkHkrxy4R8KAABgN7UhwbG7v5DZQ2zma08cbP/CJC9coX5GkjNWqF+c2VNXAQAAuJk2+qmqAAAALDnBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgKFNG90AwCJtOfH0jW5hRZecdPRGtwAAsGZGHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABgSHAEAABjatNENALA8tpx4+ka3sKpLTjp6o1sAgD2WEUcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGBEcAAACGNiw4VtUlVfXBqjq/qs6davtW1ZlVddH0c5+pXlX1sqraWlUXVNV9545z/LT9RVV1/Fz9ftPxt0771q7/lAAAALd+Gz3i+IPdfXh3HzG9PzHJO7v70CTvnN4nyVFJDp1eJyR5eTILmkmel+QBSe6f5Hnbwua0zVPn9jty8R8HAABg97PRwXF7xyQ5ZVo+Jcmj5+qv6Zmzk+xdVfsneUSSM7v7mu7+bJIzkxw5rbtzd5/d3Z3kNXPHAgAAYB02Mjh2kr+rqvOq6oSpdtfuvmJa/lSSu07LByS5dG7fy6baqH7ZCnUAAADWadMGnvv7uvvyqvqmJGdW1UfmV3Z3V1UvsoEpsJ6QJAcffPAiTwUAAHCrtWEjjt19+fTz00n+OrN7FK+cpplm+vnpafPLkxw0t/uBU21UP3CF+vY9vKK7j+juIzZv3nxLfCwAAIDdzoYEx6r6hqq607blJA9P8qEkpyXZ9mTU45O8dVo+LcmTpqerPjDJ56cpre9I8vCq2md6KM7Dk7xjWndtVT1weprqk+aOBQAAwDps1FTVuyb56+kbMjYl+Yvu/tuqOifJG6vqKUk+keTx0/ZnJHlkkq1JvpjkyUnS3ddU1fOTnDNt91vdfc20/PQkr05yhyRvn14AAACs04YEx+6+OMl3rFC/OslDV6h3kmescqyTk5y8Qv3cJPe+2c0CAADs4Zbt6zgAAABYMoIjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ4IjAAAAQ7s8OFbVQVX1rqr6cFVdWFXPnuq/UVWXV9X50+uRc/v8UlVtraqPVtUj5upHTrWtVXXiXP2QqnrvVH9DVd12135KAACA3cdGjDjekOQ53X1YkgcmeUZVHTate2l3Hz69zkiSad2xSe6V5Mgkf1xVe1XVXkn+KMlRSQ5LctzccV40HeueST6b5Cm76sMBAADsbnZ5cOzuK7r7/dPydUn+NckBg12OSXJqd1/f3R9PsjXJ/afX1u6+uLu/nOTUJMdUVSV5SJI3TfufkuTRi/k0AAAAu78NvcexqrYk+c4k751Kz6yqC6rq5KraZ6odkOTSud0um2qr1e+S5HPdfcN2dQAAAHbChgXHqrpjkjcn+dnuvjbJy5PcI8nhSa5I8uJd0MMJVXVuVZ171VVXLfp0AAAAt0obEhyr6jaZhcbXdfdfJUl3X9ndX+3uG5P8aWZTUZPk8iQHze1+4FRbrX51kr2ratN29a/R3a/o7iO6+4jNmzffMh8OAABgN7MRT1WtJK9M8q/d/ZK5+v5zmz0myYem5dOSHFtVt6uqQ5IcmuR9Sc5Jcuj0BNXbZvYAndO6u5O8K8njpv2PT/LWRX4mAACA3dmmHW9yi/veJE9M8sGqOn+q/XJmT0U9PEknuSTJTydJd19YVW9M8uHMnsj6jO7+apJU1TOTvCPJXklO7u4Lp+M9N8mpVfWCJB/ILKgCAACwE3Z5cOzuf0hSK6w6Y7DPC5O8cIX6GSvt190X57+mugIAAHAzbOhTVQEAAFh+giMAAABDgiMAAABDgiMAAABDgiMAAABDgiMAAABDG/E9jgCw29hy4ukb3cKKLjnp6I1uAYDdiBFHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhgRHAAAAhjZtdAMAwJ5jy4mnb3QLK7rkpKM3ugWApWbEEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgCHBEQAAgKFNG90AAAAr23Li6RvdwoouOenojW5hRa4XLI4RRwAAAIYERwAAAIYERwAAAIbc4wgAAHsg94SyHkYcAQAAGBIcAQAAGNptg2NVHVlVH62qrVV14kb3AwAAcGu1WwbHqtoryR8lOSrJYUmOq6rDNrYrAACAW6fd9eE490+ytbsvTpKqOjXJMUk+vKFdAQAAt0p7+sOEdssRxyQHJLl07v1lUw0AAIB1qu7e6B5ucVX1uCRHdvdPTe+fmOQB3f3M7bY7IckJ09tvTfLRXdro2uyX5DMb3cStiOu1Pq7X+rhe6+N6rZ9rtj6u1/q4Xuvjeq2P67U+y3q97t7dm1dasbtOVb08yUFz7w+cajfR3a9I8opd1dTOqKpzu/uIje7j1sL1Wh/Xa31cr/VxvdbPNVsf12t9XK/1cb3Wx/Van1vj9dpdp6qek+TQqjqkqm6b5Ngkp21wTwAAALdKu+WIY3ffUFXPTPKOJHslObm7L9zgtgAAAG6VdsvgmCTdfUaSMza6j1vAUk+lXUKu1/q4Xuvjeq2P67V+rtn6uF7r43qtj+u1Pq7X+tzqrtdu+XAcAAAAbjm76z2OAAAA3EIERwAAAIZ223scdwdV9fXd/cWN7mPZVdUBSe6eub/n7n7PxnW0vKpq3xXK13X3V3Z5M0usqu47Wt/d799VvdyaVNXXJ3lOkoO7+6lVdWiSb+3ut21wa7BHqqrbJfl/kmzJ/9/efUdZWtd3HH9/liJ1KQoIShFEadKkCVhAUdGIIhgCKEIiohBFTBSxhGJLxAoaUFECSNCgoFjo0pHelhqVmoQiSBOQsnzyx++57N3ZO7M7u8P8nmfm8zpnzuzzXDjnc+6Zmfv82vc782fkIbUytZmk1YD/sf2kpDcA6wLH2n6obrJ2kfRLYNizbra3G8c4nSFJwK7AqrYPkbQS8GLbl1WONsdyxrGFJG0OHAUsZnslSesBe9neu3K01pH0b8BOwI3A9Oa280drMEm3U3qcPggIWBK4B7gX2NP2lfXStYekc5p/LgRsBFxLeb/WBa6w/Zpa2dpM0k+AK4HdbK/TDCQvtr1+5WitJWkL4CBmTH6J8jds1Zq52irv1+hIOg14mPJ72fuMxPbXqoVqMUnXUP7mr0IpsPgLYG3bb6uZq20kvb7557uBFwM/aq53Bu61vV+VYC0n6QjgWWBr22tKWgo4w/bGlaPNsaw4ttM3gLfQ9J60fa2k19WN1FrvoqxoPFk7SEecCfzU9ukAkt5MmY0+Gvh3YNOK2VrD9lYAkk4CNrQ9rbleh/LQGoOtZnsnSTsD2H68mWGN4f0A2I8hD/YxrLxfo/NS22+tHaJDnm1aum0PHG77cElX1w7VNrbPA5D0tSEN7H8p6YpKsbpgU9sb9n6mbD/Y9JvvjJxxbCnbdw25lQ/IwW4FFqgdokM26w0aAWyfAbzG9iXAC+rFaq1X9gaNALavB9asmKftnpK0MM0WpmbbVyZ1Rvaw7VNt32f7gd5X7VAtlvdrdC6W9KraITrk6Wbi6/1Ab4t9njGGt6ik51b7Jb0MWLRinrZ7WtJ8zPiMXIayAtkZWXFsp7ua7aqWtACwL3BT5Uxt9ThwjaSz6XtAtf3RepFa7W5J+wM/bq53Au5t/pB16o/XOJkm6ShmbMPZFbiuYp62OxA4DVhR0vHAFsDuVRO13zmSDgVOYua/YTlHO1jer9HZEthd0m2U96u3tXfdurFaaw/gQ8AXbd/WDISOq5ypzT4GnCvpVsrP1srAB+tGarXDgJOBZSV9EdgR+GzdSKOTM44tJOlFwLeAN1F+Ec8A9s2s6qwkvX/QfdvHjHeWLmh+tg6kPEwAXAQcTDkDs5LtP9TK1kaSFgI+DPS2ip8PHGH7r/VStZukFwKbUf52XWL7/sqRWq3vPG0/29563MN0QN6v0ZG08qD7tu8Y7yxt10ygHmt719pZukDSFMrA5xfAGs3tm3N0aGSS1gDeSPmMPNt2pxaGMnCMzmv2h7+iubwlFUJjLDQPEWf1zjvG7DXngn5r++HmekngDbZ/XjdZxOQmaVlKsS8AbN9ZMU5rSbqQUrjkqdpZukDSFUPOOMYIJG0G3GD70eZ6KrCm7UvrJptzGTi2kKTDBtx+mFLN8RfjnafNmnLZxwC3U2ZvVgTen3Ycg0l6BfDPzFqaPbP1AzRboN/dGwjFyCRdM7SCqqSrbW9QK1MXSHo7sDYzP9inXcIw8n7NOUnbAV8DVgDuo2wlvMn22lWDtZSkYynn2E8BHuvdt/31aqFaTNK/AvcDP2Hm9+vP1UK1WFMUZ0M3g69m1fYK2yO2AGuTnHFsp4Uoy/4nNtc7ALcB60nayvbHqiVrn68Bb7Z9Czw3MDoBeHXVVO11InAkpd1LCi7N3l8o5xzPZOYPxZyhHWxQwbV8zoxA0pHAIsBWlN/LHYHO9PQab3m/Ru3zlK3jZ9neQNJWwHsrZ2qzPzZfU4DFK2fpgp2a7/v03TOQ9jiDyX0rdrafldSpz8isOLaQpEuALWxPb67nBy6gnEubZnutmvnaRNJ1Qw/5D7oXhaQrbWdQPYdyhnZ0JP0QeAj4TnNrH2Bp27tXC9Vyvb9Xfd8XA061/dra2doo79fo9LYSSroW2KB5UL3W9nq1s7WZpEVsP147R0wsTYuvc4Ejmlt7A1vZfle1UKPUqVHuJLIUsBhleyqU0sZL254uKYeOZ3bFgKqX6SE0vF9K2ptS1au/ImG2lQyQAeKofQT4HGXbEpS+ofsM/58H8ETz/XFJKwAPAMtXzNN2eb9G56FmcH0BcLyk++jbPREzk/QaSq/QxYCVJK0H7GV777rJ2qvpb7wWM28dP7Zeolb7EKWy6mcpK7Nn07EqtBk4ttNXKC0mzqWc23sd8CVJiwJn1QzWQh+mPJj2tg5eQGlkH4P1VtA+0Xcv20qGIWl14MvM+qGY92sA248Bn6qdo2N+1RQROhS4ivL7+P26kVot79fovBP4K6Vtwq7AEkDOgw7vm8BbKGccsX2tpNeN/L9MXpIOBN5A+Yz8DbAtcCGQgeMAtu8D/q52jnmRraotJWl5YJPm8nLb/1czT8Rk1FTYOxD4BvAOSo+vKbb/pWqwlpH0Tdsfk/RLmsbG/WxvVyFW50h6AbBQijHNmbxfc0bScsDGzeVlzcNrDCDpUtub9hf1ytbe4UmaBqwHXG17veZn7Ue2t6kcrVUkfdL2VyQdzuDPyM7UTciKY3v9FbibssrxckkvT6XQGST9l+2/bf5oDfolzBnHPpK2tv1bSe8e9Lrtk8Y7U0csbPtsSWr6nh0k6UogA8eZ9Rpkf7Vqig6StAAz9wo9V9J301ZosLxfoyPpbymrs+dSdjAdLukTtn9aNVh73SVpc8DNz9q+QKf67I2zJ5pzs880rSXuo1S3j5n1foY6f5QqA8cWkvQByh+rlwLXUCqi/Q5Iy4QZ9m2+/03VFN3xeuC3lFWzoQxk4DjYk0257N9L+kfgfylnX6KP7Subf74Q+HUaQI/KEcACzNhi/77m3geqJWq3vF+j8xlg494qo6RlKEdeMnAc7EPAt4CXUP7en0HOaY/kimbr+PeBKymVyH9XN1L72P5l889ptq+qGmYeZatqCzWraBsDl9heX9IawJdsD1wtmswk/Zvt/Wd3LwpJL7N92+zuRSFpY8pM4ZKUsvZTgUNtX1I1WEtJOpoywXU+pUDOabafqZuq3QZtg8vWuOHl/RodSdNsv6rvegpwbf+9mPHcIOk9tk+c/f8RQ0laBZhq+7rKUVpL0jnAiykTNz+xfX3lSKM2qOdW1PdX23+FcobD9s3AKytnaqtB++i3HfcU3fGzAfcy8zwM25fb/ovt/7G9h+0dMmgcnu09gJdT+oXuDPyxqXocw5suabXehaRVSY/VkeT9Gp3TJJ0uaXdJuwO/phQxiZm9TZKAA2oH6RJJ20taAsD27cCdkjrTWmK82d6K0oP2T8B3JU2T9NnKsUYlW1Xb6X+apf+fA2dKehC4o3KmVpH0YUr/m9Uk9c9uLQ5cXCdVezWr1msDSww55ziVvmqhMTNJZwLvsf1Qc70U8GPbb6mbrL1sPy3pVMoW6IWBd5FthCP5BHCOpFspZ9BWphRhisHyfo2C7U9I2gHYorn1Pdsn18zUUqcBDwKLSXqE8rPl3nfbU2uGa7ED+3+ebD/UVFr9ecVMrWb7HuCwZvXxk5SaCV+om2rOZatqy0l6PaV89mm2n6qdpy2aGa6lKK0S+sv/P5qehLOS9E7KA/x2NGXGG49SBkIZbA/QX1lvpHtRSNoW2IlSnv1c4L+AM7JddWRNddDerpJbgL+xPWh3QDDr+5UztTFWJP3C9jtr5+gKSdcNLUY4dHt0zCBpTcpn5A6UHrQ/AX7WpUrHGTi2kKSlB9x+NFXjZiVpM+AG248211OBNW1fWjdZ+0iaD9jf9pdqZ+mKpoLq9rbvbK5XBk62vWHdZO0k6T8pg8VT8zA/9yTdaXul2jnaZLiK0D2pDD0zSY8yoOI4WUEbUdMvu1cp9BXAGpS/Z3n+GkDSD4GHgO80t/YBlra9e7VQLSbpd8CPgRO72mYvA8cWknQ7pZzxg5Q/8ksC9wD3Anv2VTCc9CRdDWzo5ge5Ofh/RR7sB5N0me1NZv9fBoCktwLfA86j/C6+Fvig7dOrBmuhZmLirOYMR8wDSXfZTkn7Pk3hpeHY9t+PW5iYsJrJwtdSdjRdBFwOPGV716rBWqoZaH8OeBNlouJM4Iu2H6sarIWaz8jjbO9SO8u8yBnHdjoT+Gnv4VTSmynL2kdTSpBvWjFb28h9sx/NLGF+rod3kaRvU7ZHPPeHvevloZ8vtk+TtCGlJQ7Ax2zfXzNTW9meLulZSUukIfs8y4zuEE3hpYjnm2w/LukfgH9vmrZfUztUWzUDxE/N9j+M3mfkipIW7PLRszxgt9NmtvfsXdg+Q9JXbe/VnO2IGW6V9FFKHy8oBXNurZin7dZvvh/Sd8+kR+iwmoHir2rn6Ii/ANOaokL9ExMfrRepnZq2S8NtJVxunONERCFJrwF2Bf6huTdfxTwxsdxGmcA/hZk/I79eL9LoZODYTndL2p+yDxrKQdr7mmXuZ+vFaqUPAYcBn6U8hJ0NfLBqohbLNsJ4np3UfMXs/U3tABExi30pLTlOtn1D0+7lnMqZYuL4Y/M1hdIFoHNyxrGFJL0IOBDYkjIYugg4GHgEWMn2HyrGiw5rqtEeCLyuuXUecEi2FsZYkbQw5e/ULbWzxMTT9DZ+cnb3opD0EeBHth+snSUiCkmL2H68do65kRXHdtrK9kf6b0h6j+0TgQwa+zRVz44AlrO9jqR1ge1sd6Ynzjj7IXA98LfN9fsoZ2dHrFg4WUk6zvb7ZncvCknvAL4KLAi8TNL6lImJ7eomiwnkd8DQ4meD7kWxHHC5pKsof/9Pd1YMhtU8U/wzsAp9z8i2c5yjj6TDGeEsdo4nDNZsg/4BsBiwkqT1gL1s71032ZzLimMLSbpqaFXQQfcCJJ1HaQj93V5vPUnX216nbrJ2knSN7fVndy+Kob93zXbxabbXqhirtZqKhFsD5+b3McaSpBcDLwF+BOxCOQsKMBU40vYatbK1nSQBbwb2ADaitMz5ge0/Vg3WQpKuBY4ErgSm9+6nmv3MJL2/+ecWwFqUgnsA7wFutP2hKsFaTtKlwI7AKV39jMyKY4s0zbPfBrxE0mF9L00F0kB7sEVsX1Y+F5+T92p4T0ja0vaFAJK2AJ6onKl1JB0AfBpYWNIjvdvAU5T2HDHY07YfHvL7mHPZw2gmIo5Nqf858hZgd+ClQH8hiUcpv6sxDNuWdA+lrdczlFYTP5V0pu1P1k3XOs/YPmL2/9nkZvsYAEkfBra0/UxzfSRwQc1sbWf7riGfkdOH+2/bKAPHdvk/4ApgO8psV8+jwH5VErXf/ZJWo9kyIWlH4O66kVrtw8AxzVlHAX8G3j/y/zL52P4y8GVJX7Z9QO08HXKDpF2A+SStDnwUuLhyptZqyrOv3PXy7OOheVA9RtIOtn9WO09XSNoX2A24HzgK+ITtp5uex78HMnCc2S8l7Q2cDDx3btb2n+tFarWlKIsbvfdnseZeDHaXpM0BS1qAUozppsqZRiVbVVtmojQIHS9NxbPvAZsDD1JKHb/X9u01c7WdpKkAth+Z3X87GUlaw/bNTQ/HWaTv5WCSFgE+Q9kWJ+B04PO2/1o1WItJOhZYE+hsefbx1LSk2oFZz6AdMtz/M5lJOhj4oe07Bry2pu1OPbQ+3yTdNuC2ba867mE6QNIewEGUyrOiFN47qLciGTNril9+C3gT5f06A9jX9gNVg41CBo4tJOkC4I2ZgZ5zkhYFpth+tHaWNpP0Qmau2HshpXhJZ/5ojQdJ37e9p6RBZdidQgmz10yCLZrJiZFJOnDQfdsHj3eWLpB0GvAws55B+1q1UB0gaVlgod617TsrxokJpDl/vGlzeante2rmiedXBo4tlBno2ZP08ZFez3s1WNOY/XxKgQkoTY7fYPtN9VLFRCHpPym9VacDl1O2MH3L9qFVg3VAl8uzj6euFZKoral0/HVgBeA+YGXgJttrVw3WYpLWoRR86R9oH1svUftkV87ckfQV4AuU2hKnAesC+9n+0Yj/Y4vkjGM7db5B6DjI+zJ3lrf9+b7rL0jaqVqalpI0YnsS22lyP9hath+RtCtwKvApyspQBo7DmAjl2cfZxZJeZXta7SAd8QVgM+As2xtI2gp4b+VMrdXsAHgDZeD4G2Bbys6cDBxn9nHgg8CglX5TqmvHrN5s+5OStgdup7RC65/Mb70MHFuot0VJ0mLN9V/qJmqfbOOaa2dI+jtKOXYoZaFPr5inrd7RfF+Wcn72t831VpRiLxk4DrZAc+D/XcC3myIc2dYysm9SKoaeAmD7Wkmvqxup1bYEdm/Ooj1JOSdk2+vWjdVaT9t+QNIUSVNsnyPpm7VDtdiOwHrA1bb3kLQcHXqoHy+2P9h836p2lo7pjbveDpw4oAp562Xg2ELNNonjgKWb6/uB3WzfUDVYiwxpVzKLNJ8d1p7AxygfhAbmAx6TtBfl4WtqzXBtYXsPAElnUFbR7m6ulwf+o2K0tvsuZRb1WuB8SSsDOeM4G10vzz7Otq0doGMeaiahzweOl3QffUdgYhZP2H5W0jNNEbn7gBVrh2qzbO0dlV9JupmyVfXDkpYBOlU8LgPHdvoe8HHb5wBIegPwfcrKRxRpxjsXbGeL7+is2Bs0I0EMOAAAF3xJREFUNu4FVqoVpu1sHwY8N6kj6U7KKm0Mr/Pl2ceT7TskbQmsbvvo5sFrsdq5WuydlAfT/Shn2pcAUoF2eFdIWpLyzHUl8Bfgd3UjtVe29o6O7U815xwfbtoxPU75He2MFMdpIUnX2l5vdvdihmzrnTMqyxq7Ai+z/XlJK1LOPV5WOVorSfo2sDpwQnNrJ+APtj9SL1VMJBOhPPt4ah5UNwJeafsVklagbPnaonK06Ljm8/Gltu9qrlcBptq+rmauNpM0jRlbe9frbe21vU3laPE8ycCxhSSdDFxF2a4K5SD7q21vXy9VOw3Z1ivgT2Rb77AkHQE8C2xte01JSwFn2N64crTWag6x986cnW/75Jp5IiYzSdcAGwBX2d6guXddzjjOTNKjlOMIA+VYwmCSptl+Ve0cXSHpMtubSLqSsrvkUUrV3jUqR4vnSbaqttPfAwczowDHBc29mFW29Y7OprY3lHQ1gO0HJS1YO1TLXQU8avssSYtIWjz9QmclaQqwme2La2fpEkkvAz7CrA3tt6uVqeWesu1e0aWmh28M0TuWIOnzwN2UCdbejpPlK0Zru6skbWz78tpBOiJbeyeZrDhGp2Vb7+hIupQyqL68GUAuQ1lx3KBytFaStCel5PjStleTtDpwpO03Vo7WSpKuzs/S6Ei6ltKOYxplNwAAts+rFqrFJP0zZfv4NsCXKZOq/2n78KrBWiqfkaPTFC55OXAHpYhQqvbOoWztHd5w/S57utT3MiuOLSLplJFezwz0QLdK+hwzb+u9tWKetjsMOBlYVtIXKaXHP1s3UqvtA2wCXApg+/eSlq0bqdXOlrQDcJIzKzmn/toUFYo5YPurkrahVOt9JfAvts+sHKvNHmv6qv6YsnV1Z1JVdSRvqR2ga5q+x1tSfr4uBDJwnNWgfpc9nep7mRXHFpH0J+AuSiGOSykzXc/JDPSsmjN6BzPjj9YFwMG2H6warIV6WwmBPwNvpPx8nW07FRyHIelS25v2VtIkzU85W5XZ5wGac1WLUtpJPMGM2fqcpxqGpF0oK2hnUPoSAt2agY72alaBvgVsQfmMvAj4mO3b66VqL0nH2X7f7O5FIenfKSu0/QXk/mh7n3qp4vmUgWOLSJqPsv1mZ2Bd4NfACSn0EmMlWwlHpymb/RCwG+Uc2t7AjbY/UzVYTBiSvgy8D/gjM7aq2nZnZqDHQ4q9zB1JL0yF3jkn6SrbG/ZdzwdMs71WxVit1WztXbO3w6SZoL7B9pp1k7VX1/teZqtqi9ieDpwGnCbpBZQB5LmSDrb97brp2knSmcB7bD/UXC8F/Nh2tpsMlq2Eo7M/8AHK+bO9KH2qjqqaqOUkbceMKrTn2v5VzTwd8B5gVdtP1Q7SZin2MtcuaSrR/hA4LX/3B5N0APBpYGFJj/RuA09RivDFYH+g9Da+o7lesbkXA0yEvpdZcWyZZsD4dsqgcRXgFOCHtv+3Zq62GrSCllW14fVtJXyG0hQ6WwmH0cw035Cy4nNO0r8CGwPHN7d2Bq6wfUC9VO0m6efAB23fVztLF6TYy+g0vQnfRCkitDHwX8B/2P7vqsFaStKX8/dqzkk6j/JzdRllR8AmwBXAw5DaHENNhL6XWXFsEUnHAutQZiEOtn195Uhd8KyklWzfCSBpZUbYzjTZ9WbtY/ZsT5d0S//PV8zW24D1bT8LIOkY4GogD2LDWxK4WdLlzHzGMQ9cg6XYyyg0K4xnAmdK2gr4EbB3U833U7bTOqFPBo2j9i+1A3TME7aflfSMpKnAfZRV2s7IwLFd3kv5ANwX+GiZKASyKjSSzwAXNrNeAl5LaZ8QMRaWAm6QdBl9D6d5qB/RkpQCTABL1AzSEQfWDtAxu1CKvXyLGcVedqmaqMUkvZDybPE+4F7KWe1TgPWBE4GX1UsXXWf7vGbCfvWm1/HCwPzpdTyszve9zFbV6DxJL6JUCwW4xPb9NfPExCHp9YPup8LxYJJ2Bv4VOIcykfM6yqrGT6oGi5ikJP035Tzo0bb/Z8hr+9v+tzrJYiJIr+O519W+lxk4RkQMIenlwHK2Lxpyf0vgbtt/rJOs/SQtTznzAnCZ7Xtq5mm7IdVCFwQWAB7LDpPBJB3NgOMItv++QpzWk6QUxJlzkr5GqSuRavZzoCm8tAlwaa+2hKRptl9VN1m7SFrD9s2SNhz0epfaL2WrasQkkh5Vc+ybDD6X93Dz2jvGN0532L6bshUu5kD/ueOmkMk7mbGDImbVX6V3IWB74P8qZemCF0n6JLA2M5f/T7uXwW4Cvtf07D2a0hLt4cqZ2uxJ20/1jlY171smKmb1ccrK7NcGvGagM7+PWXGMmETSo2rOSLrc9sbDvJbZ1HhepTL0nGv6xl1oe/PaWdpI0hnAT4B/Bj4EvB/4k+39qwZrOUmvBPagFF+6CPi+7XPqpmqf9DqefKbUDhAxLyQdNyf3JjtJBzRb4taV9Ejz9SilotcvKsdroyVHeG3hcUsRE56kd/d97di0NPlr7VwdsjqwbO0QLfZC2z8AnrZ9XrOltzOrGzU0E6prNF/3A9cCH5f046rB2ml/4E/M3Ov4s1UTtZikfZriOL3rpSTtXTPTaGXFMTotK2ijkx5Vc0bSCcBvbX9/yP0PANvY3qlOsnbLVujRa87s9TwD3E5Z3UhfxwGGnAkFuAc4wPbPKkVqNUmX2N5M0unAYZRtvT+1vVrlaK0k6RuUowhnAz+wfVnfa7fYfmW1cC2TXsejJ+ka2+sPudepHSY54xidJOkA4NPAwpIeoVRwBHgK+F61YC3VO5gNnDjocHaXDmaPk48BJzf94q5s7m1EKV6yfbVU7bd2/0XzYPHqSlk6wfYetTN0SXrRjtoXJC0B/BNwODAV2K9upFa7Dvis7UG9QTcZ7zBtll7Hc2W+/oJVzWfkgpUzjUpWHKPTsoI2ZyR93/aekgad0XAKJQzWNMxep7m8wfZva+Zpq/6JHODx3m2aiZz8jg6vOSP0BeAJ4DRgXWA/2z+qGqylJJ09tNT/oHuTnaSFKGcaX07ZRvgD28/UTdV+zZnZXYBVbR8iaSXgxf0rjzGDpPOBDYD0Op4Dkg4FVga+29zaC7jL9j/VSzU6GThGpzVVCLcHtqRsX7rA9s/rpoqYnDKRM3q9rUuStgf+hlJ973zb61WO1irNQGgRSo/QNzBjl8lU4LRsl5uZpJ8ATwMXANsCd9jet26q9pN0BPAssLXtNSUtBZwxXLG0yS69jkenmZjYC+hNdJ0JHGV7er1Uo5OtqtF136HMqJ7QXH9I0ja296mYqXUkvXuk122fNF5ZYuKyfYCkl1BmVOfvu39+vVSt13uf3g6caPvhXmn7mMlelC3kK1C2j/fepEeAb9cK1WJr9ao/S/oBZUUoZm9T2xtKuhrA9oOSOrWVcDxkRXvu2H4WOKL56qQMHKPrtgbW7NsvfgyQxr2z6vUdXBbYHOhtudwKuBjIwDHmWVMR9O+AG4HeDKqBDByH9ytJN1O2qn5Y0jKkquosbH8L+Jakj9g+vHaeDni69w/bz2QyYo493Zw76z1TLENZgYyZHcPMK9prAVnRng1JWwAHMWNyVZTjQqvWzDUa2aoanSbpV8A+tu9orlcGvm07DdoHaHp6vb9p0o6k5YH/sP2WusliIpB0C7Cu7SdrZ+kSSUsDDzfFJhYBptq+p3auNpG0MeUs0D3N9W7ADsAdwEG2/1wzX9tIms6MM2dixvnj3oPq1FrZ2qwpiLYTsCFlcLQjpVjOiVWDtUx/P2NJ8wOX9Ve4j8GaScL9KLsmntueavuBaqFGKSuO0UmSfkmZEVwcuEnSZc31pmRLzkhW7A0aG/cCK9UKExPOrcACQAaOo7MGsErzANZzbK0wLfVd4E0Akl4H/Cul4fj6lEraO9aL1j6256udoYtsHy/pSsoZNAHvsn1T5VhtlBXtufOw7VNrh5gXGThGV321doCOOrvp59U7E7oTcFbFPDGxPA5cI+ls+gaPtj9aL1K7SToOWA24hpm392bgOLP5+lYVd6JU6/0Z8DNJ11TMFRPP7ylnZ+cHSLuJgdZrWqFBs6Ld1xotK9rDO6eprHoSM39GdqYlWgaO0Un9Fbua7amr2z5L0sLk53pYtv+xqd74uubW92yfXDNTTCinNF8x5zaiFDLJuZGRzSdp/qYAxxuBD/a9lr/5MSYkfQQ4kLIbZzrNQIjSJicaWdGea5s23zfqu2dKvY5OyB/b6DRJe1IeIJamzNq/FDiSGaWOY1ZXAY82A+1FJC1u+9HaoaL7bB9TO0MHXQ+8GLh7dv/hJHcCcJ6k+ymFhC4AkPRy4OGawWJC2Rd4ZZfOnEV32N6qdoZ5lYFjdN0+wCbApQC2fy9p2bqR2mvAQPslZKAdY0TSbTTVCPt1qWJcBS8CbmzOafdvXUoD7T62v9hsgV6e0lev93M2hXLWMWIs3EUmIuJ5JOntwNrAQr17tg+pl2h0MnCMrnvS9lO9g9lNcYls+RpeBtrxfOrffrMQ8B7KJEUM76DaAbrC9iUD7v13jSwxYd0KnCvp18w8kfP1epFiopB0JLAIpRXaUZSiXp0q6DildoCIeXSepE9TDmZvA5wI/LJypjZ70vZTvYsMtGMs2X6g7+t/bX+T0tg+htGc176ZUiF6ceCm/jPcETGu7gTOBBZkxu/k4lUTxUSyue3dgAdtHwy8BnhF5UyjkhXH6LpPAf8ATAP2An5DmcWJwYYOtPcmA+0YI5L6+3hNoaxA5nNmBJL+FjgUOJdSiONwSZ+w/dOqwSImoeZhHkmLNdd/qZsoJpgnmu+PS1oBeICy/b4zlEJu0XWSlgGw/afaWdpOZU/vB4A3Ux5STweOSkXHGAuSzum7fAa4Hfiq7VvqJGo/SdcC29i+r7leBjjL9np1k0VMPpLWAY5jxhb7+4HdbN9QL1VMFJI+BxxOqSvxHcqOr6Nsf65qsFHIwDE6qRkAHQj8IzO2XE8HDu/SIePxJGk+4Abba9TOEhGFpGm2X9V3PQW4tv9eRIwPSRcDn7F9TnP9BuBLtjevGiwmHEkvABay3aliTNlCFF21H7AFsLHt2wAkrQocIWk/29+omq6FbE+XdEuaGcfzRdISlAmdXp/Q84BDuvbBOM5Ok3Q6pd0ElOb2p1bMEzGZLdobNALYPlfSojUDxcQiaXNgFZoxmCRsH1s11ChkxTE6SdLVlO1d9w+5vwylVPsGdZK1m6TzgQ0oVbwe691P6f8YC5J+RulL2Ovn+D5gPdvvrpeq/SS9G9iyubzA9sk180RMVpJOpvQ6Pq659V7g1ba3r5cqJgpJx1FaoV1D2SUHYNsfrZdqdDJwjE6SdL3tdUb72mQn6fWD7qeKY4wFSdfYXn929+K5xvXL2b5oyP0tgbtt/7FOsojJS9JSwMH0TeQAB9l+sF6qmCgk3QSs1eW6EtmqGl311Fy+Nin1PaSeN+T+lsDddVLFBPSEpC1tXwggaQtmVJGLmX0TOGDA/Yeb194xvnEiohkgdmb1JzrneuDFdPi5KwPH6Kr1JD0y4L4ojcdjZnlIjfHwYeCY5qwjwIPA7vXitNpytqcNvWl7mqRVxj9OxOQl6ZSRXs9xjhgjLwJulHQZ8GTvZpd+vjJwjE6yPV/tDB2Th9R43tm+hjKpM7W5HjS5E8WSI7y28LiliAgojdjvohSpupQyCR0x1g6qHWBeZeAYMTnkITWed5K+BHzF9kPN9VLAP9n+bN1krXSFpD1tf7//pqQPAFdWyhQxWb0Y2AbYGdgF+DVwQvo3xliaCPUkUhwnYhKQdALw22EeUrexvVOdZDGRSLp6aEVjSVfZ3rBWpraStBxwMuVMdm+guBGwILC97XtqZYuYzJr+ejsDhwIH2/525UjRcZIutL2lpEeB/oGXKFVVp1aKNmoZOEZMAnlIjfEg6TpKb9Unm+uFgStsr103WXtJ2groVYG+wfZva+aJmKyaAePbKYPGVYBTgB/a/t+auaL7JK1q+9baOcZCBo4Rk0geUuP5JGl/SqGlo5tbewCn2P5KvVQRESOTdCzls/E3wI9tX185Ukwgkq60/WpJZ9t+Y+088yIDx4iIGDOS3gq8qbk80/bpNfNERMyOpGeBx5rLTm8ljPaRdDVwIqXy+DeGvm776+Meai6lOE5ERIwJSS8DzrV9WnO9sKRVbN9eN1lExPBsT6mdISa0vwPeRRl3LV45yzzJimNERIwJSVcAm9t+qrleELjI9sZ1k0VERNQlaVvbp9bOMS8ywxIREWNl/t6gEaD594IV80RERLRC1weNkIFjRESMnT9J2q53IemdwP0V80RERMQYyVbViIgYE5JWA44HVqAUlbgL2M32H6oGi4iIqEjSFGAz2xfXzjIvMnCMiIgxJWkxANt/qZ0lIiKiDSRdbXuD2jnmRaqqRkTEmJH0dmBtYCFJANg+pGqoiIiI+s6WtANwkju6cpcVx4iIGBOSjgQWAbYCjgJ2BC6z/Q9Vg0VERFQm6VFgUWA68AQd7BOagWNERIwJSdfZXrfv+2LAqbZfWztbREREzJtUVY2IiLHyRPP9cUkrAE8Dy1fMExER0Qoq3ivpc831ipI2qZ1rNDJwjIiIsfIrSUsChwJXAbcD/1k1UURERDv8O/AaYJfm+i/Ad+rFGb1sVY2IiDEn6QXAQrYfrp0lIiKiNklX2d6wv7qqpGttr1c725xKVdWIiBhztp8EnqydIyIioiWeljQfYABJywDP1o00OtmqGhERERER8fw6DDgZWFbSF4ELgS/VjTQ62aoaERERERHxPJO0BvBGSiuOs23fVDnSqGTFMSIixoSkQ4Zczyfp+Fp5IiIiWub3lFXHU4DHJK1UOc+oZOAYERFjZUVJB8BzxXFOonxIRkRETGqSPgLcC5wJ/Ar4dfO9M7JVNSIixoQkAccD04CtgN/Y/mbdVBEREfVJ+gOwqe0HameZWxk4RkTEPJG0Yd/lAsB3gYuAHwDYvqpGroiIiLaQdA6wje1nameZWxk4RkTEPGk+DIdj21uPW5iIiIgWkfTx5p9rA6+kbFF9rl2V7a/XyDU30scxIiLmie2tameIiIhoqcWb73c2Xws2X9D0dOyKrDhGRMSYaAri7ACsQt/EpO1Dhvt/IiIiJgNJ77F94uzutVmqqkZExFj5BfBO4Bngsb6viIiIye6AObzXWtmqGhERY+Wltt9aO0RERERbSNoWeBvwEkmH9b00lTLR2hkZOEZExFi5WNKrbE+rHSQiIqIl/g+4Etiu+d7zKLBflURzKWccIyJiTEi6EXg5cBulYpwoVVXXrRosIiKiMkmLUWoAAPzB9l8rxpkrGThGRMSYkLTyoPu27xjvLBEREW0gaX7gS8AelKqqAlYEjgY+Y/vpivFGJcVxIiJiTNi+oxkkPkEpMd77ioiImKwOBZYGVrX9atsbAqsBSwJfrZpslLLiGBERY0LSdsDXgBWA+4CVgZtsr101WERERCWSfg+8wkMGXZLmA262vXqdZKOXFceIiBgrnwc2A/7b9suANwKX1I0UERFRlYcOGpub0+nYrpwMHCMiYqw8bfsBYIqkKbbPATaqHSoiIqKiGyXtNvSmpPcCN1fIM9fSjiMiIsbKQ03VuPOB4yXdBzxWOVNERERN+wAnSfp7ZrTj2AhYGNi+Wqq5kDOOERExJiQtSimMMwXYFVgCOL5ZhYyIiJi0JG0N9M7832j77Jp55kYGjhERMeYkvQh4YNC5joiIiOienHGMiIh5ImkzSedKOknSBpKuB64H7pX01tr5IiIiYt5lxTEiIuaJpCuAT1O2pn4P2Nb2JZLWAE6wvUHVgBERETHPsuIYERHzan7bZ9g+EbjH9iUAtjtVLS4iIiKGl4FjRETMq2f7/v3EkNeyrSUiImICyFbViIiYJ5KmU9puiFJe/PHeS8BCtheolS0iIiLGRgaOERERERERMaJsVY2IiIiIiIgRZeAYERERERERI8rAMSIiIiIiIkaUgWNERERERESMKAPHiIiIiIiIGFEGjhERERERETGi/wczojyfBjwCPQAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "timelyResponse = []\n",
+        "untimelyResponse = []\n",
+        "for i in range(len(productFrequency)):\n",
+        "  timelyResponse.append(len(data[(data['product']==productFrequency.index[i]) & (data['timely_response']=='Yes')]))\n",
+        "  untimelyResponse.append(len(data[(data['product']==productFrequency.index[i]) & (data['timely_response']=='No')]))\n",
+        "productFrequency['timelyResponse'] = timelyResponse\n",
+        "productFrequency['untimelyResponse'] = untimelyResponse"
+      ],
+      "metadata": {
+        "id": "eKIm9yWIMFm_"
+      },
+      "execution_count": 85,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "disputed = []\n",
+        "notDisputed = []\n",
+        "for i in range(len(productFrequency)):\n",
+        "  disputed.append(len(data[(data['product']==productFrequency.index[i]) & (data['consumer_disputed?']=='Yes')]))\n",
+        "  notDisputed.append(len(data[(data['product']==productFrequency.index[i]) & (data['consumer_disputed?']=='No')]))\n",
+        "productFrequency['disputed'] = disputed\n",
+        "productFrequency['notDisputed'] = notDisputed"
+      ],
+      "metadata": {
+        "id": "PRMrs8INQXd1"
+      },
+      "execution_count": 87,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency['percentTimely'] = productFrequency['timelyResponse'] / (productFrequency['timelyResponse'] + productFrequency['untimelyResponse']) * 100\n",
+        "productFrequency['percentDisputed'] = productFrequency['disputed'] / (productFrequency['disputed'] + productFrequency['notDisputed']) * 100"
+      ],
+      "metadata": {
+        "id": "3gH7BG5ESIWz"
+      },
+      "execution_count": 89,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 394
+        },
+        "id": "zGa3Xe7DSjm0",
+        "outputId": "fe0c3f81-8a31-43c4-a5c8-1b5a6e7c6e9b"
+      },
+      "execution_count": 90,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                         product  timelyResponse  untimelyResponse  disputed  \\\n",
+              "Mortgage                  186475          182245              4230     43276   \n",
+              "Debt collection           101052           93934              7118     18291   \n",
+              "Credit reporting           91854           91707               147     15072   \n",
+              "Credit card                66468           65871               597     13814   \n",
+              "Bank account or service    62563           61858               705     12308   \n",
+              "Consumer Loan              20990           20483               507      4688   \n",
+              "Student loan               15839           15650               189      3103   \n",
+              "Payday loan                 3877            3471               406       606   \n",
+              "Money transfers             3812            3739                73       539   \n",
+              "Prepaid card                2470            2441                29       326   \n",
+              "Other financial service      557             510                47       111   \n",
+              "\n",
+              "                         notDisputed  percentTimely  percentDisputed  \n",
+              "Mortgage                      143199      97.731599        23.207400  \n",
+              "Debt collection                82761      92.956102        18.100582  \n",
+              "Credit reporting               76782      99.839963        16.408649  \n",
+              "Credit card                    52654      99.101823        20.782933  \n",
+              "Bank account or service        50255      98.873136        19.672970  \n",
+              "Consumer Loan                  16302      97.584564        22.334445  \n",
+              "Student loan                   12736      98.806743        19.590883  \n",
+              "Payday loan                     3271      89.527986        15.630642  \n",
+              "Money transfers                 3273      98.084995        14.139559  \n",
+              "Prepaid card                    2144      98.825911        13.198381  \n",
+              "Other financial service          446      91.561939        19.928187  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-cc90ffa3-1952-48c9-b110-e3485ff2daa0\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
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+              "\n",
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+              "\n",
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+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>product</th>\n",
+              "      <th>timelyResponse</th>\n",
+              "      <th>untimelyResponse</th>\n",
+              "      <th>disputed</th>\n",
+              "      <th>notDisputed</th>\n",
+              "      <th>percentTimely</th>\n",
+              "      <th>percentDisputed</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>Mortgage</th>\n",
+              "      <td>186475</td>\n",
+              "      <td>182245</td>\n",
+              "      <td>4230</td>\n",
+              "      <td>43276</td>\n",
+              "      <td>143199</td>\n",
+              "      <td>97.731599</td>\n",
+              "      <td>23.207400</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Debt collection</th>\n",
+              "      <td>101052</td>\n",
+              "      <td>93934</td>\n",
+              "      <td>7118</td>\n",
+              "      <td>18291</td>\n",
+              "      <td>82761</td>\n",
+              "      <td>92.956102</td>\n",
+              "      <td>18.100582</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Credit reporting</th>\n",
+              "      <td>91854</td>\n",
+              "      <td>91707</td>\n",
+              "      <td>147</td>\n",
+              "      <td>15072</td>\n",
+              "      <td>76782</td>\n",
+              "      <td>99.839963</td>\n",
+              "      <td>16.408649</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Credit card</th>\n",
+              "      <td>66468</td>\n",
+              "      <td>65871</td>\n",
+              "      <td>597</td>\n",
+              "      <td>13814</td>\n",
+              "      <td>52654</td>\n",
+              "      <td>99.101823</td>\n",
+              "      <td>20.782933</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Bank account or service</th>\n",
+              "      <td>62563</td>\n",
+              "      <td>61858</td>\n",
+              "      <td>705</td>\n",
+              "      <td>12308</td>\n",
+              "      <td>50255</td>\n",
+              "      <td>98.873136</td>\n",
+              "      <td>19.672970</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Consumer Loan</th>\n",
+              "      <td>20990</td>\n",
+              "      <td>20483</td>\n",
+              "      <td>507</td>\n",
+              "      <td>4688</td>\n",
+              "      <td>16302</td>\n",
+              "      <td>97.584564</td>\n",
+              "      <td>22.334445</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Student loan</th>\n",
+              "      <td>15839</td>\n",
+              "      <td>15650</td>\n",
+              "      <td>189</td>\n",
+              "      <td>3103</td>\n",
+              "      <td>12736</td>\n",
+              "      <td>98.806743</td>\n",
+              "      <td>19.590883</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Payday loan</th>\n",
+              "      <td>3877</td>\n",
+              "      <td>3471</td>\n",
+              "      <td>406</td>\n",
+              "      <td>606</td>\n",
+              "      <td>3271</td>\n",
+              "      <td>89.527986</td>\n",
+              "      <td>15.630642</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Money transfers</th>\n",
+              "      <td>3812</td>\n",
+              "      <td>3739</td>\n",
+              "      <td>73</td>\n",
+              "      <td>539</td>\n",
+              "      <td>3273</td>\n",
+              "      <td>98.084995</td>\n",
+              "      <td>14.139559</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Prepaid card</th>\n",
+              "      <td>2470</td>\n",
+              "      <td>2441</td>\n",
+              "      <td>29</td>\n",
+              "      <td>326</td>\n",
+              "      <td>2144</td>\n",
+              "      <td>98.825911</td>\n",
+              "      <td>13.198381</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Other financial service</th>\n",
+              "      <td>557</td>\n",
+              "      <td>510</td>\n",
+              "      <td>47</td>\n",
+              "      <td>111</td>\n",
+              "      <td>446</td>\n",
+              "      <td>91.561939</td>\n",
+              "      <td>19.928187</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cc90ffa3-1952-48c9-b110-e3485ff2daa0')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-cc90ffa3-1952-48c9-b110-e3485ff2daa0 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-cc90ffa3-1952-48c9-b110-e3485ff2daa0');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 90
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency['percentTimely'].plot(kind=\"bar\", figsize=(15, 10), title='Number of Complaints by Product', ylabel = 'Number of Complaints', color = 'Purple')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 736
+        },
+        "id": "TEyhzb4JSvHf",
+        "outputId": "17dc4475-0322-4ada-bfce-edaea6bf0e22"
+      },
+      "execution_count": 94,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785bf8ed0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 94
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1080x720 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "productFrequency['percentDisputed'].plot(kind=\"bar\", figsize=(15, 10), title='Number of Complaints by Product', ylabel = 'Number of Complaints', color = 'Red')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 736
+        },
+        "id": "WKd94ZFvSw2j",
+        "outputId": "94cdc0bc-1f5d-4d3d-d269-38bb1386e865"
+      },
+      "execution_count": 95,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785d97990>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 95
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1080x720 with 1 Axes>"
+            ],
+            "image/png": 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From b2a341d01ffbf767278964a8d9d033e360706288 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 18:18:28 -0500
Subject: [PATCH 5/8] Added summary report as pdf

---
 QuantDataSummary.pdf | Bin 0 -> 1072097 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 QuantDataSummary.pdf

diff --git a/QuantDataSummary.pdf b/QuantDataSummary.pdf
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From 9b581d0382f34580fb92f26b192af451be02bb79 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 21:01:12 -0500
Subject: [PATCH 6/8] Added hypotheses for the future

---
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 1 file changed, 0 insertions(+), 0 deletions(-)
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HcmV?d00001


From 93a4fd4d58e56fe8409919d543e4aea2503bce56 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 21:02:09 -0500
Subject: [PATCH 7/8] This is the tex file for my hypotheses

---
 main.tex | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)
 create mode 100644 main.tex

diff --git a/main.tex b/main.tex
new file mode 100644
index 0000000..cb91bcd
--- /dev/null
+++ b/main.tex
@@ -0,0 +1,16 @@
+\documentclass{article}
+\title{Future Hypotheses}
+\author{Eric Zhu}
+\begin{document}
+\maketitle
+\section{Machine Learning Applications}
+\subsection{A basic NLP model can be implemented to track the sentiment of both the consumer and the bank in their statements.}
+\subsection{This model can be combined with the other columns in the dataset to predict whether the consumer will dispute.}
+\subsection{By changing the wording of its statements as well as how it markets itself, the company can reduce costly disputes.}
+\section{Other Applications}
+\subsection{The company can work to see if location and product are actually correlated with the amount of disputes.}
+\subsection{If so, the company may want to focus in a single region in the beginning that does not have a high percentage of disputes.}
+\subsection{It is also worth investigating how interactions between consumers and customer service representatives affect disputes.}
+\subsection{The company can also try to figure out whether certain types of customers are prone to sending in disputes while others do not care at all about the outcome.}
+
+\end{document}

From 15f40dad5b755e433225e2fe64e541ff02c03f93 Mon Sep 17 00:00:00 2001
From: zhueric2004 <46056355+zhueric2004@users.noreply.github.com>
Date: Fri, 30 Sep 2022 23:12:45 -0500
Subject: [PATCH 8/8] Final edits (improving documentation)

---
 ConsumerComplaints.ipynb | 798 ++++++++++++++++++++++++++++++---------
 1 file changed, 621 insertions(+), 177 deletions(-)

diff --git a/ConsumerComplaints.ipynb b/ConsumerComplaints.ipynb
index d847306..736064a 100644
--- a/ConsumerComplaints.ipynb
+++ b/ConsumerComplaints.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyM5M3OR9SywypOWnS2nFrem",
+      "authorship_tag": "ABX9TyM1pHi6Jkv+I7XWQRVpEAYA",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -47,7 +47,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "JdNFq54yzq52",
-        "outputId": "257b937b-39cf-4399-933b-0ff034ebc580"
+        "outputId": "ced9d9a3-00f2-400c-8511-5466caf8a73d"
       },
       "execution_count": null,
       "outputs": [
@@ -56,33 +56,22 @@
           "name": "stdout",
           "text": [
             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
-            "Collecting geopandas\n",
-            "  Downloading geopandas-0.10.2-py2.py3-none-any.whl (1.0 MB)\n",
-            "\u001b[K     |████████████████████████████████| 1.0 MB 5.1 MB/s \n",
-            "\u001b[?25hRequirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
+            "Requirement already satisfied: geopandas in /usr/local/lib/python3.7/dist-packages (0.10.2)\n",
+            "Requirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.4)\n",
+            "Requirement already satisfied: fiona>=1.8 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.21)\n",
             "Requirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
-            "Collecting fiona>=1.8\n",
-            "  Downloading Fiona-1.8.21-cp37-cp37m-manylinux2014_x86_64.whl (16.7 MB)\n",
-            "\u001b[K     |████████████████████████████████| 16.7 MB 369 kB/s \n",
-            "\u001b[?25hCollecting pyproj>=2.2.0\n",
-            "  Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
-            "\u001b[K     |████████████████████████████████| 6.3 MB 45.3 MB/s \n",
-            "\u001b[?25hRequirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
-            "Collecting munch\n",
-            "  Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)\n",
-            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
-            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
+            "Requirement already satisfied: pyproj>=2.2.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (3.2.1)\n",
+            "Requirement already satisfied: cligj>=0.5 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (0.7.2)\n",
             "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.6.15)\n",
-            "Collecting click-plugins>=1.0\n",
-            "  Downloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
-            "Collecting cligj>=0.5\n",
-            "  Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
+            "Requirement already satisfied: click-plugins>=1.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.1.1)\n",
             "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (57.4.0)\n",
-            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
+            "Requirement already satisfied: munch in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2.5.0)\n",
+            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
+            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
+            "Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
             "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
-            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.2.1)\n",
-            "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
-            "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.21 geopandas-0.10.2 munch-2.5.0 pyproj-3.2.1\n"
+            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
+            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.2.1)\n"
           ]
         }
       ]
@@ -95,7 +84,7 @@
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
-        "outputId": "17e41018-5293-4b78-93bf-c7cabb5f21c7"
+        "outputId": "e73c18d2-9cb2-47c0-d722-3a4c4120cec1"
       },
       "outputs": [
         {
@@ -114,7 +103,6 @@
         "from geopandas import GeoDataFrame\n",
         "from google.colab import drive\n",
         "from statsmodels.formula.api import ols\n",
-        "from nltk import ngrams\n",
         "drive.mount('/content/drive')"
       ]
     },
@@ -141,7 +129,7 @@
           "height": 479
         },
         "id": "Cuy6rIxOQaGC",
-        "outputId": "b9c630eb-5a87-4f72-922c-b5f3142dd4e6"
+        "outputId": "c73eac55-7e27-49bc-9ea6-24f255392d9b"
       },
       "execution_count": null,
       "outputs": [
@@ -208,7 +196,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-dde87677-2698-448f-aeb8-b3f2a5760948\">\n",
+              "  <div id=\"df-cf0b3a45-6d59-4661-8d4b-ef3845bfc949\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -357,7 +345,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dde87677-2698-448f-aeb8-b3f2a5760948')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cf0b3a45-6d59-4661-8d4b-ef3845bfc949')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -408,12 +396,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-dde87677-2698-448f-aeb8-b3f2a5760948 button.colab-df-convert');\n",
+              "          document.querySelector('#df-cf0b3a45-6d59-4661-8d4b-ef3845bfc949 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-dde87677-2698-448f-aeb8-b3f2a5760948');\n",
+              "          const element = document.querySelector('#df-cf0b3a45-6d59-4661-8d4b-ef3845bfc949');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -436,7 +424,7 @@
             ]
           },
           "metadata": {},
-          "execution_count": 3
+          "execution_count": 101
         }
       ]
     },
@@ -461,7 +449,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 392
         },
-        "outputId": "c51805f7-bf3c-4664-981d-af4710ec8fcd"
+        "outputId": "0ba8b710-c824-45fa-f098-d9b233081351"
       },
       "execution_count": null,
       "outputs": [
@@ -506,7 +494,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-0b6c4cd2-f34b-44b8-8696-49d63eca5003\">\n",
+              "  <div id=\"df-438563ab-a850-468b-9869-37e2368997b8\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -625,7 +613,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0b6c4cd2-f34b-44b8-8696-49d63eca5003')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-438563ab-a850-468b-9869-37e2368997b8')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -676,12 +664,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-0b6c4cd2-f34b-44b8-8696-49d63eca5003 button.colab-df-convert');\n",
+              "          document.querySelector('#df-438563ab-a850-468b-9869-37e2368997b8 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-0b6c4cd2-f34b-44b8-8696-49d63eca5003');\n",
+              "          const element = document.querySelector('#df-438563ab-a850-468b-9869-37e2368997b8');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -704,10 +692,19 @@
             ]
           },
           "metadata": {},
-          "execution_count": 4
+          "execution_count": 102
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Removes all irrelevant columns from the GeoDataFrame"
+      ],
+      "metadata": {
+        "id": "fygucX9Bb1rP"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -731,7 +728,7 @@
           "height": 206
         },
         "id": "ZbL0AU4DoYMd",
-        "outputId": "b007aff4-e81d-426a-b90e-09b36a28e6a4"
+        "outputId": "0e11ab92-ad27-453d-fc50-4f219050f857"
       },
       "execution_count": null,
       "outputs": [
@@ -755,7 +752,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-81baa81e-0af3-48e9-92b6-68fdc1ccf086\">\n",
+              "  <div id=\"df-dad9790b-edd0-45b4-8ca9-7340b0fbc949\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -826,7 +823,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-81baa81e-0af3-48e9-92b6-68fdc1ccf086')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dad9790b-edd0-45b4-8ca9-7340b0fbc949')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -877,12 +874,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-81baa81e-0af3-48e9-92b6-68fdc1ccf086 button.colab-df-convert');\n",
+              "          document.querySelector('#df-dad9790b-edd0-45b4-8ca9-7340b0fbc949 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-81baa81e-0af3-48e9-92b6-68fdc1ccf086');\n",
+              "          const element = document.querySelector('#df-dad9790b-edd0-45b4-8ca9-7340b0fbc949');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -905,14 +902,14 @@
             ]
           },
           "metadata": {},
-          "execution_count": 6
+          "execution_count": 104
         }
       ]
     },
     {
       "cell_type": "markdown",
       "source": [
-        "This function finds the frequency of each entry in a column and converts it to a dataframe"
+        "Finds the frequency of each entry in a column and converts it to a dataframe"
       ],
       "metadata": {
         "id": "kv9tDRWLKWsU"
@@ -933,7 +930,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "This function takes the dataframe above and merges it with the shapefile"
+        "Takes the dataframe above and merges it with the shapefile"
       ],
       "metadata": {
         "id": "9U2igoYiKmfB"
@@ -957,6 +954,7 @@
     {
       "cell_type": "markdown",
       "source": [
+        "# Analyzing Complaints and Disputers per State\n",
         "Counts the number of total entries per state and merges with shapefile"
       ],
       "metadata": {
@@ -1017,7 +1015,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 206
         },
-        "outputId": "6ca0f891-a988-4d3a-bc6d-ff808c69b419"
+        "outputId": "f4facfcd-a7b3-4bb3-b5ef-f8c57fc43b0e"
       },
       "execution_count": null,
       "outputs": [
@@ -1048,7 +1046,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-6c097d21-93aa-4380-aedf-65bf27a4a3af\">\n",
+              "  <div id=\"df-c54ef815-7baf-481f-b485-e9c2e1ffc3c3\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -1137,7 +1135,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6c097d21-93aa-4380-aedf-65bf27a4a3af')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c54ef815-7baf-481f-b485-e9c2e1ffc3c3')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -1188,12 +1186,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-6c097d21-93aa-4380-aedf-65bf27a4a3af button.colab-df-convert');\n",
+              "          document.querySelector('#df-c54ef815-7baf-481f-b485-e9c2e1ffc3c3 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-6c097d21-93aa-4380-aedf-65bf27a4a3af');\n",
+              "          const element = document.querySelector('#df-c54ef815-7baf-481f-b485-e9c2e1ffc3c3');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -1216,14 +1214,14 @@
             ]
           },
           "metadata": {},
-          "execution_count": 11
+          "execution_count": 109
         }
       ]
     },
     {
       "cell_type": "markdown",
       "source": [
-        "This function creates a choropleth using values in a given column in the shapefile"
+        "Creates a choropleth using values in a given column in the shapefile"
       ],
       "metadata": {
         "id": "mYznvq9RLKxF"
@@ -1260,7 +1258,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "eca3a2d6-5f90-4408-f212-fe01a57494a0"
+        "outputId": "84195e3a-5590-4cea-e50f-3f6c78e08c80"
       },
       "execution_count": null,
       "outputs": [
@@ -1289,7 +1287,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "5ad1fc7f-436b-4dfe-b547-520cbcc13854"
+        "outputId": "5a8c7bec-eb29-44dd-9174-c05a717ec783"
       },
       "execution_count": null,
       "outputs": [
@@ -1310,7 +1308,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "This function sums the total yes/no responses per state in the consumer_disputed? and timely_response columns"
+        "Sums the total yes/no responses per state in the consumer_disputed? and timely_response columns"
       ],
       "metadata": {
         "id": "D7G4rzy6D9Ad"
@@ -1349,18 +1347,246 @@
       "cell_type": "code",
       "source": [
         "stateMap[\"disputesPerCapita\"] = stateMap[\"disputes\"] / stateMap[\"Population\"] * 100\n",
-        "stateMap[\"percentDisputed\"] = stateMap[\"disputes\"] / (stateMap[\"nondisputes\"] + stateMap[\"disputes\"]) * 100"
+        "stateMap[\"percentDisputed\"] = stateMap[\"disputes\"] / (stateMap[\"nondisputes\"] + stateMap[\"disputes\"]) * 100\n",
+        "stateMap.head()"
       ],
       "metadata": {
-        "id": "Vq5nB9oWn_N2"
+        "id": "Vq5nB9oWn_N2",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 337
+        },
+        "outputId": "b53d6271-8f55-41df-c3ba-cf1f1d2c85ae"
       },
       "execution_count": null,
-      "outputs": []
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
+              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
+              "1     FL        Florida  +28.3989775  -082.5143005   \n",
+              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
+              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
+              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
+              "\n",
+              "                                            geometry  total  Population  \\\n",
+              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...   1457   1782959.0   \n",
+              "1  MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...  53673  21781128.0   \n",
+              "2  POLYGON ((-89.17208 37.06831, -89.17296 37.067...  19624  12671469.0   \n",
+              "3  POLYGON ((-92.74568 45.29604, -92.74629 45.295...   6424   5707390.0   \n",
+              "4  POLYGON ((-75.76659 39.37756, -75.76630 39.373...  17703   6165129.0   \n",
+              "\n",
+              "   proportion  disputes  nondisputes  disputesPerCapita  percentDisputed  \n",
+              "0    0.081718       266         1191           0.014919        18.256692  \n",
+              "1    0.246420     10443        43230           0.047945        19.456710  \n",
+              "2    0.154868      4156        15468           0.032798        21.178149  \n",
+              "3    0.112556      1319         5105           0.023110        20.532379  \n",
+              "4    0.287147      3890        13813           0.063097        21.973677  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-2acdd695-24d3-43ef-a884-05be1cdaa952\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>STUSPS</th>\n",
+              "      <th>NAME</th>\n",
+              "      <th>INTPTLAT</th>\n",
+              "      <th>INTPTLON</th>\n",
+              "      <th>geometry</th>\n",
+              "      <th>total</th>\n",
+              "      <th>Population</th>\n",
+              "      <th>proportion</th>\n",
+              "      <th>disputes</th>\n",
+              "      <th>nondisputes</th>\n",
+              "      <th>disputesPerCapita</th>\n",
+              "      <th>percentDisputed</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>WV</td>\n",
+              "      <td>West Virginia</td>\n",
+              "      <td>+38.6472854</td>\n",
+              "      <td>-080.6183274</td>\n",
+              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
+              "      <td>1457</td>\n",
+              "      <td>1782959.0</td>\n",
+              "      <td>0.081718</td>\n",
+              "      <td>266</td>\n",
+              "      <td>1191</td>\n",
+              "      <td>0.014919</td>\n",
+              "      <td>18.256692</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>FL</td>\n",
+              "      <td>Florida</td>\n",
+              "      <td>+28.3989775</td>\n",
+              "      <td>-082.5143005</td>\n",
+              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
+              "      <td>53673</td>\n",
+              "      <td>21781128.0</td>\n",
+              "      <td>0.246420</td>\n",
+              "      <td>10443</td>\n",
+              "      <td>43230</td>\n",
+              "      <td>0.047945</td>\n",
+              "      <td>19.456710</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>IL</td>\n",
+              "      <td>Illinois</td>\n",
+              "      <td>+40.1028754</td>\n",
+              "      <td>-089.1526108</td>\n",
+              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
+              "      <td>19624</td>\n",
+              "      <td>12671469.0</td>\n",
+              "      <td>0.154868</td>\n",
+              "      <td>4156</td>\n",
+              "      <td>15468</td>\n",
+              "      <td>0.032798</td>\n",
+              "      <td>21.178149</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>MN</td>\n",
+              "      <td>Minnesota</td>\n",
+              "      <td>+46.3159573</td>\n",
+              "      <td>-094.1996043</td>\n",
+              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
+              "      <td>6424</td>\n",
+              "      <td>5707390.0</td>\n",
+              "      <td>0.112556</td>\n",
+              "      <td>1319</td>\n",
+              "      <td>5105</td>\n",
+              "      <td>0.023110</td>\n",
+              "      <td>20.532379</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>MD</td>\n",
+              "      <td>Maryland</td>\n",
+              "      <td>+38.9466584</td>\n",
+              "      <td>-076.6744939</td>\n",
+              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
+              "      <td>17703</td>\n",
+              "      <td>6165129.0</td>\n",
+              "      <td>0.287147</td>\n",
+              "      <td>3890</td>\n",
+              "      <td>13813</td>\n",
+              "      <td>0.063097</td>\n",
+              "      <td>21.973677</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2acdd695-24d3-43ef-a884-05be1cdaa952')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
+              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-2acdd695-24d3-43ef-a884-05be1cdaa952 button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-2acdd695-24d3-43ef-a884-05be1cdaa952');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 115
+        }
+      ]
     },
     {
       "cell_type": "code",
       "source": [
-        "choropleth('percentDisputed', 'Percent of Complaints That Were Disputed', 'Percent')"
+        "choropleth('percentDisputed', 'Percent of Complaints Ended With a Dispute', 'Percent')"
       ],
       "metadata": {
         "id": "nuBkiidmnPHV",
@@ -1368,7 +1594,7 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "outputId": "28180079-0d07-4268-b36e-2b80d93c3035"
+        "outputId": "cbd97bcf-0311-48f8-8db5-a47d2ebc273a"
       },
       "execution_count": null,
       "outputs": [
@@ -1378,7 +1604,7 @@
             "text/plain": [
               "<Figure size 1800x720 with 2 Axes>"
             ],
-            "image/png": 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           },
           "metadata": {
             "needs_background": "light"
@@ -1401,6 +1627,269 @@
       "cell_type": "code",
       "source": [
         "stateMap[\"percentTimely\"] = (stateMap[\"timely\"] / (stateMap[\"timely\"] + stateMap[\"nontimely\"])) * 100\n",
+        "stateMap.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 600
+        },
+        "id": "nHEdeSqQHzhb",
+        "outputId": "7b9c4ad1-cfe4-490f-886b-d7f6d18f1b02"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "  STUSPS           NAME     INTPTLAT      INTPTLON  \\\n",
+              "0     WV  West Virginia  +38.6472854  -080.6183274   \n",
+              "1     FL        Florida  +28.3989775  -082.5143005   \n",
+              "2     IL       Illinois  +40.1028754  -089.1526108   \n",
+              "3     MN      Minnesota  +46.3159573  -094.1996043   \n",
+              "4     MD       Maryland  +38.9466584  -076.6744939   \n",
+              "\n",
+              "                                            geometry  total  Population  \\\n",
+              "0  POLYGON ((-80.85847 37.42831, -80.85856 37.428...   1457   1782959.0   \n",
+              "1  MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...  53673  21781128.0   \n",
+              "2  POLYGON ((-89.17208 37.06831, -89.17296 37.067...  19624  12671469.0   \n",
+              "3  POLYGON ((-92.74568 45.29604, -92.74629 45.295...   6424   5707390.0   \n",
+              "4  POLYGON ((-75.76659 39.37756, -75.76630 39.373...  17703   6165129.0   \n",
+              "\n",
+              "   proportion  disputes  nondisputes  disputesPerCapita  percentDisputed  \\\n",
+              "0    0.081718       266         1191           0.014919        18.256692   \n",
+              "1    0.246420     10443        43230           0.047945        19.456710   \n",
+              "2    0.154868      4156        15468           0.032798        21.178149   \n",
+              "3    0.112556      1319         5105           0.023110        20.532379   \n",
+              "4    0.287147      3890        13813           0.063097        21.973677   \n",
+              "\n",
+              "   timely  nontimely  percentTimely  \n",
+              "0    1412         45      96.911462  \n",
+              "1   52332       1341      97.501537  \n",
+              "2   19168        456      97.676315  \n",
+              "3    6266        158      97.540473  \n",
+              "4   17266        437      97.531492  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-e8363d3b-b175-4ab1-b0fd-5e0afa14db4f\">\n",
+              "    <div class=\"colab-df-container\">\n",
+              "      <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>STUSPS</th>\n",
+              "      <th>NAME</th>\n",
+              "      <th>INTPTLAT</th>\n",
+              "      <th>INTPTLON</th>\n",
+              "      <th>geometry</th>\n",
+              "      <th>total</th>\n",
+              "      <th>Population</th>\n",
+              "      <th>proportion</th>\n",
+              "      <th>disputes</th>\n",
+              "      <th>nondisputes</th>\n",
+              "      <th>disputesPerCapita</th>\n",
+              "      <th>percentDisputed</th>\n",
+              "      <th>timely</th>\n",
+              "      <th>nontimely</th>\n",
+              "      <th>percentTimely</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>WV</td>\n",
+              "      <td>West Virginia</td>\n",
+              "      <td>+38.6472854</td>\n",
+              "      <td>-080.6183274</td>\n",
+              "      <td>POLYGON ((-80.85847 37.42831, -80.85856 37.428...</td>\n",
+              "      <td>1457</td>\n",
+              "      <td>1782959.0</td>\n",
+              "      <td>0.081718</td>\n",
+              "      <td>266</td>\n",
+              "      <td>1191</td>\n",
+              "      <td>0.014919</td>\n",
+              "      <td>18.256692</td>\n",
+              "      <td>1412</td>\n",
+              "      <td>45</td>\n",
+              "      <td>96.911462</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>FL</td>\n",
+              "      <td>Florida</td>\n",
+              "      <td>+28.3989775</td>\n",
+              "      <td>-082.5143005</td>\n",
+              "      <td>MULTIPOLYGON (((-83.10874 24.62949, -83.10711 ...</td>\n",
+              "      <td>53673</td>\n",
+              "      <td>21781128.0</td>\n",
+              "      <td>0.246420</td>\n",
+              "      <td>10443</td>\n",
+              "      <td>43230</td>\n",
+              "      <td>0.047945</td>\n",
+              "      <td>19.456710</td>\n",
+              "      <td>52332</td>\n",
+              "      <td>1341</td>\n",
+              "      <td>97.501537</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>IL</td>\n",
+              "      <td>Illinois</td>\n",
+              "      <td>+40.1028754</td>\n",
+              "      <td>-089.1526108</td>\n",
+              "      <td>POLYGON ((-89.17208 37.06831, -89.17296 37.067...</td>\n",
+              "      <td>19624</td>\n",
+              "      <td>12671469.0</td>\n",
+              "      <td>0.154868</td>\n",
+              "      <td>4156</td>\n",
+              "      <td>15468</td>\n",
+              "      <td>0.032798</td>\n",
+              "      <td>21.178149</td>\n",
+              "      <td>19168</td>\n",
+              "      <td>456</td>\n",
+              "      <td>97.676315</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>MN</td>\n",
+              "      <td>Minnesota</td>\n",
+              "      <td>+46.3159573</td>\n",
+              "      <td>-094.1996043</td>\n",
+              "      <td>POLYGON ((-92.74568 45.29604, -92.74629 45.295...</td>\n",
+              "      <td>6424</td>\n",
+              "      <td>5707390.0</td>\n",
+              "      <td>0.112556</td>\n",
+              "      <td>1319</td>\n",
+              "      <td>5105</td>\n",
+              "      <td>0.023110</td>\n",
+              "      <td>20.532379</td>\n",
+              "      <td>6266</td>\n",
+              "      <td>158</td>\n",
+              "      <td>97.540473</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>MD</td>\n",
+              "      <td>Maryland</td>\n",
+              "      <td>+38.9466584</td>\n",
+              "      <td>-076.6744939</td>\n",
+              "      <td>POLYGON ((-75.76659 39.37756, -75.76630 39.373...</td>\n",
+              "      <td>17703</td>\n",
+              "      <td>6165129.0</td>\n",
+              "      <td>0.287147</td>\n",
+              "      <td>3890</td>\n",
+              "      <td>13813</td>\n",
+              "      <td>0.063097</td>\n",
+              "      <td>21.973677</td>\n",
+              "      <td>17266</td>\n",
+              "      <td>437</td>\n",
+              "      <td>97.531492</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e8363d3b-b175-4ab1-b0fd-5e0afa14db4f')\"\n",
+              "              title=\"Convert this dataframe to an interactive table.\"\n",
+              "              style=\"display:none;\">\n",
+              "        \n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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+              "  </svg>\n",
+              "      </button>\n",
+              "      \n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      flex-wrap:wrap;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "      <script>\n",
+              "        const buttonEl =\n",
+              "          document.querySelector('#df-e8363d3b-b175-4ab1-b0fd-5e0afa14db4f button.colab-df-convert');\n",
+              "        buttonEl.style.display =\n",
+              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "        async function convertToInteractive(key) {\n",
+              "          const element = document.querySelector('#df-e8363d3b-b175-4ab1-b0fd-5e0afa14db4f');\n",
+              "          const dataTable =\n",
+              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                     [key], {});\n",
+              "          if (!dataTable) return;\n",
+              "\n",
+              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "            + ' to learn more about interactive tables.';\n",
+              "          element.innerHTML = '';\n",
+              "          dataTable['output_type'] = 'display_data';\n",
+              "          await google.colab.output.renderOutput(dataTable, element);\n",
+              "          const docLink = document.createElement('div');\n",
+              "          docLink.innerHTML = docLinkHtml;\n",
+              "          element.appendChild(docLink);\n",
+              "        }\n",
+              "      </script>\n",
+              "    </div>\n",
+              "  </div>\n",
+              "  "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 118
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
         "choropleth('percentTimely', 'Percent of Complaints That Received a Timely Response', 'Percent')"
       ],
       "metadata": {
@@ -1408,8 +1897,8 @@
           "base_uri": "https://localhost:8080/",
           "height": 607
         },
-        "id": "nHEdeSqQHzhb",
-        "outputId": "100d3102-8f9d-4114-b9b8-5d3eba91f48f"
+        "id": "G0nuRJXydP1Z",
+        "outputId": "2dbb82aa-32c5-4a4c-99fd-76bc387c6028"
       },
       "execution_count": null,
       "outputs": [
@@ -1461,7 +1950,7 @@
           "height": 279
         },
         "id": "t9REN824JlLp",
-        "outputId": "94f27c61-9a01-420d-885c-856770da89d8"
+        "outputId": "8816428e-eefc-46ba-9055-f29746fb070b"
       },
       "execution_count": null,
       "outputs": [
@@ -1513,7 +2002,7 @@
           "height": 486
         },
         "id": "izGmSK3bJ3PZ",
-        "outputId": "8b16a3ac-dd1b-4d6e-dfeb-52cea21cf17a"
+        "outputId": "dfb4e2a0-c2a8-4b59-a682-b79eb46390b6"
       },
       "execution_count": null,
       "outputs": [
@@ -1529,7 +2018,7 @@
               "Model:                            OLS   Adj. R-squared:                  0.014\n",
               "Method:                 Least Squares   F-statistic:                     1.750\n",
               "Date:                Fri, 30 Sep 2022   Prob (F-statistic):              0.192\n",
-              "Time:                        20:26:12   Log-Likelihood:                -94.686\n",
+              "Time:                        22:13:02   Log-Likelihood:                -94.686\n",
               "No. Observations:                  52   AIC:                             193.4\n",
               "Df Residuals:                      50   BIC:                             197.3\n",
               "Df Model:                           1                                         \n",
@@ -1568,7 +2057,7 @@
               "  <th>Date:</th>             <td>Fri, 30 Sep 2022</td> <th>  Prob (F-statistic):</th>  <td> 0.192</td> \n",
               "</tr>\n",
               "<tr>\n",
-              "  <th>Time:</th>                 <td>20:26:12</td>     <th>  Log-Likelihood:    </th> <td> -94.686</td>\n",
+              "  <th>Time:</th>                 <td>22:13:02</td>     <th>  Log-Likelihood:    </th> <td> -94.686</td>\n",
               "</tr>\n",
               "<tr>\n",
               "  <th>No. Observations:</th>      <td>    52</td>      <th>  AIC:               </th> <td>   193.4</td>\n",
@@ -1611,19 +2100,28 @@
             ]
           },
           "metadata": {},
-          "execution_count": 24
+          "execution_count": 123
         }
       ]
     },
     {
       "cell_type": "markdown",
       "source": [
-        "Find most common product, most common words, compare product, timely response, disputed. which product received most disputes"
+        "#Analyzes Different Categories for Complaints"
       ],
       "metadata": {
         "id": "sN_riCffHiJ3"
       }
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Finds the frequency of each product "
+      ],
+      "metadata": {
+        "id": "Ehq7AYsUcWGP"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -1636,7 +2134,7 @@
           "height": 206
         },
         "id": "xFo-n7C6FSYD",
-        "outputId": "1ee7c81f-0368-4733-a768-aeb67b741ed8"
+        "outputId": "c56f8d74-156e-4b58-89a8-e9c87630ad20"
       },
       "execution_count": null,
       "outputs": [
@@ -1653,7 +2151,7 @@
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-59f0f533-6008-43ae-9c2f-53df4f20a67a\">\n",
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               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
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@@ -1700,7 +2198,7 @@
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-59f0f533-6008-43ae-9c2f-53df4f20a67a')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-854c9e14-bb8d-41d9-9efc-eb50744ac6de')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
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               "        \n",
@@ -1751,12 +2249,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-59f0f533-6008-43ae-9c2f-53df4f20a67a button.colab-df-convert');\n",
+              "          document.querySelector('#df-854c9e14-bb8d-41d9-9efc-eb50744ac6de button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-59f0f533-6008-43ae-9c2f-53df4f20a67a');\n",
+              "          const element = document.querySelector('#df-854c9e14-bb8d-41d9-9efc-eb50744ac6de');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -1779,7 +2277,7 @@
             ]
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-          "execution_count": 26
+          "execution_count": 124
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@@ -1794,7 +2292,7 @@
           "height": 736
         },
         "id": "awNox1QSGJU4",
-        "outputId": "aa257b64-fb19-4a12-a708-5b489c502a16"
+        "outputId": "a9c1082b-46c2-46e7-c4b9-bcbd1cb2c70c"
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       "outputs": [
@@ -1802,11 +2300,11 @@
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785eaed90>"
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f56fa3e63d0>"
             ]
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           "metadata": {},
-          "execution_count": 33
+          "execution_count": 125
         },
         {
           "output_type": "display_data",
@@ -1822,6 +2320,15 @@
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Finding how timely response and dispute rates are related to product"
+      ],
+      "metadata": {
+        "id": "0xh2A4-xccO-"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
@@ -1836,7 +2343,7 @@
       "metadata": {
         "id": "eKIm9yWIMFm_"
       },
-      "execution_count": 85,
+      "execution_count": null,
       "outputs": []
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     {
@@ -1853,7 +2360,7 @@
       "metadata": {
         "id": "PRMrs8INQXd1"
       },
-      "execution_count": 87,
+      "execution_count": null,
       "outputs": []
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     {
@@ -1865,23 +2372,23 @@
       "metadata": {
         "id": "3gH7BG5ESIWz"
       },
-      "execution_count": 89,
+      "execution_count": null,
       "outputs": []
     },
     {
       "cell_type": "code",
       "source": [
-        "productFrequency"
+        "productFrequency.head()"
       ],
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 394
+          "height": 206
         },
         "id": "zGa3Xe7DSjm0",
-        "outputId": "fe0c3f81-8a31-43c4-a5c8-1b5a6e7c6e9b"
+        "outputId": "a15cd439-198b-430e-ee27-2256acc7b6cf"
       },
-      "execution_count": 90,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -1893,29 +2400,17 @@
               "Credit reporting           91854           91707               147     15072   \n",
               "Credit card                66468           65871               597     13814   \n",
               "Bank account or service    62563           61858               705     12308   \n",
-              "Consumer Loan              20990           20483               507      4688   \n",
-              "Student loan               15839           15650               189      3103   \n",
-              "Payday loan                 3877            3471               406       606   \n",
-              "Money transfers             3812            3739                73       539   \n",
-              "Prepaid card                2470            2441                29       326   \n",
-              "Other financial service      557             510                47       111   \n",
               "\n",
               "                         notDisputed  percentTimely  percentDisputed  \n",
               "Mortgage                      143199      97.731599        23.207400  \n",
               "Debt collection                82761      92.956102        18.100582  \n",
               "Credit reporting               76782      99.839963        16.408649  \n",
               "Credit card                    52654      99.101823        20.782933  \n",
-              "Bank account or service        50255      98.873136        19.672970  \n",
-              "Consumer Loan                  16302      97.584564        22.334445  \n",
-              "Student loan                   12736      98.806743        19.590883  \n",
-              "Payday loan                     3271      89.527986        15.630642  \n",
-              "Money transfers                 3273      98.084995        14.139559  \n",
-              "Prepaid card                    2144      98.825911        13.198381  \n",
-              "Other financial service          446      91.561939        19.928187  "
+              "Bank account or service        50255      98.873136        19.672970  "
             ],
             "text/html": [
               "\n",
-              "  <div id=\"df-cc90ffa3-1952-48c9-b110-e3485ff2daa0\">\n",
+              "  <div id=\"df-90cd8baa-b9e2-464b-bd3d-7f6bb72d7240\">\n",
               "    <div class=\"colab-df-container\">\n",
               "      <div>\n",
               "<style scoped>\n",
@@ -1995,70 +2490,10 @@
               "      <td>98.873136</td>\n",
               "      <td>19.672970</td>\n",
               "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Consumer Loan</th>\n",
-              "      <td>20990</td>\n",
-              "      <td>20483</td>\n",
-              "      <td>507</td>\n",
-              "      <td>4688</td>\n",
-              "      <td>16302</td>\n",
-              "      <td>97.584564</td>\n",
-              "      <td>22.334445</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Student loan</th>\n",
-              "      <td>15839</td>\n",
-              "      <td>15650</td>\n",
-              "      <td>189</td>\n",
-              "      <td>3103</td>\n",
-              "      <td>12736</td>\n",
-              "      <td>98.806743</td>\n",
-              "      <td>19.590883</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Payday loan</th>\n",
-              "      <td>3877</td>\n",
-              "      <td>3471</td>\n",
-              "      <td>406</td>\n",
-              "      <td>606</td>\n",
-              "      <td>3271</td>\n",
-              "      <td>89.527986</td>\n",
-              "      <td>15.630642</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Money transfers</th>\n",
-              "      <td>3812</td>\n",
-              "      <td>3739</td>\n",
-              "      <td>73</td>\n",
-              "      <td>539</td>\n",
-              "      <td>3273</td>\n",
-              "      <td>98.084995</td>\n",
-              "      <td>14.139559</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Prepaid card</th>\n",
-              "      <td>2470</td>\n",
-              "      <td>2441</td>\n",
-              "      <td>29</td>\n",
-              "      <td>326</td>\n",
-              "      <td>2144</td>\n",
-              "      <td>98.825911</td>\n",
-              "      <td>13.198381</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>Other financial service</th>\n",
-              "      <td>557</td>\n",
-              "      <td>510</td>\n",
-              "      <td>47</td>\n",
-              "      <td>111</td>\n",
-              "      <td>446</td>\n",
-              "      <td>91.561939</td>\n",
-              "      <td>19.928187</td>\n",
-              "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>\n",
-              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cc90ffa3-1952-48c9-b110-e3485ff2daa0')\"\n",
+              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-90cd8baa-b9e2-464b-bd3d-7f6bb72d7240')\"\n",
               "              title=\"Convert this dataframe to an interactive table.\"\n",
               "              style=\"display:none;\">\n",
               "        \n",
@@ -2109,12 +2544,12 @@
               "\n",
               "      <script>\n",
               "        const buttonEl =\n",
-              "          document.querySelector('#df-cc90ffa3-1952-48c9-b110-e3485ff2daa0 button.colab-df-convert');\n",
+              "          document.querySelector('#df-90cd8baa-b9e2-464b-bd3d-7f6bb72d7240 button.colab-df-convert');\n",
               "        buttonEl.style.display =\n",
               "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
               "\n",
               "        async function convertToInteractive(key) {\n",
-              "          const element = document.querySelector('#df-cc90ffa3-1952-48c9-b110-e3485ff2daa0');\n",
+              "          const element = document.querySelector('#df-90cd8baa-b9e2-464b-bd3d-7f6bb72d7240');\n",
               "          const dataTable =\n",
               "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
               "                                                     [key], {});\n",
@@ -2137,14 +2572,23 @@
             ]
           },
           "metadata": {},
-          "execution_count": 90
+          "execution_count": 129
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Plots timely response and dispute rates per product"
+      ],
+      "metadata": {
+        "id": "cSTtp920cjjo"
+      }
+    },
     {
       "cell_type": "code",
       "source": [
-        "productFrequency['percentTimely'].plot(kind=\"bar\", figsize=(15, 10), title='Number of Complaints by Product', ylabel = 'Number of Complaints', color = 'Purple')"
+        "productFrequency['percentTimely'].plot(kind=\"bar\", figsize=(15, 10), title='Percent of Complaints Resolved in a Timely Manner', ylabel = 'Percentage', color = 'Purple')"
       ],
       "metadata": {
         "colab": {
@@ -2152,19 +2596,19 @@
           "height": 736
         },
         "id": "TEyhzb4JSvHf",
-        "outputId": "17dc4475-0322-4ada-bfce-edaea6bf0e22"
+        "outputId": "69db4407-b25f-4d7d-a9b1-796ac905269e"
       },
-      "execution_count": 94,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785bf8ed0>"
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f56fbd03150>"
             ]
           },
           "metadata": {},
-          "execution_count": 94
+          "execution_count": 130
         },
         {
           "output_type": "display_data",
@@ -2172,7 +2616,7 @@
             "text/plain": [
               "<Figure size 1080x720 with 1 Axes>"
             ],
-            "image/png": 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\n"
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\n"
           },
           "metadata": {
             "needs_background": "light"
@@ -2183,7 +2627,7 @@
     {
       "cell_type": "code",
       "source": [
-        "productFrequency['percentDisputed'].plot(kind=\"bar\", figsize=(15, 10), title='Number of Complaints by Product', ylabel = 'Number of Complaints', color = 'Red')"
+        "productFrequency['percentDisputed'].plot(kind=\"bar\", figsize=(15, 10), title='Percent of Complaints that Ended With a Dispute', ylabel = 'Percentage', color = 'Red')"
       ],
       "metadata": {
         "colab": {
@@ -2191,19 +2635,19 @@
           "height": 736
         },
         "id": "WKd94ZFvSw2j",
-        "outputId": "94cdc0bc-1f5d-4d3d-d269-38bb1386e865"
+        "outputId": "a67f8021-2cc1-455a-a577-de7d443b2da3"
       },
-      "execution_count": 95,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "execute_result",
           "data": {
             "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5785d97990>"
+              "<matplotlib.axes._subplots.AxesSubplot at 0x7f56fa441fd0>"
             ]
           },
           "metadata": {},
-          "execution_count": 95
+          "execution_count": 131
         },
         {
           "output_type": "display_data",
@@ -2211,7 +2655,7 @@
             "text/plain": [
               "<Figure size 1080x720 with 1 Axes>"
             ],
-            "image/png": 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\n"
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\n"
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