Moving_Averages.ipynb

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  "metadata": {
    "colab": {
      "name": "Moving Averages.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/srivatsan88/End-to-End-Time-Series/blob/master/Moving_Averages.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eUfgI7xiS7cz",
        "colab_type": "text"
      },
      "source": [
        "Link to video explaining the code - https://www.youtube.com/watch?v=r71hWIUscV4"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CY5G7SE9PLEB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib as mpl\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import os\n",
        "from datetime import datetime\n",
        "import pandas as pd\n",
        "\n",
        "mpl.rcParams['figure.figsize'] = (10, 8)\n",
        "mpl.rcParams['axes.grid'] = False\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pc9-9rleb9_Y",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def parse(x):\n",
        "\treturn datetime.strptime(x, '%m/%d/%Y')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WSoh7Ze0P-jd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 198
        },
        "outputId": "989838c8-7c1c-4bb8-b5f4-85a4b487f9a8"
      },
      "source": [
        "df = pd.read_csv('https://raw.githubusercontent.com/srivatsan88/YouTubeLI/master/dataset/electricity_consumption.csv', parse_dates = ['Bill_Date'],date_parser=parse)\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    }\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>Bill_Date</th>\n",
              "      <th>On_peak</th>\n",
              "      <th>Off_peak</th>\n",
              "      <th>Usage_charge</th>\n",
              "      <th>Billed_amount</th>\n",
              "      <th>Billing_days</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2016-01-01</td>\n",
              "      <td>365</td>\n",
              "      <td>1423.5</td>\n",
              "      <td>219.0</td>\n",
              "      <td>247.73</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2016-02-01</td>\n",
              "      <td>292</td>\n",
              "      <td>1138.8</td>\n",
              "      <td>175.2</td>\n",
              "      <td>234.11</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2016-03-01</td>\n",
              "      <td>130</td>\n",
              "      <td>507.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>123.85</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2016-04-01</td>\n",
              "      <td>117</td>\n",
              "      <td>456.3</td>\n",
              "      <td>70.2</td>\n",
              "      <td>111.22</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2016-05-01</td>\n",
              "      <td>136</td>\n",
              "      <td>530.4</td>\n",
              "      <td>81.6</td>\n",
              "      <td>118.37</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Bill_Date  On_peak  Off_peak  Usage_charge  Billed_amount  Billing_days\n",
              "0 2016-01-01      365    1423.5         219.0         247.73            31\n",
              "1 2016-02-01      292    1138.8         175.2         234.11            31\n",
              "2 2016-03-01      130     507.0          78.0         123.85            29\n",
              "3 2016-04-01      117     456.3          70.2         111.22            29\n",
              "4 2016-05-01      136     530.4          81.6         118.37            29"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ekRbR-YqwEtA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "2edc3611-1e66-44d7-a421-09b083f02f75"
      },
      "source": [
        "print (\"Rows     : \" ,df.shape[0])\n",
        "print (\"Columns  : \" ,df.shape[1])\n",
        "print (\"\\nFeatures : \\n\" ,df.columns.tolist())\n",
        "print (\"\\nMissing values :  \", df.isnull().any())\n",
        "print (\"\\nUnique values :  \\n\",df.nunique())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Rows     :  53\n",
            "Columns  :  6\n",
            "\n",
            "Features : \n",
            " ['Bill_Date', 'On_peak', 'Off_peak', 'Usage_charge', 'Billed_amount', 'Billing_days']\n",
            "\n",
            "Missing values :   Bill_Date        False\n",
            "On_peak          False\n",
            "Off_peak         False\n",
            "Usage_charge     False\n",
            "Billed_amount    False\n",
            "Billing_days     False\n",
            "dtype: bool\n",
            "\n",
            "Unique values :  \n",
            " Bill_Date        53\n",
            "On_peak          51\n",
            "Off_peak         53\n",
            "Usage_charge     53\n",
            "Billed_amount    52\n",
            "Billing_days      9\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bJHsRdAl5C6I",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_df=df.set_index(\"Bill_Date\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A5LxljglE8_x",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        },
        "outputId": "a18c5de7-75b5-4da7-883a-f74dde0f7ec6"
      },
      "source": [
        "bill_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    }\n",
              "\n",
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              "        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>On_peak</th>\n",
              "      <th>Off_peak</th>\n",
              "      <th>Usage_charge</th>\n",
              "      <th>Billed_amount</th>\n",
              "      <th>Billing_days</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>365</td>\n",
              "      <td>1423.5</td>\n",
              "      <td>219.0</td>\n",
              "      <td>247.73</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>292</td>\n",
              "      <td>1138.8</td>\n",
              "      <td>175.2</td>\n",
              "      <td>234.11</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>130</td>\n",
              "      <td>507.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>123.85</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>117</td>\n",
              "      <td>456.3</td>\n",
              "      <td>70.2</td>\n",
              "      <td>111.22</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>136</td>\n",
              "      <td>530.4</td>\n",
              "      <td>81.6</td>\n",
              "      <td>118.37</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            On_peak  Off_peak  Usage_charge  Billed_amount  Billing_days\n",
              "Bill_Date                                                               \n",
              "2016-01-01      365    1423.5         219.0         247.73            31\n",
              "2016-02-01      292    1138.8         175.2         234.11            31\n",
              "2016-03-01      130     507.0          78.0         123.85            29\n",
              "2016-04-01      117     456.3          70.2         111.22            29\n",
              "2016-05-01      136     530.4          81.6         118.37            29"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ajWqia3yGkv8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018 = bill_df['2016':'2018'][['Billed_amount']]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PEn1c460HOdL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "1b742158-75eb-4840-90f1-20db06e67982"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "    }\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>Billed_amount</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>247.73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>234.11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>123.85</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>111.22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>118.37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-01</th>\n",
              "      <td>77.81</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>86.67</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>122.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-01</th>\n",
              "      <td>223.62</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-01</th>\n",
              "      <td>152.54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-01</th>\n",
              "      <td>150.54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-01</th>\n",
              "      <td>263.64</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-01</th>\n",
              "      <td>214.32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-01</th>\n",
              "      <td>151.54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-01</th>\n",
              "      <td>219.76</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-01</th>\n",
              "      <td>283.98</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-10-01</th>\n",
              "      <td>327.19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-12-01</th>\n",
              "      <td>152.34</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount\n",
              "Bill_Date                \n",
              "2016-01-01         247.73\n",
              "2016-02-01         234.11\n",
              "2016-03-01         123.85\n",
              "2016-04-01         111.22\n",
              "2016-05-01         118.37\n",
              "2016-06-01          77.81\n",
              "2016-07-01          86.67\n",
              "2016-08-01         122.40\n",
              "2016-09-01         223.62\n",
              "2016-10-01         152.54\n",
              "2016-11-01         150.54\n",
              "2016-12-01         244.37\n",
              "2017-01-01         263.64\n",
              "2017-02-01         214.32\n",
              "2017-03-01         151.54\n",
              "2017-04-01         118.79\n",
              "2017-05-01         153.18\n",
              "2017-06-01         212.08\n",
              "2017-07-01         281.19\n",
              "2017-08-01         237.97\n",
              "2017-09-01         284.30\n",
              "2017-10-01         172.69\n",
              "2017-11-01         111.51\n",
              "2017-12-01         151.42\n",
              "2018-01-01         267.32\n",
              "2018-02-01         201.35\n",
              "2018-03-01         202.91\n",
              "2018-04-01         150.86\n",
              "2018-05-01         163.07\n",
              "2018-06-01         219.76\n",
              "2018-07-01         283.98\n",
              "2018-08-01         290.15\n",
              "2018-09-01         257.96\n",
              "2018-10-01         327.19\n",
              "2018-11-01         193.49\n",
              "2018-12-01         152.34"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HpS41rSyzH1m",
        "colab_type": "text"
      },
      "source": [
        "Simple moving average = (t + (t-1) + (t-2) + ... + (t-n)) / n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UBvYPmh1E885",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "outputId": "6d7ac5da-bc4a-46e6-9adc-b351b7a63223"
      },
      "source": [
        "bill_2018['Billed_amount'].rolling(window=3).mean()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bill_Date\n",
              "2016-01-01           NaN\n",
              "2016-02-01           NaN\n",
              "2016-03-01    201.896667\n",
              "2016-04-01    156.393333\n",
              "2016-05-01    117.813333\n",
              "2016-06-01    102.466667\n",
              "2016-07-01     94.283333\n",
              "2016-08-01     95.626667\n",
              "2016-09-01    144.230000\n",
              "2016-10-01    166.186667\n",
              "2016-11-01    175.566667\n",
              "2016-12-01    182.483333\n",
              "2017-01-01    219.516667\n",
              "2017-02-01    240.776667\n",
              "2017-03-01    209.833333\n",
              "2017-04-01    161.550000\n",
              "2017-05-01    141.170000\n",
              "2017-06-01    161.350000\n",
              "2017-07-01    215.483333\n",
              "2017-08-01    243.746667\n",
              "2017-09-01    267.820000\n",
              "2017-10-01    231.653333\n",
              "2017-11-01    189.500000\n",
              "2017-12-01    145.206667\n",
              "2018-01-01    176.750000\n",
              "2018-02-01    206.696667\n",
              "2018-03-01    223.860000\n",
              "2018-04-01    185.040000\n",
              "2018-05-01    172.280000\n",
              "2018-06-01    177.896667\n",
              "2018-07-01    222.270000\n",
              "2018-08-01    264.630000\n",
              "2018-09-01    277.363333\n",
              "2018-10-01    291.766667\n",
              "2018-11-01    259.546667\n",
              "2018-12-01    224.340000\n",
              "Name: Billed_amount, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dz-eNupME86J",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018['ma_rolling_3']=bill_2018['Billed_amount'].rolling(window=3).mean().shift(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T-SphqTYE82u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "0ad22065-529b-4060-f980-8eb1c82550a9"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Billed_amount</th>\n",
              "      <th>ma_rolling_3</th>\n",
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              "      <th>2016-09-01</th>\n",
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              "      <td>95.626667</td>\n",
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              "      <td>144.230000</td>\n",
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              "      <td>150.54</td>\n",
              "      <td>166.186667</td>\n",
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              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "      <td>175.566667</td>\n",
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              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "      <td>209.833333</td>\n",
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              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "      <td>161.550000</td>\n",
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              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "      <td>141.170000</td>\n",
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              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "      <td>161.350000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "      <td>215.483333</td>\n",
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              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "      <td>243.746667</td>\n",
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              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
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              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
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              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "      <td>189.500000</td>\n",
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              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "      <td>145.206667</td>\n",
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              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "      <td>176.750000</td>\n",
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              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "      <td>206.696667</td>\n",
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              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
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              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
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              "      <td>219.76</td>\n",
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              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
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              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
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              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "      <td>291.766667</td>\n",
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              "      <td>152.34</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount  ma_rolling_3\n",
              "Bill_Date                              \n",
              "2016-01-01         247.73           NaN\n",
              "2016-02-01         234.11           NaN\n",
              "2016-03-01         123.85           NaN\n",
              "2016-04-01         111.22    201.896667\n",
              "2016-05-01         118.37    156.393333\n",
              "2016-06-01          77.81    117.813333\n",
              "2016-07-01          86.67    102.466667\n",
              "2016-08-01         122.40     94.283333\n",
              "2016-09-01         223.62     95.626667\n",
              "2016-10-01         152.54    144.230000\n",
              "2016-11-01         150.54    166.186667\n",
              "2016-12-01         244.37    175.566667\n",
              "2017-01-01         263.64    182.483333\n",
              "2017-02-01         214.32    219.516667\n",
              "2017-03-01         151.54    240.776667\n",
              "2017-04-01         118.79    209.833333\n",
              "2017-05-01         153.18    161.550000\n",
              "2017-06-01         212.08    141.170000\n",
              "2017-07-01         281.19    161.350000\n",
              "2017-08-01         237.97    215.483333\n",
              "2017-09-01         284.30    243.746667\n",
              "2017-10-01         172.69    267.820000\n",
              "2017-11-01         111.51    231.653333\n",
              "2017-12-01         151.42    189.500000\n",
              "2018-01-01         267.32    145.206667\n",
              "2018-02-01         201.35    176.750000\n",
              "2018-03-01         202.91    206.696667\n",
              "2018-04-01         150.86    223.860000\n",
              "2018-05-01         163.07    185.040000\n",
              "2018-06-01         219.76    172.280000\n",
              "2018-07-01         283.98    177.896667\n",
              "2018-08-01         290.15    222.270000\n",
              "2018-09-01         257.96    264.630000\n",
              "2018-10-01         327.19    277.363333\n",
              "2018-11-01         193.49    291.766667\n",
              "2018-12-01         152.34    259.546667"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "paiqHYifM7bO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 509
        },
        "outputId": "23dee8ab-2b71-4359-aee8-8f2dc1371081"
      },
      "source": [
        "bill_2018.plot();"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bxzVBI463G-O",
        "colab_type": "text"
      },
      "source": [
        "Weighted moving average = (t * weighting factor) + ((t-1) * weighting factor-1) + ((t-n) * weighting factor-n)/n "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3h7wFgM5E8qE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def wma(weights): \n",
        "  def calc(x):\n",
        "    return (weights*x).mean()\n",
        "  return calc"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Q1-fNJYE8gz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "outputId": "c773080c-0340-4dde-e014-f3e8fe96d3b2"
      },
      "source": [
        "bill_2018['Billed_amount'].rolling(window=3).apply(wma(np.array([0.5,1,1.5])))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bill_Date\n",
              "2016-01-01           NaN\n",
              "2016-02-01           NaN\n",
              "2016-03-01    181.250000\n",
              "2016-04-01    135.911667\n",
              "2016-05-01    116.900000\n",
              "2016-06-01     96.898333\n",
              "2016-07-01     89.000000\n",
              "2016-08-01    103.058333\n",
              "2016-09-01    167.055000\n",
              "2016-10-01    171.210000\n",
              "2016-11-01    163.386667\n",
              "2016-12-01    197.788333\n",
              "2017-01-01    238.366667\n",
              "2017-02-01    235.768333\n",
              "2017-03-01    191.150000\n",
              "2017-04-01    145.628333\n",
              "2017-05-01    141.443333\n",
              "2017-06-01    176.898333\n",
              "2017-07-01    236.818333\n",
              "2017-08-01    248.061667\n",
              "2017-09-01    268.338333\n",
              "2017-10-01    220.773333\n",
              "2017-11-01    160.701667\n",
              "2017-12-01    141.661667\n",
              "2018-01-01    202.718333\n",
              "2018-02-01    215.018333\n",
              "2018-03-01    213.125000\n",
              "2018-04-01    176.625000\n",
              "2018-05-01    165.640000\n",
              "2018-06-01    189.380000\n",
              "2018-07-01    242.421667\n",
              "2018-08-01    276.361667\n",
              "2018-09-01    273.026667\n",
              "2018-10-01    297.940000\n",
              "2018-11-01    248.801667\n",
              "2018-12-01    195.198333\n",
              "Name: Billed_amount, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U5ha0--uJ51C",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018['wma_rolling_3']=bill_2018['Billed_amount'].rolling(window=3).apply(wma(np.array([0.5,1,1.5]))).shift(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Nr17yUpGaGOr",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "ff418336-229b-4034-8ae8-188cb83b3b2a"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Billed_amount</th>\n",
              "      <th>ma_rolling_3</th>\n",
              "      <th>wma_rolling_3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>247.73</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>234.11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>123.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>111.22</td>\n",
              "      <td>201.896667</td>\n",
              "      <td>181.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>118.37</td>\n",
              "      <td>156.393333</td>\n",
              "      <td>135.911667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-01</th>\n",
              "      <td>77.81</td>\n",
              "      <td>117.813333</td>\n",
              "      <td>116.900000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>86.67</td>\n",
              "      <td>102.466667</td>\n",
              "      <td>96.898333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>122.40</td>\n",
              "      <td>94.283333</td>\n",
              "      <td>89.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-01</th>\n",
              "      <td>223.62</td>\n",
              "      <td>95.626667</td>\n",
              "      <td>103.058333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-01</th>\n",
              "      <td>152.54</td>\n",
              "      <td>144.230000</td>\n",
              "      <td>167.055000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-01</th>\n",
              "      <td>150.54</td>\n",
              "      <td>166.186667</td>\n",
              "      <td>171.210000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "      <td>175.566667</td>\n",
              "      <td>163.386667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-01</th>\n",
              "      <td>263.64</td>\n",
              "      <td>182.483333</td>\n",
              "      <td>197.788333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-01</th>\n",
              "      <td>214.32</td>\n",
              "      <td>219.516667</td>\n",
              "      <td>238.366667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-01</th>\n",
              "      <td>151.54</td>\n",
              "      <td>240.776667</td>\n",
              "      <td>235.768333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "      <td>209.833333</td>\n",
              "      <td>191.150000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "      <td>161.550000</td>\n",
              "      <td>145.628333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "      <td>141.170000</td>\n",
              "      <td>141.443333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "      <td>161.350000</td>\n",
              "      <td>176.898333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "      <td>215.483333</td>\n",
              "      <td>236.818333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "      <td>243.746667</td>\n",
              "      <td>248.061667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
              "      <td>267.820000</td>\n",
              "      <td>268.338333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
              "      <td>231.653333</td>\n",
              "      <td>220.773333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "      <td>189.500000</td>\n",
              "      <td>160.701667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "      <td>145.206667</td>\n",
              "      <td>141.661667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "      <td>176.750000</td>\n",
              "      <td>202.718333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "      <td>206.696667</td>\n",
              "      <td>215.018333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
              "      <td>223.860000</td>\n",
              "      <td>213.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
              "      <td>185.040000</td>\n",
              "      <td>176.625000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-01</th>\n",
              "      <td>219.76</td>\n",
              "      <td>172.280000</td>\n",
              "      <td>165.640000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-01</th>\n",
              "      <td>283.98</td>\n",
              "      <td>177.896667</td>\n",
              "      <td>189.380000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
              "      <td>222.270000</td>\n",
              "      <td>242.421667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
              "      <td>264.630000</td>\n",
              "      <td>276.361667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-10-01</th>\n",
              "      <td>327.19</td>\n",
              "      <td>277.363333</td>\n",
              "      <td>273.026667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "      <td>291.766667</td>\n",
              "      <td>297.940000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-12-01</th>\n",
              "      <td>152.34</td>\n",
              "      <td>259.546667</td>\n",
              "      <td>248.801667</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount  ma_rolling_3  wma_rolling_3\n",
              "Bill_Date                                             \n",
              "2016-01-01         247.73           NaN            NaN\n",
              "2016-02-01         234.11           NaN            NaN\n",
              "2016-03-01         123.85           NaN            NaN\n",
              "2016-04-01         111.22    201.896667     181.250000\n",
              "2016-05-01         118.37    156.393333     135.911667\n",
              "2016-06-01          77.81    117.813333     116.900000\n",
              "2016-07-01          86.67    102.466667      96.898333\n",
              "2016-08-01         122.40     94.283333      89.000000\n",
              "2016-09-01         223.62     95.626667     103.058333\n",
              "2016-10-01         152.54    144.230000     167.055000\n",
              "2016-11-01         150.54    166.186667     171.210000\n",
              "2016-12-01         244.37    175.566667     163.386667\n",
              "2017-01-01         263.64    182.483333     197.788333\n",
              "2017-02-01         214.32    219.516667     238.366667\n",
              "2017-03-01         151.54    240.776667     235.768333\n",
              "2017-04-01         118.79    209.833333     191.150000\n",
              "2017-05-01         153.18    161.550000     145.628333\n",
              "2017-06-01         212.08    141.170000     141.443333\n",
              "2017-07-01         281.19    161.350000     176.898333\n",
              "2017-08-01         237.97    215.483333     236.818333\n",
              "2017-09-01         284.30    243.746667     248.061667\n",
              "2017-10-01         172.69    267.820000     268.338333\n",
              "2017-11-01         111.51    231.653333     220.773333\n",
              "2017-12-01         151.42    189.500000     160.701667\n",
              "2018-01-01         267.32    145.206667     141.661667\n",
              "2018-02-01         201.35    176.750000     202.718333\n",
              "2018-03-01         202.91    206.696667     215.018333\n",
              "2018-04-01         150.86    223.860000     213.125000\n",
              "2018-05-01         163.07    185.040000     176.625000\n",
              "2018-06-01         219.76    172.280000     165.640000\n",
              "2018-07-01         283.98    177.896667     189.380000\n",
              "2018-08-01         290.15    222.270000     242.421667\n",
              "2018-09-01         257.96    264.630000     276.361667\n",
              "2018-10-01         327.19    277.363333     273.026667\n",
              "2018-11-01         193.49    291.766667     297.940000\n",
              "2018-12-01         152.34    259.546667     248.801667"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DBlVXvBQaGLU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "a687818c-cfa2-4ded-9d9c-f83a3a3994ae"
      },
      "source": [
        "bill_2018.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f90371ac470>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2fR7+8ezYsYP77rsPgLy8PGbOnDnofT788EPa29v5yle+wqZNm7jmmmsCHoMQQggRCqu9s4ZVH0uB4CsSGmeMnnBGZqwGoNfryc7OZt26dSxcuJDFixezefNmjh8/zvTp09Hr9V3TjxqNBqPR2PWxP0fq17/+Nenp6Rw4cICCggI6OgZeD46LixvweDD849FqtUPK2eouJiaGG264gbfeeiscQxNCCCECUm5zEKvXkp5o7PG6v/p6tCWwS2A1iMWLF/Pkk0+yZMkSFi9ezNq1a5kzZ07A67mNjY2MGTMGjUbDSy+9FNSuusWLF/Pyyy8DUFpaSmVlJdOmTRvS5+G3aNEiXn31VQAOHTpEUVFRv+e2tLRw+vRpwLes+O6775KTkxPS84UQQohgWG2+5svn/9zt6hcYZQnsElgNYvHixZw+fZrLL7+c9PR0YmJiWLx4ccDX33PPPbz44ovMmjWLI0eOBDUjdc899+D1esnPz+fWW29l3bp1XbNQQ3XPPfdQW1vLjBkzeOihh8jNzSUpKanPcx0OB9dffz0zZ85k9uzZjBo1irvvvjuk5wshhBDBsNpbye6suN6dfykw2mpZKaqqjvQYmDdvnlpQUNDjtcOHDzN9+vQRGtFnl8fjweVyERMTQ1lZGVdffTVHjx7FYDCEdF/59xJCCBFuLo+XnIc/4P8tmcgPVvZcMbG1OJn3s408fn0uty/MGtZxKYqyV1XVPrfTR0+2lxgWra2tLFu2DJfLt0X1ueeeCzmoEkIIISKhur4Nj1ftVWoBIDn2XPJ6NJHAagQUFRXx1a9+tcdrRqORTz/9NOLPTkhI4PzZQYBLL70Up9PZ47WXXnqJ/Pz8iI9JCCGE6Iu1s9TCxD4CK51WQ2KMjvooWwqM6sAq2op+hUt+fj6FhYUjPYweQgnqomE5WQghxGdPVw2rPgIrOFckNJpEbfJ6TEwMdrtdfmhHOVVVsdvtxMTEjPRQhBBCfMZY7Q4SjDpS4/pOWUk2GWQpMFCZmZlUV1dTW1s70kMRg4iJiSEzM3OkhyGEEOIzpryfUgt+ZpMee4sEVgHxF+cUQgghxMWp3OZgznhzv8dTTAaOnW0ZxhENLmqXAoUQQghx8XK6PZxqaCM7tXcNK79kk4GGKFsKlMBKCCGEEFGnqq4VrwrZaf0X1jab9Dg6PHS4vcM4soENGlgpihKjKMpuRVEOKIpSoijK452vZyuK8qmiKMcVRXlFURRD5+vGzj8f7zyeFdlPQQghhBCfNeW2VgCyUvsPrJLj/P0Co2fWKpAZKyewXFXVWcBsYKWiKJcBvwB+rarqZKAe+Ebn+d8A6jtf/3XneUIIIYQQAfPXsMrup9QC+HKsAOoupMBK9fFnhuk7f6nAcuD1ztdfBG7s/PiGzj/Tefwq5bNYjEoIIYQQEXPC5iDZpCfZ1H93EH+/wHpH9NSyCijHSlEUraIohUANsAEoAxpUVXV3nlINZHR+nAFUAXQebwRS+7jnXYqiFCiKUiAlFYQQQgjRndXmGHAZEOgKui60pUBUVfWoqjobyAQWADmDXBLIPX+vquo8VVXnpaWlhXo7IYQQQnyGWO2OPlvZdJfSmWMVTdXXg9oVqKpqA7AZuBxIVhTFXwcrEzjZ+fFJYBxA5/EkwB6W0QohhBDiM6+tw8PpxvZ+W9n4JZuCb8Ts8Xqwt0UuLAlkV2CaoijJnR/HAtcAh/EFWKs7T7sdeKvz47c7/0zn8U2q9KURQgghRIAq6gbuEegXo9cSq9cG1Yj5uQPPserNVbS720MaY38CmbEaA2xWFOUgsAfYoKrqv4AfAvcrinIcXw7VC53nvwCkdr5+P/Cj8A9bCCGEEJ9V5bWdOwIHybECXwJ7oEuBLo+L10tfp8XVQml9aUhj7M+gLW1UVT0IzOnj9RP48q3Of70duDksoxNCCCHERafc7p+x6r/qup85LvDq6x9VfkRdex0AxbZiZqbNHPog+xG1vQKFEEIIcXGy2hxY4o0kxOgHPddsMgRcx+rV0lfJiM+gzd1Gib0k1GH2SVraCCGEECKqWG2tZAcwWwW+BPaGAJYCyxvL2XNmD6unribPksch+6FQh9knCayEEEIIEVXK7YPXsPIzmwwB7Qp8vfR1dIqOGyffSG5qLicaT9Dqag11qL1IYCWEEEKIqNHc7qK22TnojkA/c5yBxjYXHm//BQicHidvlb3F8vHLscRayE3Nxat6OVx3OFzD7iKBlRBCCCGiRoXdN4s0UI/A7swmPaoKjW39Lweut66n0dnILdNuASDXkgv4EtjDTQIrIYQQQkSN8gCaL3dnNvmrr/e/HPh66etMSJzAgtG+YgaWWAvppvSIJLBLYCWEEEKIqGHtDKwCzbHyV1/vr+TC8frj7KvZx+opq1EUBRw2KNscsQR2CayEEEIIETXK7Q5GJ8YQa9AGdH5Xv0BH30uBr5W+hl6j54bJN4DXA3//Crx0E7nx46loqqCpoylsYwcJrIQQQggRRaw2R0CFQf38S4F91bJqc7fxTtk7XDPhGswxZvj4aaj6BFDJdTQChH3WSgIrIYQQQgTE41V5aZeV//jjp0H15wtGuc0RcH4VDLwU+EH5BzS7mrl56s1wqhA2PwG5N0HKRHKrDgDhT2CXwEoIIYQQgyqqbuSm5z7m4bdK2HHcxvvFZ8L+jMZWF/WtroDzqwDijTp0GqXPfoGvl77OxKSJzE2ZAW/cBXFp8PmnIOfzJJXvIDNurMxYCSGEEGL4NLW7ePStYm743Q5ON7bzmy/NZkKqifWHwh9Y+XsEBjNjpShKn/0Cj9Qd4aDtIDdPvRnlo8fBdhRufA5MKZCzCrwu8gxmSmzh3RkovQKFEEII0Yuqqrx94BQ/e/cwthYnt102ge9dO43EGD3FJxt5cWcFze2ugPr5BcoaZKkFP7NJT915S5OvHX0No9bIF7TJ8OlauPRumLTcdzBzPsSlketo5IOOU9S115ESkxKWz0FmrIQQQgjRw4naFr76wm7u+3shoxNjeOubi3j8hjwSO4OoFbmj6fB42VpaG9bnltscKAqMSwk8eR0g2WTosRTY6mrl3fJ3uTZzGUn/egAs0+Dqx85doNHC1JXknvRVXg/nrJUEVkIIIYQAoN3l4an1R1n59HYOVDfw0xty+ec3FzEzM7nHeZeMN5MaZ2B9ydmwPr/c5mBsUiwx+sBKLfiZTfoeS4Hvlb+Hw+Xg5tMnwFELX/w96GN7XpSziumOBhSUsBYKlaVAIYQQQrDlaA2Pvl1Chb2VG2eP5cefn86ohJg+z9VqFK6ens57RafpcHsx6MIzT2O1B7cj0C8lzsC+yoauP7969FWmxIxi1uGNcNUjMHZ274smLiVeZyJLGyszVkIIIYQIjzON7Xzz5X187c970CoKL995KU9/aU6/QZXfitx0mp1uPjlhD8s4VFUNutSCX7LJQL2jA1VVKbGVcLjuMLecsaKMvxwWfafvi/SxMPkq8hzNYZ2xksBKCCGEuAi5PV5e2FHOVb/awsbDZ/neNVN5/zuLWTTZEtD1iyZbMBm0YdsdWOfooLndTdYQAiuzSY/bq9LidPPa0VeIVRU+3+qEm9b68qn6k7OKXEcjtW21nHWEZ1lTAishhBgBBdY6Nh+tGelhiIvUvsp6rn/2Y376r0PMz05hw3eX8q2rpmDUBZ7bFKPXsnRqGhsOncXrVUMek7Wr1EJwievgm7ECONlYz3tl73BdSzMJK/8HzFkDXzh1BbkdHoCwzVpJYCWEECPgp+8e5ufvHh7pYYiL0JEzTax+fid1jg6e/8ol/Plr8xmfGnwwA77lwLNNTg6ebAx5XCdqg2u+3F1KZ2C1vviPtKlubkmZDbO/MviFsWamjZmHVpXASgghLlhOt4fDp5qobXaO9FDERWhvRT1eFV79f5dzXf4YFEUZ8r2WT0tHq1FYXxL6cqDV7kCrUYIutQBgjtNjxMkm69+Z7vKSe8MfIcDPKzbneiZ1dFByenfQz+2LBFZCCDHMSk410eHx0tjmosPtHenhiItMWY0Dk0FLpjl28JMHkWTSc9nEFNYfCj0/yWprZZw5Fr02+NAk2WTgK/EvUqZTuXnaLRCXGvjFOZ8jr6ODEvthVDX0JU0JrIQQYpgVdtsWbnfIrJUYXmW1LUxMi0OjGfpMVXcrZozmeE0LZbUtId2n3OYYUuI6QFrtpziTDxKravjcZQ8Ed3FSJrkxo2jwOjnZcnJIz+9OAishxEVpf2U9L31SMTLPrjoXWNmaOwY4U4jwK6ttYVJafNjud82MdAA2hDBrpaoqVrtjSPlVtNWjfvgtPoiLI8u0jDh98PfIHX8lACXVHwf//PNIYCWEuCj9+WMrj75VTIvTPezPLqyqZ2ySr0aQrUVmrMTwaevwcLKhLayB1djkWPIzkkLKs6ppdtLa4RlSDSve+z7vqM10aBTStVcP6flT8v8dvapSUvbBkK7vTgIrIcRFyWp34FV7LssNh9pmJ1V1bVzd+S6/VgIrMYzKbQ5UlbAGVgArZqSzv6qBmqb2IY8LCH4psOh11KLXeG30BHSuLFTn2CE93zB6FlM9CiX2Q0O6vjsJrIQQFx1/hWeAPda6YX12Yecy4NXTfYGVzFiJ4eTPg5o0ami5TP1ZkTsaVYWNh4dWm83a+fU4MZjAqrEa3r2ffZkzOeFqJMW7hIZujZiDoijkJWRxyNuCty20N1sSWAkhLjr+Cs/g23o+nAqr6tFpFOZnpRBn0ErJBTGsjte0oFGGVitqIFPT45mQahpyFfZyuwODVsPY5AB3Knq98M814HHx6oSZJOgTGGe4nPrWoecs5o5fQotGQ0XJq0O+B0hgJYS4CPlnq8anmNhXWY/bM3wlD/ZXNpAzJoFYgxZLghFbiySvi+FTVtvCuBQTMfrAK6wHQlEUVsxIZ+dxO83twc8aWW0OxqXEog10p+Kna6F8G/VXPcyGM7v4wqQvkGpKoN4x9K+nGVNWAVBy/L0h3wMksBJCXIT8gdXquZm0dng4cqZ5WJ7r8aocrG5kzjgzAJZ4IzaZsRLDqKzWEfb8Kr8VuaPp8HjZWlob9LVWW2vgietnD8HGx2DqSt6ON+Hyurh56s2YTXrqh7oUCEwyTyEGjS/Pyj30AE0CKyHERcdqd6DTKNw0JwMYvjyr4zUttDjdzBmfDIAl3iA5VmLYeL0qJ2pbmJQW3mVAv0vGm0mNM7C+JLiyC15vEKUW2hvhlf+AmETULzzDa8de55JRlzDZPBlznIE2l4d2l2dI49dpdOTEj6NEp0LFjiHdAySwEkJchKy2VsalmBiXYmJsUgwFw5RnVVjle87scf7AyiiBlRg2JxvacLq9EZux0moUrp6ezuYjNQN2FNh1ahdLX1nKA1sfYL11PeV1DTjd3sF3BHq98ObdUG+Fm19kd4uViqYKVk9dDYC5s1/gkBPYgbyMyzliMOI+/M6Q7yGBlRDionPC5iCrs+nsvKwUCqx1YWllMZj9lQ0kxeq7ljws8UbqW124hjHHS1y8zu0IjExgBb6mzM1ON5+csPd7zjtl79DmbmPPmT18b+v3uOX9FcRkvEwdu2l1tfZ/8+2/gqPvwbU/h6xFvFb6GknGJFZkrQDAbNIDvs0pQzUjbSZtGoUTxz/wBXJDIIGVEOKioqoqFXYH2RbfD5d5WWbONjmprm+L+LP3VzYwe1xyV9NbS4IRCO0HgRCBKqv15RZGasYKYNFkCyaDtt/dgR6vh+0nt3PV+KvYdPMmXljxArmJy9GayvnD0Z+w9JWl3L/lfj4o/6BnkHVsA2z+OeTfApfeja3NxkcVH3HDpBswan1fR8ldM1Yh7Ay05AJQ4m6E0/uHdA/dkJ8uhBAXoHMVnjtnrCakAFBQUce4FFPEntvidFNa08x1+aO7XkuL9/0gqG12kp4YE7FnCwG+GSuzSU9KnCFiz4jRa1k6NY0Nh87yk+vzevUjLLIV0eBsYGnmUrQaLQvGLGCqNp5Py5fwl3vS2FC5no0VG9lQsYEYbQxXZFzBCssslr73CKb0PPjCb0BR+Ofxf+JW3V3LgADmON+MVSgJ7FmJWcTpTJQYW7jpyLuQMTfoe8iMlRDionJ+hedpoxNIMOrYY41sntXBqgZU9Sq5xSgAACAASURBVFx+FfiWAkGKhIrhUVYT3h6B/VmRm87ZJicHTzb2OratehtaRcvCjIVdr5XbHGSlJnDp2AU8dNlDfHTzR/zp2j9x4+QbKazZzw/2/Yol6Yl8Z+J03qveQnNHM6+Xvs780fPJTsruuk9K54xVXQgzVhpFwwxLLiUJKXDk3aHdY8hPF0KIC1BXYNW5A0mrUZgzwczeCAdW/sbLfQdWshQoIi+SpRa6Wz4tHa1G6bN34NbqrVySfgmJhsSu18rtDrIs52aLtRot80fP578u/TEbtZNYd+os/zZmCQcby/jh9h+y5O9LONlyklum3tLj3l1LgSEureel5nFU48ZVewRsx4O+XgIrIcRFxWpzYND1rPA8f4KZo2ebaQxhCWEw+ysbmGiJ6/rmD5CWIDNWYng0trqwtTjD3sqmL0kmPZdmp7D+UM+yC6dbTlNaX8qSjCVdr7k9XqrqWrtyHnv4dC3a4teZu+j7PHjtc2y8eSMvrnyRW3NuZcWEFSwfv7zH6QadhjiDNqSlQIAZlhm4VC/HDHo4GvyslQRWQoiLSrnNwYQUU48Kz3OzfAU791VGZtZKVVUKqxqYPT65x+txRh2xeq0UCRURd9y/I3AYZqzA15T5eE0LJzqfC75lQIAl484FVqca2nF51K6cxy7WHfDhf8G0z8MV3wN8y3SXpF/Cjxb8iF9d+SsM2t65YskmQ0jJ6+CbsQIoTps4pOVACayEEBcVq93Rq17O7HHJ6DRKxAqFVte3YWtxMme8udcxS4IUCRWR5y+1MDmCpRa6uybXt0ljQ7dZq63VWxmXMI7sxHN5UeX2nkvzADSdgte+BinZcNPzoAk8VEmJM4SUYwWQEZ9BkjGJQykZULUbWoJrLC2BlRDiouGr8Ny7dYbJoCN3bCIFEcqz8udXzRmX3OuYr0io5FiJyCqrbcGg1ZBpjtzO1+4ykmPJy0jsWg5sdbXy6elPWZq5tKvcCEB5Z8DX9TXpdsKrt4GrDW59GWKSgnpucohtbcDX9zA3NZdixQWocPT9oK6XwEoIcdE41dhGh9vbZ0+yeVkpHKhuwOkeWjuMgRRWNhCj1zBtdEKvY1J9XQyHshoH2Za4wJsch8GKGaPZV1lPTXM7u8/spsPbwZLMJT3OsdpbiTNou/INef+HUL0HbnwORuUE/UxzGJYCAXJTczneUk178viglwMlsBJCXDSsNl/Bwb56ks2bYMbp9lJ8sinsz91fVU9+RhJ6be9vuZZ4I7WSYyUi7ERty7Akrne3IjcdVYWPDtewrXobJp2JeenzepxTbvMtzSuKAvv+Anv/DIu+AzNuGNIzzSY99WEouJtrycWjejg68Qo4sQWcgTdql8BKCHHR8Odz9DVj5U9g31sR3jwrp9tDyammPvOrwFcktK61A3eQbW3sbXbsbf23DRHCr8PtpaKuddgS1/2mpScwPsXEhyWn2Vq9lYVjF6LX6nuc05XzeHIvvPsATLwSlj885Gea4ww0tbuD/no6X1cCe2oGeJxw/KOAr5XASghx0SivdRCr15KeaOx1bFRCDFmpprAXCj18upkOt7dH/aruLAlGVDW4ooYer4evv/tlvr9hTbiGKT7DKusceLzqsAdWiqKwYkY6u6qKqWmt6bUM6PJ4qa5vY0ZiB7xyG8SPgn/7E2iH3hSmqxFzW2h5VqNMo7DEWjjkdUBscMVCJbASQlw0/O+OuyfPdjd3Qgp7K+rD2pC5sLOEw5zx/QRW/iKhzYEHVh+eeI8TjlMcrDuMyxu52luR9NInFRErbyF6Ol4T+R6B/VmROxo1tgSAxZmLexyrqmsFr5ubrY+AoxZufQniUkN6XnJnI+ZQ86y6Etjth2DadVD6IXgC+1qTwEoIcdGw2hy96+V0Mz/LTJ2jgxOd1dnDYX9VA6MTYxiTFNvn8WDb2ni8Hv5v76/RqSpOBY5XfRy2sQ4XVVX5+buHWPexdaSHclHwl1qYmDa8OVYAcyeYiUk6SqIyEUuspcexcpuD7+teYZTtU/jC0zB2TsjP889YhbozEHx5VuWN5TimXA3ORl9trQBIYCWEuCi4PV4q61r7TFz3m9eZZ1UQxnpWhVUN/S4DAlg6GzEHGlhtqNjAifZavtnUBkBR6duhD3KYtXZ4aHd5OWFrGfxkEbKy2hbGJMUQZxz6EttQNTjrUI1VNNVNocN9Xt5TyT+5W/cv2mffAbO/HJbn+RtM14UjgT01FxWVw0npoIsNeDlQAishxEWhur4Nt1ftVRy0u0lp8ZhN+rDVs7K3OKmwt/a7DAi+HCsILLDyql7+b98zTOro4I5Zd2H2qhSd3RuWsQ4n/+daXusI67Kr6Ntw9Qjsy46TOwAVR/1UPi3vttni7CGuOPQohUzFuOoXYXteuJYCwRdYAZQ0HofJV8HR9yCA/68SWAkhLgr+HYETBwisFEVh7gQzBRXhCawK+2i8fL4Eow6DThNQkdANFRs43lLF/2t0oJ17B3mGVIrba8HjDst4h4v/c3V0eDjbJKUmIklVVcpqWpg0AsuA4Ku2nhabhtE7jvUlnVXY2xvhlf+gjVh+Y34IRdd7M8lQhXMpMDU2lTFxYyixlUDO56HpJJwuHPQ6CayEEBcFa2fe1EAzVuArFFpuc4SlaGdhVQNajUJ+Zv/VoxVFIS3eOGi/QK/qZW3hc2S7PKzIuhbiR5GfNpMynQZH5YWVZ2Xv9nfbvZecCL+aZictTvewtbLpzuVxsfPUTpZkLmHp1FFsOHQWr1eFwr9CXRk/1t1PYvr4sD7TZNBi0GqoD8OMFdCZwF4MU1eCogloOVACKyFGSHV9K7f9aTdnGttHeigXBavNQYJRR2pc78at3c3vyrMKfdZqf2UD09ITMBkGzm2xxBuoHSSQ+6jyI443nuCu+nq0C+4CIG/SdaiKwqEjb4Y81uFk75b/UhbGjQKit7Ka4W2+3N3emr04XA6WZi5lRW46Z5raKTrZCBUf400az/vNEwfMeRwKRVEwx4WnSCj4Etirmqto1GphwiIJrISIZk+tL2VbaS2bjwbX4FMMzQnbwKUW/PIykjDoNCEXCvV6VQ5UNQyYX+U3WL9Ar+pl7YG1ZHkVrkuYCOMWdI71cgCKTn0S0liHm3/GyqjTyIxVhPl3BE4agRmrrVVbMWgMXDrmUpbnjEKrUVhfchoqdtGSPh9VjcxORbPJEJalQDiXZ3XIfsi3HFhzCOxlA14jgZUQI6D0bDNvFp4E4GB1wwiP5uJgtTv6rLh+PqNOy6zMpJALhZbVttDsdPdbcb27tISB+wVurtxMaX0pd9lr0c6/CzqDQ3OMmUxdPMXOWmgNb8X4SLK1dJAYo2NSWjwnamXGKpLKah3EG3WMSghfHlMgVFVla/VWFoxZgElvItlk4NLsFEqK9kOrjaqE2UDf7aVClWzShyV5HWBG6gwASuwlMO1zvhePvjfgNRJYCTECfrX+KHEGHfkZSRysbhzp4Xzmdbi9nKxvGzS/ym/uhBSKTzbS1jH0hsz7A0hc97PEG6lzdPjyT86jqiprD65lvGLkOrce8m/ucTw/ZQZFRoOvn9kFwtbixBJvZGJanJRciLCyWl/i+mAzteFmbbJS1VzF0sylXa+tmJHOqIZ9ABRrfQFLoF+TwQjnjFWSMYnxCeN9CezmCZCeP+hyoARWQgyzA1UNfFhyljsXZ7N4ioWjZ5ppdw39B7gYXGVdK16VAYuDdjc/y4zbq3IghNnE/ZUNJMboBtyF6GeJN+Dxqn0m3G6u2syRuiPcVXsG3ez/AEPPzyFv3GLO6HTUHhv4XXQ0sbd0kBpvYGJaPNX1bfL/P4J8OwKHfxlwW/U2gB5tbK7JHc0CzVHa9MkUtqWREmcgKVbf3y2GzBxnCFuOFXRLYAffcmDlwEvvElgJMcyeXH8Us0nPN67IZmZmEm6vypEzgXdOF8Er9+8IDHDZYe6E0AuF7q+sZ9a4ZDSawWcK/LWszk9gV1WVtQfWMk4Xz+ebm2H+N3pdmz9qFgBF1TsDqrETDewOJ6lxRialxaGqUGFvHekhfSY5nG5ONbaPSH7VtuptTE6ezNj4sV2vZSTHskhfykHNdE7YWslKDeyNTrDMJj0Nba6w1UjLteRyxnEGW5vNF1gx8H0lsBJiGH1yws72YzbWXDmJhBg9+Zm+ZaIiybOKKH+phUByrACSTQamjIofcj0rh9NN6dnmgPKroP9+gVurt3K47jD/WdeAbtJVkDqp17XTU6ajRaHY2wK1R4Y03uHmn7Hyz6SUSQJ7RPjfUAx3Daumjib2nd3XYxnQd+A0Y7xn2OCYyKFTTRFZBgTfUqDHq9LUHp76bj0S2EfnQ9LAJSIksBJimKiqypMfHiU90chtl2cBMDYpBku8gQOSZxVR5XYHZpOeZNPApRa6m5fla8jcV97TYA5WN+JVYU4A+VXQd79AVVV5/sDzZBjMrLKfggX/2ee1MboYpiZN9OVZHd8Y9FiHm9vjpa61A0u8sSvQlZ2BkdG1I3CYlwJ3ntqJW3WzdNx5gVXlLgB2e3JodroDWiYfCv/XeTgT2BUUX56VonTOWvVPAishhsmWo7UUVNRz7/IpxOi1gK/mSn5GEkUSWEWUtbPUQjDmTTDT3O6mtCb4ZdpAKq53l9ZHYLX95HYO2Q9xV7uCPmk8TFnR7/V56ZdQEhOL91j0B1b1rS5U1ZdXFmfUMToxRnYGRkhZTQtajcL4CC259Wdb1TaSjEnMtMzseaByF6reRHPydCAyiesAKXG+vK1w9AsEMOlNTEya6NsZCLDw3gHPl8BKiGHg9ao8uf4o41JiuXXeuB7H8jOTOVbTTGvHhdWW5EJSbnOQHeS27vlZKQBDKruwv7KebEsc5kGKkfolxuowaDVdOVaqqvJ84fNkxKbxhYpCmP910Gj7vT7fkk+zAhWndkNHdOcr2R2+zzG1M5icmBYnRUIjpKzWwfgUE0Zd//93ws3j9bD95HYWZyxGe/7/2YpdKJnzuSo3A4hMqQXoPmMVnp2B4MuzKrGX+PK2kjIHPFcCKyGGwfvFZyg51cR3r56KQdfzy25mRhJeFQ6dahqh0X22tXV4ON3YHnB+ld+4lFjSEozsDTKBXVVV9lc1BDxbBb6Zy9R4Q1eO1Y6TOyi2F3OnxoJea4Q5tw14fZ4lD4BiPVCxM6jxDjd7ZyFUfwX8iWlxnKhtkWbMEXB8BHYEFtmKaHA29M6vamuAs8UwYSFfW5TFnVdkkzM6ISJjONcvMLw7A21tNs62nh30XAmshIgwt8fLUxuOMmVUPDfMzuh13N9HTupZRUZFXWA9As+nKArzs8xBz1idamynttkZUMX17nzV151dOwHHmNK5ofRjyPsixKUOeO3EpInE6mIpijFB2UdBPXe4+Zc7u2asLPE0t7sDakItAufxqpTbHEwaNbyJ69uqt6FVtCzMWNjzQPUeQIXxl5NpNvHQqhnotJEJQcwm31JguGpZgW/GCji3HDgACayEiLA395+krNbB91ZMRdvH1vv0xBjSE42+Hloi7ILdEdjd3AkpnGxo43RjW8DX7K/0BWLBzFiBL+fI1uJk56mdHLQd5M7EGeg7WmB+30nr3Wk1Wl+tnQRz1Cew+wOotG5LgSAJ7OFWXd9Kh8c77DNWW6u3MmfUHBINiT0PVOwEjQ4y50V8DIkxejQKYa1lNc08DZ2i8yWwD0ICKyEiyOn28PTGY+RnJHFt7uh+z5uZmRxSMUrRvxO2oc1YwdAaMhdWNmDUacgZnTj4yd1Y4o3UtrTz/IHnGW0azU3HdsHYOZA5N6Dr89PyOaK46LCVQkNVUM8eTvYWJzqNQmKsrzG1/wf/CcmzCquR2BF4uuU0pfWlvZcBwbcjcMwsMER+Bk2jUUg2GcK6FBiji2GyebLMWAkx0l7ZU8XJhjYeuHbagC0lZmYkcaLWQXN7+KauhY/V5iAtwUi8URf0tdPHJBKr1wZVKHR/VUNXI+dgWBKMNHgPcaD2AHeOXYreVhrQbJVfviUfl+rlqMEQ1cuB/hpW/q+HscmxGKQZc9iV1Qx/DauuauvjlvQ84GqHk3th/OXDNhZfv8Dwfj/NTe2WwD4ACayEiJC2Dg+/3XScBdkpLJliGfBcf55V8UlJYA83q6016B2BfnqthjnjkwMuFNrh9lJ8sjHg+lXdpcYZ0KZuJC02nZuqDkOs2ZdfFaB8Sz4ARcmj4HgUB1adVdf9tBqF7NQ4KbkQZmW1LVjiDUHVbgvV1uqtjEsYR3Zids8Dp/aDpwMmLOz7wggwh3nGCnx5Vo3ORqpbqgc8TwIrISLkxV1WapudfH+Q2SqA/AxfYFV0UpYDw63c7iArwB6BfZmXlcLh0020OAcvh3HkTBNOt5fZQSauAzRxGJ3JyhfHrMJw9H2Y81XQxwZ8fbopHUusheLkMXBiK3iis3xHbeeMVXe+ZswSWIVTWW0LE4dxGbDN3cbuM7tZmrm09/e7ys6dquMuG7bxmE2GsNWx8vNXYB9sOVACKyEioKndxfNbyrhyWlpXPaSBpMYbyUiOlZ2BYdbc7qK22RlSIcJ5E8x41XNJ6QPxFwYNtJVNdztsf8XrSuS6s2dA9fbZF3AgiqKQZ8mjSOsBZ6Nv6SUK2VucXYnrfhPT4qisa6XD7R2hUX32lNU6hjW/avfp3Tg9zh5Nl7tU7ALLtEF3t4aTOQJLgVOSp2DQGAZNYJfASogI+OO2EzS2uXhgxbSAr5k1LkkCqzDzN/cNpXXGnPHJaJTACoXur2xgVIKRsUkxQT1jz5k9HGs6iMe+mIxjr/mqrJuzgh5rviUfa7uNJq02ancH2vuasbLE4/GqVNZFd3HTC0Wdo4M6R8ew5ldtrd6KSWdiXvp5u/68Hqj6FCYMX34VgDku/EuBeq2eaSnTQp+xUhRlnKIomxVFOaQoSomiKPd1vv6YoignFUUp7Pz1uW7XPKgoynFFUY4qinJtyJ+NEBcQe4uTF3aU87n80eR1LvEFIj8jmcq61rD1txLnmtCGMmOVEKMnZ3RiQAnshZ2FQQdb+j3f8weeJyUmleVNEOO0wfw7hzRWf6HQkrF5UZnA3trhps3l6aph5SclF8LL//c4adTwzFipqsrW6q0sHLsQvVbf82DNIXA2wfjhy68CX/K60+2lrcMT1vvOSJ3ha8Y8gEBmrNzA91RVnQFcBnxTUZQZncd+rarq7M5f7wF0HvsSkAusBJ5TFGX46ukLMcKe31JGm8vD/ddMDeq6mZn+PCuZtQoXfw2rCSmhvXOfn2WmsKoBl6f/pap6RwflNkfQy4AFZwrYc2YP38j7OndoN1FvzIDJVw9pnF0V2C3j4eQ+aA2uanyknV913W+ilFwIK3+phcnDtBR4tP4oNa01/S8DwrDPWKV0Ju3XhfmNap4lD4dr4P+ngwZWqqqeVlV1X+fHzcBhoHf56HNuAP6uqqpTVdVy4DiwIOBRC3EBO93Yxl8+qeCmOZlMHhVcu4a8sVKBPdzKbQ7GJMUQawjtvd3crBRaOzwcPt3/rs1gGy/7rT2wltSYVG5JzmO+5igfJ18PmqFlaSQaEslKzKJIpwFUOLF5SPeJFH8vREtCzxmrpFg9lniDzFiFyfGaFow6DRnJgW9+CMXWqq0ALM5c3Ptg5U5IzICkcb2PRZB/N2Q4i4TCuQT2gQT11asoShYwB/i086V7FUU5qCjKnxRF8b9NywC6V6erZuBATIjPjN9uOo6qqnzn6ilBX5tk0pOVaqJIAquwKbc7hlRx/XyBFArdX9WARjk38xiIfWf38emZT7kj7w5i9r2IEwMf6Ic2W+WXb8mnyFGFGpMMxzeFdK9w889YWeKMvY5NtMRLyYUwKat1MDEtHk0fnR4iYVv1NvIt+Vhizysro6q+Gavxl0OQy+Oh8re1CXcCu7991EACDqwURYkH/gF8R1XVJuB5YBIwGzgN/CqYwSmKcpeiKAWKohTU1tYGc6kQUanC7uDVPVX8+4LxjEsZ2vb+mZnJHJQK7GFjtTlCyq/yG5MUS0ZyLAUV/S+t7a+sZ2p6AnFBFCL15ValcMv4a+Hgq3wat4yKtuAS38+XZ8nzNYvNWujLs4qi5sb2rj6BvWsrScmF8CmrbRm2xHV7m50iW1Hfy4D1Vmg5M+zLgOBLXofwNmIGX/uo6SnTBzwnoMBKURQ9vqDqZVVV3wBQVfWsqqoeVVW9wB84t9x3Eug+55fZ+VoPqqr+XlXVeaqqzktLSwtkGEJEtac3HkOnVbh32eQh32NmZlJXE18RmobWDupbXUMuDnq+eVlmCqz1fVZd9npVDlQ1BJVfVVhTyCenP+GO3DuILXkTXK3sHbW6q0nxUHUVCk2fCM2nfcnDUcLeuSyTEtd3YFXn6JDNGyFqd3moqmsdtlILO07uQEXtv40NDHviOvjqWEH4AyvwJbAPJJBdgQrwAnBYVdWnur0+pttpNwHFnR+/DXxJURSjoijZwBRg90DPONXQNmiJeCGi2dEzzfyz8CS3L8xiVOLQZxz8hUKLJYE9ZOHYEdjdvKwUapqdVNX1bsh8wuagqd3NnAALg7a6Wnni0yd8s1VTVsOeP0LGPNpH5WNv6Qjp++G0lGnoNDqKjJ3LbVFUhd3W4iTBqCNG3zvnbaLFFwiUyXJgSCrsrXjV4dsRuLV6K6NiR5GTktPHYHZCTDKk9XEswpI7lwLrHeFvE/aV6V8Z8HggM1aLgK8Cy88rrfC/iqIUKYpyEFgGfBdAVdUS4FXgEPAB8E1VVQfc72h3dPDKnuhtGirEYJ7acJR4g467l0wK6T65GUkoiiSwh4PV7vsBHY4cK/AVCgXY00fZha7CoAEkrru8Lu7fcj+l9aX8ZOFPMFXvBvtxWPCfpMUb6fB4aWobetV0g9ZAjjmH4mYrpE2PqrILtpaOXonrflJyITzONV+O/FKgy+Ni56mdLM5c3HeJkcpdMP6yIW/GCIVeqyHBqIvIjFVmQuaAxwPZFbhDVVVFVdWZ3UsrqKr6VVVV8ztfv15V1dPdrvm5qqqTVFWdpqrq+4M9I96o47F3Sig92xzQJyVENDlQ1cCHJWe5c/HErnX9oYo36piUFi+tbcKg3NaKRoHxQ8x3O9/U9AQSYnR99g3cX1lPQue/3UBUVeWxnY/x8amPefiyh1k6bins/iOYUmHGjVg66zvVhrgcmGfJo8RWgmfScl/ycEd0FN60tzh7lVrwG5diQqdRJM8qRGU1vsDKPwMYSXtr9uJwOfpeBmyp8b1hGMbGy+dLjtOPyNJyVFReH5diIt6o45sv7wt7MS8hIu3J9UdJiTPwjcXZg58cgJmZSRyobpTl8RBZbQ4yzLEYdOH5NqfVKFwy3txnodD9lQ3MGpc86C6s3+z7DW+Xvc09s+/h36b+GzRUQen7cMltoI/pCqxCzbOamTaTVncr5WNngMcJFR+HdL9w6avqup9eq2F8qklmrEJUVttCRnJsyCVGArG1aisGjYFLx1za+2DlJ77fh7Hx8vlSTAbqwrwrMBBREVjpNAq/vnU2x2tbePydgUvFCxFNdpXZ2X7Mxpqlk4gPYjfYQGZmJFHb7ORskySwh6Lc5iArTInrfvOzzByraenxLri1w83Rs82D5lf99fBfeaH4BVZPXc3dM+/2vVjwJ9/v874OgCXBF3SEGlj5C4UWGQygi4ma9jZ2h7NX1fXupORC6MpqHcOWX7WtehsLxizApO9jVrhyl+//3pjZwzKWviSbDBfvjBXA4ilprFk6ib/vqeLtA6dGejhCDEpVVZ5cf5T0RCNfvXxC2O6bn+n7AS1lF4ZOVVWsNkdIPQL7Mq+zofbebsuBRdWNeLzqgIVB11vX8z+7/4crx13Jf136X758FLcT9v0Fpq6E5PEA52asQtwVOiFxAgn6BIrqj8CERVGRwO7xqtQ5OrAMsFw+KS2OCnsrHq/M1g6FqqrDVmrB2milsrmy72VA8CWuZ8wDXWjpEaEwm/QRybEaTNQEVgD3XzOVuRPM/PiNoq5WFEJEq9KzLeytqGfN0kl97nIaqhljEtFqFGltEwK7o4NmpztsOwL9ZmUmo9MoPfKsBqu4XnCmgAe3P8jMtJn875L/RafpnNks+Se09uwLaDYZ0Ci+JO9QaBQNuZZcim3FvvY49mPQUBnSPUNV39qBV+1ddb27iWlxdHi8VNdHR07YheZMUzutHZ5hKbWwtdpXbb3P+lXOZjhzcETqV3VnjjPQEIFdgYOJqsBKp9XwzL/PQatR+Nbf9uN0S76ViF7+b/6zgmxhMphYg5Ypo+JlZ2AIrGEuteAXa9CSl5HUI89qf2UDE1JNfS5xHas/xrc3fZuMhAyeXf5sz4rN+16ElIkwcVnXS1qNQkqcMeSlQPDVsyqtL6U9+wrfCyM8a3WuT+BAgVVnz0BZDhyS452J65OHYSlwW/U2JidPZmz82N4Hq/eA6h3RxHXwvVFpdrrpcPff4zMSoiqwAshIjuV/V8+k6GQjv3j/6EgPR4h+nWlqB3xVucNtVmcFdklgHxr/zrJwFQftbt4EMweqG7ve+BVWNfQ5W3XGcYa7N95NjC6GtVevJTmm2zkNlb6E8llf7rUVPS0hPIFVniUPj+rhiOKBxMwRL7swUNV1P//SbZkksA+Jf0dgpGesmjqa2Hd23wDLgLtA0cC4kW0T3NXWpm14lwOjLrACuDZ3NF9bmMWfPi5n46GzIz0cIfp0prEdjQKWAX5QDFV+ZhL1rS6q63sXoxSDs9oc6DQKmebwB73zslLocHspPtnI6cY2zjS196pf1ehsZM3GNbS6Wnn+6ud7v6svet33e/7qXve3xBvCUnm/qwK7vRgmL4cTW8Ez/MsifrbOqusDfb2kxBlINuml5MIQldU6SIzRReR7Und7Tu/Brbr7broMvsT10flgDK4Rfbj5GzGHu1/gYKIysAJ48HM55I5N5IHXD3CqQX64iOhzprGdtAQjOm341CjadAAAIABJREFUv4z8jXwlz2porHYH41NMEfm3mdtVKLSe/ZWd+VXdWtk4PU7u23wf1iYrTy97mmkp03rfpOg1yFwAKb1LdKTFG0POsQJIM6UxOm40RbYimHQVOJuguiDk+w6VPyF/oKVARVGYaImTkgtDVFbbwqRR8X0X6wyjEnsJWkXbtfu0B3eHbylwBNrYnM/fOqneITNWABh1Wp798iW43F7u+/t+3J7hXSMVYjBnmtoZHYFlQIBpoxPQa5XI5lk5bLDj1+AZepXvaFVuaw17fpVfWoKRbEscBdZ6CqsaMOg0zBiTCIDH6+HB7Q+y9+xenrjiib7r+5wp9vXvm3lLn/e3JBipbXGGZRk435LvS2CfuNS3NDOCy4F2hxOdRiEpVj/geRPTpOTCUPl2BEY+v+po/VGyk7IxavsIkk8fAHf7iCeuQ7e2NsO8MzBqAyvwtaL4+U357LHW85uPjo30cITo4UxjO6MT+3/3HQqjTkvO6MTIVmDf/ARsfGzEc2/CzV9qIdw1rLqbN8HM3oo69lXUkzs2EYNOg6qq/GLPL9hQsYHvz/s+12Vf1/fFRa+CooXcm/o8bIk30OH20uwMPeDNs+RR1VxFg6JA5vwRTWC3t3SQEmcYtIjqxLQ4apqdNLeP3LLlhai53cXZJuewBFZH7Ef67g0IULnT9/sIJ65D90bMshTYw41zMrh5bibPbj7Ox8dtIz0cIbqcaWyPSOK638zMJA5WN+KNRE2f5rOw///zfXzorfDffwSdbXLS5vKQHcFaPvOyzNS3uthbWc+ccb5lwBeKX+BvR/7G7TNu57bc2/q+0OuFon/A5KsgztLnKeGqZQXd8qz8y4Gn9oPDHvJ9h8LW0jFgcVA/fyuWcsmzCop/li/SNazsbXZq2mr6D6wqdkHqZIgfFdFxBOJcYCUzVr08fkMuk9Li+c4rhWFJ6hQiVC1ON81ON+mJMRF7xszMJJrb3VTURaCmzye/A6/Llwdx5N0RTWoOt/II7gj08xcKVVWYMz6Zt8ve5jf7fsPnsj/H/fPu7//Cyp3QVA35fS8DQrfAKgx5VjNSZ6CgdNazugpQ4cTmkO87FHaHM6Ck6kldzZglsApGV/PlCJdaOFrn263fZ2Dl9Z5rvBwFYg1aYvQaybHqi8mg49kvz6GpzcX9rxZG5h28EEE40+gvtRC5wCo/Y+AK7GcdZ7lv0338dv9v2X16N05PgG862hpgz598S1GXfxPaG8C6PVzDHnFWu7+GVXiaL/dloiWuKzHWbTzMox8/ymVjLuNni36GRhng2+rBV0EfBzmf6/eUcPULBIjTxzEpeZJvxmrsHIg1j9hyoK3F2fW5DWR8qgmNgiSwB6mstgWdRglb0/H+HK47DPQTWNmO+r6fREHiup/ZZJClwP7kjE7kkS/MYPsxG/+37cRID0dc5M521rCK5IzVlPR4jDoNRf0ksH9o/ZBNVZt4oegFvrH+Gyz860Lu/PBO/nDwD/8/e28e3kh+n3d+CicJgAQPgGTzvvo+2Jru6Z7ununR5bFkRSMrjnXZTuLHu/GVKPb6UrJZKba8cZw4siJno8SRd2PHsq2xpbFlW7Ita2bUPVcfM9PTF8lugmTzBEnwwEXirv3jh8JBgCRIVhWPwfs880CqAupXTYJV33q/7/d9eXvubRKpNTQ6N/4HxILw5M8LFsNsh/vf1OzfoTdGfGEsJgPNGrZpJUniXGcdrvoZfuONf0VvbS+//e7fxmxcR5idiML9P4ej/wAsa7NpauUFKjjhOsFd311kyQDd7wbPC4Jq0xnzoRj168TZKLCajLTV2fCUW4Gbgmc2TEe9DbMGk7C5GFwY5ID9AE6rs3Dno7S+ahcI1xXsRF7gnimsAD51rp0PnTzAb/3dYF5WVxll6A09GCuz0cCx5mpur2G5cGPmBu1V7Vz9xFX+y3v/Cx8/8nGWokt86a0v8aPf+lGe/JMn+dnv/iy/f+/3GVgYICWnILYMr38ZDj4jfGbMlXDoGRj4K0jtj6QDEb5s21AkvV385PucVLT+T+oq6vjy+7+Mw7JBC+bh30HEv24bEKDOZkGS1NFYgdBZLUYXmQxNCp1VyAsz+obdL8cSLMeSJWmsgLTlQrmw2gz0mgjsX+hfR7j+GjiaoLbQRmSnIPIC9WWsTLqutk1IksRv/NBJbk8u8ek/fotvffopnLb1R3fLKEMLKK7rTRoWVgCnWpz86RsTJFMyxpxCISWneHPmTd7f8X6qLFU83fY0T7cJF+TFyCI3vDe4Nn2N697rXJm4AkCNtYbHLfWcN0Y599in6JRl4Xdz9Fm497y4KHY+qem/Rw+M+sJ0aWS1kIuveb5CSk7w5fd/GVdlcSF6Hm4/B3a3YI3WgclooM5mYU4FjRVkBex3fXdp7X2f2Oj5LjQV8SDSCJk4mxKNK7vdDl4bnieVkjUvkPcDEskUo/Nh3n+sUdN1luPLPAo8Wnvi9VFaX6Wxj9ZmUGu30D8V0HXNPcVYAVRXmPmdTz7GTCDCL3/97XLkRxk7Aq8/grPSrGr4cjGcaq1hOZYs0Js8WHxAIBbgbOPZgs/UVtTyTOcz/F8X/i/+8qN/yXf+0Xf4d0/+O55ueYo7S0P8uquOZ69/lvf/6fv53KufI979HjBV7It2YDIl82hhWZfCanBhkDONZ+hylvB0HvHDg7+F4/8QjBs/z7oc6sTaAPTW9mI1WoXOqroZGo7prrNS/i2lOoJ3u+1E4imm0w8wZayPsYVl4kmZXo0ZqweLD5CRizNWS2NiMKNj9+irQGGsyq3ADXG6rYZf+cAR/vbeDP/r9Uc7fTplvAMx7Y9o2gZUoDiwrzYKvekVDtqPNz2+4TGa7E18uOfD/HrVCf5ubJxvvetf8dkLn+Vw3WG+8fAbvOV/KFpE/X8ppnr2MKaWVoglUpqZgyqIp+KMBkbpqekp7QP3vwnJ6JqmoKvhqrKoVliZDWaO1h0Vk4EAPe8V7GRMv1abwliVIl6HrOVCWcBeGjyK1cJOTgSOvS5ed4F/VS5qbRb8K3Fdh972ZGEF8BNPdvGew25+/a/6uTdVjv0oQ1/MBCKaCtcVdLsd2CzGgmibG94btDhaaLI3lXagVApe/m2kxpO0nfwkP3zoh/mNp34DgFtzt+DYRyA4BZNvqP1P0BXKRKDWjNV4YJxEKlF6YXXnOaE7aTlT0tvVZKxACNjvz98nnoqLgYVkDEZfVu34G2E+rAQwl1ZYlS0XNgfFaqFbYw+r/oV+qi3VHLAfKNz56FWwVkPjcU3PYbOosVlIyRDQ0XB2zxZWBoPEf/rYaWrtZv7VN+7s9OmU8Q6DXoyV0SBxotmZZ7mQklO8MftGSWxVBgN/Bb4H8OTPZfQPTquTHmcPt2ZvwaHvB4MZ+ve2WeioT5/CamhpCIDemt6N3xyYgpGrgq0qUXvicljxBdVrX5x0nSSSjOBZ8ohReFOlru1AxZOrlKlAELFBDqupzFiVCM9siIYqK9UV2mqOBxcGOVp3tHgW4dhr0HYeDNrKIzaLOrv4mSzo6GW1ZwsrEAGLz/Y1M+gNlrVWZeiGeDLFfDiqC2MFcLLVyb2pAPF0XubDxYf4o/6i+qqikGV4+QuCMTn2g3m7+hr6eHvubVIV1UJUff+bOzKKrxZGfMvYLEYaqrSJGlLgWfJgkAyl6avufh2QN5wGzIW7yspKPElYhVgbWOXAbq4QQwo6RhnNh2I4rKaSNYmSJNHttjNctlwoCXpMBCZSCR4uPSweKr68AHMDu8YYNBc1OxBrs6cLKxAXoGgiRUilC1AZZWyE2WAUWdbWaiEXp1qdRBMpHs6Ip/ebM0JfdbapxMJq+CURZXLpXxYIp0+7TxOIBRgNjMKxZ2HpkQhR3aMY8YXoqLcXf6JWEUNLQ7Q6WqkwlfAduP2cMOd0lcBupaFokdRKmmitaqXGWpPVWfW+D+aHYFEfjaovFC15IlBB2XKhNMiyjGcuTE+DtiztqH+UaDK6vr5qlwnXIRtro6eX1Z4vrNS+AJVRxkbw+lcAaNStsBIO7Eog8xszb9Bsb6bF0VLaAV7+gvCWOf2pgl19DX0AvD37Nhz+kAgH7t+704Gj88t06zAR6FnylKavmhsE72049fFNHV+ZnlNLZyVJEidcJwRjBWJYAXRjrUSczeZYxG63g8mlFVZi+8NfTSvMh2P4V+KaM1brOq6PvQpGCzQ/puk5bAW1aUumMmO1CaiZq1VGGaXA6xc3uyadWoEddTaqKkzcnvAjyzI3vTdLZ6sm3oCRKyK6xlR4Y+us7qTaUi0E7PZ60SLao+3ARDLF+MKyplE2APFknEeBR6UVVrefA8kgbBY2ATVjbRScdJ3Es+RhOb4MroPgbBMu7DqgVNf1XChC7HIY8/rwzKYzAjUurAYXBrEYLMXb349eE4MZZn2uiZtBbfp7p2de4J4vrNxV6l+AyihjPUynGSu9WoEGg8TJFid3Jv14ljwsRhdL11e9/AWoqIGzP1782JKBPnefYKxAtAPnHwq9xB7DxOIKiZRMp4bhywCPAo9IyCVMBMqymAbsfjdUbc64UbmuqWUSCmIyMCWnuD9/X4joO58UN0QdimhfKFbyRKCCjOWCryxgXw96WS0MLAxwsPYgJsMqH7ZYGKZv7Up9FUCV1YTJIOnqZbXnC6tyK7AMvTETiGA1GXBW6uf6f7LVSf90gNemrgGl+VcxOyCmAc//JFir1nzb6YbTePwe/FE/HPkwIO1Js9ARvSYC/SVOBI5fE6aJmxCtK1ACntWKtQFRWAFZnVX7BVj2ge+hamsUQyolsxCOlmwOqkD5PXpmy4zVevDMhag0GzmgIYMuyzIDiwPF24CTb0AqsauCl3MhSRI1Osfa7PnCqs5uwSCVGasy9INitaC1QDoXfa01xJMy3xu7RpO9qTR91StfBLMNzv/Uum877T4NwO2524JZaX8C7u892wW9CquSJwJvPydsDY7+g02vYTYaqLWZVb2u1VXU0eJo4bbvttigCI3HXlVtjWJYXI6Rkku3WlBQaTHSUlNZZqw2gGcuRLfbrmn0jzfsxR/1Fy+sHr0GSNB2TrP1twu9g5j3fGFlNEjU2a1lxqoM3aCXOWguTrY4AZk7829xtvHsxkXd4iNxYz/zT8FWt+5bT7hOYJAMvD2XbgcefRZm78G8R5Vz1wuj82GqKkwZtkcreJY8tFW1YTWu09pKxkX+4uEPrssWrge1TUJB6KwyjFV9r8gufPSaqmusxnxa2+LaggVGt7s8GbgRhmZD9GrcBtxQuN54AiprND2H7aDOZin7WG0WLod68Q9llLER9DIHzUVrbSU11YssJ5dKawO++jtCNH3hn2/4VpvZxuHaw0LADnD0w+J1j7FWI+nwZT2sFnqcG+irhr4LKwslR9gUgyis1L0ZnHCdYDo8jW/FJ3RW7Rc0Z6yUa3O9fQuFlcvO8Fyo7FO4BlZiSSaXVnQRrktIHKo9lL8jmYDxG7tWX6WgxmZmqdwK3BzcVVZVRZ5llLEWZFlmNhDVzWpBgSRJHDgwBbCxcD00C2/9L+j7ODhLs2Toc/dxZ+4OyVQSatrEhM8es10Y8YU1F67HkjHGAmMbC9fvPAeVtVlbgy3AVaU+Y3XKfQrI0Vl1XBQ6MP+EquvkIpsTuHkmsdvtIBxLMlvuSBTFiC+MLGs/Edi/0E9HdQc286qJW+9tiIehY3flA65Grc1SFq9vFm6HVVWRZxllrIWFcIxYMqWb1UIuTLZhUvFqXNbm9d/4+pchEYVLP1fysfsa+lhOLGeiWjj6rDAVXRrbxhnrh2giydTSiub6qtHAKEk5ub5wPRqEgW/B8Y+CaettSZfDovp17UjdEYySMetnpQTmatgOnA9tLicwF4rlgqccbVMUys9Fa3PQwYXBNdqA6e/NLhWuK6ixC8ZKL+ZzXxRWriorc6FomS4uQ3NM+yOAflYLCmRZZj7RT3K5m35vcO03Rvxw4yvCNsF1sOTjKwL2W7PpduCxZ8XrHpkOHF9YJiXrI1wH1mesBv4aEitbmgbMhcthJRxLqmqQWWmq5GDtwSxj1XQSLFWatgN9oRhGg0TNFqZou9NMTFlnVRyeuZBwztCQqfVH/UyFp9YQrr8KtZ1QXSSUeRehzmYhlkwR1slsdl8UVm6HlVgiRbAca1OGxpgJiMJKb/H6aGCUYGKR5HI3d3ICmQtw4/cgGoAn/49NHb/F0YKr0pXVWdV1Q+PJPdMOHPEtA9CpQ/iyUTKuPxF4+zmoaReBtNuAWwOTUCDjwC7LsgjMbTunLWMVjorp7S1MrR2orqDCbCgXVmvAMxemrdZWcgbjVjC4MAjA0bqj+TtkWUTZ7HK2CrKxNnqZhO6LwspVJX5o5cnAMrRGlrGq1HVdJR+wWjrM7Ul/8TfFV+D1/wo974Xm05s6viRJ9Ln7sowVwLGPCC+mwPRWT1s3jKRH8rs01lgpE4EW4xotvtAsDL8IJ38YDNu7vGauaxpMBgZjQcaC6TZvxwWY6xdBuhrAtwXXdQUGg0SXy1G2XFgDntkQPW5tv/PKRGBB+LLvofBB2+XCdRDidUA3Afv+KKyUJ7tyYVWGxpgJRDBIWxPibgc3vDdwV7rpa+zlzsQahdVbfwjhuU2zVQpOu08zEZoQE2OQbQcO/NWWjqcnRnzL1NktOG3amrZ6ljzr66vufgPk1LbbgKDddU0xCr09l/azUhgHJUhXZcyHNp8TmIuy5UJxpFIyw76QLhOBDZUN1FfW5+9Q9FW7MHh5NTKxNjoJ2PdFYZWNtSlPBu413BpfIhDRbwx2u5j2R2ioqsBk1O9PR5Zl3vC+wdnGs5xqrWFoLkRodds7GYdXvgStj4uoki3gdINguTJ+Vu7D4Dq8J2wXRn1hOuu1zQiMJqOMBTeYCLzznNAtNRTRo2wSmVQJlRmrHmcPlabKrM6q5YwI0NVIZyXibLb+INLjsjOxuEw0sYvCmGNh+MZPgvfujp3ClH+FSDyleZRN/0J/IVsForCyu4Uf2i5HphVYLqxKRzbWJrLDZ1LGZhCJJ/nh//Yqv3d1ZKdPpWTMBCK6Wy2MBceYXZnlbNNZ+lprkGW4t7odePfr4B8TbNUWfZyO1h/FZDBlcwNBsFaPXoGwbxv/Au0xOh/WXF816h8lJafWZqzmPSLeQwW2CsgUI76gujcDo8HI8frj2cLKXAHNj2mms9ouY9XT4CAlw6P5ZRXPapt4+bfh9p8IlniHkMkI1JCxiiajjPhH1hautz+x5euNnqhNM9lljdUmUGtTYm3KjNVewlwwSjwp76lRaq8/omkmVzHc9Ap91dmms5xocQJwJ7ewSqXEhb7hGBz6wJbXsRqtHKs/lmWsQNguyKld3Q5ciSWZ9kc011cpVhRrMla3nwMkOPmPVFnPajLirFQ31kbBSddJ+hf6iSfTbHHHBRGkG1O35bYSSxKOJbfFWGXCmHfLdWJhRLDDACNXduw0PLNpqwUNNVZDi0Mk5WRhYRWYgqVHWbuOXQ4l11WvvMB9UVgZDRL1GsQ/lKEtZtMM4+j83tFPeP0RmnRmrG7M3KC+op6u6i7cVVaanRXcztVZPfg2zA3Akz+/bcH0afdp7vruZm+4TSehtmtX2y4o358ujUW8niUPJslEZ3Vn4U5ZFm3AziehegOfsU1Aq1SJE64TxFNxHiw+EBs6Lokg3Ymbqq4zHxbn7tqC67qCroyX1S65TvzdvwGDCc79MxH9FJrbkdMYmgtRazNvyR+sVAwsDABFJgIz/lV7o7AyGQ1UV5h0ywvcF4UViHZgeSpwb2E2IH5fj3zLe8KDLBRNEIwmdLVakGWZm96bnG3K5gOebHVmGStZhqtfgJoOOP4Pt73e6YbTxFKxzCQQkiTagSPfg5XFbR9fC4ymw5e1dl0fWhqivbods7GIQH7yTVgY3laETTFokRcIgrECskahbecAKXvDVAmK6/p2GCuH1URjtXV3CNiHvivY28u/CKc+IbaN7gxrJSYCtddX2c12WqpWJTiMXxcB700nNV1fTdTZLSyUGavNoZwXuPegeEIFowldAzK3Cu8OmINOBCeYWZ7Ji7E51VrDiC+MfyUOo1dh8iZc+jQYTdter8/dB7CqHfgRwWYM/s22j68FRtKMldYaK8+SZ+024J3nhAD86LOqrilibdT/22iyN1FfUZ8trCqc0HRC6GZUhG8bruu56N4NlgvJOPzNZwSDe+Fn4UAfWKt3rB3omQvrMhF4uPYwBmlVqTB+LT30oO0UrpqosVnKjNVm4dboAlSGdsjN/xrdTcLUNbAT5qCKf1Vu8PKpVqGzujvpF2yVvQFO/6gq6zXYGmi2N+f7WbU8BtWtu3Y6cGQujLvKisO6/cJyLUQSEcaD48WF68mEGB449P1QWaPqulrFdUmSxJG6IzxcfJjd2H4RJm6IAkIlbCcnMBeK5cKOMtvXfxd8D+AD/x5MVvEg0/nkjhRW/uU4vlBU0yibZCrJ4GKRKJtYGKZvp1nOvYNam7k8FbhZuNOtwL3QUipDYCYQRTFjfrQHdFY7EWdzw3uDuoo6up3dmW0n0wL2yYEbwozyws+IyS6V0NfQl3VgB9EOPPph8LwgcvB2GUbnw5pH2Yz4R5CRizNWIy8J/7BTH1d9XZfDQjCaIBJX32qgp6aHYf+wCN4GIWCPL8P02+t/cBPwpTVW9dvQWIGItvGvxHeO2Q7Nwkv/Hnq/TxTQCrouixbw0riupzOkZARqyFiNB8dZSawUFlZTb4Gc3HaygN6otVlYDJdbgZuCu8pKLJkiECnH2uwVzAYjHG6qxiBldTK7GQpjpad4/ebMTc40nsnoq0BQ2u11NiqH/waQ4F3/WNU1+9x9zC7P4g17sxuPfQSSUXjwt6qupQZGfMu6TQQWZaxu/6lopR18RvV1XRrF2oD4t0STUSZDk2KDYhSqYjtwPhTDbjFSadle5IoSxjy8U9eJ7/6qSDb4wG/k2wt0XRavOrNWg+m80EONVZqtkRGu168Sro9fE6+tj7OXUGu3lBmrzULLC1AZ2mAuGKWlppKW2so90Qqc9q9QYzNrmsuVi8nQJNPh6Tx9lYKTrU7al66J6Bp7fZFPbx2KUWheO7DtPDgad112YDAiWiJ66KtMBhPt1e35O2LLQsx87COiPaQystc19W8ICvumFI1UNYqMSBUF7POhqCpTaz07abkw8Ybwq3ripwuDzRuOgc2le2E14A3gsJpordUuWqt/oR+TwUSPcxVLO34dXIfAVqfZ2lqg1mZmOZbUxWh23xVW5cnAvYOZQITGaiud9fY90Qr0+qM06aivuuG9AeTrqxScaTRyPDnIctvTqq97qPYQlabK/HagwQBH/gE8/I4oJnYJRtPhy10ubV3XPUseOqs7MRtWiXUHvwWxkGqmoKvhqtIurksprDxLnuzG9ouisEqlVFlju67rClpqK7GYdiCMOZWCb/+yeKi4/EuF+yVJsFYj3xMTujphwBvkcFNVHpOtNgYXBumt6c2fgpVlwVjtMX0VCKYf9MkL3DeFVTbWplxY7QVEE0kWl+M0VFXQWW/fE4yVKAR1bAN6b1JjrSmq67lg7MckpXhgL2Sztguzwczx+uP5jBUI24X4Mgz9veprbhXKRGCXS9vpqKGloeL6qjt/CtUtwgdKAyiiby2ua3aznQP2A1nGCoTOamURfIOqrOHbpuu6AqNBorPepr+X1e0/EVO37/9VqKgu/p6uyxCchvmh4vtVhizLDEwHONKkXRtQlmURZVO7Kspmfkh8P/aYvgr0jbXZN4VV5gJUZqz2BBRmsbHaSke9Df9KXLe4ga1i2h/RVbiu6KsKRp2BnsB1wrKVV6LdRT65fZxuOM3gwiAriZXsxo4nobJuV7UDFW1eh4Y5gSuJFSZDk4WFVXheFJknfmjbxqxrQWuJgyJgz0AxfFRJZzUfjqkWWK675UIkAN/5nNASrTeY0J1mjUe+p8tpeQMRApGEpoWVb8XHQmRhbX3VXiys7IJ502MAYt8UVrU2C0aDpHpgaRnaQLFaaEi3AmF3O7DHEinmw1HdGKup0BSTocmibUAAy6Pvccd0glvTK0X3bxen3adJyAnu+e5lNxpNcORDQsCe2B1/Z6O+MM3OCk11b8P+YWTkQuH6vW8Ify+VTUFzUWE2UmU1aWYl0+PsYcQ/kp0MrOsWbS8VdFaplMxCOLbtiUAF3W47Y/PLxJPqtCk3xJX/IKY9P/ib6xfOtV3gbINhfQqrgbRw/XDTGgyaClAMggsYq/FrUFED9QeLfGp3o7bcCtw8DAaJertF9cDSMrTBbHrCrqGqIiM83lUhq6swG4wgy/pZLSj+VcWE6yyNwfwQU/UXuDPhL9yvAk65TwHk66xAiLSjARh+SZN1N4thn/bhy8NLgtEpEPEOfRfqeqDxhKbru6qsmj0w9tT0EE1GmQhNiA2SJFgrFQKZl1biJFOyKhorEJYLiZTM+ML2rxMriRU+/9rn+dyrn+OP+v+IN2feJBTLYcPmHsDrX4Z3/agwwlwPis5q9Kpq2rT1MDCtFFbaMVaDC6IVfLhudWF1XeirNGJotYSerUDtHPV2AC6HdhegMtRFLmPlrDQjSbubscqYg+pVWHlvUm2p5mBtkSdDz4sAyN3vwftShNlAhAaVmbTailo6qzvzHdgBup4Gq1NkB+b6+ewQRufDfOjkAU3XGFoawmQw0Vbdlr/Dewfan8gfv9cALodFs6EchYUbWhqio7pDbOy4BPf/XBTwNe3rfHp9zKevxWporCDHcmEuTPc2/JtkWeazr3yWvx39W5xWJ994+I3Mvvaqdg7XHebI2JsccVRz5OLP4pbljUXiXZfh1ldh5i4cOLXlcysFg94Azc6KTLCwFuhf6KfV0UqVJad4W1kUmaQqhYzrjRqb+HnpwVjtr8KqqhzEvFcwmzYHrbdbMRokmp2Vu5qx0tsc9Ib3xpqt4+n8AAAgAElEQVT6KjwvQFUzLQdPw0vX6PcGVS+sQPhZXZm4gpx7YzFZ4PAHYPCvIfnFHY20WFqOsbQc19wctOhE4PICBCZ0yUpzV1kz7R+1kTsZ+L7294mNHYrO6rVtFVY+FXICc5GxXPCFgMYtH+crd77C34z+DT9/5uf58eM/zuzyLAMLAwwsDDC4OMiA902+I89DvQO+9THqKuo4XHuYI3VHOFx3mKN1R+mo7sBoyGk/Z/ysvqd5YTXgDXLkgHZtQBCMVYG+Sgno3oP6KhBtdZvFqIvGal8VVm6HlaGZ3ecMXUYhZgIR3FWiqALodNkY2cUmoUpOoB52C96wl4nQBJ86+qnCnamkuHgf/gF60+aAQ7Mhnj7kVv08Tjec5i88f8FYcCzLZoDIw7v9NdH66Hmv6uuWihEdw5eV0OIMZu6KVx0KK5fDii/o0+TYNrONZntz/mRgwzHBSo69Cn1bd5OfD6vLWDltZurtlm1ZLrw49iK/89bv8KHuD/Hjx38cSZJotDfSaG/k6banIR6B/3qekLGCwR/6LwwsDTG4MMjAwgB/2P+HxFOC7agwVnCo7hCffeKzol1W3Sx0RyNX4OK/UOXfWwzxZArPXIj3HGnQbI1QLMRYcIxne1blXo5fA8kIzY9ptrbWqLXpYxK6rworV5UFXyiW/4Rdxq7EbDBKQ1W2SOmot/PtO9M7eEbrYyYQocJs0JR+V7Cuvmr6lqDke95Lvd1Cjc3M0Kw2k1K5gcx5hVXv+8BsF+3A3VBYachYLceXmQxN8oO9P5i/w6tvYRWIJIgmklhN6ov0e2p68r2sDEZoP7/tyUAlJ7Derg5jBdnMwK1gaHGIz1z9DMfqj/FvL/zb4veI1/8fWBzF8WPPc+bAec4cyLIz8VScEf8IgwuD9C/089zgczw/9DyfOfcZ8Yauy+KBIxnXjMkdngsTT8qaTgQ+WHwArOG43nQCrNpam2iJGpu5LF7fLNyOdKzNSjnWZrdDMQdV0FVvZ3E5jl+HL/1WMO2P0FRdoUvBftN7kypLFYdqDxXuTOur6HoaSZLodTvwaFRY9dT04DA7Cv2szJVw6BnhOJ7S3sV4LYz6whgkaK/TzmphxD8CFImy8d4R03MO7ZgDBQrjM6/RZGBvTS+j/lESqZzrZvsFETgc3jpT5guJdr9izKgGtmq54I/6+fSLn8ZmtvHF93yRClMR5tk/CVd+SxjhFnlgMBvMHKo9xId7PswvP/7LnG06yyuTr+Sc3NPCLHbqrU2fX6kY8AYAOKL3RGAyIRzo92gbUIFejNX+KqzSJqFlAfvux1wwijuPsRI3x0cLu7MdqKc56M2Zm5xpOJOv4VDgeRGaToFDtP56GxyZQFa1YZAM9Ln7CicDQbQDw3Mw9roma5eCBzMhOl12LCbtLmNKi6zAw8p7R/NpQAVamoQCdNd0E0vFmAhOZDd2pHMDt2G74AvFqLNn2/1qoNttxxeK4V8p/QEskUrwC9/7BbxhL198zxdpsjcVf+Pff048KHz//13ScS81X2I0MMpUaEps6HxKvGpouzDgDWI2ShkhvxYYXBikrqKOBlvOQ8PsPYiH935hZbfo4pe4rwqrcqzN3oDwhIrlMVZKO2e36qz0MgedXZ7lUeARZ5uKtAGjIUHH97wns6m3wcFCOKaZILPP3cfQ4hDB2Crt4sFnwFSxo2ahD2aCHGrQriUCQtRtNphpq8qZCEzExHSUDm1AyIm10aiwUti4vHZg87vAaN2W7cJ8KKqaOagCZRpwM5mBv3Xzt7g2fY3PXvhspr1dgEevCRf9S/8SajtLOu6lZuG2/+pUumVqqxPfCQ2NQgemA/S4HZiN2t26BxYGOFJ3JJ+dH78uXvdglE0uam1mFsutwM2hHMS8N6D8fnI1Vko7ZzdOBqZSMrOBqC5WCze9aX1VscLq0SuQiue1KXoaxI1GM51VQx8yMnd8d/J3WB3Q8z6hs9LBu2c1IvEko/NhDmmoNQHBWHU5uzAZcuSovkHxe9CpsHIr1zWNPPq6ncK9P0/AbrJC61khYN8i5sPq5ATmItdyoRQ8//B5vtr/VX706I8W6uQUpJLw7V+C6lZ48udLPpcuZxeNtsZsYQXCjmT8OsS1Me4d9AY11VfFk3GGloaK+Fddg6oDwgh1D6PGZiEQEf5qWmJfFVblvMC9gZmMOWiWsaowGzngrNiVXlYLyzFiyRQHdGgF3pi5gcPs4EjtkcKdnhcES9T2RGZTr1vbwuqU6xQSEm/Pvl2488gPQHBKtVy5zcAzFyIlw+FG7RmrwjagfsJ1yGHiNbqu2cw2Whwt+YwVCJ3V9G3BlG4B86Goaq7rmVOqs2EySCXprN6afYtfe/3XuHDgAr9w9hfWfuObvy9au898Hiyl6/UkSeJSyyVen349q0/rehqS0Wz0i4rwL8eZ8kc0tVoY9g8TT8U5WldEuN52TnPPNq1RazMjy2yqlbwV7KvCqqbSLGJtyq3AXY3ZTE5gfqHSWW/flYxVxmpBJ8bqscbH1tZXdVwCc/Y8WmoqqTQbNSusHBYHvbW9xXVWrem4nck3NVl7PTxI26ocatRuQmk5vsxUeKq4cN1UIVzXdUClxYjdYtT0gbGnpoch/6oQ4Y4LICdh4vqWjukLqc9YmY0G2utsGzJW3rCXn3vx52i2N/Mfn/6P+YxjLpYX4LufFzmYxz+66fO50HyBYCzIvfl09FPHBTCYhO2Cyhic0d5xPSNcz2WsAtPCLHaP66sA6tITqlp7We2rwioTa1NmrHY1cl3Xc9HpsmVCdXcTsoVVpabrzC3PMRoYLW6z4J8UzFCOvgrEd77bbddMwA4iN/D23G1S8qqWX/1BsFTBlP6F1aA3hNkoaWq1oDA4BYzVzB3h9WTUz61GmB9rdzPoqekpnAxsPQeSYUs6q0g8SSiaUM3DKhcbWS6sJFb49AufJpqM8jvv/R2cVufaB3vpNyCyJPIAt8DGXDhwAQmJVyfT7UBrlYjA0aKwykwEahtlU2mqpKMqx15FKaz3QWFVk8kLLBdWm4Jb4wtQGdvHbCCSdl3Pf5rtqLczH44RiOwuywVvQB9z0Ddm3gAoHrw8nLZZKDIG3tugneUCCKPQUDxU2CoyGKD59I4wVg9ngpqLeBXNUR5jJcuCsdKpDahAmIRqyFg5e4in4owHx7MbK6rFv3MLk4HzaUZAbfE6CAH7yHy4qE5GlmU+98rnGFgY4Def+k26a7rXPtDMPbjxFTj7E8KfaQtwWp2ccJ3glakc24Wuy+JvIhLY0jHXQr83iLPSrOl1qH+hn4O1B/MZ8/HrYpChSVtHeT1Qm4610VrAvu8KK5fDWm4F7nLMBqLUO6yYVt0UO9OWC2O7rB04ky4EtbhJ5OKG9wZ2s50jdWvoqxyNgilZhV63g8mlFcJRbfzblEmqou3AlsdEoZHQ929ucCbIIR30VVajlVZHa3ZjYEoYtOpeWGnLxBedDATRep64ISYhNwElJ1BtjRVAt8tOLJFiaqlQIP57d3+Pb49+m08/9mnhpL4WZBm+/StQ4YT3/Ottnc/F5ovc8d0hEEsXUl2XRQt1mwarqzHoDXK4qUozLz1ZlkWUTTF9VctjIs5qjyMTxFxuBW4O7nJe4K7HTDDfHFRBRzqaZLcJ2Kf9ERqqKgoKQbVxc+Ym72p4V6EeJJWC4Zeg+z1F2xW9DcoIujY/t/aqdmqttcUF7M2PiQk5JeJFB4SiCSYWVzTVVwEM+cVEYN7Tuzc9HbkTjJWG17UuZxewajIQhIA9ERGO/5uAcq5qa6wga7ngWdX+fmn8Jb705pf4YNcH+YkTP7H+QWbuiUimy78kbBK2gYvNF0nJKa5NpwXrreeEBk/FdqAsywx6gxzVsA04EZogFA/l66viEZi6tedtFhTUprskWpuE7rvCSrkAybK245RlbB2zgfw4GwUZk9BdyFhpbbUwvzLPsH+4uL7KexuW5wv0VQqUwmpoTpucTEmS6Gvo4+25IoVVSzo3TMd24MOMcH0HJgJn0oVV43FN114Nl8PK4nKceFIba4t1JwNh0+yLIsfQSmMF+Q8SniUPn7n6GY7UHeFXL/7qxqzOveeFfuzkx7Z9PifdJ3GYHVnbBXOF0COp6Gc1sbhCKJrgsIaO64MLYro3j7GaviUenPaBvgrAbjFiNkrlVuBm4XJYiCdlzccpy9g6ZtdgrGwWE43V1l1nEjrtj2hutaDkA66rr+p+d9HPdtTbMRokzSYDQQjYRwOjLEYW83c428Du1rmwEv9OLaejQrEQ3rC3+ERgbZcQKesIxSRUq1gbEO3AAsbK4RZDCpssrDI5gRowVvV2C85Kc8ZywR/18y9e+BdUGCv40nu/RKVpgyETWRaFVedTmQSD7cBsMHOu6RyvTr6afaDvuixY3G1EAuViwKvPRKBRMuZ/58dzWLh9AEmSqLFZyuL1zaLsZbW7kUgK13V3EcYKRJHwaJe1Amf8Ec2tFm56b1JpqiwMPgWhr2o4DlXFozgsJgMd9TZNCytFZ3V77nb+DkkS7UAdJwMHZ4JUmA201WqXEejxpycCnUWibLYodN4O3BrH2kB6MjAwSjy16qG04wKMv74pI9j5UBSbxYjNov7kpCRJmcnARCrBL37vF5kOT68fV5ML7x1Y8GzJXmEtXGq5xFR4ikeBR2JD97vF6+hVVY6vTARqWVgNLgzS5ezKz1Ecvw513aoUoLsFtTZz2W5hs3BnYm3Kk4G7Eb5QDFnONwfNRWe9jdFd1AoMRRMEowntC6u0vspsMOfviC2LPL412oAKet0OTQur467jmCTT2gL2uUGIatOKXI0HM0EONlRhUDGDbjWUllje03s0CAsjOzIdpUcOam9NL4lUgvHAeP6O9osQ8cPs/ZKPpYXrei66XQ6G58L8p5v/idenX+ezT3yW0w2nS/vwvedBMsLRD6t2PheaRcs0Mx144LSwIlEpN3DAG6StrhKHVTuLj/6F/vzBGVlOG4M+sfaH9iBqbRaWyq3AzcFVDmLe1VBc19cKNO502ZkLRjWbcNssMh5WGrYCFyILDC0NFW8DPnoVkrGiNgu56G1w8Gh+WTMNTqWpkiN1R7g1W6Swan4MkIXIVQc80GEicGhpiApjBS1VLdmNM/cBWbfw5Vxk4ro0nHhWrAkUti6DjrTOahO2Cz4NXNdz0e2245Ne5g/7/5AfOfojfPRgaeyTfzlG9O2vM1N/ni++tsBkkcnCraCtqo32qnZem0r/jIwm6LykmoB9wBvkiIb6qoXIArPLs/mF1eKICFrfJ8J1BbU2S1m8vlm4dbgAFSBZ1nOViow56JqM1e6aDNyoEFQDin9VUeH68IvCQ6bj4rrH6G1wkEjJmrZR+xr6uOu7W9gqUgTsOrQDl5ZjzASiHG7SdiLQs+Shy9mFQcq5RM7szEQg5OagandD6HZ2IyEV6qxqOqCqeVM6K18opolwXUGnq4KKpm9yrPZd/OLZX8zbl0zJjC8s8+LgLF+5Osy/fv4OH//vr3H21/+eT33+d7EGH/GF6eN88e8f8gevjap2TheaL3Dde524cj/oelq0HP0T2zpuJJ5kxBfW1Bh0YGEAIL+wGt8/xqC5qLVrH8Ssn3WwTnBWmjEZJP0Yqz/5EYgvw489r896exwbFSq5k4HHm9dxTNYJ02nG6oCGrUBFX3W8vsikmecFwRiY1xfk9uaEMfc2aHMBPu0+zVf7v8qDxQf552p3QU27LgL2B2nh+kEdGKvzTatuKN47UFEDztbiH9IQdquJSrO2sTaVpsrik4GSJL6Dj14V7aESfJTmQ1H6WrX7+620LSIZYjTwJH99ewbPbAjPXBjPXIgRX5hoIsvc1tjM9LgdvPeIm08G/pLUuJGf/qlPc/sbj7g/pZ6J56XmS3xt8Gvcmrsl2Oeuy2LHyBU4/aktH3doNkQyJWuur4LVhdU1sFaDu4iv3h6GIl6XZVkzT7ANCytJktqAPwAaARn4XVmW/7MkSXXA14BOYBT4mCzLi5I40/8M/ACwDPxTWZZ1U7YaDBL1Dot+jJWjAe78mRB2GvYdAag6ZoNRpHXMNnebl5VSCGqpsboxc4M+dx9m4yp9VdArdC2nPr7hMXo0DmMGMhqWW7O3CovA5sd0KqzS01EaFlaBWIDZ5dni4ctNJ3csiNZVpX1cV29Nb2FhBcJ24e7XYXEU6rrWPUYqJbOgscYqKk0D8Ndvyvzlq7cwSCKgucft4KmDLnrcDnoaHPS4HZl8OGQZ/vOL0P1uOtvaOdWyxHf6Z1S7wT7e9DgmycQrk6+IwqrhGNjqt11YDaYnArVsBfYv9HPAfiA//mf8usgD3Wf3tTqbhURKJhhNUF1h3vgDW0ApP7EE8AuyLB8DngB+VpKkY8BngO/KsnwQ+G76/wN8EDiY/u+fAV9W/aw3gK4moa2PQzQgctzK2BCzgQj19kLXdQUOqwmXw8oj3+4QsE/7V6ixmakwFwlFVgFLkSUeLj4srq/yrB1jsxp2q4lmZ4WmhVWTvYkGW0Nxo9CWM+AfU228fC08mAlSZTVpyiAOLw0Dq4TrqaQwldyBNqACrU1CYb3JwHQrugSdVSASJ5GSNdVYjQVHAPjtj34f3/n5y/R//gO89Evv4ff+6eP8nx86xifOtfN4Z122qAKYeguWHmWmAY+3VLMQjmVY6e3CYXHQ19CX9bMyGARrNXJFFHVbxOBMEIvJkEmm0AKDC4P5xqCRgPi+77M2IAgGE2AprF07cMPCSpblaYVxkmU5CPQDLcBHgN9Pv+33gR9M/++PAH8gC7wO1EiSdED1M18HLodVv1ag4u8xcUOf9fY4ZoPRNfVVCrpctl3DWHn9UU2F6xvqq2yuksXSPQ0OTcOYQbQDd9IodNAb5GCjQzMKH7Lu43mM1cIwJFZ2RLiuQOQFaiu67anpIZFKMBYYy9/hPiraoCXorLR0XVfg8Xtotjfzkb5uDjZWYTWV8OBz73kwmODIhwAyUoN7KrYDLzZfpH+hn/mVebGh6zIEJmG+CAtYIvqnAxxqdGiW/LCSWGE0MJpvDDp5E5D3nXAdcmJtNBSwb+o3JUlSJ/Au4BrQKMvydHqXF9EqBFF05c7rTqS3rT7WP5Mk6aYkSTfn5uY2edrrQ48LUAb1PVBZmxX6lbEuZgIRGoqYg+aio96+ewqrwIqmbcCbMzepMFZwwrXqhi3LgrHqeU/JVLwIYw6TKhJOqxZON5xmKjzFTHgmf8eBPkCCyTc0W1uWZR7MBDXVmoAQrleaKml2NGc3etP+XfucsVJYugIBu8Eg2oElMFaKwN6toXh9eGl4/YDl1ZBluPfnIhYqHWFz9EAVkgR3J/2qndel5ksAvDad/jl1pfMKt+HCPugNcrhRuzbgw8WHpORUPmM1fl0407ec0WzdnUKtXTBWC7uhsJIkyQF8Hfg5WZbzSnxZ2M1u6mouy/LvyrJ8Vpbls263uuZj7ior8+GopjeYDCRJtAPLjFVJmA1GaVzDHFRBZ72NmUCU5djOWy5ozVjdnLlJn7sPi3HV0/3MPQjPihtBiTjYUMVKPMmUX50R8mI47RY6qwLWylolRK4aTgb6QjEWl+O6WC0UTAR67wi2w3147Q9qDLfDwsJyjIRGlhoAnc5OJKRMOzQPHRdgfghCs+seI+u6rk1hlUwlGfGPFLrir4fJN0WrOscU1GYx0eN2qMpYHak7Qo21Jmu7UNcN1a1btl1YCMeYDUZ1mQjMY6zGrwlT4grtCrqdgsJYaem+XlJhJUmSGVFUfVWW5W+kN88oLb70q/LXNgm05Xy8Nb1NN7gcVn1jbVrPwdwArCzps94eRSKZYj4ULYmxAhhb2FmdVSyRwheKasZY+aN+BhcGOdtUpA3oeUG8bmAMmgtlMvChhjqrI3VHsBqta7cDJ9/clp5kPeghXAfBWBVG2dwVhaNJOxZmI7iqrMiytk/alaZKWqtaCxkrEEahsCFrNR/WthU4EZoglorR7dwEY3X/eTCY4cgP5G0+3lzNvSn1GCujwciFAxd4dSodbyNJoh04enVTzvUKBtKO60cOaBtlU22p5oA9rdhJJWHi5r5sA0JOK3AnNVbpKb/fA/plWf5Czq5vAv8k/b//CfAXOdv/sSTwBODPaRnqApcO8Q95aE3fGDVsg+wHzIdjpGRo2IABynhZ7bCAfTaorTnode91ZOS18wHdR6C6uXDfGlAKK4+GhZXZaOZ4/fHiDuzN74JlHyyNFe5TAcp0lJZWC/6on7mVuSITgXd2VF8FuSah2uusik4GHugDU+WGOitfKIYkZW9gakM5t4Lf0VpQ2oA97xWyjRycaHYy7Y8wr+K94kLzBXwrPh4sPhAbui6LEPXZe5s+1sC09hmBgwuDHKk7ktUtzg2Igax9KFwHqK40I0k7z1hdAn4MeK8kSbfS//0A8O+B75Mk6SHw/vT/B/gWMAwMAf8D+Bn1T3t96BH/kIeWM4Akqvwy1sRsYH1zUAUdLjH9stM6q4znlkaM1ZWJK1SZqzjlXhWREo+Im1cJ04C5qLNbqLNbNJ0MBGEUen/+PtHkqr8vRY+hUTvw4WyQOrtlTasONVA0yiY0ByHvjuqrINckVHud1aPAo6zRpQKTRTxEblhYRamzWTBqFDk07BdtypIZq8k3wD9eNBvweLNodaktYAey04G5flabxKA3SL3dopleLZFK8GDxQb5/1djr4nWfMlZGg4Sz0ryzGitZll+WZVmSZfmULMun0/99S5bleVmW3yfL8kFZlt8vy/JC+v2yLMs/K8tyjyzLJ2VZ1r3ayOYF6lRYVVRDw1GYKAvY10OpLubVFWbq7ZYdD2PW0hw0Jad4efJlLrZcLMwHHHsNEpFN6asUaJ0ZCCKQOZFKcH9+VXZc4wkwWjSbDBz0Bjm0ExOBGcf1nWasREGp9XWtp6aHhJzIBgrnouMizNwV4/hrYD4U1dR13bPkodHWiMNSovv+vefF9/LwBwt2HdOgsGq0N9Jb05strJwtUN+7pcJqID2sodV3/lHgEdFktNBx3d4AtZ2arLkbUGezaOq+vr+cv9JQGCst4x8K0Pq4YKy20Ed/p2CjOJtcdNTbdrwVqGVOYP9CP74VH5dbLxfu9Lwg9CCdlzZ9XMVyQdZI5wSisAIK/axMFlFcTb2l+ppiIjCkuXB92D9MpakyqzcBoa8CaNxhxqpKP8YKYMhfTGd1AeTUulPQ8yFtzUE9S57S24CpVLoN+D6orCnYXWOz0FpbyV0VdVYgWKs3Z95kJZEeJOm6DKOvQLL0gZxUSuaBV9sp2P6FfqCI43rbuR0zwtUDNTbzjrcC9xyclWbMRkk/jRWIwiqyJKZmyigKhbEq5Wm2s96+44yV1x+hwmzAWam+O++ViStISDzZ8mThzuEXof0JsNg3fdzeBgdLy3Hmw9pdNFyVLtqq2orrrFrOiMIqlVR1zSl/hFA0octEYI+zp3AisLoF7PWarr0RqqwmLCaD5te1zupODJKhuM6q9XGQjDC2djtwPhzTbCIwJacY8Y+UXlhN3oTARNE2oILjzdWqRtuAsF2IpWIZnzq6LkMsuKmHjrGFZVbiSY5q6Lg+uDCIxWCh09kpNoRmRfjyPtVXKai1WXZWvL4XIUkS9Xarfq1AyPajy+3ANTEbjFJvt2Axbfy166i3M+WPEImre4PeDLyBCE3VFZrQ8FcnrnLSdZK6irr8HaFZcSPfxDRgLnIzA7VEn7uPW7O3CpmxlscgFgLfQ1XXy0wE6uBhVXDTnrm748J1ENc1t8OqORNfYaqg1dFavLCyOoSI/dHak4G+9N+5FpgMTRJJRuhxllhY3XtehJgXaQMqONHsZMQXJhhR70b7WONjWI1WXpl8RWzoVHRWpftZKROBWjNWB2sPZuUI+zR4eTVqbJbdYxC6l6BrrA1A/UGocJb9rNbBXDCSadNuhM60gH0nLRe8/ogmVgvzK/Pc9d3lqdanCncOpy+8W9BXgX6F1Wn3aeYj80yGVjmpNKcd2FUWsD9ITwQe0ihgGsREoG/Fly9cj0dgbnDHhesKXDpd19acDAShs5p8AxKF5xGJJwlGEyX/nW8Wir9WSYyV0gbsff+6fkzHW8S+/vQEnhqoMFVwpvFM1s/KXi9ayZsqrIJIEpqxtLIsZyYCMxi/JvRoB/o0WXO3oM5uLhdWW4HLoX1gaR4MBmg5C+PlwmotzASiGwrXFWQtF3auHagwVmrj5cmXkZGLF1aeF6CybssXtmZnBTaLUfvCSglkXt0OdB0ES5Xq1iODM0Eaq604bdqEpsIawvW5fpCTOy5cV+B2WHRh4ntrehkLjBVOBoLQWSWjRYcUFtItaK0YK49fFHtdzvWDoAHRPQhOrdsGBMFYAar6WYHQWXn8Hrxhr9jQdRnGrolivQQMTAfprLdTadEmp3RmeYal6FKhcP3AaTBrZ4q8G9BSU0kknmJySRsz5X1cWOncCgTRDpy9D1H1nnz2E2aDkZKE65AtrB7N7wxjlUrJzAaimlgtXJ28iqvSle90DOkYmxeg+2kwbO1iKkkSPW4HHo0zA3trerGZbNyaXVVYGYzQfFr1ycCHOgjXi1otKML1plNFPqE/XDq0AiE7GTgaGC3c2X5BvBbRWWntuu5Z8uCudOO0Ojd+c6YN+IF139ZQXYHLYeXupLo6K8V2IcNadT8tCtIS5SKDM0FNzXAVx/VMYZWICg3YPrVZyMXjXUKCcX1kXpPj79vCyl1lZT4U0yfWRkHrWUAuG4UWQTIlMxcsnbFy2szU2Mw75mW1sBwjlkxxQGXGKp6K8+rkqzzV8lS+QBqEMV/Iu2n/qtXobdDecsFoMHLSfZLbc7cLdza/S+iSirSKtoJkSubhrLY3GRCMld1sp8nelN3ovQNmO9SWwJDoAJfDykI4SlLj65pSXBZtB9rrhXltEZ2VT2PX9ZIzApU24MHvE3FLG+BEi7oO7CB+hpNpC8sAACAASURBVA2VDbwyldZZtV8Qwv/hjduBK7Eko/NhzR3XJSQO1R4SG6Zvi8Jvn+urAI40VVNdYeLa8IImx9+3hZXLYSWR0jHWBkQrEMrtwCKYD0fTruulP8l27mAYc8ZqQWXG6tbsLYLx4No2C7BlfZWC3gYH0+kpOi1x2n2awcVBluOrWMWWM5CMieJKBYwvLBOJp3RhrHqcPfnDCjN3ofF4yUHYWsPlsJCS0VQfAiIz0CAZikfbgCgSxq8VTH/60l0Cl119xkqWZTz+InFDxTD+unhI2aANqOB4czUPZ0OqDstIksSF5gu8Pv06yVRS6LxaHivJz+rBTBBZRtOMwMGFQTqqO7CZhZ6V8Wvi9R3AWBkNEo931nFtpFxYbQouvd3XQfikuI+UBexFkHVdL71Q6dxBL6tsYVWp6nGvTlzFZDBxoflC4U7Pi2IIoqatcN8m0OPWPtoGxGRgSk5x17eqgGpJC9hVagcOpicCD2k8ETi0NJSvr5Jl0QrcJfoq0M/Lymq00lbVtr6APRoQYeE5UGw+XFXqM1bT4WlWEiulOa7fex5MFXBo/TagghPNTpIpOTN9qhYuNl/EH/VnzXS7nhYdjQ3kIkp80xENrRYGFgYKhes1HVDVtPaH9hHOd9cx4gszGyhN87YZ7NvCyp3J1dJZZ9V6VhRWGho07kUouXubYayE5cIK0YT+lgvegDbmoFcmrnCm8Qx28yqPqkQURl/ess1CLvSaDFSieAoCmZ1tYHOpZhT6MH2zO9hQotP2FrAYWWQhspBfWC2NQdS/ayYCQb+8QIAeZ09GLF4ARWe1Kt5mPhSl0mzEZjGpfj4lZwSmknD/L+DgM8IeogQcTwvY1dZZXWi+gISUbQd2XRbDEBvEAvV7A1SajbTX2VQ9HwWBWIDJ0CSH6w6LDbKcNgbd/21ABee7hC+dFqzV/i2s0k9MujJWAK3nYGUBFob1XXeXo9ScwFx0umzi731Bm8mN9eD1RzAaJFXHxidDk3j8Hp5qKTINOH4NEivb1leBcK03GSSGNBawO61OOqs7C3VWkiRYK5W0hoMzIdrqKrFb1b9ZK1BaXvnCdSXKZncI10G/vEAQBcxYYIxYskgRV9MmCuixfJ2Vlq7rSkbghh5WY69BaKbkNiBAW10lVRUm1XVWtRW1HK0/mhWwt50TgvoN2oGD3iCHmqowaJS3qAydZAZolsbEz+wd0AZUcLy5GrvFyPVyYVU6XHrnBSpofVy8rhP58E7ETLqw2kyh0pGZDNRfZ+UNRHA7rKoGyV6duAqwToyNCTqLOLFvEmajgU6XXXPGCkQ78O25t4sYhZ4R/k8qTMg+8AY19a+CNdiQmbuAJHJAdwncOhZWvTW9JOVk8clAEOzG+LU8dt6noeu6Z8lDXUUdNRWF0TR5uPc8mCrh0PeXfGxJkjjeXM1dlR3YQbiwvz33NsFYEMyV0H5+XT8rWZYZ8AY5oqGm8M8e/Bl1FXU83rTqfvUOYqxMRgNnOuu4psFk4L4trLKxNjrmBYLQWFmryzqrVZgNRqi1mbGaSrcR6EoXViM74GXl9UdUt1q4MnGFtqo2Oqs7C3d6XhRsZwkTTKWg1+3QXGMFoh24GF1kIjiRv6P5MUCG6beLfq5UxJMphn0hXfRVDrODRltjdqP3jgjP3UK0kFaorjRhMRp0YeKVInNNnVXbeQhOgz/7u/cFo7g09LAquQ146Ps3/Xs70exkYDpAIqlu3uuF5gsk5STXvenipeuy+G6Fi9/Q50JRFsIxzRzXJ0OTfG/ie/zQwR/CYkz/rsavgcUBDcc0WXO34nxXHQ9mQhn/NbWwbwsrSZJ2xsvKYBBtkHK0TR42Yw6qoMZmprrCtCNeVt5ARFWrhZXECte917ncerkwIic8LwoQFdqACnobHDxaWCaW0DYUXAlkLjAKzQjYt9cOHPWFiSdlza0WlCibvN+N9/auEq5DOq7LYdFFY9Xl7Fp/MlBpGynTZIjp31KyQDcLWZYZXhreuA346BUIz22qDajgeEs10UQKz5y6D3Kn3aexmWy8OpnWVXU9LV5HrxZ9f0a4rpHVwtcGv4aExMcOfyy7cfyaYJmN2rXbdyPOZ/ys1G0H7tvCChQzPZ0LKxDMw8w9iGrPGOwVbCbORoEkSXS6dsZyYUblOJsb3htEk1EutxRpA468BMiqCNcV9DY4SKZkzX92ilFogc7K7oKa9m1PBioTgQcbtROugyis8vRVK0tCd7KLhOsKXA6rLoyVxWihvap9bcaq8QSYbZk2kizLmmmsZpZnCMVDGzNW954X53TwmU2voZUDu9lo5lzTOV6dShdWzY+JdII1dFYD09pNBEYSEb7x8Bu8t/29Wb+2aEi0vd9BbUAFJ1udWE0G1duB+7qw0j0vUEHbOZBTqk1F7QdshbECobPSm7EKRRMEowlVC6srE1eoNFVytuls4U7PCyJnsvldqq2n12Sg0WDkpOtk4WQgiBvINjMDH3iDGKSshYQWmF+ZZzG6uEpflbYRaNyNhZVFt2nndTMDjSbBcqQZq8BKgkRK1kRjVVJGYDIB978pLBYsm5+m63Y7qDAbuKeBzupiy0UmQhOMBcbEz63j4tqFlTdIQ5WVOg1aqt8e+Tb+qJ9PHvlkduPkG+J+9Q4srKwmI4+115YZq83ApVOuVgFazojXcjsQEPEwc6HopiYCFXTW25hY1L6llYuMh5VKrUBZlrkycYXzB85nNQ3ZneB5SbQHthhjUwzdbqEv0UPAfsp9igeLD1hJrJrebHlMsD5h35aP/WAmRKfLToVZm7w0WE+4zq5lrPR6YOyp6WEsuMZkIIibsfcOxMIZFs2lAWOl2D6s62H16GVY9m2pDQjCNPJIUzV3J9VlrCAbb5Nhrbouw/xDCEwVvHfAG9BEXyXLMn808EccrD3I2cacBzxFuN5a5KHvHYBzXXXcnw6oaia+rwsrd5WV+bDOsTYAtjph9DhxU991dynmwzGSKXmLhZWdlAwTi/qxVmq7rnuWPEyHp4tPA/oeQmBCVX0VgM1ioqWmUrfJwKSc5J4v3ywy84CxjXbgA43z0mAtq4XbYKvflWaJLh2va701vaTkFCP+keJvaH9C+DJNvsl8urCq18B13bPkocZaQ11F3dpvuve8iB86+H1bXudESzX3pwKq/2zbq9ppcbRk/ayUtv/rX857XyKZ4uFsSBPH9VtztxhYGOCTRz6ZryUcvwbuo8Lg+h2I8911yDK88Ug91mpfF1Yuh5VkSmZJz1gbBa2PiyeBslFoxhx0K63ATpeg9PVsB6ptDnplUlD+Rf2rhl8UryrqqxTokRkIcNItWJ2CduCBPkDacjswEhd5aQd1EK5XWapwV7qzG713BVu1etBgF8Ct43Vtw8lAheUYf11T1/Vh/zDdzu7CwQ8FShvw8AeFpcEWcbzZSTCaYFzlBzlJkrjYfJHr09eJp+IiJunMj8OrXxLnncbovGDntdBX/XH/H1NlqeJDXR/KbkylRGflHeRftRqPtddiNkqq5gbu+8IKdsDLCqDtcUFLL47qv/Yuw2z6578Z13UFipeVngJ2r1+0tNRirK5MXOFw7eH8cF8FnhegrhtqO1VZKxe9DQ6GfSHNmY26ijraq9oLBezWKnAf3jJj5ZkLkZLRhbHqrenN3rSTCZjtF+LsXQi9Ym0AOqs7MUrGtScDK2uFxcz4dc0YK1mWC4cLVmP0ijBm3mIbUEFWwK6Nn9VyYpm3Z9MPIB/8TZEv++c/DXMPANEGBFRvBc4uz/KdR9/ho70fzWYDAvgeQMT/jtRXKagwG+lrrVHVgX1fF1ZuHS9ABWhNPwGU/awyWUybyQlUUG+34LCaGNXRy8obiFBjM6ui6/FH/dyavVW8DZiIiRibbYYur4XeBgeReIrJJe2d69c1Cp18Y0vMrZLbdrhJO+G6Euybp6+afwjJ6K5yXM+FomHSQ8BuMVpor15nMhAE2zF+HV8wgiRBrc2s6jn4VnwEYgG6a9bRV917Xvgw9b5vW2sdanJgMkia6KzOHTiHUTJmdVYmK3zsDwTD9rUfgUiAQW8Qo0HKDJ+ohT978Gck5SSfOPyJ/B2Z4OV3bmEFoh14Z9JPWKXg+n1dWOkZ/1CAhqPiD73swJ6Js9lKPIywXLAxqmcr0B9VrQ342tRrJOVkYWEV8cM3/znEQtD7flXWWg29JgNBCNjnI/NMhVeJcZvfJZhb//imjznoDWE2ShnWUgvMR+bxR/1rRNnsPuE6ZN3X9YrrWjczEMRNObKENP+QWpsFk1Hd24qy9poTgck49P/lttuAIKbEDjZWacJYVVmqOOU+lS2sAJwt8I/+P5j3wJ//NP1TAbpUHtaIJ+P86YM/5anWp2irXhXwPn4dKuugfgMbi32Oc131JFMyb44tqnK8fV1YuXVoBXrDXgYWBgp3GIxpo9AyYzUT3B4DJCwX9GSsVlRtAzqtTk66cm7Swy/Bf70Id/4Mnv4VMR6uAXrd+hVWilFops2hIGMUuvl24MOZID1uB2aVb9S5UFpcedNm3jtgtIDroGbrbgfZB0Z9UiV6anoYD44TTa5xHU2zHXULt7SZCFSmNtcyBx35HqwsbrsNqOB4czX3pvyF7KsKuNh8kfvz91mM5NzAu56CZz4PA3/F2cn/qXob8DuPvoNvxZdvsaBACV7ehVpCPXGmoxajQT2d1b4urPSIf/jM1c/wa6/9WvGdrY+Lse2Y/s7huwmzga1ZLSgQlgsrxFWOmlgLajFWyVSSlydf5lLzJYwGo/gefPtX4A8+Ip6s/7fvwHv+tXDr1wC1dgv1dosuhdXB2oNUmiq57Vuls2o8IYqULTiwD84EOaSDcB2KhC83HAWjui0tteCsNGMySLox8cpk4Kh/tPgb6nuhspbW0G1NJgKHl4apslThqnQVf8O954XhZs/22oAKTjRX4wvFMtpQNXGx+SIyMq9Pv56/44mfIX70H/K/x77KM9Z7xT+8RfzRwB/RUd2RsXzIIDwv2t7vYOG6AofVxInmatWMQvd1YSVibbSNf+hz99G/0F/8aa71HKQSMH2rcN87CDPBrZmDKuiot5NIyUzpoBWKJVL4QlFVGKt78/dYjC6KNuDkG/DfL8O1/wbnfwp+8krWjkBD9DQ4GJrTvrAyGUwcrz9eyFiZrKK42qRZbiiaYGJxRbO8NAVDS0NUW6qzN21ZFoXVLjQGVWAwKLE2+nlZAWsL2CUJ2s7TE7mvieu6x++hx9lTfCIwEYP+v4IjPwBmdVjm4y1CwK6Fzup4/XGqLdW8MvlK/g5J4u6ZX+eh3MoHB/8NLD5SZb178/d4e+5tPnH4ExikVbd7pZvyDtdXKTjfXc/b434i8eS2j7WvCysQEzRaMlZ97j4SqQT35+8X7syMIr+zdVZzgc3H2eSiU8cwZsUaQg3G6srEFQySgSeHr8NXvg/iK/CP/0JMA23BGXorUCwXtGhrrMYp9ykGFgaIJCL5O1oeg6lbIiC3RDxUomxUFvGuhjJtlrlph2aEJmyX6qsU6GkS2lndiUkybSBgP0+HPEFbRWTt92wRw0vDa+urRr4HkSXV2oAARw9UI0naTAYaDUaeOPAEr029VvA32T+f5KfiP4eJFDz3Y+J6sU38cf8fU2mq5CO9HyncOX4NDCZVEx/2Ms531RFLpnhrbGnbx9r3hZXbYdX0ye6UW0wOFTypg8hLq+t+R+ussq7rWy9U9PSyUtMc9Mro39GXNOB8+Ytw6mPwM69C97u3fdzNoNftwL8S10WP0+fuIyEn6F/oz9/RcgZiQWGGWiIezgiWTUvGSpZlhpaG8m/aGeH67rRaUCAKK300Vmajmfbq9rUZKyDW/DgAx5KDqq5dNG4oF/eeB2u1qga7DquJrnq7JowVwKWWS8yuzBb8PAe8AXyWNqQf+l0Ryv7Xv7AtH8TFyCLfHvk2z/Y8S5WlyN/R+HUx+arTQ95ux9nOOiRJnUDmfV9Yaf1k56p00eJoKdSWKGg9Jwqrd6hR6OJyjHhSpnELHlYK3A4rNotRFy+rjDnodgqrVIq5q/+B/sAIl8PL8LH/BR/9byIPUGfoPRkIRR4ymtMC9k0YhQ7OBKkwG2ir1e6iP7cyRzAWLF5Y7VIPKwV6B8yvmxkIzDuPEZeNdEfuqrrusD+dEVhMuJ5pA35ItJxVxPEWpyaMFRSJt0ljwBvkUKMD6fAH4enPwK2vws3/d8vrfP3h14mlYoUWCyAmKSffKLcBc+CsNHO0SR2d1f4vrKosmsc/9Ln7eHu2iIcPiHZgaEZkpr0DkTEH3QZjJUmSbmHM284JXBqDP3iWq9e+CMBTP/g/4dizKp3d5pEprHTQWa35kOE6KKxHNjEZ+GAmyMGGKgwG7aaVikfZ3AFn+66P93BVWfCForq0eCE7GVjQ5k1jPmrintzBgcAaD5hbhFLMFfWwGn4Ron5V24AKjjdXM7m0wtKy+qxgk72Jbmd3XmElyzID0wGOHEg7rj/9K3DwGTHssgUpSSKV4LnB5zjfdJ7e2lXGqokoXP0CJFbKwvVVONdVx5tji9vOpt33hZUS/7CowR+Igj53H7Mrs3jD3sKdbe9so9CZgBJns70nys56my4moV5/hAqzAWflJifCZBne+kNhozB1iys9F2i0NXKo5QltTrREHHBWYLcY8ejAWMEaDxkGo9BxbGIy8IGOE4EF4cu7XF8F4roWT8qqBseuh56aHmTkNTMDfaEob6YOUbNwW7AhKsGz5Pn/2Xvv8Dbvcv//9Wjbkrct78Qzw0mcHadt0nQkpYsC3dBTWigFuujhDDgcOOcHHOB7GAcooS2UllFGGwp0UqA7idPs0Uw7iVfiKW95aj6/Px7LU956JNn6vK6LyxeS/OjT2JZu3ff7fr8x682kRqeOvfPUi2CMU8VgV00HdlC6VoebDg8Wqo32fuz97qGMQI0Gbn5K8bn64yehq2la199Zu5OGnoaRFguyDCf/Aj9dB+99R7F5UcnqZa6yMS+RfpeXE3Wz01nN+8JqKP5BxcLKOuDhMzorDcC6DPTREVtYBaJjBcpm4MX2XtwqWy402vtJizWNn0nmj24bPP8JePkhSF+J63Pvsbe3ls1Zm6d3HRWQJEnZDAxSYVWcUoytz0ZT76g3gozVStHinvzvsKPXSZPdoarjOsCZ1jMkmhJJMiUpNzh7ofX8nCisgm1+XBCndD3GMwpt6XZy2LsIjad/aJwaACo7K/1vBLqdUPb6wBgw8JuIyzKUztGpenV0VpdmXIrD4+CtC28ByhgQGJkRGJUAd/we+jrgT5+aVsH63JnnSDensyV7i3LDxQPwzDXKdYyxcPdL8IkdQl81ivU5Ssj3vln6Wc3/wioIJqGLEhZh0pr8F1ZanaIxidTCyhdnM8uOVW5yNC6PTENn4LeOhtPY2T89fdWZ1+CJS+D823DNt+GeVznsbKHX3cvlmX5ibEJAQUrwCqtVKasAONY8ymIkcw14nEpxNQlnB4TranasvLKXPfV7KEkrGXrTtp0B2Rv2wnUY/roWHAH7wtiFE24GtnY7OOwdMFQN4BZ0RUeFf+F61S5lDFjkZ9stACSYDWTEmThZp07HqiS9hKKkIr7x/jc4ajtKWcNAfNPo3/m05XDTdqjZA2/+95SuXdFRwf7G/dy++HZ0HRfhhXvhmW2KTOGmnypWLyqEvs8HkixGCq2WWQvY531hFYy8QL1GT1FS0dgQWh/Z66HhOLjULQrCEVuXg1iTbtYRDcEKY/Z1rCZFlmHX95WMr7hM+NxOuPRh0GjYVbsLvUZPSXp4CEPzrRYa7f109as/NlqUsAij1jj2b2EaAvbyAasFNQursrYy2vrb2JS1aejGxoEzz4WOVcxAXmCQOlZ6rZ6FsQvH3Qxs7XHSoU9Bjs0ayp+bJR39HbT2t/ovrM68ouj28q4IyHP5QxGwq9OxMmgNPLn1SdLMaTz09kMcrj9NepyJOH85i8W3QckDsO8JOP7CpNd+ruw5DBoDt9SWweMb4Ow/FDH8I4dhzd3KaF4wLhtyEzlU3Tar6ci8L6yC0bECZRx4uu30OEah68Hrikij0CZ7P9YAeELlDBZW6gnYvV6ZJns/aXGT5I3JMrzxNXjnW1B8B9z3luLUPcDu2t2sT1s/MkU+hPgE7BXN6mvU9Fq9YhQ6unsbvwCik6ckYD/X1EWMUUd6gGKF/FFaVwow0o268YQyJolfqNrzBoqUEOSgTrQZ2NLtIMlsRFpQErCOlW/sOCJuCBQ/tPLXFXF3gExB/bEsI5bKlp6ABfOOJtGUyM+3/ZwobRQHHd8lN22Cn+U1/wMLLoVXHoHG8bu+XX1tvHL2L1zX3UPC/qdhxe1KQXXlV8Co7mh9vlCSl0SP08Pphpl3K+d9YRVr0mHQaVR/AfIZhZ5pPTP2zizF4yUSx4G2LseshesA1hgjJr1GVQF724A1RNpE5/V6lBe3vT+FDZ+Fj/5shMbjgv0C1fbqsaHLISSYlgswkEbQeganZ9iYSpKUceAUCqvyxi4WpcWoqk/bU7eHpYlLR8akNJ1UbBbmQG5aQrQBbRBjbUAprGq7aulzjzWubO12KjmB2SVgr4XO2lk/n9/lAlA6Yj3NsPTGWT/HRCzPiEOWFX8ptciwZPDTq57EIzup1v+Y1r5xVv21erjt18q26o5/UrIRhyPLcOY1Xv7NlfTJLj4evVAZ+X30cYjNUO3885GSXEVnNZvcwHlfWEmSRIpFXfd1GBZC609nZbEqn4Ij0IFdyQmc/adKjUZiYaK6YcyTmoO6HYpe4ehv4fIvwXXfG5Pzt6t2F0DY6KsAFiZGo9dKQRWwu7yusUahGWuguQwcXeN+ryzLAxuB6n26tjvtfND8AZsyh40BvV6lEzAH9FWg/D0kmtWN6xrNRJuBLd0OkizGoS3oALzWVXZWEqWLIs2cNvKOM68q+ZOF18z6OSZiWaYiJFdLZ+VDcqfRe/Fe+r1tPPDWA3Q7x/k7jUmF259Vita/fFb5nQUlLurXN+LdcRfPG2VWWhay7JN/h/RiVc89X0mNNZGTFM3+Weis5n1hBZBsMag+CvR5+PgtrEB5wak9pOoZwg1ZlmnucsxauO4jJzla1VHgUGHlZxTo7IHn7lS0HR/6Dlz1Vb+djd11u8mJzSE7Nlu1c04XnVZDTpI5qIUV+DEKzVwLyIqr9Di0dDtp73Wpqq/aW78Xj+wZWVi1V4GrZ07oq3wE2yTU5/flbxzY2u0kyWxQOn766IDorCo6KsiLyxuZcTfQmSH/KjCqa8eRFmsiyWxQTWflo7yxC2/fQv5t9bc4136OR9991L+kBJT3kev+F869AW98VSmwnroCmst4f8sj1GhkPr76gTnRdQ1nSnKTOFjdNmP/y4gorFJighP/UJxSPH5hlbUeuuoD0iKfK3T0unB6vAHpWIGis7rQ2otHJbPXQdf10ZqwvnZ49qNQ+R585HG45CG/39/r6uVg48GwGgP6KLBaqAiCSSiANdpKujl9rFFo5oCAfYJx4NmmcbajAsieuj3EGGIGC0BgzjiuDycjzsTFdvVNc30siF2ATjN2M1CWZVp7HIq1jVavFNABKqzGjAEbPoDOC7BE3TEgKNOOooxY1TtWZY1d6DQSty69hm9e9k0ONB7gK7u/gme8bM1198GquxQx+6mXYNMX4QtHeM7bTpIpiWsWqtvJiwQ25CbS2ecatMGYLhFRWAXrk93KlJXYescxCo1AnVVTV2DMQX0sTDLj9Hhp6Jx9OCmAx+uhvK18UAvU2NmPViONDIzuaoJf36gsHtz2G1j9T+Neb1/DPlxeV9gWVjWtPTjcs09unworU1aO/ZBhTlZczSfYDCwfeCErVKmwkmWZPXV7uCT9EnQa3dAdTSdB0o5YQgh3ClItVLX0qO7t5kOv0ZMTmzOmsLL3u3F5ZKVjBUpXpeG40uWdIZ2OTpr7mscWVmWvgaSBxdfP+NrTYXlmHOdsXar+3ZQ12CmwWjDoNHw4/8N8af2XeLPmTb61/1v+nfUlCW74P7ju+/DIIdj6dS467eyu3c1ti29Dr52mubFgDCV5is7qwAzjbSKmsGrtdqjW6fAxrocPKCMGnQkuRk5hZbMHxhzUR05SYMKYW/pa+MXxX3DdX67j1ldv5Z6/3UNDdwON9n5SLEa0vhiV9hr41bXQVgWf+OOk0TS7andh1ptZY10zq/OpQYHVgleG6pbgdDiKU4pp7GmkqWeUUWjmmgkd2M82dZFoNihCaBU4234WW59t5BgQlI5VciHoJ9kIDSMKrTG4PDI1bcHrWuXH54+xXGgd+NDq28AmuwRkj6L9mSE+HdeYjMAzr8LCy8CcNONrT4dlGbG4PPJgKLgalDd2jQgbv7vobu5fcT9/Ovsnfnrsp/6/SR8FJZ9Vtm2B58ufRytpuW3RbaqdM5LISogmMz5qxjqriCisUmKMeGVUjbWBIQ+fMdoSUFrkGauhNnIE7IGKs/GRkzxzLytZljncdJgv7foS2/60jZ8c/QkLYhfwz2v+mWp7Nbe/djvn7IeHhOu2Mvjlh6C3DT758qSGerIss7tuN5ekXxKWnxjzU4K/GQj4Hwd2XICeFr/f5xOuq7UR6LNZuCzzspF3NM6NKJvhFA5se6r5pj+a/Ph86rrrRmwG+mQWSb5i2Nedn8U40G9GYMs5Zflh6YdnfN3pMhRto47OqrPXRX1n/0jHdeCR1Y9wS+EtPHX8KX5/5vcTXqPX1cuL519k68KtWKOtqpwzEinJTeRAVduM8jgjorAKVvyDz8NnXKPQrPWKRsAdPMFpKAlUnI2PtFgTBp1mWh2rHlcPO8p2cPMrN3Pv3++ltLaUOxffySsffYWnr3ma+1bcx3M3PEdyVDKV2h/jinkDb+1B+NV1igv3p15XDF4noby9HFuvLSzHgKAUVpIUvMJqaeJSDBrDBEahY7sZykZgt6r6qtK63OOD1gAAIABJREFUUhYnLB75BtTbplgEzLHCKn/QRmNmOpAZPWecshlY2Vk5eNuYjlV0IiQvmtVmYEVnBSatiQzzMKuAM68qX5fcMOPrTpcFidFYjDrVMgN9ZrhL0kb+zkuSxNc2fo2rF1zN/x74X16rfG3ca/y16q90ObtG5gIKZk1JXiKtPc4ZaVMjpLBSPkmpvRkIAx4+baM8fHxkrVdiPRoCmwAfrjR3OYgx6ogyBMbpV7FcmFoY89n2s3xr37e46o9X8a3930Kv0fONS7/BW7e9xZc3fJncuNzBx+bE5fD763+P3L2KC/Jf+MJr/0SnyQKf/jukLpvS2XbX7gZgc9bmmf3HqUyUQUtmfBTngyRg12v1LE1aOlZnlbEKkPyOA+s7++l2uFXTV3U7uzlmO+anWzX3hOsAFqOOzPgozgWpWAb/m4EtPaM6VqCMAy/uV7b4ZkBlRyW5cbloh7uEn3lVKczjsmZ0zZmg0fgE7Op0rHweWUvSx/7O6zQ6vnv5d1mftp7/Kv2vwW7rcGRZ5rmy51iSuITV1tWqnDFS2ZCrjJtnMg6MiMIqGLE2PlamrMTldXG69fTYO30eLxEiYFdc1wMzBvSxMMk87ijQ5XHxeuXr3PO3e7jllVt48ZzSHv/D9X9gx407uLnw5nHd0D0ePSX1+Xy5zc4ek4E7M9MpY+qj4121uyhKKhppOBlmFAQxjBmUv4XTradxDQ+PNcZAymK/m4GDG4Fp6hRW+xv245bdY/VVvvzCOdaxAuVnGsxRYHZsNjqNboTOytexSoweVVj1tSuh1jPgfMf5kcL1zlpl6SGIY0AfyzJiOdPQpYpGt6yxi1iTbtwYLaPWyE+u/AmFCYX8y3v/wjHbSP3uoaZDnGs/x8eXfDzkge/zjZykaKwxxhkZhUZEYZXsK6yCYKY36OHjz3YhJk3ZiooQnZWtKzDmoMPJSYqmprV3hL9IfXc9PznyE7b+aStf3v1lmvua+de1/8rbt73Ntzd9mxUpKyZ90ek5+Ht+rv8x10vZ/Orqx3F6PfzT6//Ey+dfnvRMHf0dHG85HrZjQB8FKRYqm7tVX+LwUZxSjMPjoLy9fOQdGWuUN8lR3YyzAxuBi6zqFFal9aWY9WZWWVeNvKPxBFhSFSPfOUbhgI1GsH6mvs3Ayo7ho0AnCdF6dNphbyfZAzmZM9BZdTu7aeptGllYlf1V+bp04gUSNVieEUefy0NVS+AL2PLGLpakxU74+mQxWHhi6xOkRKXw0NsPcb59qFh9ruw54oxxXJ8bnC3JSEKSJDbMUGcVEYVVjFGJtVHbfR0gJTqFDHPGBH5W6yLGKLTJ3h8w4bqPnGQzDreXpq5+vLKXr5Z+lev+ch3PnHyG4pRifrb1Z7z2sde4d/m9xJvip3bR/U+R9vaj7Pcu5fx1v2dV9uXs+PAOilOK+dqer/HNvd/0P9odoLS+FK/sZXNmeI4BfRRYLTjcXuraA2NXMRnjphFkrlEiSTovjri5vKmL1Fij/yDaWSLLMqV1pWxM34heM+r6c1C47qMwVfmZXgziZmBBfMGIjtWg6/pwkgogKgEu7Jv29X36rREZgWdehZQlkFwwozPPBp8De6B1VrIsK4WVnzHgaJKjkvn5tp9j0Br43FufU7aYexp558I73FxwMyadepmJkUxJXhKN9n4uTPPvKyIKK1+sTUsQNFYwjoePj+wNyhuKvSEoZwkVsiwrHasABDAPZzCMuaWXC/YLvFLxCjfk3sDfbv4b26/azmWZl410ap6MXd+Hv/07dalX8WnXv2NNUkZ5yVHJPLXtKT61/FO8cPaFQUsGv5eo3UWiKZHlyeGt0RnMDGwOjtg5zZyGNdrqv7CCMeNAZSNQnW5VRUcFjT2NY8eAbqeyaTbH9FU+fHq0YOqsfJuBvS7lzWYwJ3A4Gg1kbZiRgH1MRmBPK9TsCckYEJROr1GnCbjOqra9j26He8qj76yYLH629Wf0ufr47Juf5RfHf4FX9nLHkjsCei7BEDPNDYyIwgqUcWAwOlYAK61TMQqd3+PAzj4XTrcXa0ygNVaKRqq6tWfQ6+bOJXeSYZlB0GjNXnjnW1B8Jy8t+g4ODCNyAnUaHf+y9l/48RU/pspexe2v3c779e+PuITb62ZP3R42ZW6aXkEXAoIdxgzKh4wxm4Gpy0GjH2EU6vHKnLeptxG4p34PwNjCqqUcvK4527Hy/UzPBXMzcKDg8f39tfT46ViB8iGypVzZupwGlZ2VGDQGMi2Zyg3lrysbukFwW/eHTqthSVpMwDtWPlfv0VYLE7E4cTHbr95OQ08Dfzz7R7Zkbxn6dxIEnEKrhUSzYdoC9vB+JwggKUHIC/QxYSBzWjFojfNewD5otRDgjlVGfBR6raQUVnblhX34ht+02PMYRCXCjT+ioctNfLQek37sBuPVC6/m+RueJzkqmc+/+XmeOv4UXllxuz7efBy70x6224DDiY9WjDeDXVjVddfR0jfMt0pnVAqZYR2ri2299Lu8LFJJuL67bjcF8QVjA319G4FztLCKNelJizVxPsheVsDgOLC120my2Y+hq09nNU3pQ0VHBTlxOUPO+GdeVbSp6StnfObZUpQRx8m6zhl5Go1H+cBG4HSXNdamruUHW35AkimJTy//dMDOIxiLJElsyElk/zQd2COnsApSXiDA4oTFilGov8JKZ1BeIOa5A7vPHDTQHSutRiI7MZqall6qOqtIiUohxjCDN+Pmcjj7N9jwWTBE09jZP+5mDgxZMlybey3bj27n0Xcexe60s7tuN1pJy6UZl87ivyp45KcEfzMQxtFZ1R8Dr1Kg+vx81BgF9rp6OdJ0ZGy3ChR9lS5K0QTNUQpTLUEdBS6IWYBeo6eiowKn20tnn8t/xypzjRITNE0B+4iMQEcXVL6rjAFDuPW2PDMWe7+b2gDqE8sau8hKiMJi1E3+4FFckX0F797+rrBYCAIbchOpbe+jrmPqP/uIKaySLUbaetSPtQHFw6coqWhinVXDMUXfMU/xxdmkBrhjBZA7YLlQ1Vk1827V+9uViKEN9wNKAPPwMaA/ovXRfHfzd/mPDf9BaV0pd7x6B3+r+hurrauJNUy9nR9KfJYLgfzkPRFLk5ai0+j8G4U6u6D1HADnBgorn5t4IDnQeACX1zXWvwqg8TikFoEmMF5rocD3M/UGaTNQp9GRE5fD+Y7ztPnzsPJhMEN68bQKq15XL/U99UNRNufeULz/loZmDOhjmQoO7GUDG4EzRdgrBIeZ5AZGTGHli7XxvRCozcqUlZxpncAo1N0PTSeCcpZQMOS6HtiOFSheVjWtPVR2Vs6ssOpqhOM7lIR4syJWn6xj5UOSJO5aehe/uvZXOD1O6rrr5sQY0EeB1YK93x00vaFRa2Rpoh+j0My1yteBcWB5UzfZiVGYZ/DpfTJK60qJ0kWNzXCUZWUUOEeF6z4KrTH0uTzT+kQ9WwriCqjsrBz0Bkz217ECZRxYdxg87ilddzAj0NexOvMamFOGxoohYklaDFqNFDCdVb/LQ1VLzxjHdUH4sSQtlhiTjgPT0FlFTGEVrFgbHz6j0DNtZ8beOZilNX/HgU32fixGnSpvlDnJ0fR7O+lyds2ssNr/M/C44JKHAHC6vbR0OyftWA1nlXUVOz68gwdXPsgthbdM/wwhIlQC9lMtp3B7h725JheCwTLowH62sUsV/yqfzUJJWgkG7aiuir0O+jvmrL7KR2Fq8H+mvs3AervSwRk3NDt7A7h6h0xYJ6Gic1hGoKtf6Vgtvj7kHUWTXktBiiVgm4FP7arE45VZvWCKljCCkKHVDOisprEZKAorlRg0CvUXyByXCbGZ81rA3tzlUKVbBUrHSmNsBmYgXHd0wcFfQtFNkKR8KvbpwabSsRpOclQyD6x6gDhj3PTOEEJ8hVVFEN+Ei1OK6ff0c7b97NCNGi2kr4L6I7g8XipbulURrlfbq6nrrhtHXzW3hes+ClKCvxnoi7YpHxjlJpkn6FjBlMeBFR0V6DQ6smOyofI9cHaHxBTUH8syYwPSsfr7yQZ++OZZbl6dyVVL5p4pbSSyITeRypYebAPvFZMRMYWVL9YmWJuB1mgr6eb0SYxC56/lghpxNj5yk8xoDEphNcJEcCoceRYcnXDpo4M3DRZW0+hYzVXSYk1YjLrwEbA3nuBCfSMuj6yK1cKeOsVmwb++ypcROLU8yHAlwWwg2WIMarRNXrzyd1c50GHyq7ECJdcvNnPKhVVlRyU5sTmKiWvZq2CMhdzwSDRYlhGHrcuBrWtqb67+OF1v54s7PmBVdjzfuXnyRAhBeFCSp+QGHqieWtcqYgorX6s6WB0rmMQoNGsDdFyArqagnSeYqBFn4yMj3oTOaEMnGbFGT+MTn8cFe5+AhZdB1trBmxsjqLCSJIn8FHPQwpgB0s3pJEcljxWwL78ZPE5ce38GqLMRWFpXSk5sDlkxo4J7PW449gdFRG+c+zqXQmtwNwOzY7LRa/TU9lRh0Gkm3mzLnrpR6GBGoMcNZa/Dog8pm9RhwPKM2Tmwt3Q7uP/ZQ8RF6Xnq7rV+rV0E4cmyjFiiDdopjwMjprCyGHUYdZqgdaxAKayaepv8G4XO40BmWZZVibPxodNqiLK0YZLTpmfKefIvYK+FS78w4ubGTqWwSo+NCuQxw5b8IIcxS5Lk/0NGxmoo/BALz/6KGKmPvBRzQJ+3z93HwcaD/seAx3dAexVc/m8Bfc5QUZga3G1PnUbHGusaqvpKSbZIE3deskuUtInOugmv2efuo667TtkIvPA+9LWFzG3dH0UDhdXpGRRWTreXB353mJZuB099cm3A/f0E6qLXali7MGHKAvaIKawkSQqqlxUMjUDGfFIHxShUo5+XhZW9343D7VWtYwUg6W14ndPoVskyvP8TJW+s8JoRdzV29mPSa4iNCrzQPhwpsFposjuw97uC9pwrU1Zysesibf2jXpi2fJkot51HYnYG/BP8ocZDOL3OsRmOHrcSZZS2QhFGzwMKU2PodrgHu6/B4MFVD+KgA13inokfOPghcuKuVXVnNTKyMmY885pih1KwNUCnnT0xJj05SdHTFrDLssx/vXSSg9Xt/OC2lRRnCcH6XGRjXhLlTV1TchaImMIKFAF7MEeBSxKXYNAY/I8D9SbFKHQeFlbNAxoEtTRWfe4+nFIr3V2JU/+EXvGOspl06SNKjtkwGuyK1UKk6B18YudgC9jBz4eMrLXs167h4+6XwdkT0OcsrSvFpDWxNm3tyDtO/FHpVl3xlZCaTgYSn//X2SDqrNakriHKtRy74Q3szgm6OGnFignrJONA30ZgflwelL0G+VcrXlhhxLKMuGmPAn/9fjU7Dl3k4SsL+PDKGURvCcKCDQO5gQenoLOKuMIqmKPASY1Cs9YrPj6e4HUOgkGT3edhpU7HqsZeA4CjL3nqHcg9j4ElDVbcNuaups7JzUHnE6GwXChKKkInjTUK7Xd5+F7fTcR4O+HgMwF9zj31e1ifth6jdliBPw+7VTBUWPmMVoNG+7V4pF5+ffLX4z9Gq1d8yyYRsFd2VKKVtCzsblOsMMJoDOhjWWYsF9p66eyb2mv27nPN/M9rp7mmKJV/2bZI5dMJ1KQ4Kw6jTjMlnVVEFVbKKDB4hRUoI5DTraf9G4Vmrwd3HzSdCuqZ1MamcseqsqMSAK8zherWKXQ56o9B1U7Y+Hklp24UDVM0B50vLEiMxqDVBFXAHqWLYlHiojEfMiqauznsXUSz9VJlVOvsDcjzXbRfpMZeM3Yb8MQL0FYJW/5j3nSrAJIsRhLNwc2BlGWZjg4rC42X8bszvxuZBzma7A3Q8AG4xjcxreioYEHsAvTlf1OicBZ9SIVTzw6fA/tUdFaVzd089PsjLEqN4Ud3rEKjmT+/b5GIUadl9YL4KeUGRlZhZTHQ1uMMSqyNj5VWxSi0rK1s7J0+o9B5Ng5sUjHOBqDKXoUGDV5nMtUtUyis3t8OhhhY+6kxd3m9MrauftLiIkO4Dor4Pyc5OqijQFA+ZJxoOTHCKPTsQIfFcdm/QU8zHP51QJ5rd91ugJH6Kl+3KnUFLLkhIM8TThQEeTOwy+HG6fGyxfpPOD1Onjr+1PgPzi4Brxvqj477kIrOCgri8pXQ5dzNEJ2owqlnx7LBzcCJdVadfS4+8+whdFoNv/jkOlWMkgXBpyQ3idMN9kn1qRFVWCUPxNq09gR3MxD8ePgAxGUr46kpriLPFWx2B9EG7YzCRadCVWcVmTFZaCU9Na2TdDjaa+DUi7D2HogaKxpt63Xi8sikqdRdC1cKgrwZCIrOqs/dR0VHxeBt5Y3dGLQaUpdfCTmbYc+PJ+xqTJU99XtYELOABbELhm48+Sdoq4ArvjyvulU+Cq0WzjV1BW0zsHVgDF+QkMPNhTfzwtkXqO2q9f9g34fIC/v83u3wOLjYdZE8fRy0ng/LMSAocpK0WNOEOiuPV+YLzx3lQmsvT9y1huzE6CCeUKAmJbmJyDIcmkRnFVGFVYrPfb0reJuBExqFShIsvARq9ihba/OEpq5+1bpVoBRWeXG5ZMZHTT4K3PeE8u+88QG/d/usFiKpYwWKgP1CWy/9Lk/QntPfh4yzTV3kpZjRazVwxX9Ad5Ni4joLHB4HBxoOjBwDetyw83tKt2rx/OtWgVJY2fvdQdOR+mQVSWYjnyv+HFpJyxPHnvD/YHMSJBWO+yGyurMar+wlv9Om3BDGP6PlmbETbgb+v9fPsPNsM9/8yHI2DhhLCuYHqxckoNdK7J/EdiGiCqvkmODG2vgoTikeX8Cee7ki1Gyt8H//HKTZ7hh0ug80Hq+H6s5qcuNyyUk2T9yx6m1T3qRX3KY4QPthqLCKHI0VKF5WXpmpadQCRJYli0RT4pjCatAYNGeTYt5a+iMlJ26GHG46TL+nf6R/1ck/K92qLV8asxU6Xygc+HcM1jiw1VdYWQykmlP5xJJP8Frla5xrP+f/G7JLFAG7nw+RlZ2KbjKv9phinhybrtq5Z0tRRhwVzd30Ocd+KHnh0EWeLq3inksW8omSBX6+WzCXiTJoWZkVP6mAfX6+woyDLy8wmJuBoHxSb+xppKnHj8t67hbla9V7QT2Tmti6+lXLCazvqcfpdSqFVVI01S09448+Dj2jBMBe+si412sY8P1Jj7DCKhSbgZIkUZxSPLgZ2O1wU9vex+LhGYFbvgRdDXD0tzN+ntK6UgwaA+vTBsZPXg/s+h6kLoclN87mPyGsCfZmoG8j1zcJ+PTyT2PWm9l+dLv/b8jeoJh++vkQWdFRgQYNOY2nwnYM6GNZRixeGc40jhwHHq5p46svnuSygiT+68aiEJ1OoDYbchM5MYmXWUQVVikh6lgNGoW2+DEKTcxTtFaVO4N6JrVQXNcd6gnXO6sAJSNwYZKZLofbv2Gbqx/2P6UYDE6QBdfU2Y9WIw0W3ZFCfooFSQpuYQXK30K1vZqO/o7BAsBXEADKB43sjUrXyj2zv9PSulLWpa0jSjcw3j35Z0W3M4+7VaC8vsWadEHsWCl/dwlmJXIm3hTPvcvu5d2L7/rv0C/YqHz1Y7tQ2VlJtj4GowwsDe/id3mmshk4XGdV19HH5357mIx4E49/Yg067fz9PYt0SvKSJl2Ai6ifvtmgxaTXBL2wWpq4VDEKtY2js8q9HKp3g9cb1HOpQbfDTZ/Lo1rHyldY5cTmkJOkiEKr/Y0Djz8PPbYx8TWjaejsJ8ViRBthq9AmvZashKiQFFagfMjwbQSO6FhJklIA2euULL9pUtddR1Vn1dAY0OtRtFXWZbAkvDshs0WSJApTY4JXWPU4iI/WK/q4Ae4uuptEUyKPHXlsbCc5qRBM8X4Lq/Md58l3OpSuYuI0g9WDTEacifhoPacGuha9TjefffYQDpeXp+9ZR3x0eGQbCtRh7cKESd8vIqqw8sXaBHsUqNfqWZq0dAKd1Rboa4emE0E9lxqobrXQWUWiKZF4UzwLkxRX5l/squTlY3VUNHfj9cpKgfr+dkhfpRStE543ssxBh1OQEvzNwGVJy9BIGo43H2d/ZRsJ0XqyE0ZtTeVfBZnrYPcPwT29RZM9dUq8yqBw/eRfoPWcsgk4j7tVPgqDuO3Z0u0gyTyyiIjWR/PZ4s9ysPEge+v3jvwGjcZvILPL4+KCvUYRrs+BUa0kSSwfcGCXZZl/f+E4pxvs/OTjqymwzv1Ab8HEWIy6wUDu8Zj/rzSjUGJtgrcV6MNnFOry57Lue/OfB+PAQXNQFTtWObE5AOQkRXP5ohTeKbfx6PPHuPr/dlL8jTf4/vYfQet5DmbezfnmHqXYGoeGzr6IMgcdToHVQmVLT1B93aL10SxKWMQx2we8d7aZKxZbxxonSpKyIdh5Qek8ToPddbvJtGSSG5s70K36LliL5n23ykdhagxtPc5BYbmatHQ7SfIzQr9t0W1kmDN47KifrlX2Bmg+A30dgzfV2GvwyF7ynM6w11f5WJYRS3ljFz988yx/PdHAV65bwpVLppFdKpjT+OJtxmPSwkqSpF9KkmSTJOnksNu+LklSnSRJxwb+d/2w+74iSdJ5SZLKJUkKO+vcYOcF+liZshKn18mZtjNj74xNh+TFijv4HMfmi7NRsWOVF6+MCnRaDc9+egOnvvEhXv/CZr53SzEfW53Jjd0vUCuncGepla0/3MmKr/+D23+2l2++epoXj9ZyrqlrsJhosjsitmNVaI3B6fZS1RL8ceAHzcdp6+nnisUp/h9UsBUyVsOuH0w58snlcbG/YT+bMjcpuY++btWWyOhWwTABexC6Vi1dDpItY8deBq2BB1c9yOnW07xZ8+bIO7NLlK+1hwZvGswIjLJOqIcMJ5ZlxuH0eNn+znluXpPJ/ZvDe3wpCCz3Xz7xz3sqrza/Bq71c/uPZFleNfC/1wEkSSoC7gSWDXzPE5IkBTayfpaEYhQIw7Qlo0NofeReDjV7pz36CDfUjLNp72+n3dGudCOGoddqKMqI5fb12fzPmm6Wus6Qfu2/8dd/voLv31rMrWuzcHu9/OFADV/c8QHbfrSLFV//B7c8+T7dDnfEFlaX5CseO++WNQf1eYtTiun39KI12tiyaJzCSpKUgqijBo7/cUrXPWI7Qp+7j8syLhvaBLQWwdKbAnj68KYwNTibgR29Tqpae1ic6n8kcmPejeTH5bP96PYRTvtkrFHiai4OGYVWtpxGkmVyCq+bM8atvlHQ6gXxfOdjKyImwF2gMFkO7qSFlSzLu4DJUwcVPgI8L8uyQ5blKuA8sGGK3xsUki1G2nqduD3BFYqnmlNJM6eNr7PK2wKuHqg7HNRzBZomu4MovZYYFVzXq+3VAOTG5Y7/oD0/gagEtGvvZklaLLety+YbH1nOXx68jJNf/xBvfPFy/u+2ldy+LhsJSLYYWLMgIeBnnQtkJ0azJC2GN8/4sQFREd+HjLyslomFvouuhbRi2P0DxeBzEvbU7UGv0VOSXqK47becnfebgKNJizVhMaq/GXigqg1ZHirOR6PVaHlkzSNU26t5peKVoTuMFkhbPkLAXlG3j0y3m6iim1U9cyDJS7Hw2J2reOae9Zj0YdU7EIQBs3nFeViSpOMDo0LfO1MmcHHYY2oHbhuDJEmflSTpkCRJh5qbg/eJOcViQJaVKJNgU5w8gVFoziZAmvPjQFuXA2usUZVPcL7w5XELq5ZzUP46rL8fDOYxd+u0GhalxnDL2iy+ftMy/vTApRz62rZJ5+XzmW1FqRyqbvNvWaESJtmK1x1NfELDxA/0da3aKhXLhEnYXbebNalriNYalU3AlKWw9CMBOvXcQJIkJTOwSd3Cam9lK0adhpXZceM+5qrsqyhOLuaJY0/g8AybEmSXQO3hwWK5orOSAq9WWViYQ3xkVSaJZrEBKBjLTAurJ4F8YBXQAPzfdC8gy/JTsiyvk2V5XUrKOOMAFfB5WYVqHNjQ04Ct1zb2zqgESF855wXsNrt65qBVnVUYtUbSzeO4Mr+/HXRG2PBZVZ5/PrKtKBWvDO+W+fmdVIn3zjbj7VtAF1NIG1h8vbKCv+v7ynhvHBp7GjnfcZ5NGZsGulXlEdet8lEYhDDmfZVtrMtJwKgbv1sjSRJfWPMFmnqb2FG2Y+iO7BKlO287hcvRRbW3j7y4vIj8WQnmJzP6TZZluUmWZY8sy17gFwyN++qA7GEPzRq4LWzwGUGGZDPQOkEgMyjjwNqD4AxezEigUTpWKgnX7cpGoFbj58W8qwk+eB5WfhwswSvU5zorMuNIjTXy5ungjQPfKbMRLedR11ON3Tl+mC2gvNle/u+KCP3Ui+M+zGezsCnjEqUIS1kCRR8N5LHnDIWpFlq6HbSr1IVs73FypsHOxtzJc/BK0kvYmL6Rp088TbdzoNjzCdgvHuDi6T/hliTyszeNfxGBYI4xo8JKkqThLYOPAb6NwVeAOyVJMkqSlAsUAv5TN0NEqGJtQDEK1Wv0EwjYt4DXBRf2+r9/DqB2x2rcMeCBn4PHOWF8jWAskiSxdWkqu841ByWQ2eH2UHquhbVpqwA40TwF77alNyljvZ3fG9dEt7SulNToVPLrTkBzWURtAo6mcMBL6XyzOl0rXwDtePqq0Ty65lHaHe08e3ogXDsuC2Iy4OJ+Ks+9DkB+gb/9KIFgbjIVu4XngL3AYkmSaiVJug/4niRJJyRJOg5cCXwRQJblU8AfgdPA34GHZFlW/9V6GoQq1gaUNeSipKLxO1YLLgGNfs6OA7sdbnqcHlXMQR0eB3Xddf4LK0c3HHxGicJIyg/4c893thWl0uv0sLeiVfXnOljVTo/Tw01LNiIhjf8hYzgaDWz5d2W8d+blMXe7vC72NexjU8YmpAjvVsFQDqRaOqt9la1E6bUUZ8VP6fHLk5ezbeE2fnPqN7T1tynauewNULOXCtsxAHITClU5q0AQCqayFfhxWZbTZVkYWuUxAAAgAElEQVTWy7KcJcvyM7Is3y3L8gpZlotlWb5JluWGYY//tizL+bIsL5Zl+W/qHn/6mI06ovRaWkLQsQJl1fxUyyn/RqGGaOUFp2pX8A8WAGx29cxBa+w1eGWv/8Lq6G+hvwMufTTgzxsJXJKfhNmg5Y0gjAPfKbNh0Gm4anE2BQkF43/IGE3RRyF5kd+u1Qe2D+h2dbPZqx/oVkWmtspHZnwUUXot52zqWC7sq2xlXU4CBt3U/40fXvUw/Z5+nj7xtHJDdgnYa6mQPGQY4onWR098AYFgDhGRrz7JMQaaQ9CxgiGj0LK2Mv8PyN0CDR9A71QdLsIHNeNshocvj8Djgr2PK92+7PUBf95IwKjTsmVxCm+faZrQpT4QvFtu45K8JKINOlamrORY8zF2XtyJZwJhOgAaLVz+JbCdhrLXRtxVWleKTtJRcvwVxWg3grtVABqNshmoRrRNa7eDssYuNuZNbQzoIy8+j5vyb2JH2Q4aexoHdVYVBiP5yXPDFFQgmCoRWVilhMh9HYY8fCYUsCNDdWnwDhUg1IyzqeqsQkJiQeyCkXecegk6L8Jlols1G7YVpWLrcnB8IFhWDapaeqhq6eGqgeiPWwtvJVoXzcPvPMwNL97AMyeeob2/ffwLLL8ZkgqUrtWwqJQ99XtYZc7CMtitEr5ChSpZLvj0VdMtrAAeXPkgMjJPfvAkpK3ArY+m2qAnX4wBBfOMiCyski1GWrpC43CeZk4jNTp1fG1JxhrQm+ekn5VvIWAyV9qZUNVZRYYlgyhd1NCNsgzv/0QZERWGXXrSnOLKxVa0Gok3Tzeq9hw+SwdfYbUseRn/uPUf/GDLD0g3p/PjIz9m6wtb+c/d/8nx5uNjc+Y0Wtj8b0pYebkiem7ubaasrYxNrXVKt2rZx1Q7/1yiMDWGRns/9v6pxQFNlX2VrUQbtBRnje9fNR7plnTuWHwHL51/icqeWupufhIn8tgutEAwx4nMwirGGLJRICg6q3E7VjoDLLx0Tuqsmuz9GHUaYqMC77pe1VlFTlzOyBvbq6DxuGIIGsGamkAQH21gfU4Cb51Wz8/q3XIbBVYL2YlDehq9Rs+Hcj7Er679FS/e9CI3F97M2xfe5q7X7+KO1+7gxXMv0ufuG7rIitsgIVcJV5Zl9tQP2Cy0XBDdqmH4MgMDPQ7cW9HKupxE9NqZ/b19ZsVnMGlN/PToT6kwK7Ew+fFi4UQwv4jId6MUi5H2EMTa+FiZspL6nnqae8dxnM/bosRx2OuDe7BZopbrulf2Um2vHpMRSN0R5euCjQF9vkhlW1Ea5U1dXGjtDfi1exxu9le2DXar/FGQUMBXN36Vd25/h6+WfBWX18V/v//fbH1hK98/+H0u2C+AVgeX/5uiQzz3BqW1u0nxSiyKzRHdqmH4MgPPB3Ac2NLt4Jytm0tmMAb0kRSVxCeXfZI3a97k1YpXAT+6SYFgjhORhVVyjFGJtQlijMdwJtVZ5W5Rvs6xrlWTvZ9UFcaATT1N9Ln7yIsf9QJcfxR0JrAuDfhzRiLblqYCqJIdWHq+BafHyxWLJzdvNevN3LnkTv5y01/41Yd+xSUZl/CHM3/ghhdv4PNvfp73EtPwxC/A/d7/4/3aXVzW04V0+ZdFt2oYWQnRGHWagG4G7qtU7Dg25s0uAuqeonuIN8bz1oW3SI1OxWKwBOJ4AkHYEJGFVYpFyXeyhchyoSipaGKj0NTlEJU45/ysfB2rQOPbCPTbsUorBq0+4M8ZiSxIimZxaowqOqt3y2zEGHWsz5n6m7IkSaxLW8cPtvyAN259gwdXPci59nM88t4Xud4ay3cc1XR5+tmkjVeE7YJBtBqJ/BQLZwPYsdpX2YrZoGVF5vT1VcOxGCx8ZsVnACiILwjE0QSCsCIyC6sQmoSCYhS6NGnp+B0rjQZyNysdq9EC3jDGZneoIlyv7PQTvuz1KOOgzDUBf75IZmuRlYPV7XQEMKRclmXeLbexeVHyjLU5KdEpPLDyAf5+69/54RU/JCtxES/ExqCTZTaWfFF0q/xQmBpYy4W9Fa2sz01EN8Of4XDuWHwHuXG5rE8TFimC+UdEFlahzAv0UZxczKnWcYxCQRkH2muhrTK4B5shPQ433Q63ah2rWEMsiaZh3Y7mciXINUMUVoFkW1EaHq9SCAWKU/V2muwOrlw8vr5qqug1erYt3MYz1/6Kl5c/yi+Ni4lbdVcATjn/KLRaqOvoo9vhnvW1bF39VDT3zEpfNRyTzsTLH3mZ+1bcF5DrCQThREQXVqHIC/Sx0roSh8dBeXu5/wfkXaF8rXwvSCeaHb6xqhoaqyp7FXlxeSNF8fUDwnXRsQooxZlxWGMCG8r83kCRdkUACqvh5K39DKs//mfRrRqHgoHMwIoAdK32Vc7cv2o8Ar3kIhCECxFZWJmNOqIN2pCNAgFWpSghtOOOAxPzIDZzzvhZDcbZqNSxGhNlU3cEjLGQKFa1A4lGI3H10lR2ljfjcAcm5vOdMhsrs+IGR/CC4ODbDDwXkMKqlRijjmUZsbO+lkAw34nIwgoGTEJDWFilmdOwRlvHL6wkSRkHVu0ek40WjthUMge1O+209LWMLazqj0DGKuFfpQLXFKXSE6BQ5rYeJ0cvdnDlBDYLAnVYmBiNXisFZDNwXwD1VQLBfCdi/0pSYowhHQWCYrsw7mYgKH5WfW3QdDJ4h5ohTQMdq9QAd6wGNwKHF1ZuBzSeFPoqlbgkP4logzYg48CdZ23IMgHRVwmmh06rIS/ZMmsvqyZ7P5UtgdNXCQTznYgtrJIthpB2rEAprOq662jpa/H/gNzLla9zYBzY3OXAoNMQFxVY6wO/hVXTSfC6hL5KJUx6LZcXpvDWmaaxsTLT5J2yZpItxlmv6AtmRmGqZdajwCH/KlFYCQRTIYILK2NItwJhmFGobZxxYGwGJBXOCT+rJns/1pjAu65XdVah1+jJtGQO3ehzXBcdK9XYVpRKk93BiVmEMrs9XnaW27hicQoajRAqh4JCawwX23vpc85cL7evspUYk44ioa8SCKZExBZWKTFG2nqcuEIUawOwNGkpOo1ufJ0VKOPAmvdhPFuGMMHW5cCqgji5qrOKhbEL0WmG5Q/WHwVzCsRlBfz5BApXLrGikeCtWYwDj1zowN7vnjDGRqAuhakWZBkqmmfetdpb0UpJbiJaURwLBFMiYgsrn+VCqGJtAIxaIyuSV/D2hbdxeSfws3L1QN3h4B5umjTZ+0mNVcFqYbyNwIzVisBfoAqJZgPrchJ5YxaF1bvlNnQaiU2FyQE8mWA6zDaMuaGzj+rWXjEGFAimQcQXVqEWsN+77F4udF3g5fMv+39AziZACvtxoBodK5fHxcWui+TE5gzd6OiGlnIxBgwC25amUtbYxcW2mYUyv1tmY31OIrEmETkUKhYmmdFpZr4ZKPRVAsH0idjCyuep0xxiAfuV2VdSnFLMkx88Sb+7f+wDohMhvTisBex9Tg9d/W6sAe5YXey6iEf2jAxfbvgAZK8QrgeBbUVKKPNbMwhlruvoo6yxS4wBQ4xBpyEn2cy5GW4G7qtoIy5KT1G60FcJBFMlcgsrX6xNiDtWkiTxz2v+GVuvjefLnvf/oNwtcPEAOGfWOVAbW9eAOWiAO1Z+NwLrhXA9WOQkmym0WmZku/BumeK2fuWSlEAfSzBNCq0z3wzcW9nKhtxEsXwgEEyDiC2skmMMQOg7VgDr09ZzacalPH3yabqcflr2eVsUe4ELe4N/uCkwaA4a4I7VYPhy7LDCqu4IxGWDRbxhB4OtRansr2qjs3d6yxPvltnITowiP8Wi0skEU6XQaqGmtYd+1/Q2A+s6+rjQ1iv8qwSCaRKxhVW0QYfZoKWlK7SWCz6+sOYLdDo6+c2p34y9c8EloNGH7ThQTXPQ1OhUovXRQzfWDwjXBUFhW1EqHq/Me2enHsrc7/Kwp6KFqxZbRR5cGFCQGoNXhqqWnml9374Koa8SCGZCxBZWAMkxoY21Gc6ypGVcs/Aanj397FjDUIMZstaHrYDdZlcnzmbMRmBvG7RXC31VEFmVFU+yxTit7cC9la30u7wixiZM8G0GTnccuK+ylfhoPUvSYtQ4lkAwb4nswsoS+lib4Ty8+mGcHidPn3h67J15WxThdl978A82CU1d/ei1EgnRgdv+kmWZKnsVeXHDhOtCXxV0NBqJrUut7Cxvxumemufbu2U2ovRa0ekIE3KTzWgkON80vc3AvZWKf5XQVwkE0yOiC6uUEAcxjyY3LpePFnyUHeU7qOuuG3Xn5YAM1aUhOdtENNsdWGNMAR37NPc10+PqGdmxqjuqfM1YFbDnEUzOtqJUuh3uwdX7iZBlmXfKbFxWkIRJrw3C6QSTYdJrWZhknlbH6mJbL7XtfUJfJRDMgIgurJJjQp8XOJrPr/w8GjQ8ceyJkXdkrgN9dFiOA21dDqwB1lcNCtdHbwQmFYJJ5M4Fk8sKkonSa6dku1DR3E1te58YA4YZ090MHPSvyheFlUAwXSK6sEqxmGjvdYU01mY0aeY0Pr7k47xa8Srn288P3aEzwMJLoWpX6A43Dr6cwEDi12qh7ojQV4UAk17L5sJk3jo9eSjzOwM2C1csFoVVOFGYaqG6pWfK49x9lW0kmg0ssgp9lUAwXSK6sPJZLrSGOIx5NPetuI9ofTTbj24feUfuFsV13N4QmoONg+K6HnjhukVvISVqwFbBXg/djUJfFSK2FqVS39nPqXr7hI97p8zGkrQYMuOjgnQywVQotMbg9srUtE6+GSjLMvuEvkogmDGRXVj5TELDbByYYErg3mX38s7FdzjefHzojtzLla9h1LXqd3no7HOpYrWQG5c7pNuqGxCui45VSLh6IJR5IrNQe7+LQ9XtYgwYhhRMYzOwtr2Puo4+LhFjQIFgRkR0YTUYaxNGm4E+7i66m0RTIo8deWxo/JJWDFEJYeVn5fu3C3THqrKzcqy+SqODtBUBfR7B1EiyGFm7MGHCwmr32RbcXlnE2IQh+SkWJIkpRdvsFf5VAsGsiOzCyhIeeYH+MOvN3L/ifg40HmBvw4DjukYDOZuVjtUkWpdg4TMHDaR4vcfVg63XNlZfZV0KejFiChVbl6ZyusFOXUef3/vfKbMRF6VndXZ8kE8mmIwog5bshOgphTHvq2wlyWwY9L8SCATTI6ILq3AdBfq4ffHtpJvTR3at8rZA50Voqwzt4QawqdCxqu6sBoZF2cgy1B8V+qoQMxjK7Kdr5fXK7DxrY8uiFHTaiH5ZCVsKrRbOTzIKlGWZvZWtbMxLEq75AsEMiehXwCiDFotRF5ajQACD1sCDqx7kdOtp3qx5U7kxd4vyNUzGgWrE2QxaLcQPFFZtldDfIfRVISYvxUJeitnvOPBEXSct3U4xBgxjClItVDb34J5gC/pCWy8Nnf3CZkEgmAURXVgBJFsMtITZVuBwPpz3YfLj8tl+dDturxuSCiAmI2z8rGxdDnQaiYRoQ8CuWdVZhU7SkR2TrdxQ7zMGFYVVqNlWlMq+ylbs/SNDmd8psyFJcPkiEY4drhRaY3B6vNS09Y77GJ++6pK8xGAdSyCYd4jCymKkJUw7VgBajZZHVj9Ctb2aVypeAUlSxoHVu8Ebev8tm91BSowxoGvZVZ1VZMVkodcMROTUHwWdSdFYCULKNUWpuL0y75U3j7j93XIbq7PjSTQHrsAWBJbBzMAJBOz7KltJthjJTxH6KoFgpkR8YZURH8XpBjsNnf4FueHAVQuuYkXyCp449gQOj0OxXehtBdupUB8NW1c/1liVw5frjigbkdrAZREKZsaq7ASSzIYROitbVz/HazvFGDDMyR8orM6PI2Af0lclCn2VQDALIr6w+sLVBbg9Xj7/uyM43J5QH8cvkiTx6JpHaept4vmy54d0VmEwDrTZHQF1XXd73dR01QyFL3s9Svi00FeFBVqNxNVLrbxbbhtMLPB1r4R/VXhjMerIjI8a18uqurWXJrtD+FcJBLMk4gurAmsM/3f7Kj642MF/v3Rq0siOUFGSXsLG9I08feJpuqPiFK1ViAXssizT0NkX0MKqrrsOt9c91LFqLgdXj9BXhRFbl6bS1e9mf2UbAO+W2UiLNVGUHhvikwkmozDVMu4oUPhXCQSBIeILK4Brl6fx8JUF7Dh0kT8cuBDq44zLo2sepcPRwW9O/0bpWtW8Dx7X5N+oEuds3dj73SzPDFwocmXHqPDleuG4Hm5sLkzBpNfw1pkmnG4vu8+1cOWSFDE+mgMUWi1UNHfj8Y79ALmvshVrjJG8ZHMITiYQzB9EYTXAF7ct4orFKXz9lVMcrmkP9XH8sjx5OdsWbuPZU8/SlrUWnN1DUS8hYOfACGhLADfBquxK+HJOXI5yQ90RMMZCYn7AnkMwO6IMWjYVpPDm6SYOVbfR7XCL0OU5QqE1BofbS237yM1A4V8lEAQOUVgNoNVIPHbHajLio3jgd4exDfgzhRsPr3qYfk8/v+itAKSQjgN3nm1mUaqFjAAG7lZ1VpEclUysYWCsVH8EMlYprvOCsGFbkZW6jj6eeK8Cg1bDpoLkUB9JMAUKUv1vBla29NDcJfRVAkEgEO9Ww4iL1vPU3evodrh54PdHcLpDb2cwmrz4PD6S/xF2VLxEffqykAnYe51uDlS1BbRbBUphNShcdzug8aTQV4UhVy1JRZKg9HwLJXmJmI26UB9JMAXGC2MW+iqBIHCIwmoUi9Ni+N6txRyuaeebr4XezsAfD6x8AIAnE+Kh9gA4xzf8U4t9la04PV62LArcCEiW5ZHhy00nwesS+qowJCXGOJgJeKUYA84ZYk160mJNYzID91W2khZrIicpOkQnEwjmD6Kw8sONxRl8bksev9t3gR0H1ROzy7LMm6ebOHaxY1rfl25J584ld/JK30UqNF64uE+lE47PzvJmovRa1uUkBOyarf2tdDm7hgorn35MdKzCkuuWpyNJcPVSUVjNJQpTR2YGyrLMvso24V8lEAQIUViNw5c+tITNhcn810unpl34TIXOXhePPHeU+589xFf+cmLa3/+ZFZ/BpIvipwkJUPFuwM83Ge+dbeaS/CRMem3ArlnVqQjXB8OX64+COQXisgL2HILAce9lObz2yCYWJoktsrlEwUAYs3dgM7CiuZuWbqGvEggChSisxkGrkfjJnauxxhr5/G8PBzSoeV9lK9c9tou/nWykOCuOskY7nb3Ts01INCVyz7J7eMscxYkPfgMdwbOJqG7poaa1VxV9FSg6MkDpWGWsUWJ8BGGHXqthWUbgrDYEwaHQGkOv00Ndh5I2IfRVAkFgEYXVBCSYDfz87rV09Dl56A9HBp2mZ4rL4+X7/yjj47/Yh16n4c8PXMpXr1+KLMOB6rZpX++TRZ8kwRDL9tgoePVRCJK56c6zgbdZAKWwitJFYY22gqMbWsqFvkogCDCFqb5oG2UcuK+yjYw4EwsShb5KIAgEorCahGUZcXz3lmIOVLXx7b+emfF1qlp6uOXJ93n83QpuW5vF61/YzKrseFZmx2PUadhX2Trta1oMFj614jPsNRk4WlsKx/4w4/NNh51nm1mYFE1OgI0EqzqryInNQSNplBgb2Sv0VQJBgBkMY7Z1DeirhH+VQBBIRGE1BT6yKpP7NuXy6/er+fPh2ml9ryzL7Dh4gesf201Nay9P3LWG7926cnA93aTXsnpBPPurpl9YAdyx+A4STYk8kb4Q/vEVsDfM6DpTpd/lYW9Fa8C7VTAqfNnnuJ6xOuDPIxBEMvHRBlJijJxr6uZsUzetPU42Cn2VQBAwRGE1Rb5y3RI25iXyny+e4GRd55S+p73HyQO/O8KX/3yCVdnx/P2fN3P9ivQxj9uYl8SpejudfdOPp4nWR/Pp5Z9mn+TgiMYLf/0XVUeCh6rb6XN5Al5Y9bn7qO+pH7kRGJcNlsAXcAJBpFNotXDO1j3YKb9E6KsEgoAhCqspotNqePwTa0gyG/jcbw/T1uOc8PF7zrdw7WO7eLusia9ct4Tff6aE9Dj/DuUluUnIMhyagc4K4LZFtyldq5xlUP46nPzzjK4zFXaetWHQagK+QVRjrwEYMgetPyK6VQKBShQObAa+X9FCZnwU2UJfJRAEDFFYTYMki5Gf372O5m4HD//hCG4/YnaH28N3Xj/DXU/vx2zU8eKDl/G5LfloNOPrF1YviMcwQ50VDHWt9vfVcyhrBfztS9DTMqNrTcbOs81syE0k2hBYp+0R4cu9bdBeLYTrAoFKFKTG0O1w8155s9gGFAgCjCispsmKrDi+87EVvF/Rynf/XjbivvO2Lj72+Ps8tauSu0oW8NdHNrM8c/J1dJNey6rsePZXzaxjBXD74ttJMiXxZGoW9NuV4irA1Hf0cbapWx19lb0KjaRhQeyCYfoqUVgJBGrgE7A73F7hXyUQBBhRWM2AW9dmcc8lC/nF7ipePlaHLMv8bl8NN24vpdHezy8+uY5vf2wFUYapm2duzEviZF0n9v7p66wAonRR3LfiPg60neJgyT3KOPDMazO61njs8tksLFZHuJ5pycSoNULdUeXGjFUBfx6BQDBUWAFszEsM4UkEgvmHKKxmyNduLGJDTiJf/vNxPvnLA3ztpZNsyE3i749uZltR6rSvtzE3Ea8Mh6vbZ3ym2xbdRnJUMk94WyF1hSJk75v59Uaz82wz6XGmES/KgWJE+HL9EUgqBJMwnxQI1CDJYiTRbCA7MYqsBKGvEggCiSisZoheq+Hxu9YQH2Vgf1Ub/9+Hi/j1veuxxppmdL3VCxIwaGeuswIw6Uzct/w+DtkOc3DzQ4rO6h9fnfH1huPyeCk918KWRSkB97vxeD3U2GtGbgQKfZVAoCp3lSzgU5fmhvoYAsG8I7AK5AgjJcbISw9dhsvjnfVWTZRBy8rsOPbNQmcFcOuiW/nlyV/yeO0/+NVljyKV/hCW3wwFW2d13WMXO+hyuFXRV9X31OPwOJTCyl4P3Y1CXyUQqMy/XrM41EcQCOYlomM1S9LiTAFbVfbprLod7hlfw6Qzcd+K+zjcdJgDi6+C5MXwyqOKoH0W7CxvRquRuLQgeVbX8cdg+HJcrtKtAtGxEggEAsGcRBRWYURJbhIerzxjPysfty66FWuUlSdOPo1803aw18FbX5/VNXeebWbNgnjiovSzuo4/Bgur2FxFX6XRQdqKgD+PQCAQCARqIwqrMGLNwnh0Gol9lbMrrIxaI/etuI8jtiPs18uw8UE49AxU7Z7R9Vq6HZyo61RlDAhKYZVoSiTeFK90rKxLQe/fTFUgEAgEgnBGFFZhRLRBx8rsmecGDueWRbdgjbbyxLEnkK/8KiTkwiuPgLN32tfafW7AZmGRddbn8ocvfBlZhvqjQl8lEAgEgjmLKKzCjJLcRE7UdtIzC50VKF2rz6z4DEdtR9nb+gHctB3aq+Ddb0/7WjvLm0kyG1iWETurM43HYPhyWyX0dwh9lUAgEAjmLKKwCjM25iXh9socrpm9/9QthbeQGp3Kk8eeRM7ZBOvug72Pw8WDU76G1yuz61wLly9KmTCWZ6a097fT7mhXCqt6nzGoKKwEAoFAMDcRhVWYsXZhAlqNFJBxoEFr4P4V93Os+Rh76/fC1q9DbCa8/BC4HVO6xsn6Ttp6nKrpq6rt1cBA+HLdEdCZFI2VQCAQCARzEFFYhRlmo47irLhZC9h9fKzwY6SZ03j8g8eRjTHw4cegpRx2fm9K3/9eeTOSBJsLA2+zAKOsFuqPQFoxaAO/eSgQCAQCQTAQhVUYUpKbxPHaDnqds9NZwVDX6njzcfbU74HCrbDqLij9ETR8MOn37zzbzIrMOJIsxlmfxR+VHZUYtUbSTSnKeYS+SiAQCARzGFFYhSEb8xJxeWSO1HQE5HofK/gY6eZ0RWsly/Chb4M5GV56CDzjhz539ro4eqFdtTEgQJW9ioWxC9G2nQdXr9BXCQQCgWBOIwqrMGRdTmLAdFYAeq2e+4vv53jLcUrrSiEqAW74ITSdgNIfj/t9pedb8MpwxWIVCyvfRqBwXBcIBALBPEAUVmGIxahjeWbcrAKZR/PR/I+SYc5QfK1kGZbeCMtuhp3fhabTfr9n51kbsSYdK7PiA3aO4ZxqOUVtVy2F8YWKvsoYC4n5qjyXQCAQCATBQBRWYcrG3EQ+uNhJn9MTkOv5ulYnW0+yu27Agf3674MpFn77Ubh4YMTjZVlm59lmNhemoNMG/tek19XLl3d/mVRzKncuuXPAGHQVaMSvpEAgEAjmLpO+i0mS9EtJkmySJJ0cdluiJElvSpJ0buBrwsDtkiRJP5Ek6bwkScclSRJznRmyMS8Jp8fL0Quz97Py8ZGCj5BpyRzqWpmT4d6/gj4afn0DHP3d4GPLm7posjtU01f974H/5YL9At/Z9B3itCZoPCn0VQKBQCCY80ylPfBr4NpRt/0H8LYsy4XA2wP/H+C6/7+9O4/Oqjr3OP59QsKYEEgIg4BCGEUBUSTIUuvU1gGHWmtFbcUFBW3ttNqrRa4uW2uh69re23tVVGiVVmuxVpeiVumgkatCQeZZmQlTZJBBJCR57h/ncAmgMu13yvv7rJXF4Zyzz3ne5QM87r3fvYFu8c8IYFyYMLNP/04tyTGYtjLMsgsAeTl5jOgzgoVbFvLWureik61PhW/9E04ZFK1v9de7oKaa8qXRNjbnJ6CwmrJqCi988ALDew/n7LZnw6YFULtP86tERCTjHbGwcve3gEP/db8amBgfTwSuqXP+9x6ZBrQws3ahgs0mBY3zgs+zAriyy5VRr9XcuNcKoGkR3PSXaLPm6Y/CU1/hvcXL6dm2gLaFjYO+f+Pujdz37n30btWb28+4PTq5f+K6eqxERCTDHe+EljbuviE+3gi0iY/bA2vr3LcuPncYMxthZjPNbGZlZeVxhlG/lXUuYs7a7XyyL8w8K4h6rcb++k8AABDwSURBVEb2GcmiLYsoX1d+4EKDXLh0DFz9CL5mGvds+A7Xdfgo2HsBamprGDV1FDW1NYw9byx5OfFCoOtnQ7MSKOwQ9H0iIiLJdsIzhT3q9vDjaPe4u/d39/4lJYn7On8mG1haTFV1LbPXhFnPar/BXQbTIb/DgblWdfW7iRkXPE1Dqrh1yQhYPDnYe3+34HfM3DSTu8vu5uTmJx+4UDEr6q2y8HsRioiIJNPxFlab9g/xxb9ujs9XAB3r3NchPifHoX+nIswItp7Vfnk5eYzsO5LFWxfzxto3Drs+ectJXO9jsNY9YdLN8OZYqK09oXfOr5zPI3Me4dJOl3JVl6sOXNi7K9piR/OrRESkHjjewuol4Jb4+BbgxTrnvxl/O3Ag8FGdIUM5RoVN8jjtpObB51kBDC4dTMeCjoybO+6gXit3581lm+nWpRs5t/4V+t4Ib46BZ78RFUHHYfe+3dw19S5KmpZwzzn3YHV7pjbMBa/V/CoREakXjma5hWeAd4EeZrbOzIYBY4Evmtn7wCXx7wFeBVYAHwDjgW8nJOosUta5mNlrtrO3Otw8K4DcnFxG9hnJkq1LmLJ6yv+fX7XlY9Zu3RMts5DXGK55BL48Bpa+Cr/9ImxdeczvGjN9DBW7Khhz3hiaN2x+8MX1WnFdRETqj6P5VuAQd2/n7nnu3sHdf+vuW9z9Ynfv5u6XuPvW+F539++4exd37+3uMxP/Eeq3gaXF7K2uZe7asBPJAa4ovYKuLboyauoonl36bLQo6NJoVPcL3VtHN5nBOd+Gm5+HHeth/IWw4s2jfsdrK1/jxeUvMrz3cM5qc9bhN1TMgsKTozW1REREMpyWuU5zA+J5VokYDszNyeXJS59kQLsB3D/tfu59517eWFZB51bNOLm46cE3d7kwWu8qvw384VqY9igcOvH9EOt3redn7/6MPq36cFvf2w5c2LsLNi2EJa/AmmnQvl/wzyYiIpIKuakOQD5fYdM8Tm3bPJ7A3i388xsV8vBFDzNu7jgem/cYXjWDy7rc9ek3F3eB4X+H50fCa3dFmzhf8WvIbXTwfbW11OxYx6g3v09NzV7G5nUk74XbYduq6Gf3IctrdL0k+OcSERFJBRVWGaCstIhn/rWGqupaGuaG72RskNOAO/rdgVV1ZNzCn/PWx6N5p+JBBrUfdPjNjQrg609B+dhoA+fKpXDaVw4UTdtWwbbVTChoxKyWLfhF5Yd0XPFYtEZVy07Q4/Lo17o/TYuCfyYREZFUUGGVAQaWFvPE26uYt247/TslrgjZVtmNfWu/S7u+L3Db32/je2d+j2GnDzv4W3wQbZR84d3Q5jR44XZYNwMaFkBRJyjpydxOAxi3ZSqXlfRj8OB7ocXJ0CAvYXGLiIikCxVWGWBAXExNW7EloYVV+bJKBnTowWNXPM1979zHb2b9hvmV83ng3AfIb5h/eINeV0PpBVBbA01aghm7qnbxk8lfo02zdtxzyUNYw4KExSsiIpJuNHk9A7Rs1pCebQuYHnBD5kNVbN/D+5t38YXuJTTNa8ovz/8ld559J+XryhnyyhCWb1/+6Q0bF0ZDeXGv1ph/jWH97vWMPX8sBSqqREQky6iwyhADS4uZuWob+2pObAX0z1K+NJpQfkGPaHshM+Mbvb7BhC9NYGfVToa8MoTXV73+uc94dcWrvLT8JUb0GUG/1vqmn4iIZB8VVhmirHMRe/bVMG9d+PWsAMqXbaZ9iyZ0KTl4yK9/2/5MGjyJ7i278+PyH/PgjAeprq0+rH3Frgrun3Y/fUv6MrLPyITEKCIiku5UWGWIAZ0PzLMKbV9NLW9/sIXzu5ccPlEdaNOsDU98+Qlu6HEDExdNZMTfRrBlz4E4qmurGTV1FI4z9ryx5OZo6p6IiGQnFVYZoji/Ed3b5CdkntWs1dvYtbc62sbmM+Q1yGP0wNE8cO4DzKucx/UvX8/cyrkAjJ8/ntmbZzO6bDQdCjoEj09ERCRTqLDKINE8q63B51mVL6skN8cY1LX4iPde1eUqnrr8KfJy8hj62lB+NfNXPDb3Ma4ovYIru1wZNC4REZFMo8Iqg5R1LubjqhoWVISdZ1W+rJIzT2lJ88ZHt9ZUz6KeTBo8ibJ2ZTy58EnaNmvL6LLRQWMSERHJRJoMk0HKSvfPs9pKv5NbBnnm5p2fsHD9Dv7tyz2Oqd3+rXBeXP4iZ5ScoaUVREREUI9VRmmV34iurfPjfQPDmLrsQ4DPnV/1WRrkNODabtdS2qI0WDwiIiKZTIVVhhlYWsSMlVupDjTPqnxZJa3yG9GrXfMgzxMREclmKqwyTFnnYnZX1bBw/Y4TftbL89bz2oKNXNSzhJycw5dZEBERkWOjwirD7J9ndSLDge7OhKkruOOPs+nbsZC7Lz81VHgiIiJZTYVVhmld0JjSkmZMW3F861nV1Do/nbyIn7+ymMt7t+UPw8po0bRh4ChFRESyk74VmIEGlhYzec56amqdBscwhPfJvhq+/6fZvL5wE8PO7czoy0/VEKCIiEhA6rHKQGWdi9i5t5pFxzDPauvuKm4cP40pizZxz+Be3DO4l4oqERGRwFRYZaCBpdEK6Uc7z2rNlo/56rh3WLB+B4/ceCbDzu2cyPBERESylgqrDNSmeWM6t2p2VBsyz127nWvHvc22j6v44/AyLuvdLgkRioiIZCcVVhlqYGkR/1q5lZpa/8x7/rF4Ezc8Po3GeQ34y+2D6N+pKIkRioiIZB8VVhmqrHMxOz6pZvGGT59n9fT01Xzr9zPp2jqf5789iC4l+UmOUEREJPuosMpQB9azOnjZBXfnP15fwugXFvCF7iX8acRAWhc0TkWIIiIiWUeFVYZqV9iEU4qbHjTPqqq6lh89O5eH31jOkAEdGf/N/jRrpBU1REREkkX/6mawgZ2LeW3hRmprnV1V1dz+1Hu8/cEWfvTF7txxUVfMtJyCiIhIMqnHKoOVlRbx0Z59lC+r5PpH32X6iq08+LW+fPfibiqqREREUkA9VhmsLF7PatjEGTRtmMsTt57Ned1KUhyViIhI9lJhlcHat2hC19b57PxkH08MHUCvk5qnOiQREZGspsIqw/3xW2U0ym1AYZO8VIciIiKS9VRYZTgtpSAiIpI+NHldREREJBAVViIiIiKBqLASERERCUSFlYiIiEggKqxEREREAlFhJSIiIhKICisRERGRQFRYiYiIiASiwkpEREQkEBVWIiIiIoGosBIREREJRIWViIiISCAqrEREREQCUWElIiIiEogKKxEREZFAVFiJiIiIBKLCSkRERCQQc/dUx4CZ7QSWnsAjCoGP1F7tM7R9K+DDFL1b7dU+U3M/xPuzuX0mx54O7bu5e+GnXnH3lP8AM0+w/eNqr/YZ3P648z8NYld7tT+R9vq7P0XtMzn2dG9fX4YCJ6u92mdw+1S+W+3VPpXtT1Sq48/k9pkce1q3T5ehwJnu3j/VcYikgvJfspVyX+qjdOmxejzVAYikkPJfspVyX+qdtOixEhEREakP0qXHSpLEzHYd4fqbZqaueamXlP+SrZT7yaPCSkRERCSQpBZWR6qYJTnM7AIze7nO7x8ys6EpDKneU+6nD+V/8in/04NyPznUYyUiIiISSNILKzPLN7N/mNksM5tvZlfH5zuZ2WIzG29mC81sipk1SXZ8Iomi3JdspvyXbJGKHqtPgK+4+5nAhcCvzMzia92Ah939NGA78NUUxJcNqjn4v33jVAWSZZT76UH5nxrK/9RT7idBKgorA35hZvOAvwPtgTbxtZXuPic+fg/olPzwssJqoJeZNTKzFsDFqQ4oSyj304PyPzWU/6mn3E+C3BS88yagBDjL3feZ2SoOVM1769xXA6g7OCAzywX2uvtaM3sWWACsBGanNrKsodxPIeV/yin/U0S5n1ypKKwKgc3xH6wLgVNSEEO2Og1YDuDudwJ3HnqDu1+Q5JiyiXI/tZT/qaX8Tx3lfhIlrbDaXzEDTwOTzWw+MBNYkqwYspmZ3QZ8D/hBqmPJNsr91FP+p47yP7WU+8mXtC1tzKwvMN7dByTlhSJpQrkv2Uz5L9kmKZPX44r5GeDfk/E+kXSh3JdspvyXbKRNmEVEREQC0crrIiIiIoEkpLAys45m9oaZLYpX0v1+fL7IzP5mZu/Hv7aMz/c0s3fNbK+Z/fiQZ7Uws+fMbEm8Ou85iYhZJJRQ+W9mPcxsTp2fHWamCaiStgL/3f/D+BkLzOwZM9NilpIREjIUaGbtgHbuPsvMCogWfLsGGApsdfexZvYToKW732VmrYm+ensNsM3dH6zzrInAVHefYGYNgabuvj140CKBhMz/Os9sAFQAZe6+OlmfReRYhMp9M2sP/C/Qy933xGsvveruTyb/U4kcm4T0WLn7BnefFR/vBBYTrbJ7NTAxvm0i0R8m3H2zu88A9tV9jpkVAucDv43vq1JRJekuVP4f4mJguYoqSWeBcz8XaBIv19AUWJ/g8EWCSPgcKzPrBPQDpgNt3H1DfGkjB7Yz+CydgUrgCTObbWYTzKxZomIVCe0E87+uG4i+XSWSEU4k9929AngQWANsAD5y9ykJC1YkoIQWVmaWD/wF+IG776h7zaMxyCONQ+YCZwLj3L0fsBv4SSJiFQktQP7vf05D4Crgz8GDFEmAE839eA7W1UT/c30S0MzMbk5QuCJBJaywMrM8oj9YT7v78/HpTfEY/P6x+M1HeMw6YJ27T49//xxRoSWS1gLl/36XAbPcfVP4SEXCCpT7lxBtzFzp7vuA54FBiYpZJKREfSvQiOZFLXb3X9e59BJwS3x8C/Di5z3H3TcCa82sR3zqYmBR4HBFggqV/3UMQcOAkgEC5v4aYKCZNY2feTHRfC2RtJeobwWeC0wF5gO18em7icbanwVOBlYD17v7VjNrS7R3VPP4/l1E3wbZYWZnABOAhsAK4FZ33xY8aJFAAud/M6J/ZErd/aPkfhKRYxM4938KfB2oBmYDw919bzI/j8jx0MrrIiIiIoFo5XURERGRQFRYiYiIiASiwkpEREQkEBVWIiIiIoGosBIREREJRIWViIiISCAqrEQkLZhZjZnNMbO5ZjbLzAbF508ys+fi4wvM7OX4eKiZPfQ5z7vPzCriZ75vZs+bWa+jiGOomZ0U6nOJSHZRYSUi6WKPu5/h7n2BUcAYAHdf7+7XHecz/zN+ZjdgEvBPMys5QpuhRPvTiYgcMxVWIpKOmgPbAMysk5ktONEHuvskYApwY/zce81shpktMLPHLXId0B94Ou7pamJmZ5lZuZm9Z2av79/zTkTk06iwEpF00SQuZpYQbWN1fwLeMQvoGR8/5O5nu/vpQBNgsLs/R7TFyk3ufgbRdir/A1zn7mcBvwMeSEBcIlJP5KY6ABGR2J64mMHMzgF+b2anB36H1Tm+0MzuBJoCRcBCYPIh9/cATgf+Fu0FTANgQ+CYRKQeUWElImnH3d81s1bAkeZDHat+wEwzaww8AvR397Vmdh/Q+FPuN2Chu58TOA4Rqac0FCgiacfMehL1Dm0J+MyvAl8CnuFAEfWhmeUDdSfH7wQK4uOlQEncg4aZ5ZnZaaFiEpH6Rz1WIpIumpjZnPjYgFvcvSYegjtePzSzm4FmwALgInevBDCz8fG5jcCMOm2eBB41sz3AOURF13+bWSHR35n/RTRsKCJyGHP3VMcgIiIiUi9oKFBEREQkEA0FikhGM7PRwNcOOf1nd9eyCCKSdBoKFBEREQlEQ4EiIiIigaiwEhEREQlEhZWIiIhIICqsRERERAL5P0DIqOKwqiOgAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OjHcOxANyWiM",
        "colab_type": "text"
      },
      "source": [
        "Exponential moving average = (Close - previous EMA) * (2/(span+1)) + previous EMA\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q99o4C3Cgmwu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "outputId": "28c66ec6-47a7-4016-aeb1-a6e6981791b2"
      },
      "source": [
        "bill_2018['Billed_amount'].ewm(span=3, adjust=False, min_periods=0).mean()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bill_Date\n",
              "2016-01-01    247.730000\n",
              "2016-02-01    240.920000\n",
              "2016-03-01    182.385000\n",
              "2016-04-01    146.802500\n",
              "2016-05-01    132.586250\n",
              "2016-06-01    105.198125\n",
              "2016-07-01     95.934063\n",
              "2016-08-01    109.167031\n",
              "2016-09-01    166.393516\n",
              "2016-10-01    159.466758\n",
              "2016-11-01    155.003379\n",
              "2016-12-01    199.686689\n",
              "2017-01-01    231.663345\n",
              "2017-02-01    222.991672\n",
              "2017-03-01    187.265836\n",
              "2017-04-01    153.027918\n",
              "2017-05-01    153.103959\n",
              "2017-06-01    182.591980\n",
              "2017-07-01    231.890990\n",
              "2017-08-01    234.930495\n",
              "2017-09-01    259.615247\n",
              "2017-10-01    216.152624\n",
              "2017-11-01    163.831312\n",
              "2017-12-01    157.625656\n",
              "2018-01-01    212.472828\n",
              "2018-02-01    206.911414\n",
              "2018-03-01    204.910707\n",
              "2018-04-01    177.885353\n",
              "2018-05-01    170.477677\n",
              "2018-06-01    195.118838\n",
              "2018-07-01    239.549419\n",
              "2018-08-01    264.849710\n",
              "2018-09-01    261.404855\n",
              "2018-10-01    294.297427\n",
              "2018-11-01    243.893714\n",
              "2018-12-01    198.116857\n",
              "Name: Billed_amount, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hCDd1DWeguGC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018['ewm_window_3']=bill_2018['Billed_amount'].ewm(span=3, adjust=False, min_periods=0).mean().shift(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kG6ZlZ4UguC7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "25bead5c-581d-45bf-a7d2-db19b913f511"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Billed_amount</th>\n",
              "      <th>ma_rolling_3</th>\n",
              "      <th>wma_rolling_3</th>\n",
              "      <th>ewm_window_3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>247.73</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>234.11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>247.730000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>123.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>240.920000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>111.22</td>\n",
              "      <td>201.896667</td>\n",
              "      <td>181.250000</td>\n",
              "      <td>182.385000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>118.37</td>\n",
              "      <td>156.393333</td>\n",
              "      <td>135.911667</td>\n",
              "      <td>146.802500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-01</th>\n",
              "      <td>77.81</td>\n",
              "      <td>117.813333</td>\n",
              "      <td>116.900000</td>\n",
              "      <td>132.586250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>86.67</td>\n",
              "      <td>102.466667</td>\n",
              "      <td>96.898333</td>\n",
              "      <td>105.198125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>122.40</td>\n",
              "      <td>94.283333</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>95.934063</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-01</th>\n",
              "      <td>223.62</td>\n",
              "      <td>95.626667</td>\n",
              "      <td>103.058333</td>\n",
              "      <td>109.167031</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-01</th>\n",
              "      <td>152.54</td>\n",
              "      <td>144.230000</td>\n",
              "      <td>167.055000</td>\n",
              "      <td>166.393516</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-01</th>\n",
              "      <td>150.54</td>\n",
              "      <td>166.186667</td>\n",
              "      <td>171.210000</td>\n",
              "      <td>159.466758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "      <td>175.566667</td>\n",
              "      <td>163.386667</td>\n",
              "      <td>155.003379</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-01</th>\n",
              "      <td>263.64</td>\n",
              "      <td>182.483333</td>\n",
              "      <td>197.788333</td>\n",
              "      <td>199.686689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-01</th>\n",
              "      <td>214.32</td>\n",
              "      <td>219.516667</td>\n",
              "      <td>238.366667</td>\n",
              "      <td>231.663345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-01</th>\n",
              "      <td>151.54</td>\n",
              "      <td>240.776667</td>\n",
              "      <td>235.768333</td>\n",
              "      <td>222.991672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "      <td>209.833333</td>\n",
              "      <td>191.150000</td>\n",
              "      <td>187.265836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "      <td>161.550000</td>\n",
              "      <td>145.628333</td>\n",
              "      <td>153.027918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "      <td>141.170000</td>\n",
              "      <td>141.443333</td>\n",
              "      <td>153.103959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "      <td>161.350000</td>\n",
              "      <td>176.898333</td>\n",
              "      <td>182.591980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "      <td>215.483333</td>\n",
              "      <td>236.818333</td>\n",
              "      <td>231.890990</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "      <td>243.746667</td>\n",
              "      <td>248.061667</td>\n",
              "      <td>234.930495</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
              "      <td>267.820000</td>\n",
              "      <td>268.338333</td>\n",
              "      <td>259.615247</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
              "      <td>231.653333</td>\n",
              "      <td>220.773333</td>\n",
              "      <td>216.152624</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "      <td>189.500000</td>\n",
              "      <td>160.701667</td>\n",
              "      <td>163.831312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "      <td>145.206667</td>\n",
              "      <td>141.661667</td>\n",
              "      <td>157.625656</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "      <td>176.750000</td>\n",
              "      <td>202.718333</td>\n",
              "      <td>212.472828</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "      <td>206.696667</td>\n",
              "      <td>215.018333</td>\n",
              "      <td>206.911414</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
              "      <td>223.860000</td>\n",
              "      <td>213.125000</td>\n",
              "      <td>204.910707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
              "      <td>185.040000</td>\n",
              "      <td>176.625000</td>\n",
              "      <td>177.885353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-01</th>\n",
              "      <td>219.76</td>\n",
              "      <td>172.280000</td>\n",
              "      <td>165.640000</td>\n",
              "      <td>170.477677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-01</th>\n",
              "      <td>283.98</td>\n",
              "      <td>177.896667</td>\n",
              "      <td>189.380000</td>\n",
              "      <td>195.118838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
              "      <td>222.270000</td>\n",
              "      <td>242.421667</td>\n",
              "      <td>239.549419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
              "      <td>264.630000</td>\n",
              "      <td>276.361667</td>\n",
              "      <td>264.849710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-10-01</th>\n",
              "      <td>327.19</td>\n",
              "      <td>277.363333</td>\n",
              "      <td>273.026667</td>\n",
              "      <td>261.404855</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "      <td>291.766667</td>\n",
              "      <td>297.940000</td>\n",
              "      <td>294.297427</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-12-01</th>\n",
              "      <td>152.34</td>\n",
              "      <td>259.546667</td>\n",
              "      <td>248.801667</td>\n",
              "      <td>243.893714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount  ma_rolling_3  wma_rolling_3  ewm_window_3\n",
              "Bill_Date                                                           \n",
              "2016-01-01         247.73           NaN            NaN           NaN\n",
              "2016-02-01         234.11           NaN            NaN    247.730000\n",
              "2016-03-01         123.85           NaN            NaN    240.920000\n",
              "2016-04-01         111.22    201.896667     181.250000    182.385000\n",
              "2016-05-01         118.37    156.393333     135.911667    146.802500\n",
              "2016-06-01          77.81    117.813333     116.900000    132.586250\n",
              "2016-07-01          86.67    102.466667      96.898333    105.198125\n",
              "2016-08-01         122.40     94.283333      89.000000     95.934063\n",
              "2016-09-01         223.62     95.626667     103.058333    109.167031\n",
              "2016-10-01         152.54    144.230000     167.055000    166.393516\n",
              "2016-11-01         150.54    166.186667     171.210000    159.466758\n",
              "2016-12-01         244.37    175.566667     163.386667    155.003379\n",
              "2017-01-01         263.64    182.483333     197.788333    199.686689\n",
              "2017-02-01         214.32    219.516667     238.366667    231.663345\n",
              "2017-03-01         151.54    240.776667     235.768333    222.991672\n",
              "2017-04-01         118.79    209.833333     191.150000    187.265836\n",
              "2017-05-01         153.18    161.550000     145.628333    153.027918\n",
              "2017-06-01         212.08    141.170000     141.443333    153.103959\n",
              "2017-07-01         281.19    161.350000     176.898333    182.591980\n",
              "2017-08-01         237.97    215.483333     236.818333    231.890990\n",
              "2017-09-01         284.30    243.746667     248.061667    234.930495\n",
              "2017-10-01         172.69    267.820000     268.338333    259.615247\n",
              "2017-11-01         111.51    231.653333     220.773333    216.152624\n",
              "2017-12-01         151.42    189.500000     160.701667    163.831312\n",
              "2018-01-01         267.32    145.206667     141.661667    157.625656\n",
              "2018-02-01         201.35    176.750000     202.718333    212.472828\n",
              "2018-03-01         202.91    206.696667     215.018333    206.911414\n",
              "2018-04-01         150.86    223.860000     213.125000    204.910707\n",
              "2018-05-01         163.07    185.040000     176.625000    177.885353\n",
              "2018-06-01         219.76    172.280000     165.640000    170.477677\n",
              "2018-07-01         283.98    177.896667     189.380000    195.118838\n",
              "2018-08-01         290.15    222.270000     242.421667    239.549419\n",
              "2018-09-01         257.96    264.630000     276.361667    264.849710\n",
              "2018-10-01         327.19    277.363333     273.026667    261.404855\n",
              "2018-11-01         193.49    291.766667     297.940000    294.297427\n",
              "2018-12-01         152.34    259.546667     248.801667    243.893714"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9VAuv52jgt9K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "1fdce43c-0cb7-4486-98f1-feb72e3cbadd"
      },
      "source": [
        "bill_2018.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f90359909b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dKpz4jS5ESTR",
        "colab_type": "text"
      },
      "source": [
        "Exponential Smoothing - "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p66z2la9Xmqv",
        "colab_type": "text"
      },
      "source": [
        "![alt text](https://people.duke.edu/~rnau/411avg_files/image028.png)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NvObBoi3_eNz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "outputId": "75d39907-9185-4733-9945-827656a5f80d"
      },
      "source": [
        "bill_2018['Billed_amount'].ewm(alpha=0.7, adjust=False, min_periods=3).mean()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bill_Date\n",
              "2016-01-01           NaN\n",
              "2016-02-01           NaN\n",
              "2016-03-01    158.153800\n",
              "2016-04-01    125.300140\n",
              "2016-05-01    120.449042\n",
              "2016-06-01     90.601713\n",
              "2016-07-01     87.849514\n",
              "2016-08-01    112.034854\n",
              "2016-09-01    190.144456\n",
              "2016-10-01    163.821337\n",
              "2016-11-01    154.524401\n",
              "2016-12-01    217.416320\n",
              "2017-01-01    249.772896\n",
              "2017-02-01    224.955869\n",
              "2017-03-01    173.564761\n",
              "2017-04-01    135.222428\n",
              "2017-05-01    147.792728\n",
              "2017-06-01    192.793819\n",
              "2017-07-01    254.671146\n",
              "2017-08-01    242.980344\n",
              "2017-09-01    271.904103\n",
              "2017-10-01    202.454231\n",
              "2017-11-01    138.793269\n",
              "2017-12-01    147.631981\n",
              "2018-01-01    231.413594\n",
              "2018-02-01    210.369078\n",
              "2018-03-01    205.147723\n",
              "2018-04-01    167.146317\n",
              "2018-05-01    164.292895\n",
              "2018-06-01    203.119869\n",
              "2018-07-01    259.721961\n",
              "2018-08-01    281.021588\n",
              "2018-09-01    264.878476\n",
              "2018-10-01    308.496543\n",
              "2018-11-01    227.991963\n",
              "2018-12-01    175.035589\n",
              "Name: Billed_amount, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QOXhMIhH_eLm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018['esm_window_3_7']=bill_2018['Billed_amount'].ewm(alpha=0.7, adjust=False,min_periods=3).mean().shift(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LD8mhtOx_eHx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b1a5de08-721e-4b82-e7f5-7c09b0193b2e"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\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>Billed_amount</th>\n",
              "      <th>ma_rolling_3</th>\n",
              "      <th>wma_rolling_3</th>\n",
              "      <th>ewm_window_3</th>\n",
              "      <th>esm_window_3_7</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>247.73</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>234.11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>247.730000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>123.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>240.920000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>111.22</td>\n",
              "      <td>201.896667</td>\n",
              "      <td>181.250000</td>\n",
              "      <td>182.385000</td>\n",
              "      <td>158.153800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>118.37</td>\n",
              "      <td>156.393333</td>\n",
              "      <td>135.911667</td>\n",
              "      <td>146.802500</td>\n",
              "      <td>125.300140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-01</th>\n",
              "      <td>77.81</td>\n",
              "      <td>117.813333</td>\n",
              "      <td>116.900000</td>\n",
              "      <td>132.586250</td>\n",
              "      <td>120.449042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>86.67</td>\n",
              "      <td>102.466667</td>\n",
              "      <td>96.898333</td>\n",
              "      <td>105.198125</td>\n",
              "      <td>90.601713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>122.40</td>\n",
              "      <td>94.283333</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>95.934063</td>\n",
              "      <td>87.849514</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-01</th>\n",
              "      <td>223.62</td>\n",
              "      <td>95.626667</td>\n",
              "      <td>103.058333</td>\n",
              "      <td>109.167031</td>\n",
              "      <td>112.034854</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-01</th>\n",
              "      <td>152.54</td>\n",
              "      <td>144.230000</td>\n",
              "      <td>167.055000</td>\n",
              "      <td>166.393516</td>\n",
              "      <td>190.144456</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-01</th>\n",
              "      <td>150.54</td>\n",
              "      <td>166.186667</td>\n",
              "      <td>171.210000</td>\n",
              "      <td>159.466758</td>\n",
              "      <td>163.821337</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "      <td>175.566667</td>\n",
              "      <td>163.386667</td>\n",
              "      <td>155.003379</td>\n",
              "      <td>154.524401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-01</th>\n",
              "      <td>263.64</td>\n",
              "      <td>182.483333</td>\n",
              "      <td>197.788333</td>\n",
              "      <td>199.686689</td>\n",
              "      <td>217.416320</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-01</th>\n",
              "      <td>214.32</td>\n",
              "      <td>219.516667</td>\n",
              "      <td>238.366667</td>\n",
              "      <td>231.663345</td>\n",
              "      <td>249.772896</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-01</th>\n",
              "      <td>151.54</td>\n",
              "      <td>240.776667</td>\n",
              "      <td>235.768333</td>\n",
              "      <td>222.991672</td>\n",
              "      <td>224.955869</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "      <td>209.833333</td>\n",
              "      <td>191.150000</td>\n",
              "      <td>187.265836</td>\n",
              "      <td>173.564761</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "      <td>161.550000</td>\n",
              "      <td>145.628333</td>\n",
              "      <td>153.027918</td>\n",
              "      <td>135.222428</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "      <td>141.170000</td>\n",
              "      <td>141.443333</td>\n",
              "      <td>153.103959</td>\n",
              "      <td>147.792728</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "      <td>161.350000</td>\n",
              "      <td>176.898333</td>\n",
              "      <td>182.591980</td>\n",
              "      <td>192.793819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "      <td>215.483333</td>\n",
              "      <td>236.818333</td>\n",
              "      <td>231.890990</td>\n",
              "      <td>254.671146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "      <td>243.746667</td>\n",
              "      <td>248.061667</td>\n",
              "      <td>234.930495</td>\n",
              "      <td>242.980344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
              "      <td>267.820000</td>\n",
              "      <td>268.338333</td>\n",
              "      <td>259.615247</td>\n",
              "      <td>271.904103</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
              "      <td>231.653333</td>\n",
              "      <td>220.773333</td>\n",
              "      <td>216.152624</td>\n",
              "      <td>202.454231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "      <td>189.500000</td>\n",
              "      <td>160.701667</td>\n",
              "      <td>163.831312</td>\n",
              "      <td>138.793269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "      <td>145.206667</td>\n",
              "      <td>141.661667</td>\n",
              "      <td>157.625656</td>\n",
              "      <td>147.631981</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "      <td>176.750000</td>\n",
              "      <td>202.718333</td>\n",
              "      <td>212.472828</td>\n",
              "      <td>231.413594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "      <td>206.696667</td>\n",
              "      <td>215.018333</td>\n",
              "      <td>206.911414</td>\n",
              "      <td>210.369078</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
              "      <td>223.860000</td>\n",
              "      <td>213.125000</td>\n",
              "      <td>204.910707</td>\n",
              "      <td>205.147723</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
              "      <td>185.040000</td>\n",
              "      <td>176.625000</td>\n",
              "      <td>177.885353</td>\n",
              "      <td>167.146317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-01</th>\n",
              "      <td>219.76</td>\n",
              "      <td>172.280000</td>\n",
              "      <td>165.640000</td>\n",
              "      <td>170.477677</td>\n",
              "      <td>164.292895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-01</th>\n",
              "      <td>283.98</td>\n",
              "      <td>177.896667</td>\n",
              "      <td>189.380000</td>\n",
              "      <td>195.118838</td>\n",
              "      <td>203.119869</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
              "      <td>222.270000</td>\n",
              "      <td>242.421667</td>\n",
              "      <td>239.549419</td>\n",
              "      <td>259.721961</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
              "      <td>264.630000</td>\n",
              "      <td>276.361667</td>\n",
              "      <td>264.849710</td>\n",
              "      <td>281.021588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-10-01</th>\n",
              "      <td>327.19</td>\n",
              "      <td>277.363333</td>\n",
              "      <td>273.026667</td>\n",
              "      <td>261.404855</td>\n",
              "      <td>264.878476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "      <td>291.766667</td>\n",
              "      <td>297.940000</td>\n",
              "      <td>294.297427</td>\n",
              "      <td>308.496543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-12-01</th>\n",
              "      <td>152.34</td>\n",
              "      <td>259.546667</td>\n",
              "      <td>248.801667</td>\n",
              "      <td>243.893714</td>\n",
              "      <td>227.991963</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount  ma_rolling_3  ...  ewm_window_3  esm_window_3_7\n",
              "Bill_Date                                ...                              \n",
              "2016-01-01         247.73           NaN  ...           NaN             NaN\n",
              "2016-02-01         234.11           NaN  ...    247.730000             NaN\n",
              "2016-03-01         123.85           NaN  ...    240.920000             NaN\n",
              "2016-04-01         111.22    201.896667  ...    182.385000      158.153800\n",
              "2016-05-01         118.37    156.393333  ...    146.802500      125.300140\n",
              "2016-06-01          77.81    117.813333  ...    132.586250      120.449042\n",
              "2016-07-01          86.67    102.466667  ...    105.198125       90.601713\n",
              "2016-08-01         122.40     94.283333  ...     95.934063       87.849514\n",
              "2016-09-01         223.62     95.626667  ...    109.167031      112.034854\n",
              "2016-10-01         152.54    144.230000  ...    166.393516      190.144456\n",
              "2016-11-01         150.54    166.186667  ...    159.466758      163.821337\n",
              "2016-12-01         244.37    175.566667  ...    155.003379      154.524401\n",
              "2017-01-01         263.64    182.483333  ...    199.686689      217.416320\n",
              "2017-02-01         214.32    219.516667  ...    231.663345      249.772896\n",
              "2017-03-01         151.54    240.776667  ...    222.991672      224.955869\n",
              "2017-04-01         118.79    209.833333  ...    187.265836      173.564761\n",
              "2017-05-01         153.18    161.550000  ...    153.027918      135.222428\n",
              "2017-06-01         212.08    141.170000  ...    153.103959      147.792728\n",
              "2017-07-01         281.19    161.350000  ...    182.591980      192.793819\n",
              "2017-08-01         237.97    215.483333  ...    231.890990      254.671146\n",
              "2017-09-01         284.30    243.746667  ...    234.930495      242.980344\n",
              "2017-10-01         172.69    267.820000  ...    259.615247      271.904103\n",
              "2017-11-01         111.51    231.653333  ...    216.152624      202.454231\n",
              "2017-12-01         151.42    189.500000  ...    163.831312      138.793269\n",
              "2018-01-01         267.32    145.206667  ...    157.625656      147.631981\n",
              "2018-02-01         201.35    176.750000  ...    212.472828      231.413594\n",
              "2018-03-01         202.91    206.696667  ...    206.911414      210.369078\n",
              "2018-04-01         150.86    223.860000  ...    204.910707      205.147723\n",
              "2018-05-01         163.07    185.040000  ...    177.885353      167.146317\n",
              "2018-06-01         219.76    172.280000  ...    170.477677      164.292895\n",
              "2018-07-01         283.98    177.896667  ...    195.118838      203.119869\n",
              "2018-08-01         290.15    222.270000  ...    239.549419      259.721961\n",
              "2018-09-01         257.96    264.630000  ...    264.849710      281.021588\n",
              "2018-10-01         327.19    277.363333  ...    261.404855      264.878476\n",
              "2018-11-01         193.49    291.766667  ...    294.297427      308.496543\n",
              "2018-12-01         152.34    259.546667  ...    243.893714      227.991963\n",
              "\n",
              "[36 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e5mQAAKx_eFY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "e453c6b7-5b04-480b-df50-404c7265ce02"
      },
      "source": [
        "bill_2018[['Billed_amount','esm_window_3_7']].plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f90340f1048>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b8rRNAbrfcWu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "b6e78785-57dc-4303-a240-06f4291388f2"
      },
      "source": [
        "bill_2018.plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9034026470>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uCttA7EM_eCg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "outputId": "c2ae1196-cf7c-49cd-b18a-e875e8fa2ccd"
      },
      "source": [
        "bill_2018['Billed_amount'].ewm(alpha=0.3, adjust=False, min_periods=3).mean()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bill_Date\n",
              "2016-01-01           NaN\n",
              "2016-02-01           NaN\n",
              "2016-03-01    207.705800\n",
              "2016-04-01    178.760060\n",
              "2016-05-01    160.643042\n",
              "2016-06-01    135.793129\n",
              "2016-07-01    121.056191\n",
              "2016-08-01    121.459333\n",
              "2016-09-01    152.107533\n",
              "2016-10-01    152.237273\n",
              "2016-11-01    151.728091\n",
              "2016-12-01    179.520664\n",
              "2017-01-01    204.756465\n",
              "2017-02-01    207.625525\n",
              "2017-03-01    190.799868\n",
              "2017-04-01    169.196907\n",
              "2017-05-01    164.391835\n",
              "2017-06-01    178.698285\n",
              "2017-07-01    209.445799\n",
              "2017-08-01    218.003059\n",
              "2017-09-01    237.892142\n",
              "2017-10-01    218.331499\n",
              "2017-11-01    186.285049\n",
              "2017-12-01    175.825535\n",
              "2018-01-01    203.273874\n",
              "2018-02-01    202.696712\n",
              "2018-03-01    202.760698\n",
              "2018-04-01    187.190489\n",
              "2018-05-01    179.954342\n",
              "2018-06-01    191.896040\n",
              "2018-07-01    219.521228\n",
              "2018-08-01    240.709859\n",
              "2018-09-01    245.884902\n",
              "2018-10-01    270.276431\n",
              "2018-11-01    247.240502\n",
              "2018-12-01    218.770351\n",
              "Name: Billed_amount, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rNmsEDBw_d_s",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "bill_2018['esm_window_3_3']=bill_2018['Billed_amount'].ewm(alpha=0.3, adjust=False,min_periods=3).mean().shift(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vyFxXg_U_d8q",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d8a2000a-2b0c-49b1-cbee-90cedb9dcca8"
      },
      "source": [
        "bill_2018"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\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>Billed_amount</th>\n",
              "      <th>ma_rolling_3</th>\n",
              "      <th>wma_rolling_3</th>\n",
              "      <th>ewm_window_3</th>\n",
              "      <th>esm_window_3_7</th>\n",
              "      <th>esm_window_3_3</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bill_Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-01</th>\n",
              "      <td>247.73</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-01</th>\n",
              "      <td>234.11</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>247.730000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-01</th>\n",
              "      <td>123.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>240.920000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>111.22</td>\n",
              "      <td>201.896667</td>\n",
              "      <td>181.250000</td>\n",
              "      <td>182.385000</td>\n",
              "      <td>158.153800</td>\n",
              "      <td>207.705800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-01</th>\n",
              "      <td>118.37</td>\n",
              "      <td>156.393333</td>\n",
              "      <td>135.911667</td>\n",
              "      <td>146.802500</td>\n",
              "      <td>125.300140</td>\n",
              "      <td>178.760060</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-01</th>\n",
              "      <td>77.81</td>\n",
              "      <td>117.813333</td>\n",
              "      <td>116.900000</td>\n",
              "      <td>132.586250</td>\n",
              "      <td>120.449042</td>\n",
              "      <td>160.643042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>86.67</td>\n",
              "      <td>102.466667</td>\n",
              "      <td>96.898333</td>\n",
              "      <td>105.198125</td>\n",
              "      <td>90.601713</td>\n",
              "      <td>135.793129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>122.40</td>\n",
              "      <td>94.283333</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>95.934063</td>\n",
              "      <td>87.849514</td>\n",
              "      <td>121.056191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-01</th>\n",
              "      <td>223.62</td>\n",
              "      <td>95.626667</td>\n",
              "      <td>103.058333</td>\n",
              "      <td>109.167031</td>\n",
              "      <td>112.034854</td>\n",
              "      <td>121.459333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-01</th>\n",
              "      <td>152.54</td>\n",
              "      <td>144.230000</td>\n",
              "      <td>167.055000</td>\n",
              "      <td>166.393516</td>\n",
              "      <td>190.144456</td>\n",
              "      <td>152.107533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-01</th>\n",
              "      <td>150.54</td>\n",
              "      <td>166.186667</td>\n",
              "      <td>171.210000</td>\n",
              "      <td>159.466758</td>\n",
              "      <td>163.821337</td>\n",
              "      <td>152.237273</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-01</th>\n",
              "      <td>244.37</td>\n",
              "      <td>175.566667</td>\n",
              "      <td>163.386667</td>\n",
              "      <td>155.003379</td>\n",
              "      <td>154.524401</td>\n",
              "      <td>151.728091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-01</th>\n",
              "      <td>263.64</td>\n",
              "      <td>182.483333</td>\n",
              "      <td>197.788333</td>\n",
              "      <td>199.686689</td>\n",
              "      <td>217.416320</td>\n",
              "      <td>179.520664</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-01</th>\n",
              "      <td>214.32</td>\n",
              "      <td>219.516667</td>\n",
              "      <td>238.366667</td>\n",
              "      <td>231.663345</td>\n",
              "      <td>249.772896</td>\n",
              "      <td>204.756465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-01</th>\n",
              "      <td>151.54</td>\n",
              "      <td>240.776667</td>\n",
              "      <td>235.768333</td>\n",
              "      <td>222.991672</td>\n",
              "      <td>224.955869</td>\n",
              "      <td>207.625525</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-01</th>\n",
              "      <td>118.79</td>\n",
              "      <td>209.833333</td>\n",
              "      <td>191.150000</td>\n",
              "      <td>187.265836</td>\n",
              "      <td>173.564761</td>\n",
              "      <td>190.799868</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-01</th>\n",
              "      <td>153.18</td>\n",
              "      <td>161.550000</td>\n",
              "      <td>145.628333</td>\n",
              "      <td>153.027918</td>\n",
              "      <td>135.222428</td>\n",
              "      <td>169.196907</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>212.08</td>\n",
              "      <td>141.170000</td>\n",
              "      <td>141.443333</td>\n",
              "      <td>153.103959</td>\n",
              "      <td>147.792728</td>\n",
              "      <td>164.391835</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-01</th>\n",
              "      <td>281.19</td>\n",
              "      <td>161.350000</td>\n",
              "      <td>176.898333</td>\n",
              "      <td>182.591980</td>\n",
              "      <td>192.793819</td>\n",
              "      <td>178.698285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-01</th>\n",
              "      <td>237.97</td>\n",
              "      <td>215.483333</td>\n",
              "      <td>236.818333</td>\n",
              "      <td>231.890990</td>\n",
              "      <td>254.671146</td>\n",
              "      <td>209.445799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-01</th>\n",
              "      <td>284.30</td>\n",
              "      <td>243.746667</td>\n",
              "      <td>248.061667</td>\n",
              "      <td>234.930495</td>\n",
              "      <td>242.980344</td>\n",
              "      <td>218.003059</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-01</th>\n",
              "      <td>172.69</td>\n",
              "      <td>267.820000</td>\n",
              "      <td>268.338333</td>\n",
              "      <td>259.615247</td>\n",
              "      <td>271.904103</td>\n",
              "      <td>237.892142</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-01</th>\n",
              "      <td>111.51</td>\n",
              "      <td>231.653333</td>\n",
              "      <td>220.773333</td>\n",
              "      <td>216.152624</td>\n",
              "      <td>202.454231</td>\n",
              "      <td>218.331499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>151.42</td>\n",
              "      <td>189.500000</td>\n",
              "      <td>160.701667</td>\n",
              "      <td>163.831312</td>\n",
              "      <td>138.793269</td>\n",
              "      <td>186.285049</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-01</th>\n",
              "      <td>267.32</td>\n",
              "      <td>145.206667</td>\n",
              "      <td>141.661667</td>\n",
              "      <td>157.625656</td>\n",
              "      <td>147.631981</td>\n",
              "      <td>175.825535</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-01</th>\n",
              "      <td>201.35</td>\n",
              "      <td>176.750000</td>\n",
              "      <td>202.718333</td>\n",
              "      <td>212.472828</td>\n",
              "      <td>231.413594</td>\n",
              "      <td>203.273874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-01</th>\n",
              "      <td>202.91</td>\n",
              "      <td>206.696667</td>\n",
              "      <td>215.018333</td>\n",
              "      <td>206.911414</td>\n",
              "      <td>210.369078</td>\n",
              "      <td>202.696712</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-01</th>\n",
              "      <td>150.86</td>\n",
              "      <td>223.860000</td>\n",
              "      <td>213.125000</td>\n",
              "      <td>204.910707</td>\n",
              "      <td>205.147723</td>\n",
              "      <td>202.760698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-01</th>\n",
              "      <td>163.07</td>\n",
              "      <td>185.040000</td>\n",
              "      <td>176.625000</td>\n",
              "      <td>177.885353</td>\n",
              "      <td>167.146317</td>\n",
              "      <td>187.190489</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-01</th>\n",
              "      <td>219.76</td>\n",
              "      <td>172.280000</td>\n",
              "      <td>165.640000</td>\n",
              "      <td>170.477677</td>\n",
              "      <td>164.292895</td>\n",
              "      <td>179.954342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-01</th>\n",
              "      <td>283.98</td>\n",
              "      <td>177.896667</td>\n",
              "      <td>189.380000</td>\n",
              "      <td>195.118838</td>\n",
              "      <td>203.119869</td>\n",
              "      <td>191.896040</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>290.15</td>\n",
              "      <td>222.270000</td>\n",
              "      <td>242.421667</td>\n",
              "      <td>239.549419</td>\n",
              "      <td>259.721961</td>\n",
              "      <td>219.521228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-09-01</th>\n",
              "      <td>257.96</td>\n",
              "      <td>264.630000</td>\n",
              "      <td>276.361667</td>\n",
              "      <td>264.849710</td>\n",
              "      <td>281.021588</td>\n",
              "      <td>240.709859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-10-01</th>\n",
              "      <td>327.19</td>\n",
              "      <td>277.363333</td>\n",
              "      <td>273.026667</td>\n",
              "      <td>261.404855</td>\n",
              "      <td>264.878476</td>\n",
              "      <td>245.884902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-11-01</th>\n",
              "      <td>193.49</td>\n",
              "      <td>291.766667</td>\n",
              "      <td>297.940000</td>\n",
              "      <td>294.297427</td>\n",
              "      <td>308.496543</td>\n",
              "      <td>270.276431</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-12-01</th>\n",
              "      <td>152.34</td>\n",
              "      <td>259.546667</td>\n",
              "      <td>248.801667</td>\n",
              "      <td>243.893714</td>\n",
              "      <td>227.991963</td>\n",
              "      <td>247.240502</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Billed_amount  ma_rolling_3  ...  esm_window_3_7  esm_window_3_3\n",
              "Bill_Date                                ...                                \n",
              "2016-01-01         247.73           NaN  ...             NaN             NaN\n",
              "2016-02-01         234.11           NaN  ...             NaN             NaN\n",
              "2016-03-01         123.85           NaN  ...             NaN             NaN\n",
              "2016-04-01         111.22    201.896667  ...      158.153800      207.705800\n",
              "2016-05-01         118.37    156.393333  ...      125.300140      178.760060\n",
              "2016-06-01          77.81    117.813333  ...      120.449042      160.643042\n",
              "2016-07-01          86.67    102.466667  ...       90.601713      135.793129\n",
              "2016-08-01         122.40     94.283333  ...       87.849514      121.056191\n",
              "2016-09-01         223.62     95.626667  ...      112.034854      121.459333\n",
              "2016-10-01         152.54    144.230000  ...      190.144456      152.107533\n",
              "2016-11-01         150.54    166.186667  ...      163.821337      152.237273\n",
              "2016-12-01         244.37    175.566667  ...      154.524401      151.728091\n",
              "2017-01-01         263.64    182.483333  ...      217.416320      179.520664\n",
              "2017-02-01         214.32    219.516667  ...      249.772896      204.756465\n",
              "2017-03-01         151.54    240.776667  ...      224.955869      207.625525\n",
              "2017-04-01         118.79    209.833333  ...      173.564761      190.799868\n",
              "2017-05-01         153.18    161.550000  ...      135.222428      169.196907\n",
              "2017-06-01         212.08    141.170000  ...      147.792728      164.391835\n",
              "2017-07-01         281.19    161.350000  ...      192.793819      178.698285\n",
              "2017-08-01         237.97    215.483333  ...      254.671146      209.445799\n",
              "2017-09-01         284.30    243.746667  ...      242.980344      218.003059\n",
              "2017-10-01         172.69    267.820000  ...      271.904103      237.892142\n",
              "2017-11-01         111.51    231.653333  ...      202.454231      218.331499\n",
              "2017-12-01         151.42    189.500000  ...      138.793269      186.285049\n",
              "2018-01-01         267.32    145.206667  ...      147.631981      175.825535\n",
              "2018-02-01         201.35    176.750000  ...      231.413594      203.273874\n",
              "2018-03-01         202.91    206.696667  ...      210.369078      202.696712\n",
              "2018-04-01         150.86    223.860000  ...      205.147723      202.760698\n",
              "2018-05-01         163.07    185.040000  ...      167.146317      187.190489\n",
              "2018-06-01         219.76    172.280000  ...      164.292895      179.954342\n",
              "2018-07-01         283.98    177.896667  ...      203.119869      191.896040\n",
              "2018-08-01         290.15    222.270000  ...      259.721961      219.521228\n",
              "2018-09-01         257.96    264.630000  ...      281.021588      240.709859\n",
              "2018-10-01         327.19    277.363333  ...      264.878476      245.884902\n",
              "2018-11-01         193.49    291.766667  ...      308.496543      270.276431\n",
              "2018-12-01         152.34    259.546667  ...      227.991963      247.240502\n",
              "\n",
              "[36 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i5K4-vwa_d5s",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "29e2da56-ab94-492e-9181-5918cc328c58"
      },
      "source": [
        "bill_2018[['Billed_amount','esm_window_3_3']].plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f9033effd30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-71-HtqP_d3I",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "outputId": "a2c5f4d0-a735-4121-f947-12a9a1cbd867"
      },
      "source": [
        "bill_2018[['Billed_amount','esm_window_3_7', 'esm_window_3_3']].plot()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f903719d630>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uhcPr9xknBNt",
        "colab_type": "text"
      },
      "source": [
        "![alt 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iWsn+HTiOB45V6q4qMOezPurQXZVvaIE/96X1llnXe4mSl6EJcDsmhIrd6z4diujl2gxgC79tX6F98ADyIVrW6LZi47mUt1x7MUCWZY/V4p9B/BeW+o4qooTSugA9kTJqGDlsHInSsYErLkmKRkXgomSscFaT5SMDfJEydggTpSMDd5+omRsKCZKxoZgomRsEOKvzVX9A+/QxFhoAj7MAAAAAElFTkSuQmCC)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HYvGM7b-_dxS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "807bf4f7-e12d-4497-88d4-ecb2fe3913d2"
      },
      "source": [
        "((bill_2018['Billed_amount']-bill_2018['ma_rolling_3'])**2).mean()**0.5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "70.98561687433802"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1arUawX-_dt3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "56f58be1-bb27-40f4-ba89-504802fb7191"
      },
      "source": [
        "((bill_2018['Billed_amount']-bill_2018['wma_rolling_3'])**2).mean()**0.5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "65.82572602256133"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MUWkFpAl_dqN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "4d12561c-d127-4bef-bfe8-882a2de7a48d"
      },
      "source": [
        "((bill_2018['Billed_amount']-bill_2018['ewm_window_3'])**2).mean()**0.5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "64.32131239414655"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sKzKitcI_dnB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "4028cc33-979b-4af5-900f-22f9319317bb"
      },
      "source": [
        "((bill_2018['Billed_amount']-bill_2018['esm_window_3_7'])**2).mean()**0.5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "61.26408398853503"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V44L0DG3_dhD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "8dbec089-f798-4663-f7d8-f7f293637fa4"
      },
      "source": [
        "((bill_2018['Billed_amount']-bill_2018['esm_window_3_3'])**2).mean()**0.5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "65.22424423118377"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hxnUdIbEJ5pd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pZzw8yNCn5z_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SX_p7Hlmn5xS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A5Rv8Eq5n5vi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GXj6EP8Cn5te",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1gXNI_7_n5o5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
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    {
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      "metadata": {
        "id": "hTEY6KBan5nf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
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      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okfQ8A9Un5ja",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
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      "cell_type": "code",
      "metadata": {
        "id": "4DiDtpP3n5g-",
        "colab_type": "code",
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      },
      "source": [
        ""
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      "execution_count": null,
      "outputs": []
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      "metadata": {
        "id": "pl58zDrHn5dP",
        "colab_type": "code",
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    {
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      "metadata": {
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        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
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      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "39JW1HZcqZwl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
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      "execution_count": null,
      "outputs": []
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    {
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      "metadata": {
        "id": "RCmLUUvLqZpx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vpbb5CVgqZle",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
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    {
      "cell_type": "code",
      "metadata": {
        "id": "TUztrPS-n5aA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
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      "metadata": {
        "id": "heaGQsy2n5WM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YVcwf7H6J5K4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
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    {
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      "metadata": {
        "id": "kkHpfx405Cr2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}