3)_Calculate_Initial_Indicators.ipynb

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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Load Into CNN Stock Predction G-Drive folder"
      ],
      "metadata": {
        "id": "MnyzGHJ2AOdo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zhMBr-FK_4qv",
        "outputId": "aedbac84-3dfe-4ee5-b788-256b7e11b334"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NO8DoL8gPMG9",
        "outputId": "f4a7242a-c67a-4942-d233-a89d098b53ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "drive  sample_data\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CA2FBK3r_Kgx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1788b0e5-2d60-463a-bc31-8d84d1aeb3ec"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/.shortcut-targets-by-id/11M8JhuGjMeTkxBAoI1sL3lLEa69ylHrV/CNN Stock Prediction\n"
          ]
        }
      ],
      "source": [
        "%cd \"drive/MyDrive/CNN Stock Prediction\""
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls data/labeled/"
      ],
      "metadata": {
        "colab": {
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        },
        "id": "A7tY6y9j_-Hb",
        "outputId": "723a046d-2c70-405b-d678-8e304a7df71c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "AlphaVantage  YahooFinance\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download and Import Dependencies"
      ],
      "metadata": {
        "id": "1cSg7oqaAcfD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install ta\n",
        "\n",
        "#### TA-LIB ####\n",
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      ],
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        "outputId": "c42f3597-aa26-460d-fede-3d1a365fa399"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting ta\n",
            "  Downloading ta-0.11.0.tar.gz (25 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from ta) (1.25.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from ta) (2.0.3)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->ta) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->ta) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->ta) (2024.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->ta) (1.16.0)\n",
            "Building wheels for collected packages: ta\n",
            "  Building wheel for ta (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for ta: filename=ta-0.11.0-py3-none-any.whl size=29411 sha256=ceb4e31827fd065f41dadbade179229f1770edf060fd12aeb2e81f314a502d1d\n",
            "  Stored in directory: /root/.cache/pip/wheels/5f/67/4f/8a9f252836e053e532c6587a3230bc72a4deb16b03a829610b\n",
            "Successfully built ta\n",
            "Installing collected packages: ta\n",
            "Successfully installed ta-0.11.0\n",
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            "100  517k  100  517k    0     0   811k      0 --:--:-- --:--:-- --:--:--  811k\n",
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            "100  392k  100  392k    0     0   869k      0 --:--:-- --:--:-- --:--:-- 2454k\n"
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    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import json\n",
        "import requests\n",
        "import talib\n",
        "import ta\n",
        "\n",
        "import matplotlib as plt\n",
        "from warnings import simplefilter\n",
        "simplefilter(action=\"ignore\", category=pd.errors.PerformanceWarning)"
      ],
      "metadata": {
        "id": "NEVlDus6AdjA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Load Stock Data"
      ],
      "metadata": {
        "id": "HrsewUULAT03"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "stock = \"IBM\"\n",
        "historical_path = f\"data/historical/YahooFinance/{stock}.csv\"\n",
        "labeled_path = f\"data/labeled/YahooFinance/{stock}.csv\"\n",
        "df = pd.read_csv(labeled_path)\n",
        "df.head()"
      ],
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              "   Unnamed: 0        Date    Open    High    Low   Close  Adj Close    Volume  \\\n",
              "0           0  2004-04-12  159.71  161.18  89.29  160.12      89.62   3255780   \n",
              "1           1  2004-04-13  160.20  160.61  88.43  158.91      88.95   5244226   \n",
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              "3           3  2004-04-15  160.19  160.69  88.97  159.60      89.34   7159033   \n",
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              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 5035,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1453,\n        \"min\": 0,\n        \"max\": 5034,\n        \"num_unique_values\": 5035,\n        \"samples\": [\n          3641,\n          4692,\n          2303\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 5035,\n        \"samples\": [\n          \"2018-09-26\",\n          \"2022-11-29\",\n          \"2013-06-05\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Open\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 51.55453132801935,\n        \"min\": 110.0,\n        \"max\": 320.96,\n        \"num_unique_values\": 4191,\n        \"samples\": [\n          144.41,\n          280.28,\n          265.78\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"High\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 51.744783986943894,\n        \"min\": 113.65,\n        \"max\": 321.73,\n        \"num_unique_values\": 4228,\n        \"samples\": [\n          273.19,\n          316.66,\n          261.05\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Low\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33.03803578632827,\n        \"min\": 66.44,\n        \"max\": 204.88,\n        \"num_unique_values\": 3907,\n        \"samples\": [\n          190.79,\n          140.26,\n          195.43\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Close\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 51.583719398137255,\n        \"min\": 110.19,\n        \"max\": 321.58,\n        \"num_unique_values\": 4163,\n        \"samples\": [\n          184.58,\n          140.96,\n          159.51\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Adj Close\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 33.14902782446344,\n        \"min\": 68.59,\n        \"max\": 206.31,\n        \"num_unique_values\": 3989,\n        \"samples\": [\n          157.59,\n          165.26,\n          184.85\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Volume\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3235989,\n        \"min\": 1074765,\n        \"max\": 39814421,\n        \"num_unique_values\": 4878,\n        \"samples\": [\n          2019198,\n          9114739,\n          8989115\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"adjustRatio\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.23673414978525162,\n        \"min\": 1.0,\n        \"max\": 1.79,\n        \"num_unique_values\": 67,\n        \"samples\": [\n          1.41,\n          1.63,\n          1.75\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Label\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": -1,\n        \"max\": 2,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          0,\n          2,\n          -1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Calculate Indicators"
      ],
      "metadata": {
        "id": "6OqaCspaKEoS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "window_start = 6\n",
        "window_end = 20"
      ],
      "metadata": {
        "id": "vR-Bj9bzewSn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### RSI - Relative Strength Index (Momentum)\n",
        "Compares the magnitude of recent gains and losses over a specified time period to measure speed and change of price movements of a security. It is primarily used to attempt to identify overbought or oversold conditions in the trading of an asset."
      ],
      "metadata": {
        "id": "KuXqIhRsKTQs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"RSI\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.momentum.RSIIndicator(df[\"Close\"], window = i).rsi()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.RSI(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "MchZeeOUcRxH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### William's %R (Momentum)\n",
        "Williams %R reflects the level of the close relative to the highest high for the look-back period"
      ],
      "metadata": {
        "id": "EVTqTw-Eekfp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"WILLR\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.momentum.williams_r(df[\"High\"], df[\"Low\"], df[\"Close\"], lbp = i)\n",
        "  # df[f'{ind}_talib_{i}'] = talib.WILLR(df[\"High\"], df[\"Low\"], df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "x8FHdtgZNVaR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### SMA - Simple Moving Average (Trend + Momentum)"
      ],
      "metadata": {
        "id": "EWrtf3q-ifM1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"SMA\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.SMAIndicator(df[\"Close\"], window = i).sma_indicator()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.SMA(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "5CChU6y3ie3f"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### EMA - Exponential Moving Average (Trend + Momentum)"
      ],
      "metadata": {
        "id": "vHYfEza7j0Yj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"EMA\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.ema_indicator(df[\"Close\"], window = i)\n",
        "  # df[f'{ind}_talib_{i}'] = talib.EMA(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "AUkIFb__j-ky"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### WMA - Weighted Moving Average (Trend)"
      ],
      "metadata": {
        "id": "VrjViOfhkgud"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"WMA\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.wma_indicator(df[\"Close\"], window = i)\n",
        "  # df[f'{ind}_talib_{i}'] = talib.WMA(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "uxtuub4TkgOI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### HMA - Hull Moving Average (Trend)"
      ],
      "metadata": {
        "id": "zG6bE3c9lRo5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\"\"\"Calculates the WMA as a moving average price weighted by the period\"\"\"\n",
        "def calculateHMA(df, window):\n",
        "  half_window = window // 2\n",
        "\n",
        "  # Calculate WMA of the price over (window / 2)\n",
        "  wma_1 = pd.Series()\n",
        "  if f\"WMA_ta_{half_window}\" in df:\n",
        "    wma_1 = df[f\"WMA_ta_{half_window}\"]\n",
        "  else:\n",
        "    wma_1 = ta.trend.wma_indicator(df[\"Close\"], window = half_window)\n",
        "\n",
        "  # Calculate WMA of the price over window\n",
        "  wma_2 = df[f\"WMA_ta_{window}\"]\n",
        "\n",
        "  hma_non_smooth = 2 * wma_1 - wma_2\n",
        "  hma = hma_non_smooth.rolling(int(np.sqrt(window))).mean()\n",
        "\n",
        "  return hma"
      ],
      "metadata": {
        "id": "PsOlA-KelMWm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"HMA\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_{i}'] = calculateHMA(df, i)"
      ],
      "metadata": {
        "id": "1Sc-3NbRpJg8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "figsize = (10,6)\n",
        "df[['Close','HMA_10']][:100].plot(figsize=figsize)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "id": "dqv4Qr3Apauw",
        "outputId": "1c7dec62-57ec-497c-eb52-09de764a8afa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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ysoiPj+eNN95g6NChTJo0qcmxpaWlvP7662zZsoXk5GSKi4vZsGEDF1xwQYeMZceOHdTW1jYKqJKTk4mPj2fTpk3MmDGjQ+7THM0w9RAXDIvEYkD6yTKyT1c485fmj4pucY1oc5THJCIiIiKteffddwkMDGz0WLRoUZPjoqKiWLRoEc8//zwAzz77LN/97nebvearr77K8OHDGTNmDB4eHlx33XWsWLGiw8acm5uLt7c3oaGhjV6Pjo52O1/KXZph6iFC/L2YFD+A7UdP8/mBk3x2wJ6/NNq1/CWHkTFBfLg3l4MqLS4iIiLSNbz8zZme7rq3my688EKefvrpRq9t2bKFG264ocmx3/3ud/nhD3/IDTfcwKZNm3j99dfZsGFDk+OeffbZRuffcMMNzJkzh7/97W8EBQW5PcaeRAFTDzJnRCTbj57m6bWHOV1RS4ifF1PsPZpcNdLZi6msM4YoIiIiImczjE5bFtcZAgICGDZsWKPXsrOzmz120aJF3H777SxbtozFixcTHh7e5Jh9+/axefNmtm7dyk9+8hPn6/X19bz66qvcdttt5zzmmJgYampqKCoqajTLlJeXR0xMzDlfvzVakteDzB1pFnfIKTbLN16UHIWnh3t/RI4leYfySrFaVSlPRERERNrP09OTpUuXsnbt2haX461YsYLZs2ezc+dOUlNTnY/ly5d32LK8yZMn4+XlxZo1a5yvpaWlkZWVxcyZMzvkHi3RDFMPMiY2mIhAb06V1QCulxM/09Bwf7w9LVTU1JN9upL4cPenaUVEREREHB5++GHuv//+ZmeXamtreeGFF/j1r3/N2LFjG+279dZb+dOf/sTevXsZM2ZMq/coLCwkKyuLnBxzaWNaWhpgzizFxMQQEhLCsmXLWL58OWFhYQQHB3PPPfcwc+bMTi34AJph6lEsFoPZw83y4l4eBrNHRLh9DU8PC8PsVfXSlMckIiIiIufI29ubiIiIZguRrV69moKCAq666qom+0aNGsWoUaNcmmVavXo1KSkpfOMb3wDguuuuIyUlhWeeecZ5zBNPPMFll13GkiVLmD17NjExMbz55pvn8M5cY9j6SYfTkpISQkJCKC4uJjg4uLuH06JP9uVx28rtXDw6mn8tndKua9z7WipvfX2c+xeM5K4Lh7V9goiIiIi4rKqqioyMDBISEvD1VRuXnqq1Pyd3YgMtyethLh4dzX/vmMnI6PZXE1FpcRERERGRjqGAqQealhB2TuePjLEvyVPAJCIiIiLdbMOGDc32eXIoK+vZ1Z0VMPVBI2PMacXD+WXU1Fnx9lSqmoiIiIh0jylTppCamtrdw2g3BUx9UGyIL4E+npRV15FZUO5coiciIiIi0tX8/Pya9H3qTTT10AcZhsGIaC3LExEREelMVqu1u4cgreio2naaYeqjRsYE8VVWEWm5pSye0N2jEREREek7vL29sVgs5OTkEBkZibe3d7Mlt6X72Gw28vPzMQwDLy+vc7qWAqY+ylFlT72YRERERDqWxWIhISGBEydOOButSs9jGAaDBw/Gw8PjnK6jgKmPGhFjBkwHFTCJiIiIdDhvb2/i4+Opq6ujvr6+u4cjzfDy8jrnYAkUMPVZjhmmrMIKKmrq8PfWH7WIiIhIR3Is9zrXJV/Ss6noQx8VHuhDRKA3NhscyuvZte1FRERERHoqBUx92AjlMYmIiIiInBMFTH3YSEcek0qLi4iIiIi0iwKmPkyV8kREREREzo0Cpj7MUSlPzWtFRERERNpHAVMf5shhOllazenymm4ejYiIiIhI76OAqQ8L9PFk8AA/QP2YRERERETaQwFTH+fIY1LAJCIiIiLiPgVMfZwjj+mA8phERERERNymgKmP0wyTiIiIiEj7KWDq40aeUSnPZrN182hERERERHoXBUx9XGJkAB4Wg5KqOvJKqrt7OCIiIiIivYoCpj7Ox9ODhIgAAA7klnTzaEREREREehcFTP2A8phERERERNpHAVM/0JDHVNbNIxERERER6V0UMPUDIzTDJCIiIiLSLm4HTOvXr2fx4sXExsZiGAarVq1qtP/mm2/GMIxGj4ULFzr3r127tsl+x2Pbtm0t3nfu3LlNjv/e977n7vD7JccM08G8Uurqrd08GhERERGR3sPtgKm8vJwJEybw1FNPtXjMwoULOXHihPPxyiuvOPfNmjWr0b4TJ05w6623kpCQwJQpU1q992233dbovMcee8zd4fdL8WH+DPD3orrOystbs7p7OCIiIiIivYanuycsWrSIRYsWtXqMj48PMTExze7z9vZutK+2tpa3336be+65B8MwWr2uv79/i9eVlnlYDO69eAQPvb2Xxz9K49JxA4kI9OnuYYmIiIiI9HidksO0du1aoqKiGDlyJHfeeScFBQUtHrt69WoKCgq45ZZb2rzuSy+9REREBGPHjuXBBx+koqKixWOrq6spKSlp9OjPrp8+hDGxwZRW1fHI+we6ezgiIiIiIr1ChwdMCxcuZOXKlaxZs4ZHH32UdevWsWjRIurr65s9fsWKFSxYsIDBgwe3et3vfOc7vPjii3z++ec8+OCDvPDCC9xwww0tHv/II48QEhLifMTFxZ3T++rtPCwGD185FoA3vspmW2ZhN49IRERERKTnM2w2m63dJxsGb731FldeeWWLxxw5coSkpCQ+/fRT5s2b12hfdnY2Q4YM4b///S9Llixx696fffYZ8+bNIz09naSkpCb7q6urqa6udv66pKSEuLg4iouLCQ4OdutefclP39jFq9uOkRwTxLv3nI+nhwolioiIiEj/UlJSQkhIiEuxQad/Wk5MTCQiIoL09PQm+5577jnCw8O5/PLL3b7u9OnTAZq9Lph5VMHBwY0eAg8sTCbU34sDuaWs3HS0u4cjIiIiItKjdXrAlJ2dTUFBAQMHDmz0us1m47nnnmPp0qV4eXm5fd3U1FSAJteV1oUFePPAgmQAnvjkICdLqrp5RCIiIiIiPZfbAVNZWRmpqanOgCUjI4PU1FSysrIoKyvj/vvvZ/PmzWRmZrJmzRquuOIKhg0bxoIFCxpd57PPPiMjI4Nbb721yT2OHz9OcnIyW7duBeDw4cM8/PDD7Nixg8zMTFavXs3SpUuZPXs248ePb8fb7t+unRrHhMEhlFbX8bv393f3cEREREREeiy3A6bt27eTkpJCSkoKAMuXLyclJYWHHnoIDw8Pdu3axeWXX86IESNYtmwZkydPZsOGDfj4NC5jvWLFCmbNmkVycnKTe9TW1pKWluasguft7c2nn37KJZdcQnJyMvfddx9LlizhnXfeac977vccBSAMA1al5rD5SMtVDEVERERE+rNzKvrQm7iT2NVf/Pyt3by0JYsR0YG894ML8FIBCBERERHpB3pU0Qfpue5fMJKwAG8O5pXx/JeZ3T0cEREREZEeRwFTPxbq781PF5pLIv/86UFOl9d084hERERERHoWBUz93DWTBzM03J/ymnp2Zhd193BERERERHoUBUz9nMViMGqguW7zcH55N49GRERERKRnUcAkJEYGAHAkv6ybRyIiIiIi0rMoYBKSIgMBOKyASURERESkEQVMQqI9YDqiJXkiIiIiIo0oYBLnkryTpdWUVtV282hERERERHoOBUxCsK8XkUE+gGaZRERERETOpIBJAEiyzzIpj0lEREREpIECJgGUxyQiIiIi0hwFTAKoUp6IiIiISHMUMAlwZi8mzTCJiIiIiDgoYBIAhtlnmDIKyqm32rp5NCIiIiIiPYMCJgEgNtQPb08LNXVWjp+u7O7hiIiIiIj0CAqYBAAPi0FihCrliYiIiIicSQGTOCWqtLiIiIiISCMKmMQpMcJRKU+FH0REREREQAGTnCEpylEpTzNMIiIiIiKggEnO4JhhOnJKM0wiIiIiIqCASc7gyGHKL62mpKq2m0cjIiIiItL9FDCJU5CvF1FBPoAa2IqIiIiIgAImOUuSvYHt4ZPKYxIRERERUcAkjTiW5R05pYBJREREREQBkzTSMMPU9pK84spaPtmXh9Vqc+se5dV1PPHJQfV7EhEREZEeTwGTNOLODNP/rd7LbSu38/zGTLfu8fTaw/xlzSF++97+9gxRRERERKTLKGCSRhwzTJmnKqhvZeaoqraej/fmAvDatmPYbK7NMlmtNt76+jgA2zILW72HiIiIiEh3U8AkjQwK9cPH00JNvZXs0xUtHrfx8CnKa+oBSMsrZW9OiUvX35pZyPGiSgBKq+o4mFd67oMWEREREekkCpikEYvFICHCXJbXWo7RR3vyADAM89dvfJXt0vXfPOu4bZmF7RiliIiIiEjXUMAkTTiW5bXUi6neauPT/WbAtOy8BABWp+ZQW29t9bqVNfW8v9tcxnf+sAgAtmWe7pAxi4iIiIh0BgVM0kRSZOszTDuOnqagvIYQPy9+vGAkEYHeFJTXsC4tv9XrfrI/j7LqOgYP8OPOuUkAbMsodDn/yWaz8Z+NmWw41Pp9REREREQ6igImaSLRUVq8hRmmj+zFHuYlR+Hr5cEVEwcBbS/LcyzHuzplECnxoXhaDHJLqpw5TW3ZklHIL1fv5fsvfdXmbJaIiIiISEdQwCRNNCzJazrDZLPZnAHTJWNiAFgyaTAAa/afpKiiptlrniytYsOhUwBcNWkw/t6ejBkUAriex7TGvgywtKqOHUe1lE9EREREOp8CJmkiwb4k71RZDcUVtY327TtRQvbpSny9LMwZEQnA6NhgRg0Mpqbeyju7TjR7zdWpOdRbbaTEhzqLSkwbOgBwPY/pswMnndtr21j+JyIiIiLSERQwSROBPp5EB/sAcPisBrYf7zVneS4YHomft4fz9SWT7MvydjS/LO/Nr8zeS1fbZ6MApgwNA2C7CzNMWQUVjZYIrjuogElEREREOp8CJmlWS5XyHMvxFtiX4zlcMXEQHhaD1GNFTYpFHMgtYd+JErw8DC4bN9D5+pQh5gzTwbwyTpc3v5TP4bMDZqCWHBOEYcD+EyXklVS1452JiIiIiLhOAZM0K7GZSnlZBRUcyC3Fw2Iwf1RUo+Mjg3ycS/TO7rX0ln126aLkKAYEeDtfDw/0cVbkaysnaY19Od7VkwYx3p771FZVPhERERGRc6WASZrVXOGHj/eZs0vTE8II9fducs7V9mV5b311HKvVLBVeb7WxKrXpcjyHqfZleduOtrwsr7y6ji1HzP0XJUczZ6QZrGlZnoiIiIh0NgVM0qzEZpbkOavjjY5u9pz5o6IJ9vUkp7iKzUcKANh4+BR5JdWE+ntx4cioJuc05DG1PMP0ZfopauqtxIf5kxQZwNyR5kzWhkP51Km8uIiIiIh0IgVM0izHUrnMgnLq6q3kl1az3b5s7pKz8pccfL08uGxCLAD/sy/LcxR7WDw+Fm/Ppn/dptor5e3KLqKqtr7Z636eZi7Huyg5CsMwmDA4lFB/L0qq6vj6WFE736GIiIiISNvcDpjWr1/P4sWLiY2NxTAMVq1a1Wj/zTffjGEYjR4LFy5sdMzQoUObHPP73/++1ftWVVVx1113ER4eTmBgIEuWLCEvL8/d4YuLYkP88PWyUFtvI/t0JZ/uz8Nmg/GDQ4gN9WvxPEe1vA/35HKytIoP95izUo7lemeLD/MnKsiH2nobO5sJfmw2m7Oc+IXJ5gyVh8XgguHmLNPatJNNzhERERER6ShuB0zl5eVMmDCBp556qsVjFi5cyIkTJ5yPV155pckxv/71rxsdc88997R633vvvZd33nmH119/nXXr1pGTk8PVV1/t7vDFRRaLQUKEuSzvcH4ZH7exHM9hUvwAEiICqKipZ/lrO6msrSchIoCJcaHNHm8YhjOPaXszhR/25pSQV1KNv7cH0xPCnK/PtReYUB6TiIiIiHQmT3dPWLRoEYsWLWr1GB8fH2Jiml+25RAUFNTmMQ7FxcWsWLGCl19+mYsuugiA5557jlGjRrF582ZmzJjh2uDFLYmRAew/UcLO7GK+TDdzks4uJ342wzC4OmUQf/zkIF+knwLg6pRBGIbR4jlThg7gvd0n2JpRyF0XNt73uX126bxhEfh6NfR9mm0PmPYcL+FkaRVRQb5uvz8RERERkbZ0Sg7T2rVriYqKYuTIkdx5550UFBQ0Oeb3v/894eHhpKSk8Pjjj1NXV9fi9Xbs2EFtbS3z5893vpacnEx8fDybNm1q9pzq6mpKSkoaPcQ9jkp5L285Sk29lcSIAIZFBbZ53pUpg1r99dkcM0xfHT1Nvb26nsNnZ+QvnSkyyIexg4IBWH/wVJtjEhERERFpjw4PmBYuXMjKlStZs2YNjz76KOvWrWPRokXU1zck9P/gBz/g1Vdf5fPPP+eOO+7gd7/7HQ888ECL18zNzcXb25vQ0NBGr0dHR5Obm9vsOY888gghISHOR1xcXIe8v/7EUfjhVJnZVPaSMTGtzhQ5xIX5MyPRDIKmJYQRF+bf6vHJMUEE+nhSWl1HWm6p8/WCsmpS7XlNzVXYmzvCfE15TCIiIiLSWdxekteW6667zrk9btw4xo8fT1JSEmvXrmXevHkALF++3HnM+PHj8fb25o477uCRRx7Bx8enQ8bx4IMPNrpPSUmJgiY3OWaYHC4Z03r+0pnunT+CX6zaw4/mD2/zWE8PCynxoWw4dIrtRwsZHWvOHK1Ny8dmgzGxwcSENF1yN3dkJE9+ns6GQ6eot9rwsLQdzIlIN7LZ4OiXsPNV89eRyRA50nwEDwaLCreKiEjP0+EB09kSExOJiIggPT3dGTCdbfr06dTV1ZGZmcnIkSOb7I+JiaGmpoaioqJGs0x5eXkt5kH5+Ph0WPDVXyVEBDi3o4J8mDg41OVzpyeG88nyOS4fP21oGBsOnWJrRiFLZw4FWl6O5zAxLpRgX0+KK2tJPVbE5CEDXL6fiHSh6lIzSNq2AvL3N3+MVwBEDDeDqFGLYdRlXTtGERGRFnT613nZ2dkUFBQwcODAFo9JTU3FYrEQFdX8B+PJkyfj5eXFmjVrnK+lpaWRlZXFzJkzO3zMYgrw8WSgfWbnkjHRWDpxBsfRwHZbZiE2m43aeivr7RXwLmwhYPL0sDjLi6/TsjyRnufkfnjvPvhjMrz/YzNY8vKHSTfBnJ/A6CshchRYvKC2HE6kwq5X4bXrYf3j5oyUiIhIN3N7hqmsrIz09HTnrzMyMkhNTSUsLIywsDB+9atfsWTJEmJiYjh8+DAPPPAAw4YNY8GCBQBs2rSJLVu2cOGFFxIUFMSmTZu49957ueGGGxgwwJwhOH78OPPmzWPlypVMmzaNkJAQli1bxvLlywkLCyM4OJh77rmHmTNnqkJeJ5uVFMHbqce5etLgTr3PxLhQPC0GeSXVZJ+uJPt0JaVVdYQFeDOhlZmtOSMjeW/3CdYezGf5JU1nJ0WkG1QUwv++C0c+b3gtfDhMvRUmfht8QxofX18LpzMh/wAc/gy2Pwuf/QYqTsMlv+nUpXr/25HN7z/Yz79vmtpi+wMREenf3A6Ytm/fzoUXNtR+duQJ3XTTTTz99NPs2rWL//znPxQVFREbG8sll1zCww8/7Fwe5+Pjw6uvvsr//d//UV1dTUJCAvfee2+jfKPa2lrS0tKoqKhwvvbEE09gsVhYsmQJ1dXVLFiwgL///e/tfuPimt9eNZb7F4xsNoeoI/l5ezB2UAipx4rYllnIAXvxh7kjI1vNTXL0Y9qVXcypsmoiArUMU6Tbrf29GSwZHpB8qRkoJcyBlorGeHiZy/EihpvL8SJGwIc/hc1PQWUhXP4385hOsHJTJqfKanht2zEFTCIi0izDZusfax5KSkoICQmhuLiY4ODg7h6ONON37+/nn+uP8O1p8WzLLCT9ZBlPfieFy8bHtnreor9sYP+JEp64dgJXpXTuTJiItKH4OPx1ItTXwA1vwrDmc1fbtPNVWPV9sNXDiEXwzefAy69jh1pRy8SHP8Zmg8SIAD778dwOvb6IiPRc7sQGKkkkPcYUe9GGj/fmkn6yDA+L4cxRas3ckeYxa9PyO3V8IuKCDX80g6Uh50PSRe2/zoTr4LqXwNMXDn4ALy6BquKOGyewOaPAmSZ15FQ5eSVVHXp9ERHpGzq9Sp6IqxyFHwrKzb5PU4YMIMTvjGU4Jw/AiovBwxs8fcyHhw9313sw37sa6wFvrJ8vxjLnAbB4dMdbEOnfirLgq5Xm9oUPtrwEz1UjF5mzVK9cZ5Yjf/4y89eBbX+R4opNhxs3Vd98pIArJrbeaFtERPofzTBJjxEW4M2wqIbeT03KiddVQnUJVJyCkuNQeATy9xNQuIfJlkNMZS+Wdb+HN5ZBXU0Xj15EWP84WGvNfKWh53fMNYeeBze/CwGRkLsLnlsEVSUdcumNh08BEG9vrr0lo7BDrisiIn2LZpikR5k6dADpJ8sAmDfqrIApchTcvQPqq6Gu2lz2Y39+5tO9nMxO5+fer+Cx9y2orYRv/ge8OrdYhYjYFR6Br18yty/8ecdee+AE+O5H8J/FUHAIPvl/sPgv53TJ/NJqDuaVYRhw90XDeOB/u9h8pKDtE0VEpN/RDJP0KFPty/LiwvxIigxsvNPLFyKGQfQYGDQJ4mdA4hwYfjGhk6/m2fpF/Cb4IXvOw4fw8reguqwb3oVIP7TucbNAw7D5ED+9468fngRX/cPc3vE8pK9p9fC2bLIHR6MHBrNgdAyGAUfyyzmpPCYRETmLAibpUS4bH8sdsxN5dMl4DDfyH2bby4s/f3IY1de+Dt6BkLEOXrwaKos6abQiAsCpdLPhLMCFP+u8+yRcANPuMLdX/+CcikBsTDeX481KCifE34tRMWaFpM1aliciImdRwCQ9irenhQcvHcWspAi3zhsY4kuInxc2GxwJnAhL3zabYx7bYi7jKddSG5FOs+73YLOa5b8HTeZ4USVLnt7Iw+/uo6q2vmPvNf+XMCABSrLho/Yv/dtoL/jg+L9mRmI4AFu0LE9ERM6igEn6BMMwSIwMAMxlNQyeAje/B/4RZqL485dCaW43j1KkDzp5AHb/z9y+8EEAnl6bzo6jp1nxRQZXPPklB/NKO+5+3gFw5d8BA75+AQ594vYljhVWkFVYgafFYGqCuQx4RqL5rDwmERE5mwIm6TMSIhwBkz1vKWYc3PIBBMVC/gF4/htQq/wEEVfZbDYyT5XTan/zdb8HbDBqMQycQElVLW9+dRyAIB9P0vJKufzJL3h5S1br13HHkFkw405ze/UP3F5268hfmhAXSqCPWftoWkIYhgGH88s5War/J0REpIECJukzHEUiMk6VN7wYOQK++4FZkrggHQ6fW6K4SH/yxCcHmfuHtaz4IqP5A3L3wN63AAPmmrNL/9ueTUVNPSOiA1nz4znMHhFJVa2Vn721m++/9BXFFbUt3u9kaRUf7811bUbqov8HYUlQmgMfuZc3tcm5HC/c+VqovzfJ9jymLUeUxyQiIg0UMEmfkWifYTp8ZsAEMGAojPumub3/na4dlEgvlVNUyTPrjwDwt8/SKa1qJtBZ+4j5POYqiB6D1Wpj5aZMAJbOHEpUkC/P3zyVn186Ci8Pgw/25LLoL+vZllmIzWYj/WQZr27N4r7/7mTu458z7bdruP2FHVz9943kl1a3PkBv/4aleakvwcGPXHpfNpuNL+0FH2aeETBBw7K8LRlaliciIg0UMEmfkWDPYcrIL2u69Cf5MvM57QOob/kbbhEx/fnTg9TUWQEorqzluS8zGx9wYicceBdzdumnAKw7lE9mQQVBvp5clTIIAIvF4LbZibxx5yyGhvuTU1zFtf/YxKSHP2H+n9bx0zd388ZX2WQWVGAY4O/tQVl1HU99nt72IONnwMy7zO3VP4DK022eYi65q8bb08Kk+AGN9jkKP2zWDJOIiJxBAZP0GUPDAzAMKKmqo6C8pvHO+BlmAYiqIjj6ZbeMT6S3OJhXyv92ZAPw3fMSAPj3hiMUV57xZcNXL5jPY6+GyJEArNyYCcA3J8cR4NO4L/r4waG8+4MLuDplEFYbnK6oxcfTwvSEMO6+cBjP3TKV1Icu4V9LpwDw0pajHCusaHuwF/0CwodDWS58+GCbh286bM4uTRkyAF8vj0b7ptvzmNJPlrU9wyUiIv2GAibpM3y9PBgU6geclccEYPGA5EvN7f3vdvHIRHqXxz5Mw2qDBWOi+fk3RjEiOpCSqjqedeQyWa1w4D1ze/x1AGSeKmftwXwMA5bOHNLsdQN9PPnTtRN5957zefP7s9j9fwt47Y6Z/HjBSC4cGUWInxfnDYvgvGHh1Nbb+POnh9oerJcfXPk0GBbY+QoceL/Vwzc2k7/kEOrvzcjoIEDL8kREpIECJulTmlTKO1PyYvP5wLvmBz4RaWJ7ZiGf7s/DYsD9C5LxsBj8cN4IAJ79IsMs2pDztVlswTsIEucAsHLTUWw2mDsikqH2f4ctGTsohEnxA/D2bP5H0AMLkgF46+ts1wpAxE2FWfeY2+/8ECqaX1JntdqcFfJmDWu+11vDsjwFTCIiYlLAJH2Ko1LekfzypjsT55gf8EpPQM5XXTwykZ7PZrPx+w8OAPCtKXEMizL/PS0aG0NyTBCl1XX8+4sjsH+1ecLwi8HTh/LqOl7fcQyApbOGnvM4JsSFsnBMDFYb/OGjNNdOmvsziEyG8pPw3n3NHrI/t4SiiloCfTwZPyik2WMaGtgqj0lEREwKmKRPcc4wnb0kD8DTx/yAB6qWJ9KMNftPsv3oaXw8Lfxo/gjn6xaLwY/mDwfguS8zqN9n//czyiym8tbXxymtqiMhIoA5wyM7ZCw/XjACiwEf78vj66y2izng5QtXPQOGB+x9E/a82eSQjenmrNG0hDA8PZr/8Tfd3sj20MkyTpUpj0lERBQwSR+TGNnKkjwwm2uCGTB1VBNNkT6g3mrjsY/M2aVbzksgJsS30f5LRscwamAwMTVH8Th9GDy8YdjF2GwNpcRvnDEEi8XokPEMiwpiyaTBgJlT5VLT29gUuMA+u/TefVB2stHujfaCD83lLzkMCPAmOcaex6RZJhERQQGT9DGJ9iV5WYUV1NU3k6c0/GLw8IHCw5B/oItHJ9JzvflVNgfzygjx8+LOOUlN9lssBvfOH84Cy3YAaobMBt9gNh0p4GBeGf7eHlwzZXCHjulHF4/A28PCpiMFfGHvndSm2fdDzDioLIR3fuT8YqS23srWDDMAOrv/0tmUxyQiImdSwCR9ysBgX3y9LNTW28g+Xdn0AJ8gSJxrbqtanggAVbX1PPHJQQDuujCJEH+vZo+7eHQ0V/qa+X+f2qYD8B97KfGrJw0i2Lf589prUKgf18+IB9yYZfL0hqv+ARYvSHsPdr0GwK7sYspr6hng78WomOBWL6EGtiIiciYFTNKnWCwGQ8MdeUwtLcuzN7E9oDwmEYAXNh0lp7iKgSG+LJ05tMXjjOJshtenU28z+E36UHZnF/PJvjwAbmrlvHNx14XDCPD2YPfxYj7Yk+vaSdFjnM10ef8BKD7u7L80Mym8zWWD0xLMGaaDecpjEhERBUzSBzXkMTVT+AFg5KVmz5YTO6EoqwtHJtLzFFfW8uTn6QDce/GIJs1cGzlgzsru9xpDTm0ANz23FavNzAkabu9f1NEiAn1YdkEiAH/4OK35pbbNOe9HMGgyVBfD6nvYmO4ImJovJ36msDPymBzL+EREpP9SwCR9TmKEvbR4c5XyAAIiIH6Wua1ledIPVdXW88WhUzz64QG+9cwmiitrGR4V6Cyy0CL7vxefcZcDUFheA8BNHVBKvDW3XZDAAH8vjuSX88ZX2a6d5OFpNrT18IHDa0g89gbQesGHM7WZx2SzQU0L/8eIiEif4tndAxDpaI4ZpoyWZpjAXJZ39AvzG/OZ3++ikYl0D6vVxs7sIjYeLuDL9FNsP3qamrqGmRpvTwsPLR6NR2tL1cpPQdZGAIbNvpaJ2cdJPVbEoFA/5o+K7tTxB/l6cdeFw/jNe/v586eHuCplcItNbxuJHAnzHoKPf85PLS8QHVBFos8kILDNU6cnhLFq424sae/B5g1QkmP2cCvJadiuq4KZd8OC3577mxQRkR5LAZP0OQ29mFrIYQJI/gZ8+FPI2mR+EAxoe5mOSG/1wBu7+N+OxjMz0cE+nJcUwaxhEZw/LKJJGfEm0j4AmxVixmMMGMr/XR7K8v+mcu/8Ea0HWh3khhlDeGbdEU4UV7H+YD7zR7sYpM24k6zNbxJfsoN76l+AJ16CpHkw8Tvm8lyvM963zQanDkLaB8w/8AGX+GzBo8IGH7Zy/U1PQtKFMGz+Ob0/ERHpuRQwSZ/jWJKXV1JNWXUdgT7N/DUPjYeBE8w8prT3YdLSLh6lSNdZfzAfgDkjIpk3KopZSREkRQZgGG4EOvb8JUcvs4lxoXx239wOHmnLfL08uHxCLM9+mcGq1OOuB0wWD35g+RnJtR9wX9QOIk9/DemfmA/fEBi7BBIvNL88SfsATmcA4AVgQJp1MMFxYxgYlwRBAyE41nwEDYRNT8G2f8Hbd8P3N4HfgE57/yIi0n0UMEmfE+LvRXiANwXlNWSeKmfsoJDmDxy12AyY9r+jgEn6rPLqOk6WmpXe/npdSoslw1tVXQqHPze3Hc2fu8GVKWbA9On+vJa/DDnLnuPFpOZWs89jPj+97RGoyIKdr8DOV6EkG7Y/az4cPLxh6AUwchF/OprAX3dUc3XwIP60cGLTi1/8azjyORSkw/v3w5J/d9ybFRGRHkNFH6RPcuQxHc5vbVme/YPfkbVQVdL5gxLpBpkFZi7fAH+v9gVLAIc+gfpqCEuCyOQOHJ17xg0KISEigKpaKx+5WGLcsRTx4jHRhPp7Q8QwmPf/4Ee7YenbMP5aiBgBE6+Hb70ADxyBG9+Eabdx0YwpALyzK4fc4qqmF/f2h6v+CYYH7H4d9rzZYe9VRER6DgVM0ic5luVltFQpD8yE8PBhUF9jLs8R6YMyT1UAMNSe29cuzuV4l4E7y/g6mGEYXDExFoC3d+a0eXxVbT1vfX0cgG9NiWu802Ixm1hf/U+4extc+XcYfbnZ3NpuYlwo04aGUVtv43l7g94mBk+GC+4zt99bDqUu9ooSEZFeQwGT9EkJbfViAvODX7K9ia3Ki0sf5ZhhSghvZ8BUVw0HPza3k7tvOZ7DlRMHAfDFoXzyS1tvKvvp/jyKK2sZGOLL+cPaV9jlttlmD6iXtxylrLqu+YNm32/mRFaehtX3mMUjRESkz1DAJH1SoiuV8qAhH+PQx1DbzJIbkV4u0z7LOqS9AVPGeqgphcAYsxFsNxsaEcCEuFCsNnh3V+uzTP/dbi7Hu2by4HZX8puXHEViRAAlVXX8d9ux5g/y9Iar/mH2fDr0MXz1n3bdS0REeiYFTNInJUbal+Tll2Nr7dve2EkQFAs1ZXD0yy4anUjXccwwDY3wb98F9r9jPid/w1zG1gNcMcG+LC+15YApp6iSDYfM6oDXTG6jIW8rLBaDZRckALDiiwzq6q3NHxg1yuz5BPDhz6Awo933FBGRnqVn/PQT6WDxYf54WAzKa+qdFcKaZbFAwmxzO2tT1wxOpAtl2HOYEtqTw2StN8vug5m/1ENcNmEgFgNSjxU5Z9DO9uZX2dhsZgPads+u2S2ZNJiwAG+OF1XyQWvFJmZ8H4acD7XlsOpO8/dPRER6PQVM0id5e1qIG+AHtJHHBDBkpvl8VAGT9C2lVbWcKjO/MGhX0YdjW6A83+xXNPSCDh5d+0UF+XKePSepuVkmq9XmXI7XpNhDO/h6ebB05hAA/r3hSMuz1haLWTzCO9D8AmbTU+d8bxER6X4KmKTPSnA1j2nIeeZz9jYzwV2kjzhaYM4uhQd4E+zbjpLiaR+YzyMWgUc7S5J3Ekfxh7d3Hm8SwGzNLCSrsIJAH08WjYvpkPvdOGMIPp4WdmYXszWjsOUDBwyBBb8zt794QrmRIiJ9gAIm6bMceUxtzjCFD4OASLPPTM7XXTAyka7hyF8aEt7O/KVjW8znxLkdM6AOdMmYaHw8LRzJL2fP8cZ91P673SzOsHjCQPy9O6Y/e3igjzMX6l8bjrR+cMoNEDwIKgsbcsBERKTXUsAkfZajeW2rvZjALC8e71iWp8IP0nc48nvatRyvrgZyUs3tuGkdN6gOEuTrxfzR0QCsSj3ufL20qpb3d58A4JsdsBzvTMvOT8Aw4NP9J0k/2crMtcUDJi01t3c816FjEBGRrqeASfos55K8/DaW5AEMmWU+K49J+hBnwYf2FD3I3WXOuvqHQ1hiB4+sYziW5b2zM4d6q7ks791dJ6iqtZIUGUBKXGiH3i8xMpD5o8wgbcUXbVTBS7kRDIv5JUz+wQ4dh4iIdC0FTNJnJdmX5B07XUlNXQulgB0cM0zHtqiylfQZDSXF21PwYav5PHiqOQvbA80ZEUmInxcnS6vZfKQAaFiO960pcRidMO7b7Y1s3/gq21lQo1khg2DEQnN7x/MdPg4REek6Cpikz4oK8iHA24N6q42sworWD44ZB95BUF0CeXu6ZoAincyxJK9dJcWzt5nPg6d04Ig6lrenhUvHDQRg1dfHST9ZytdZRXhYDK6aNKhT7jllyAAmxoVSU2dl5aajrR88+WbzeefLKv4gItKLKWCSPsswDBIiXVyWZ/GA+OnmtpblSR9QUlVLQXkN0M6iD86AqeflL53pyolmE9sP9+Ty4uYsAC4cGUVUkG+n3M8wDG67wJxlemFTJpU1rcxID5sPwYOh8jTsX90p4xERkc7ndsC0fv16Fi9eTGxsLIZhsGrVqkb7b775ZgzDaPRYuHChc39mZibLli0jISEBPz8/kpKS+OUvf0lNTU2r9507d26T637ve99zd/jSzyRGmMvy2iz8AA3L8rI2duKIRLrGUXv+UkSgN0HulhQvOQHFx8wcnEGTO2F0HWfq0DBiQ3wpra7jP5syAfjWlMGdes8FY6KJC/PjdEUt//squ+UDzyz+sF3FH0REeiu3A6by8nImTJjAU0+13JBv4cKFnDhxwvl45ZVXnPsOHDiA1WrlH//4B3v37uWJJ57gmWee4Wc/+1mb977tttsaXfexxx5zd/jSzzQUfnAhYHL0Yzq6EVpqTCnSS2Q48pfaU/Ah256/FDUGfAI7cFQdz2IxuNxe/MFmMwPEC5OjOvWenh4Wbpo5FDALTrRq0o1geJhfxOSndeq4RESkc7jdoGLRokUsWrSo1WN8fHyIiWm+WeDChQsbzTglJiaSlpbG008/zR/+8IdWr+vv79/idUWa43JpcYBBk8DDB8rzoeAwRAzr5NGJdJ5zKinuWI4XN7UDR9R5rkyJ5Zl1hwG4KmUQXh6dv9r8wuQofvPeflKPFVFdV4+Pp0fzBwbHmsUf0t4ziz8sfKTTxyYiIh2rU36qrF27lqioKEaOHMmdd95JQUFBq8cXFxcTFhbW5nVfeuklIiIiGDt2LA8++CAVFS0n8ldXV1NSUtLoIf2PY0nekVMulBb39GlYfqR+TNLLnVPBh2OO/KXeETAlxwQzbWgYvl4WrpsW3yX3TIwIICLQm5o6K7uyi1s/2FH8IfVlqK3s9LGJiEjH6vCAaeHChaxcuZI1a9bw6KOPsm7dOhYtWkR9ffOJsenp6fztb3/jjjvuaPW63/nOd3jxxRf5/PPPefDBB3nhhRe44YYbWjz+kUceISQkxPmIi+vYBobSOziKPpwqq6G4srbtExz9mLJU+EF6t3YvyaurgZyvze0eXvDhTM9/dyobHrjI2U6gsxmGwdSh5hd9WzMKWz942DwIiYOqItin4g8iIr1NhwdM1113HZdffjnjxo3jyiuv5N1332Xbtm2sXbu2ybHHjx9n4cKFfPOb3+S2225r9bq33347CxYsYNy4cVx//fWsXLmSt956i8OHDzd7/IMPPkhxcbHzcezYsY54e9LLBPp4Eh3sA7i4LG+IvfDDURV+kN7NMcPkdoW83N1mw1q/MAhP6oSRdQ5/b08ig3y69J7TElwMmCweMOkmc3uHij+IiPQ2nb7QOzExkYiICNLT0xu9npOTw4UXXsisWbP45z//6fZ1p083S0CffV0HHx8fgoODGz2kf2oo/ODCsrzB08zKYEVHofh4J49MpHMUV9RyusKcUXU7hym75zes7SkcM0w7jp6m3tpGoZiUG+zFHzbByf1dMDoREekonR4wZWdnU1BQwMCBA52vHT9+nLlz5zJ58mSee+45LBb3h5GamgrQ6LoizUmMdKO0uG8wxIw3t7UsT3qpTPtyvMggHwJ93Kztk9278pe606iBwQT5eFJWXcf+E23kyQYPhJH2gkk7/tP5gxMRkQ7jdqRSVlZGamqqM2DJyMggNTWVrKwsysrKuP/++9m8eTOZmZmsWbOGK664gmHDhrFgwQKgIViKj4/nD3/4A/n5+eTm5pKbm+u8x/Hjx0lOTmbrVvObzsOHD/Pwww+zY8cOMjMzWb16NUuXLmX27NmMHz++A34bpC9LdKe0ODTkMWlZnvRSjoApoT0lxY/1rgp53cnDYjB56AAAtrS1LA8aij/sVPEHEZHexO2Aafv27aSkpJCSkgLA8uXLSUlJ4aGHHsLDw4Ndu3Zx+eWXM2LECJYtW8bkyZPZsGEDPj7m2vJPPvmE9PR01qxZw+DBgxk4cKDz4VBbW0taWpqzCp63tzeffvopl1xyCcnJydx3330sWbKEd955pyN+D6SPc5QWP+zKkjxoaGCrgEl6qQxnSXE385dKc6E4q1c0rO0pHHlM21wJmJIugpB4qCqGvas6d2AiItJh3O7DNHfuXGytNPX86KOPWj3/5ptv5uabb271mKFDhza6R1xcHOvWrXNrnCIOjtLimQXlWK02LJY28jIcM0z5+6GiEPzbLnkv0pO0uwfTMUfD2tHgE9TBo+qbptnzmLZlFmKz2TBay/uyeMDkpfDZb8yeTBO/3TWDFBGRc9L53f1EutngAX54eRhU1Vo5XuTCMpiACIgYYW4rj0l6oYwCc3be7ZLiyl9y27jBIfh4Wigor+GwK8t+J94AGHBsswrLiIj0EgqYpM/z9LAwaqBZJTH1WJFrJymPSXqxo+3twaSAyW0+nh5MjAsFXCgvDmbxhzizyiv7taxcRKQ3UMAk/cKkeDMxe8fR066dEN92A9v1B/O55Il1XPuPTfz0jV38Y91hPtqby8G8Uqpqm2/ULNLZiipqKHKWFHcjh+nMhrVxvadhbU8w3dmPqcC1E0Zfbj7vVxNbEZHewO0cJpHeKCU+lOc3wtdZLgZMjga2OalQXQY+gU0OWbkpk4N5ZiGJsytkGQbEDfDnt1eN5YLhkecydBG3OAo+RAf74O/txn/xebuhrgr8BkD4sE4aXd80LSEcSGdbpov/v4xaDB/9zJzBLjsJgVGdOj4RETk3mmGSfsExw7Q3p8S12Z/QeAiJA1t9wzKlM9hsNnZmFwPwo/nD+cG84Vw+IZbxg0MI8vHEZoOswgqe/SKjQ9+HSFsy270cb7v5rIa1bkuJD8XDYnC8qJLs0xVtnxAaD7EpgA0OvNfp4xMRkXOjGSbpFwYP8CMyyIf80mp2Hy9m6lAXKt/Fz4Tdx8xvgZMubLQrt6SK/NJqPCwGd8xOws/bw7nPZrOxLfM03/rHJrZlnqau3oqnh76bkK6RcaqdBR8cFfKUv+S2AB9Pxg4KYeexIrZlFjJ4gAtLIUctNpdA7l8NU27p/EGKiEi76VOc9AuGYTApPhSAr1zNY3Isy2smj2mXfXZpRHRQo2DJca/JQwYQ7OtJWXUde3JK2j1uEXc5Cz64W1I8WwHTuZhmb2DrUuEHgFFXmM8Z66HSxf+TRESkWyhgkn5j8hDzA81XLucxnWc+Z28zE+LPsCu7CIDxg0KaPdXDYtjzGmDzERcTwUU6gKMHU4I7BR9K86AoCzDUsLadHP/eXQ6YIoaZ/a6sdZD2QSeOTEREzpUCJuk3HHlMX2UVtdp82SliBPiHm4nwjuphdo4ZpvFxzQdMADOTFDBJ17LZbM6iD27NMGWf0bDWN7gTRtb3TbF/IXM4v5xTZdWunTTKXi1vn6rliYj0ZAqYpN8YOygELw+D/NJqsk+70MDWMBpmmQ595HzZZrM5A6YJg0NbPH1GopkntS2jkLp6a7vHLeKq0xW1lFTVATAkzJ2AyV7YJE7L8dprQIA3I6ODANie6eIsk6O8+OHPoLq0k0YmIiLnSgGT9Bu+Xh6MjjVnhFxeluf4BnjvKrDPSmUVVlBcWYu3p4UR9g9IzZ4aE0yInxflNfXsPl58LkMXcYljdmlgiG+T3LpWHVPD2o4wNcGcZTq7zUCLokZDWCLUV8OhjztxZCIici4UMEm/4nbhh5ELwcMHCg9D3l4AZznxUQOD8fZs+Z+QxWI4G1puPuLiByiRc+DIXxoS7kb+Un1tw5LTwWpYey4ceUzbXJ1hMgwtyxMR6QUUMEm/cmYek0t8gmDYfHN73yoAdh0zz50wuOX8JYcZicpjkq7jqJCX4E7+Uu5uqKsE31A1rD1H0+ztCvbllFBSVevaSY5leYc+gVoXlgqLiEiXU8Ak/YqjUt7+EyVU1rjQwBZgzJXms31Z3i778rrxreQvOTgCpu2ZhdQqj0k6WUZBO3owndmw1qIfCeciJsSX+DB/rDbY4eosduwks0l2bTmkr+ncAYqISLvop6P0K7GhfsQE+1JntTlLg7dphH1ZXsEh6nP3sscZMLU9w5QcE0Sov/KY+p2KQtjzJpSc6NLbZranQt6xLeaz8pc6xLSEhmIvLjEMs4ktwP53OmlUIiJyLhQwSb8zaUgoADtcLfzgGwzD5gFQtP2/VNTU4+/tQVJkYJunNs5j0rK8Ps1aD4c+hddvhj+OhP/dAn+fYc5MdgGbzXZGDyYXAyabzWycCjBkVieNrH9xLMtzuR8TNARMaR806fkmIiLdTwGT9DvOPKajRa6fNPpKALzS3gFsjB0UgofFcOnUhjwmFX7okwoOw5pfw5/HwUtLYO9bUF8DviFQVQSv3wSr7oLqss4dRnkNpdVmSfH4MBeLPpzcD+UnwdMP4lTwoSM4Zph2ZRdTVevist+46RAQBdXFDQGsiIj0GAqYpN9JsQdMX2eddq2BLdir5XkTXHaEEUY24we1vRzPQXlMfdSpQ/DcpfC3SbDhj1By3CycMO12uH0d/Dgdzl8OGJD6IvzjAsje0WnDccwuxYb44uvlYknxI2vN5yGzwNOncwbWzwwJ9ycyyIeaeiup9gIxbbJ4wKjLzO39b3fa2EREpH0UMEm/M3ZQMN4eFgrKa8gqrHDtJN8QSDKX5V3qsYXxcaEu329kdBAD/L2oqKl3NryVrmWz2Vz/tt8VVcXw8rfg6JdgWMxKitc8B/elwaWPQ+xE8PSG+b+Em9+F4MFQeARWXAzrHzeX73WwTEfBB3fylxwBU+LcDh9Pf2UYhvt5TNBQXvzAe53y90NERNpPAZP0Oz6eHowZFAy40cAWqEs2P9BcatniUklxBzOPSeXFu9MPX01lxiNrSD9Zeu4Xs1rhre+ZAVBIHPxwJ9zwBoy9Grx8mx4/9Hy48wsYcxXY6uGz38Dzl0HRsXMfyxncLvhQXwuZX5jbCpg6lCOPaUP6KddPGnq+OUNZUQBHN3bOwEREpF0UMEm/NLkdeUwHQ8+nxubBCMtx4uuz3LrfjEQVfuhOn6edpKiilt+8t//cL/bFnyDtfbNy4rdWQmh82+f4DTBnoK58BrwDIWujOUPVgTMJGY4eTK6WFM/ebpay9g+H6LEdNg6Bi5Kj8LAYbM0odH1ZnocXJH/D3N6vJrYiIj2JAibplyYNcTSwdX2G6et8Gxus4wEw9rmXZzAjyZHHdJqaOuUxdaXiylpKq8xiCGvT8ll3ML/9F0tfY84QAXzjDzBokuvnGgZM/DZ87wszgDq5D3a91v6xnMXtGSbHcryEOeq/1MHiwvy5cuIgAP7y6UHXT3Qsy9v/jjmTKSIiPYJ+Skq/5KiUt/9ECeX2ymJt2XWsmPfrp5u/cLNU9IgoM4+psrae3ceL3DpXzk326cZ5ar99bx917Sm+cfoovLEMsMGkpeajPcIS4Px7ze3Pfwd11e27zhmsVhsZzpLiLlbIU/5Sp7rnomF4WAw+T8tnp6uzTEkXgncQlJ6A451XIERERNyjgEn6pZgQX2JDfLHaYKeLDWx3ZhfxiXUyVsML8vdDfprL97NYDJUX7ybHCisBSIwMINTfi4N5Zby23bX8oZWbMhn3y48Y/bNV7H7iCqg8zS5rIqM3z2PYz95nzEMfsnpnjvuDmnY7BA2E4mOw/Vn3zz/L0cIKKmrq8fG0MNSVJXlVJZC9zdxWwNQphkYEcMXEWAD+suaQayd5+sCIS8xtVcsTEekxFDBJv5UyxFFevKjNYytr6jl0sowSAqgZOtt80c1ZpoaASXlMXckxwzRqYDA/nDccgD99fJDSqtpWz/twTy4Pvb2X0upafml5jnGWDAptgdxZ80MqrF7UWW2U19Tzp4/TsFpdLE/v4OUHc39qbq//A1SfWzGKfTklACTHBOHp4cJ/60c3mgUoBiTAgCHndG9p2T0XDcdiwGcHTrLLxS9mGi3Lc7XtgYiIdCoFTNJvNTSwbTuPad+JYuqtNiKDfPAZf7X9RTfzmBKVx9Qdsk+bM0xxA/y5YcYQEiMCKCiv4e9rD7d4zp7jxdz7WioAfx6+i2s912IzLBjXPMubP7uOLT+bx4YHLiTI15PMggrWHWpHXtTEGyAsCSpOwaa/t+etOe3NMcvVj44Ndu0ELcfrEgkRAVyZ4shlcnGWadh88PSF05mQu7vzBiciIi5TwCT91mTHDNOxojYb2O48Zn4gnTA4BCP5G2DxgpN7zealLhoeFUhYgDeVtfWuf9ss58wxwzR4gB9eHhZ+dukoAFZ8kcGxZvpwnSyp4raV26msrWfpkEKuyHkCAOOiXzBg3AKig32JDvYlLsyfb06OA2Dlxkz3B+bhCRf9wtze+Dcod6ME9Vn2nTBnmEYPVMDU0zhmmdYcOMluV/qw+QSaQROYs0wiItLtFDBJvzV6YDA+nhYKy2ucTT9bsvu4+UFn3KBQs8KZ44OmG8vyzDwmlRfvao4ZpsED/ACYNyqKWUnh1NRZefTDA42Oraqt57aV2zlRXEVSZAAP+byKUV8DyZfB+cubXHvpTHM529qD+c4qdW4ZfSUMnAA1pbDhT+6fb+dYkufSDFNprpmDhwEJs9t9T3FNQkRAQ8W8NS5WzHMuy1N5cRGRnkABk/Rb3p4Wxg0yG9C2tSzPURhifJy9Ye2YK83nfavcuqcKP3Qtm83mnEWKCzOrxxmGwS++MRrDgHd3nWCH/c/eZrPx49d3sjO7mAH+XrywOAjPrC/AsMCiR82y4GcZGhHA3JGR2Gzwwuaj7g/QYoF5D5nb2/7drma2+aXVnCytxjAgOcaFgOnIOvN54ATwD3P7fuK+uy8ahsWAT/efZM9xF2aZRiwwZ7HzD0C+G2XJRUSkUyhgkn7N0Y9pRyv9mEqqajmSb84ejLcHWIy8FCyekLcHTqW7fD9nHtPRQqrrOq5pqTSvqKKW8hrz93lQqJ/z9dGxwXzLvpzu4Xf3YbXa+POnh3h31wm8PAyeuWEysQdfNA9O/gaEDG7xHjfNGgrAf7cfc7lEfSNJ82DoBVBfDet+7/bp++3L8RLCAwjw8Wz7BC3H63KJkYFcYZ9l+rMruUx+oZA4x9zWLJOISLdTwCT92qT4UKD1GaY99ryDQaF+hAf6mC/6hzV84Hz/x1Bb6dL9hkcFEh7gTVWtlV2u5DPIOXEsx4sM8sHXy6PRvvsuGYG/twepx4q47/WdztLPv71yHNMHesDOV80Dp93R6j3mDI9kaLg/pVV1vPX1cfcHaRgw75fmdurLbpWrh4b8pVGuLMez2RQwdZOGWaY812aZRi02nxUwiYh0OwVM0q85KuUdzCttscz0LvuHmwmO5XgOc34KXv5w5HN4+VtQ03YOi2E09GPadFh5TJ3tmL3gQ9wAvyb7ooJ9uXNOEoAz0Ll9diLfmhpnBi61FRA1Goae3+o9LBaDG2cOBcy+TW0VEGlW3FQY+Q2wWeGz37h1qjN/yZWCD6cOQWkOePhA/Az3xyntlhQZyOUT3OjLNPIb5nLQEzvNpskiItJtFDBJvxYV7Et8mD9WG9ywYitZzRR/cFS0Gz84tPGOuKlwwxvgHQgZ6+HFa1zqpzMzyQyYnll3mA/35J7rW5BWNFTI8292/22zE4kN8QVg/qgofrIwGaxW2PYv84BptzWbu3S2b04ZjL+3BwfzytjU3oIe8/4fYJgzCsd3uHyas0KeKzNMjtml+BlmLyjpUnfbK+Z9ss+FWabASIifZW6rWp6ISLdSwCT93m+vGkuwryc7jxVx6V838HZq42VVjpLi4weHND15yCy48S3wCYasjfDC1VDV+gehayYPZlZSOBU19XzvxR38+dODZuPT+lrISYWvX3KrXLm07OwKeWfz9fLgn0uncN/FI/jLdSl4WAw4vAYKj4BPCIy/1qX7BPt6cfUkM0dl5cZ2zgZEjYIJ3za3P/2VS6dU1tRzJL8MgDGuzDBpOV63GhYVyGL7LNMjH+ynqraNPMbRZzSxFRGRbqOASfq9C4ZH8v4PL2DKkAGUVdfxw1dTuf/1nZRX11FQVs3xIvND99hBzQRMAHHTYOkq8A2B7K3wwlVQ2XJOlK+XBytvnswDk6wssaxnwNqfcfTRGdh+Nwj+OQfe/j48uwCK25EPI42cXSGvOWMHhXDPvOENBRO2/MN8TrkBvANcvtdS+7K8j/flOv/OuG3uT83qaBnr4OimNg9PyyvFaoOIQG8ig3xaP7i+DjI3mNsKmLrNPRcNx8vD4Mv0Aq7952bySqpaPjj5MvP52BazHLyIiHQLBUwimEu2Xr19Bj+YZy6ZeX1HNov/9gWvbjPLPCdGBhDs69XyBQZNhpveMXs0Hd8BK6+AijNKh5edhAPvmzMHz1+G5+ND+f6+G/ij9zPc5PkJCdUHMOqrsfqEQEAUVBTA6zdDXU3nvvE+rq0ZpiYKDkP6J4ABU5e5da8R0UHMSgrHaoMX21NiHGDAEEi53txe92ibhzvyl0YNDMZoa+lgztdQXQK+oWZJcekWw6ICef6WaYT4ebHzWBGL//YFX7dUpTNkEAyaAtjgwLtdOk4REWmggEnEztPDwvKLR/DybTOICfblyKlyHv/IrFg24ez8peYMnAA3vQv+EWai9vPfgP8tgz+Phz8Mh1e/DV/8yfyWv6YMvAIgfhZ5Y27l5x4/Yk71n5hU8y92zH+tYbbqk4c69033YTabzRkwxbWQw9TEtn+bz8MvhvAkt+/pKDH+6tastpdbteT85WbJ+iOfw7GtrR66N8dc/ulS/lLGWvM5YTZYPFo9VDrXecMiWH33eYyIDuRkaTXX/mMz/9uR3fzBjmp5+1QtT0SkuyhgEjnLjMRwPvjhBVw8Otr52riWluOdLWYs3PyeOUt0ch/s+R8UHQUMiBwFKTfC4r/CnRvhwWPw3Q+I/uYfuecHDxI6aCRFlXV86/VcNk/4nXm9LU/Dnjc7/k32AwXlNVTW1mMYMDDUt+0Tqsvga3vvpTZKibdkXnIUg0L9OF1Ryzs7c9p1DQYMgQnXmdttzDI5Cz64lL9kb1ir5Xg9wpDwAN78/nlcMjqamnorP359J79+Zx919dbGBzoCpswvGs9ai4hIl1HAJNKMAQHe/PPGyfzuqnF8Y9xArkwZ5PrJUcnw3Q/N4OiiX8DSt+GnWXDXZrjiSZh8E0SPafQtf0yIL6/dMZMrJ8ZSb7XxwO5BcP695s7V90D+wQ5+h32fY3YpOsgXH08XZlR2vWYuWQtLgqSL2nVPTw8LN8wYAsB/2ltiHOCC+8DwgPRPIbv5inn1VhsHTphVGce0NcNUU27mwYACph4k0MeTZ26YzA/mDQfg2S8zuOX5bRRVnLEUNzwJoseCrR7S3u+mkYqI9G8KmERaYBgG35kez1PXTyIswNu9k8OTzOBo9v3mB1TftmcAfL08+H+XjQbM/kFVFzwIQy8wl+/990ZzBkRc1lDwwYX8JZsNtp5RStzS/v8ar5sah4+nhT3HS/gqq6h9FwlLbKjQt/6xZg/JLCinsrYeXy8LCRGBrV8vaxPU10BIvHlt6TEsFoPlF4/g6esn4eflwYZDp7jun5upt54RbI9StTwRke6kgEmkBwkL8CbU3wubDTIKq+GaZyEwBvIPwLs/Mj/Yi0saCj64kL+UuQHy95t5ZRO/c073HRDg7WxQuvy/qWw4lN++C11wn9m49OCHZrn5szgKPiTHBJvl0FvjLCc+x6W+UtL1Fo0byJvfn0WQjycHckvZcfSMQhCOZXmHP4Oqku4ZoIhIP+Z2wLR+/XoWL15MbGwshmGwatWqRvtvvvlmDMNo9Fi4cGGjYwoLC7n++usJDg4mNDSUZcuWUVbW+rfnVVVV3HXXXYSHhxMYGMiSJUvIy8tzd/giPZphGCRFmrMFh/PLIDAKvvm8uTxr9+sNRQmkTQ1Na12YYXKUEp9wnVlw4xzdfdEwooN9OFpQwY0rtnL3y1+1Xj66ORHDYOw15va6prNMLjesrauGfW+b21qO16ONGhjMfHvu5Md7zygjHjUKwoeZs4SHPu6m0YmI9F9uB0zl5eVMmDCBp556qsVjFi5cyIkTJ5yPV155pdH+66+/nr179/LJJ5/w7rvvsn79em6//fZW73vvvffyzjvv8Prrr7Nu3TpycnK4+uqr3R2+SI+XFGn2/jl8stx8YchMuPjX5vaHD7aY0yKNHXO1Ql5RVkNuyLTW/x9y1ZDwAD5dPodbzhuKxYB3d51g3h/X8ewXGU2T+lsz+37AgLT34MSuRrscM0xtFnzY9m/zPQbGwMhFbr4T6WqXOAKmfXkNOXCG0TDLtF/V8kREuprbAdOiRYv4zW9+w1VXXdXiMT4+PsTExDgfAwYMcO7bv38/H374If/+97+ZPn06559/Pn/729949dVXyclpvqpUcXExK1as4E9/+hMXXXQRkydP5rnnnmPjxo1s3rzZ3bcg0qM1mmFymHmXmcdgrYX/3aL+TC5weYZp+7Ngs5rltqOSO+z+Qb5e/HLxGN6553xS4kMpq67j1+/uY/GTXzZebtWayBEw1v7F0PrHG+1yaYap8nTD7NRFP3erEa90j9kjIvH2tJBVWEFaXmnDDkce06FPoKaiewYnItJPdUoO09q1a4mKimLkyJHceeedFBQUOPdt2rSJ0NBQpkyZ4nxt/vz5WCwWtmzZ0uz1duzYQW1tLfPnz3e+lpycTHx8PJs2bWr2nOrqakpKSho9RHqDZgMmw4ArnjJnCYqOwq5Xu2l0vYPNZuO4KzlMNRWw43lzu4Nml842JjaEN743i0euHkeInxf7T5Sw5OmN/HP9YdcuMPt+83n/asjbB8DJ0iryS6sxDEiOCWr53PV/gKoiiBoNE68/tzciXSLAx5MLhkUA8PHeM5adx6aYRTtqK8y8NhER6TIdHjAtXLiQlStXsmbNGh599FHWrVvHokWLqK83mzjm5uYSFRXV6BxPT0/CwsLIzc1t7pLk5ubi7e1NaGhoo9ejo6NbPOeRRx4hJCTE+YiLizv3NyfSBZKizIDpSH451jMrZfkGw3k/MLfX/wHqa7thdL1Dfmk11XVWLG31YNr1mjkLExoPIy/ttPFYLAbfnhbPZ/fNYcmkwQD8dU061XUuNLeNGgWjrzC37RXz9tvLiSdEBODv7dn8eaczYes/ze2Lf61mtb3IJWMcy/LO+PlmGDBuibm9+3/dMCoRkf6rwwOm6667jssvv5xx48Zx5ZVX8u6777Jt2zbWrl3b0bdq1YMPPkhxcbHzcezYsS69v0h7xQ3ww8vDoLK2nhNnFwqYfAsERJqzTLtf754B9gKO/KWBIX54ebTw35zNBlueMbenf69LAorwQB8ev2Y8UUE+lFXXselwQdsnAcx+wHzeuwpOHnAtf2nNr80iAYlzYdj8lo+THmfeqGgMA/YcL+F4UWXDjnHfMp8PfawmtiIiXajTy4onJiYSERFBeno6ADExMZw8ebLRMXV1dRQWFhITE9PsNWJiYqipqaGoqKjR63l5eS2e4+PjQ3BwcKOHSG/g6WFhaLij8MNZ1SO9/WHWPeb2+j+A1YUZin7Ikb80qLX8pSOfm+XavQMh5YYuGpk52+SYQfhor4uVPmPGQvJlgA3WP8benGKglfyl7B2w5w3AgIsfVinxXiYi0IcpQ8zc30/OrJYXPRqixpi5jI7KhyIi0uk6PWDKzs6moKCAgQMHAjBz5kyKiorYsaOh0tdnn32G1Wpl+vTpzV5j8uTJeHl5sWbNGudraWlpZGVlMXPmzM59AyLdoNk8Jocpy8AvDAoPw543u3hkvUO2KxXyNj9tPk+8vkNKibvjktHmFz2f7Mtr3KC0NXPss0x73mBOxhNYsDY/w2Szwce/MLcnXAcDx3fAiKWrOf6OfLzvrKB6/DfNZy3LExHpMm4HTGVlZaSmppKamgpARkYGqampZGVlUVZWxv3338/mzZvJzMxkzZo1XHHFFQwbNowFCxYAMGrUKBYuXMhtt93G1q1b+fLLL7n77ru57rrriI01mz0eP36c5ORktm7dCkBISAjLli1j+fLlfP755+zYsYNbbrmFmTNnMmPGjA76rRDpOZKi7DNMzQVMPoEw625ze/3jmmVqRpsV8k4dsvezMWD6HV03MLsZieEE+Xpyqqyar7NcrJg3cALM+yUA36xdzb+9/sDY8Gb+C097H7I2gqcvXPSLDhy1dKWL7eXFt2QUUlRxRlVMR2+uo19AcXY3jExEpP9xO2Davn07KSkppKSkALB8+XJSUlJ46KGH8PDwYNeuXVx++eWMGDGCZcuWMXnyZDZs2ICPj4/zGi+99BLJycnMmzePSy+9lPPPP59//vOfzv21tbWkpaVRUdFQOvWJJ57gsssuY8mSJcyePZuYmBjefFPfrkvf5JxhcvRiOtvU28A3FE6laWlOM44V2meYwlqYYXI0qh2xEMKTumhUDbw9LcxLNovfNJlBaM0Fyzly4VNU2ry5yCOViNcuM4s7ONTXwidmUMWM70PI4I4btHSpoREBjIwOot5q47MDZyxjD42DIeeZ25plEhHpEi2UV2rZ3LlzG5rpNeOjjz5q8xphYWG8/PLLLe4fOnRok3v4+vry1FNPtdowV6SvaHVJHpgV82Z8H9b+zpxlGn0lWDp9hW2v0eoMU+VpSH3J3J5xZxeOqrFLxsSwKjWHj/bm8uCiZAwX84w2+lzAazUPsdL/CQbk74d/XQTXvghDZpkl0gsOgX84nP+jTh2/dL5LxkSTllfKx3vzuHrSGcHvuG/C0S/Nwi/6cxYR6XT6hCXSAyVGmkvyTpZWU1LVQvnw6XeATzCc3AcH3u3C0fVsVqvNWVms2YDpqxfMXjZRo81mtd1kjr1B6dGCsxqUtmHfiRJ22xJ5ecLzMHAiVBTAfy6Hrf+Ctb83D5r7YJfnZUnHc+QxrTuYT1XtGUtvR18BFi/I2+PszSUiIp1HAZNIDxTk60V0sLmM9Uh+C8vy/ELNcthg9udpZea3P8krraK23oanxSAm+KweTPV1Db2JZtzZrdXjAnw8mT28mQalbXCUFI8fMgxu+cD88Gythfd/DBWnIHwYTL65M4YsXWzsoGAGhvhSWVvPF4dONezwD4PhF5vbai8gItLpFDCJ9FANeUwtLMsD80O/dyDk7oaDH3bRyHo2R4W8gaG+eJ7dg+nAu1B8zFyyNu6b3TC6xi4ZY84gfLS3+QbcZ6u32jiQa+/BFBtslpm/5nmY85OGg+b/H3h4dfBIpTsYhsElo5tpYgsNf393/w+s1i4emYhI/6KASaSHajOPCcxvmqfdbm6ve1SzTJyRvxTaTMEHR6PaKd8Fr1Z6NHWReclRWAzYm1PCscKKNo/POFVOVa0VPy8PZ68uLBa48GewdDUsWWHv1yR9hSOo/nT/ycYl6EcuMr8sKc6CY1u6aXQiIv2DAiaRHiopspXS4meaeRd4+UPO15D+aReMrGdrqJB3VkB0/CvI2gQWT7OXVQ8QHujD1KFhgGvV8vadMGeXkgcG4WE5azlh4hwYd42a1PYx0xLCCPb1pLC8hh1HzyhB7+UHoxab21qWJyLSqRQwifRQSVGOGaYWcpgcAiJgqj0A0CzTGRXyzpphcswujbkaggd28ahatsA+g/CxC8vyHPlLzTaslT7Jy8PCvFH2ZXln/x1xLMvb+5ZZUl5ERDqFAiaRHsqxJO9oQTm19W3kKMz6AXj4QPY2OJHa+YPrwRw5TI0q5JXmwh5737ZuLCXeHEeD0m2ZhRSUVbd67N6cYsCevyT9RkMeU17jlhsJcyAgCioLIX1NN41ORKTvU8Ak0kPFBPvi7+1Bbb2t7fyWwCgYZc9dSX2l8wfXgx2zzzA1alq7bYVZSS5uOgya1E0ja15cmD9jYoOx2mDN/pMtHldXb9UMUz81216CPqvwrBL0Hp4wdom5rWV5IiKdRgGTSA9lsRjOfkxtLssDmPBt83n361BX04kj67nq6q2cKKoCzphhqquG7c+a244y7D3Mgjaq5VmtNu7/3y4KymsI9PEkOUYBU38S4OPJBcNaKEHvWJaX9j5Ut5HvKCIi7aKASaQHc6lSnkPihRAYbS7POfRxJ4+sZ8otqaLOasPLwyA6yN6Dae8qsz9RUCyMurxbx9eSS8aYS642pJ+ivLqu0T6bzcbPV+3hra+P42kxeOLaifh5e3THMKUbOf6ONCkvPmgShCWazZgPvNcNIxMR6fsUMIn0YC71YnLw8ITx3zK3d/bPZXmO/KVBoX5YHFXkHI1qp3zX/D3qgUZGBzEk3J+aOivrDuY7X7fZbPzmvf28sjULw4Anrp3ozHmS/mXeqGgMA/YcLyHz1BkzzoYB4+z/7nf/t3sGJyLSxylgEunB3JphApjwHfP54EdQUdhJo+pcGw+favyB0A0NBR/s+UvHv4Lj28HiBZNv6qghdjjDMJpdlvfEJwdZ8UUGAI8uGc/iCbHdMj7pfhGBPswZEQnA8xszG+90fFFy+HMoy0dERDqWAiaRHiwpqiGHyeZKufDo0TBwglngYPf/Onl0HW9j+im+868tXP30xjYrxjXHURzD2YNp27/N5zFXmoUxerAF9iVXnx04SU2dlafXHuavn6UD8KvLx/CtKXHdOTzpAW49PxGA/24/RnHFGWXEw5Ng4ESw1Zu5TCIi0qEUMIn0YEPDAzAMKK6spaDcxUIOjlmmnS933sA6gc1m44+fHASgsLyGh1bvdfsajWaYKgphzxvmjmm3d9g4O0tK3AAiAn0orapj+X9TefTDAwD8ZGEyN80a2r2Dkx7hvGHhJMcEUVFTz8tbsxrvTP6G+Xzww64fmIhIH6eASaQH8/XyIM6+vMylPCaAcdeAxRNyvoaTBzpxdB1rw6FT7Dh6Gm9PCx4Wg/d2neCD3SfcukZD01o/+PoFqKuCmPEweGpnDLlDWSyGMz/p3V3m+77nomHcOTepO4clPYhhGCw7PwGA5zdmUFN3Rn+2EQvN58OfQ21lN4xORKTvUsAk0sMluVNaHCAgAoZfYm73klkmm83Gn+yzSzdMH8Kdc8wg4f+9vYdCV2fWOGOGKcSnYTnetNvNxPhewLEsD2DZ+Qksv3hEN45GeqLLJ8YSGeRDXkk175/5hULMOAgeDHWVkLG++wYoItIHKWAS6eHcLvwADT2Zdv0XrPWdMKqOtfZgPqnHivD1svC9uYncM28YI6IDOVVWw6/ecW1pXm29lRPFZsCUVLwRirLAN7ShsWcvcP6wCL49LZ4fzR/OL74xCqOXBHrSdXw8Pbhp5hAA/rXhSENuo2HAiAXmdtoH3TQ6EZG+SQGTSA+XFNWOgGnEAvAbAKUn4MjazhlYB7HZbDxhn126ccYQooJ88fH04PFrJmAx4O3UHD7Zl9fGVSC3uAqrDbw9LYTsft58cdKN4O3fiaPvWJ4eFh65ehw/mj9CwZK06PrpQ/D1srA3p4TNR86ohjlykfl88CNwpUiMiIi4RAGTSA/XrhkmTx8Ye4253cN7Mn124CS7sovx8/LgjjkN+ToT4kK5fbb565+9tZuiitaX5jkq5E0POY1xeA1gwJRlnTZuke4yIMCbayYPBmDFF0cadgy9ALwCoDQHcnd10+hERPoeBUwiPZwjhyn7dCVVtW4sr3Msy9v/LlSVtHhYvdXm3nU7kM1m44lPzdmlpbOGEBHo02j/j+YPJykygPzSan797r5Wr+XIX7re8on5wvBLICyh4wct0gN89zzz7/an+09yxPFlipcvJF1obqepWp6ISEdRwCTSw4UFeBPq74XNBhnuNHQdNAkiRphJ4PtWtXjYff9NZcKvPibd1Sp8HeiTfXnsOV5CgLcHd8xuWg3O18uDx66ZgGHAm18d57MDLS/NO3a6Aj+qmFP+sfnCtNs6a9gi3S4xMpD5o8zeYo7mxkBDtbyDymMSEekoCphEejjDMNq3LM8wGmaZUptflvd11mlWpeZQXWflwz3ulfA+V1arjSc+PQTATbOGEhbg3exxk4cMYJn92/SfvbmH4sraZo/LPl3JlR5f4mctgwEJkDSvcwYu0kPceoHZyPaNr7Ibqkk6KmTmfA0lXftvWkSkr1LAJNILOEuLn2x+hslms/HCpkye+zKj8Y7x1wIGZG2Ewowm5/3ZHrAAbDxc0GHjdcXH+3LZf6KEQB9PbrN/8GvJfZeMJCEigNySKm5fuZ2nPk/nra+z2XKkgGOFFdTWW8kuLGeph3053tRbwaL/3qRvm54QxthBwVTVWnl5y1HzxaBoGDTZ3D70UfcNTkSkD/Hs7gGISNvammH6z8ZM/u8dM8dnUKgfl4yJMXeEDILEuXDkc9j1Gsz9qfOcHUdPs+5gPoZhFtTafvQ0VbX1+Hp5dOp7AXN2yRGs3XLeUAa0MLvk4OftwWPXjOdb/9jEloxCtmQUNtpvGDDVOMAo7yysHr5YUq7vtLGL9BSGYXDbBYn88NVU/rPpKLfNTsTH0wNGLILjO8w8psk3d/cwRUR6PX0FK9ILtBYwrU072aggwq/e2UdFTV3DARO/Yz7vfKVRqeE/24stfHPyYKKCfKips/J1VlHHD74ZH+zJ5UBuKUE+ntx6fuuzSw5Th4bxv+/N4gfzhnPN5MHMSgpnaLg/3p4WbDa40cPMXaobe41ZUl2kH7h03EBign3JL61mdWqO+eJIex7TkbVQW9ltY5OewWazcaqsuruHIdKrKWAS6QUcvZiO5JdjtTYEPYfySrnn5a+x2uDqlEEMHuDH8aJK/rKmYakdyd8A7yA4nWk2sgW2ZRay4dApPC0G91w0nJlJ4QBsOnyq099LvdXmDNa+e34CIf5eLp87ecgAll88gj98cwIv3zaDtfdfSNrDC/nq7iQu89wGgPeMOzpl3CI9kZeHhZvPGwqYxR9sNhtEj4XgwWbBlyPruneA0u0e/TCNKb/5lP9uO9bdQxHptRQwifQCcQP88PIwqKyt50RJFQCF5TUs+892SqvrmJYQxu+XjOdXl48BYMWGDNJyS82TvQPg/B+a2x/+FMrynY1ivzkljrgwf2bZA6auyGP6Iv0Uh06WEeTryXfPP/ey34ZhELbtLxi2ehh2MQwc3wGjFOk9vj0tHn9vDw7klpJ6rMhcozpS1fIEtmcW8o/1hwF45IP9LRbNEZHWKWAS6QU8PSwMDXcUfiijuq6e772wg6zCCuLD/Hnmhsl4e1qYNyqaS0ZHU2e18YtVuxtmo877kfmtc2Uhp/73IzYeLsDLw+Dui4YBMCspAoDUY0WUV9c1N4QOsyPTzD+6ZHQMIX6uzy616FQ67HrV3L7wwXO/nkgvE+LnxdShYQANX5SMWGQ+H/yo0VJc6T+qauu5/3+7sNnMGPp0RS1PfZ7e3cMS6ZUUMIn0Eo48pvSTZfzirT1szSwkyMeTFTdNaVSS+5eXj8HPy4Ntmaf531fZ5oseXnDFk2BYiMh8l/mWHVw7NY5BoX4AxIX5MyjUjzqrje1HT3fq+9iZXQzAxLiQjrngukfBZjX7zziqg4n0M4n2SppHHL3ahp4PXgFQegJOpHbfwKTb/PHjNDJOlRMd7MNfrksB4LkvMzha4EY/PxEBFDCJ9BpJUeYHomfWHeb1HdlYDHjy+kkMjw5qdNygUD/uvXg4AI+8v5/Tjv4ssSkcH30rAL/1epa7Z0U1Oq9hWV7n5THZbDZ2ZRcBMH5w6LlfMD8N9vzP3J6r2SXpvxIjHXmO9sIwXr6QdKG5nfZhN41KustXWaedDY0fuXocl0+IZfaISGrrbfz+gwPdPDqR3kcBk0gv4ZhhOllqVjt66LLRzBkR2eyxt5yXwMjoIE5X1PLoh+YPR5vNxgOnLiXDGk20cZqYLY80OmfWMEfhh87LY8o+Xcnpilq8PAySBwa1fUJbHLNLyZdB7MRzv55IL5UYcdYME8BIx7I8BUz9SVVtPfe/vtNZDOii5GgAfn7pKCyGWaV061mtGUSkdQqYRHoJR8AEcMOMeG6aNbTFY708LPz2qrEAvLrtGDuOFvJlegFfHq3g/9luNw/a8RxkbHCeMzPRzGPac7y40xKDd9pnl0YNDDb7xZyLvH2w501z+4z+UiL9kWNJXlaB2cgZgOELAMNckldyotvGJl3rL2sOcTi/nMggHx5aPNr5+siYIK6bFg/Ab97b16jiaouU/yYCKGAS6TVGxwZzwfAIrk4ZxC8Xj8EwjFaPnzI0jG9NGQzAz9/awx8/SQNg2NRFMPkW86B3fgA1FQDEhPiSGBGA1Uanffu4y56/NH5wB+Qvrfs9YINRl0PMuHO/nkgvFh3ki5+XB3VWG9mn7b2XAiNh8BRzW7NM/cLOY0X8Y51ZFe+3V44l1L9xU/DlF48g0MeTXdnFrEo93vKFbDbY/DT8fgi8dSfUVnXmsEV6PAVMIr2El4eFF5ZN50/XTsTLw7V/uj9dNIoB/l4cyC3l66wifDwtfH9uElz8KwiKhcIjsLZhad7MTs5j2nmsCOiA/KXcPbDvbcBQ7pIIYLEYJDiW5Z3Z4HqEo7y4Aqa+rrqunvv/Zy7Fu3xCLJeMiWlyTESgD3ddaFZHfezDNCpr6pteqCwfXvqm2Yaiuhh2vgwvXAnlnd92QqSnUsAk0oeFBXjz4KJRzl/fMGMIUcG+4BsCl/3JfHHTk3D8K4AzGth2/A/GequNPcfNGaYJ5xowOYK8MVdB9OjWjxXpJ5yV8vLPyGNyBExH1jpnk6VvevKzdA7mlRER6M3/2XvyNeeW84YyKNSP3JIq/rXhSOOd6Wvg6VmQ/gl4+MCsH4BPCGRtghXzzTYOIv2QAiaRPu6ayYO5eHQ0Q8L9+d6cpIYdIxfB2CVm0YTV90BdDTMSzYDpQG4pBWXVHTqOI/lllNfU4+/twbCowLZPaElOKhx4F3N2SblLIg7NFn6IHgMhcVBXBRnrumlk0tn2HC/m72vNpXi/vmJso1YTZ/P18uCni5IBeHrtYfJKqqCuBj76Obx4NZSfhMhRcPtauORhWPYxhMabKxJWzIfML7viLYn0KAqYRPo4i8XgX0unsO7+C4kM8mm8c+Gj4BcGeXvggweICPAmOcasXrf5SMfmMTn6L42NDcHD0nr+VavW/t58HncNRI7sgJGJ9A1NSouD2bF0xAJzO/3TbhiVdIUnPjlIvdXGN8YN5NJxA9s8/rLxA5kUH0plbT3/Wf2JGQhtetLcOfU2uP3zhtn7qGS4dQ0MmgKVp2HlFbDztU58NyI9jwImkf4sMBKufBowzKp5W//pnGXadKRj85ga+i+dQ8GH41/BwQ/AsMCcn3TMwET6CEcOU8apsxqTDptvPh/6RFXP+iCr1ca2TPMLrkarCFphGAa/uGw0k4yD3H1oGZzYaX55dt0r8I0/gJdf4xMCo+Dmd2H0FWCthbduh88f0d8n6TcUMIn0dyMXmkUgAD78KYsD9gGwsYPzmBwzTOPjQtt/EUfu0vhrIWL4uQ9KpA9JsOcwnSytprTqjNYAQy8AixcUHTWXVUmfcuRUGSVVdfh6WdzqbzcpfgCPDFiNv1HNEf8JcOeXkHxpyyd4+cE1z8N5PzJ/ve735jI+kX5AAZOImIm9E68Hm5VJW5cz3HKcI/nl5BZ3TCnZmjor+3NKAJjQ3hmm3N1w6GMwPGD2/R0yLpG+JNjXi4hAc9lto1kmn0AYMtPc1rK8Puero0WAWX3U1QqqAJw8wMiKr6i3Gfyf5w8gOLbtcywW8wu2xX8xf731H1Ca6/6gRXoZBUwiYuY5XPYExM/EqC7hP75/IpTSDluWl5ZbSk29lVB/L+LD/Nt3kc3PmM+jr4Bw15adiPQ3jkp5LS7LU8DU53yVdRowZ4zcsu1fAHxqncyXp/ypqm2mxHhLJt8McTPAWgc7nnfvviK9kNsB0/r161m8eDGxsbEYhsGqVataPPZ73/sehmHw5z//2fna2rVrMQyj2ce2bdtavNbcuXObHP+9733P3eGLSEs8feDaFyE0nljrCZ72+gtbD3XMN4c77flL4waFtNlwt1ll+bD7dXN7xp0dMiaRvijJHjAdzm8hYMrYoCakfczXWUUApMSHun5SVTGkvgLAW16XUW+1se9EiXs3nnab+bz9Oaivbf1YkV7O7YCpvLycCRMm8NRTT7V63FtvvcXmzZuJjW08xTtr1ixOnDjR6HHrrbeSkJDAlClTWr3mbbfd1ui8xx57zN3hi0hrAiLg269R5xnATI99zEz7fYck9ToKPrS7/9KO56C+GmInweCp5zwekb6qxcIPUaMhaCDUVULWxm4YmXSGkqpaDp4sBdycYUp9GWrLITKZmrjzANhtzzN12ajLISAKynJh/zvunSvSy7gdMC1atIjf/OY3XHXVVS0ec/z4ce655x5eeuklvLy8Gu3z9vYmJibG+QgPD+ftt9/mlltuafObZ39//0bnBgcHuzt8EWlL9Ghqr/o3VpvB5fWfcPrzv57zJXc5Cj60J3+prga2/dvcnnGnuXxQRJqVGNFMaXEw/90kzTO309d08aiks+w8VoTNBnFhfk3bRrTEaoWt/zS3p93GOPsXWbvcDZg8vc2ledDwf7RIH9XhOUxWq5Ubb7yR+++/nzFjWu407bB69WoKCgq45ZZb2jz2pZdeIiIigrFjx/Lggw9SUdFy1/Lq6mpKSkoaPUTENX5jLmVl0DIAQtb/3zl9wKqoqeNgnvkN6IT2VMjbtwrK8iAwBkZf2e5xiPQHCWfkMNnOnh0epoCpr3EUfHBrdunwZ2a1RJ8QGH+d84us3ceL3B/AlFvMQjxHv4S8ve6fL9JLdHjA9Oijj+Lp6ckPfvADl45fsWIFCxYsYPDgwa0e953vfIcXX3yRzz//nAcffJAXXniBG264ocXjH3nkEUJCQpyPuLg4t96HSH93auxtvFY3FwtWeONWKMpq13X25pRgtUF0sA/Rwb7unWyzwea/m9tTbzW/0RSRFsWH+eNpMaioqSevpLrxzsS5Zg+z/P1QnN0t45OO5Sj4kOLOl1Fb/2E+p1wPPoGMG2QGTOkny6ioqXNvAMGxMOoy+3X/5d65Ir1IhwZMO3bs4C9/+QvPP/+8S4nd2dnZfPTRRyxbtqzNY2+//XYWLFjAuHHjuP7661m5ciVvvfUWhw8fbvb4Bx98kOLiYufj2LFjbr8fkf5s1rAIHqq7mf1GElQWwn9vgrrqtk88y85jRYBZ8tZtx7ZCztfg4WN+kykirfLysDgrUTZZlucfBoPsucKaZer1rFYbqfb/XycNcXGGqeCw2cAYzC+hgKhgX6KDfbDaYF9OO1bjTLUXf9j1X7OYhEgf1KEB04YNGzh58iTx8fF4enri6enJ0aNHue+++xg6dGiT45977jnCw8O5/PLL3b7X9OnTAUhPT292v4+PD8HBwY0eIuK6SUMGYPP05baqH1DvEwo5X8GHP3X7Oo518e3qv7TlafN53DfNghQi0iZH4YcjZxd+AJUX70OOnCqnuLIWXy8Lowa6+Bln278BGwy7uFF7hnGDQoF25DEBDD0fIkeZRSTslfdE+poODZhuvPFGdu3aRWpqqvMRGxvL/fffz0cffdToWJvNxnPPPcfSpUubFIZwRWpqKgADBw7siKGLyFl8vTyYFB9Kti2StWN/Bxiw/Vm3fyA6KuS5PcNUnA37VpvbM9RCQMRVjl5MR84uLQ4NAdORtSoF3cs5luONH+Riw9rqMvj6RXN7+h2NdjXkMbUjYDIMmGbOVrHtX2ZRCZE+xu2AqayszBkMAWRkZJCamkpWVhbh4eGMHTu20cPLy4uYmBhGjhzZ6DqfffYZGRkZ3HrrrU3ucfz4cZKTk9m6dSsAhw8f5uGHH2bHjh1kZmayevVqli5dyuzZsxk/fnw73raIuGJaQjgA71aMgbn22aV3fwS5u106v7iilswCsziL2xXytv0bbPUw9AKIGefeuSL9WIKjUt6psqY7YyeCXxhUl0D29q4dWA9ltZ5764Tu8LUjf2lIqGsn7HrN/HMPS2qomGjnyGNqV8AEMP5a8A6CgnTIWNu+a4j0YG4HTNu3byclJYWUlBQAli9fTkpKCg899JBb11mxYgWzZs0iOTm5yb7a2lrS0tKcVfC8vb359NNPueSSS0hOTua+++5jyZIlvPOO6v6LdKbJ9nXx248WwuwHzGUcdVXw2o1QWdTm+bvsVZeGhPsT6u9GwYaaCrMZIsB0zS6JuCMxsoVeTAAWD0i6yNzWsjze332CxJ+9z7u7crp7KG5zVMhLiXMhf8lmayjKMO02sDT++DfWHjAdzi+jrNrNwg8APkEw8dvm9laVGJe+x9PdE+bOndu0VGkrMjMzm3395ZdfbvGcoUOHNrpHXFwc69atc/meItIxUuJDMQw4VljJybIaoq7+J/xjDpzOgLe+B9e93OQH75ka+i+FunfjXa9BVRGEDoGRi9r/BkT6IUfAdKywguq6enw8PRofMGwe7PmfGTDN+3/dMMKe452dZqD07s4TXDY+tptH47rSMxvWujLDlLHerI7oFQATv9Nkd2SQD7EhvuQUV7H3eDHTE8PdH9TU28z+Tgc/MKuqhsa7fw2RHqrDy4qLSN8R7OvFyOggAHYcPW1W2bp2pVm17uAH8OUTrZ7vqJDnVsEHmw222MveTrvd/EZcRFwWGehDoI8nVpsZNDXhmGE6kQpl+V06tp5mr70q3N4Tvau6285jxdhsMHiAH1FBLrRrcDSqnfht8G3+/+Nx55LHBBA5AhLmgM1q5ruK9CEKmESkVQ3L8sz18sSmwKWPm9uf/QaOtDz7264ZpiNrzW9CvQNh0o3tGLFI/2YYhnOW6XBzhR+CYhryAg9/1oUj61lKqmrJsgeUxworKa7sPUUwHAUfXGpYW5QFae+b244S4M045zwmMJf7AXy1Emqr2n8dkR5GAZOItGrKUPMH8g5HwAQwaSlMvMH8JnHVnc3mM50sqSK3pAqLAWMHuVHWf7O9lPjE77T4TaiItM5ZWry5gAlUXpymPYfa1YOomzgb1saHtn3wtn+b/1cnzIGopnnjDuPsX2ztbk9pcYcRiyB4MFQUwL5V7b+OSA+jgElEWjVlSBgAe3OKqaqtN180DLj0MRiQACXHm+3PtNP+Q3d4VBD+3i6mS57YBYc+Nren3dH6sSLSokR7pbyM5irlQUPAdPizflsGeu9ZAdLenN6xLM9qtfF1VhHgwgxTdSlsf97cbqOAjmOG6cipckqq2jnb5uHZ0GTcUWRCpA9QwCQirTLXyPtQW29z5iQB4B0AV/0DDAvsfAX2N65a2dB/ycVZoroaWPV9wAZjroKIYR0yfpH+qNVeTACDp5lloCtOQe7OLhxZz+EIkIJ8PO2/7h0zTBkFZsNaH08XGtZ+9QJUF0P4cBixsNVDwwK8GTzAD4A957Isb9JS8/n49n6fIyd9hwImEWmVYRjOPKYdWacb74yfDrN+YG6/86NGPxwdM0zj40Jdu9GGP0LebrNHzKLHznHUIv2bc0lec6XFATy9IXGOud1Pl+XtPW4GSIsnmtXxessM01f25dHjB4fg7dnKx7j6Otj8d3N75l2tVjR1cOYxncuyvMAoiB5rbh/9sv3XEelBFDCJSJucAVPm6aY7L/wZRI0xv6l+90dgs2Gz2ZwzTBNdKfhwYhds+IO5/Y0/mD9wRaTdHAFTYXkNRRU1zR80zN68NH1NF42q56iqrSc931yu+K0pcYBZIMO57LgH+8rV5Xj7VkHxMfCPgAnXuXTtc66U5zD0fPM5c8O5XUekh1DAJCJtmjLUzGPakXUaq/WsPmyePnD1P8DiBQfehZ2vcqywkqKKWrw9LIyMCWr94nU1ZuEIax2MuhzGXN1J70Kk/wjw8SQm2Cw33eIsU5I9YDq21aVG1H1JWm4p9VYbYQHeTBgcQniAN/VWGwdyS7t7aG362pWCDzYbbPybuT3tdvDyc+na4weZ1+y4gOmLc7uOSA+hgElE2jR6YDA+nhaKKmqb//AVMw7m2gs/fPAAaQf3ATAqNrj1JSNgzizl7QH/cPjGn8yCEiJyzhx5TBkt5TENGGLmttjqIaN/NYd35CuNiQ3GMAxGxwbbX3ctUMgrqWLhn9fzz/WHO22MzSmrriMtz96wtrUZpqNfmn22PH1h6q0uX9+xJO9oQQXFFedQZn3IeYAB+QeUxyR9ggImEWmTt6eFCfZcpB1HC5s/6LwfweCpUF1C3Pr7MbAyPSGs9Quf2GnmLgFc+gcIjOywMYv0d87CDy1VyoOGJrb9bCbAERg5AqUxsSH2110r/LDq6+McyC3lxc1ZnTPAFuw8VoTNBoNC/YgKbqVhrWN2aeL1EBDu8vVD/L2ID/MHznGWyT+sIY9Jy/KkD1DAJCIumeJoYNtcHhOY5WSv+gc2Tz+SK7/iRo9PWDJpcMsXdFTFs9bB6CtgrJbiiXSkBHtp8RYr5YH5JQfA8a+6YEQ9hyMwGmsPlBy94va6GCR8ebgAgGOnK6is6bq8J0fBh0lDWpldyk+Dgx8ChlnswU0dn8fUv4Jx6ZsUMImIS1qslHem8CQ2Jf0QgJ97vcrI8u1mpabmnLkU79I/dvRwRfo955K8lnKYAAZNMp9zd5lfYvQDdfVW9p9oWJJnPptBwoHcUurqW+9LVV1Xz9YMM2Cy2eBwfiszeB3M2bC2teqjm540n5O/AeFJbt9jvKNS3vGiFo+x2Wx8tDe39b9bCpikD1HAJCIucQRMR/LLKSxv/oOVzWbj4dyZbKgfiw/V8MKV8FgCvPIds4lhwWHzE4aW4ol0usSIhoCpSbEWh7BE8A2F+hrzC4x+4MipcqrrrAR4ezA03Pw9GhLmT6CPJ9V1Vg63NiMHfHW0iKrahqDqYF7XFIqw2Wx8be+F1+IMU2ke7HzV3Ha0fHCTY4ZpVyulxZ9ed5g7XtjBnS/uaPlCQ2YBBpxKM8cl0ospYBIRl4T6ezMsylzis+No87NMu48Xsz+vnJ/Y7qZm9DXgNwCqSyDtPXj/x/C3SfDn8WYApaV4Ip1q8AB/vDwMquus5BRXNn+QYcCgyeZ2Tv9YlufIXxo1MBiLxSwyY7EYjBoY1Gh/S75MP9Xo14dOnjHDVF9n9rV678dmHlFNRYeNO+NUOUUVZsPa0S01rN32LzP4HTzN7JPXDmPtM0zZpys53cyXY18cOsUfPkoDzBm5vJKq5i/kHwYxjn5MmmWS3k0Bk4i4zJHH1FLA9N/txwCYOjYZ72+tgPsPw22fw7yHYOgF4OENxVlQkq2leCKdzMNiMMQ+g9JqHpNjWV4/yWNyNKx1LMdzcLXww5eHzYDJUVHuUG6JWZr9/fvhjyPhxSVm4PLxL+DJKZD6ClhbX+bnUFdv5WRpVbMzgo7+S+MGtdCwtqYctv3b3J51t0v3a06wr5ezj9fZeUzHiyr5watfc+bwNh8paPliQy8wn7UsT3o5z+4egIj0HpOGDODVbcearZRXVVvP6tQcoKERJBYP88PYoElwwX3mD/SjmyB7K4xYoKV4Ip0sMSKA9JNlHMkvY/aIFv69OWaYjreyvKoPaSgpHtLodVdKi5dU1bLTvizu7vE2DuW9xpKjm2DFyYaD/MNh5KVwZJ35BdGq78Hmv8OC30LC7BavbbPZuPrpjezKLsbLwyAmxJeBIX4MCvUjNtTX+UVVi8vxUl+GytMwYCgkX9bG70Lrxg0KIeNUObuPFzv/3lTX1fP9F3dQWF7D2EHBTIofwMpNR9mYXsAVEwc1f6GhF5jvPUOV8qR3U8AkIi5zzDDtzC6muq4eH08P576P9uZSUlXHoFA/Zia2UMbWOwCGzzcfItLpEiMDgbzWk/Nj7TNM+WlQVQK+LSz36gNsNpszIBozqPH7HHvGDJPNZsNopifc5sMFWG1w6YDjXLL+ZhZ41oANbN6BGMmXwbhrIHEueHhBbRVsecbM18zdBf9ZDCMWwsW/hsiRTa6dWVDhzBuqrbdxrLCSY4VNl1I2W/DBWg+bnjK3Z95tfll1DsYPDmH1zhx2ZRc5X/vVO/vYmV1MqL8XT18/mfT8MjNgOnKq5QsNmQkYUHAISnMhKOacxiXSXRQwiYjLEiICCAvwprC8hr05JY0aJ76+PRuAayYPduYFiEj3chR+aLbhtENQNITEQfExs9lpK7MgvV326UpKqurw8jAYHhXUaN/w6EC8PSyUVtVxrLCS+HD/JudvtJcTv9PnA4zKGvaQxDM1l3LnLXczZshZwYCXL5z/I0i5AdY9CttWmOW+D30CM78P838NFssZ1zYDj2lDw/jLtyeSU1TJ8aIqcooqOWHfDvb15MLkqKZv7MB7cDrDzBud+J1z+02iYbnhbnsA99/tx3h5SxaGAX++diJxYf4MCPDGw2LYA7sK4sKa/n7hN8BsbJ67y1yWN+6acx6bSHdQDpOIuMwwDGeQtOOMfkzHCiuc6/qvmdxK7yUR6VLO5rVtVH7rL3lMjtmlEdFBTfKAvDwsjIgJbHTc2b5IP0UkpxlTvB6A/0Qs513rTA4WttA+ASAgAi59HO7aAiO/AbZ6syDEpw81OmyTPRibNSycgSF+TB4SxuUTYvnenCR+dcVY/n3TFP507UR8vc6aPao8DZ/YrzX1VnMm/xyNGRSCYUBOcRXrDubzi1VmBcV7549g7kgzYAv08WSCvaLeptbymBwBuPKYpBdTwCQibpky1N7A9ow8pje+ysZmg/OGhTf/LaOIdAtH8n5OcSVVta00WO0neUwN+UvNLzscM7Dlwg+5xVWknyzj256fY7HVQdx0vAdNAOBQngu9mCKGw7dfhivsS+c2/s18YC4VdAZMSRGuvyGrFd683ZxdComHGd93/dxWBPp4Omcnb1+5nZo6KxclR3H3hcMaHecYq2PszXL2Y1Iek/ReCphExC0NlfKKsNlsWK0253K8b06O686hichZwgK8CfHzwmZro4FtbH+ZYWq+4IODI6+puRmmL9NP4UE9S70/N1+Yeisjos1lfQddCZgcUm6A+b8ytz/+Bex8jYN5ZRSU1+DrZWFia01pz7b+MTj0MXj6wrUvmKW8O8j4weY4quusxIf588S3JjZZbj0zycxX3XS4AJuthV5f8Y48pnQoOdFh4xPpSgqYRMQtYweF4O1h4VRZNVmFFWw6UsDxokqCfD1ZOFYJvSI9iWEYzmV5Z5eIbiR2ImCYJf9Lc7tkbN3BWfChpRkmZ6W8pjNMXx4+xXzLV0RYC8xKeKOvYLi9N136STeb1573w4bZoLe/z9EtqwGYOjSs+ZLhzUn7ENY+Ym5f9oT9z7DjOPKYfDwtPHPDZEL8vZocM3nIALw9LOSWVLUckPuFwsDx5vbRLzt0jCJdRQGTiLjF18uDsfZvYbdnnnb2Xrp8QmzTtfUi0u3m2MtC/+XTQ1TWtLAszycIIpPN7T46y3SqrJq8kmoMw2xa25xRA4MxDDhZWs3J0oaGrDabjS/TT3GDxyfmC5OWgqcPw+0zTEcLK1pf8ng2w4BLfgtjrwFrHbNTlzPeOOycsWlTwWFzKR6YeUsdUOjhbEsmDeaqlEH848bJzpLrZ/P18mDSkFCgoSBGsxz9mDLWd/AoRbqGAib5/+3dd3xUZdr/8c9MJpNGCgmkASE06SCCIOoqCiroWrEu8uCKbcUG/txVt+juPi7qutZF0UfXsnZ3xcKusoguWABpofdOKiSk95nz++PMTBKYSWbCpPJ9v17zmsnMPefcwQPONfd9XZdIwMakm9s+vtmex5ebzG+jPb2XRKRdue2cvvSIiyCzsIJ53+zyPdCdx5TVOQMm96pRn25RRIV5LxIcaa/L3am/yrT7cClRJXv5ScgmDCww5mYAunWxExdpbnncfTiAbXlgVsi74iWMPhMINyp53f4k53VrvGkuYPaz+2A6VBVBz7Fw0dzAzuun2MhQnrnuVE+RB1/G93XlMamBrXRiCphEJGCjXXlMCzdkU1Xr5JSkLozo6T0nQETaVqTdxm9/OgSAV5btYY+vD/aeSnmds/BD3Xa8xv+tcr++pV7A9P2ufG4M+QoAyymTIS7NfGyxcIqrPLlfhR+OZbOz9ZwX2eDsQ4KlhEFfzWh8S6RhwGf3QN5miEqEa98Cmz3w8wbRmf3NVbEVu/NxOn3kMfUeDxYrFOyG4qxWnJ1IcChgEpGA1e+/BObqkrcmjyLSPlw0NIkJA7tT7XDyyGebvSfo16+U5yuBvwPbnNl4hTy3ujymupyvH3cc5OoQ13ay029pML5/kpnHtDPQPCaX7w5W8vPqX5JrS8VSeABevQAWzoG1f4ecTeCoV7J8xUuw6R9gtcG1b0JMSrPOGUwje8YRERpCflk1O3z9GYTHQopZUVCrTNIRKWASkYB1jw4j3dXU0Wa1cMWoHm08IxFpjMVi4dFLh2IPsfLtziOerbQNJA2FkDCoLIKCPa0/yRbWVMEHN/cKk3tLXq3DSbe9nxNjKacqOg36nd9g/Cmuwg8BVcqr54fd+eQTy3/HvgxdkqDoAKx+DT67C+afBXN7mkHUZ/eYVfXAzH/qfWazzhdsdpvV027ih10qLy6dkwImEWmW0b3NPKaJgxPp1iWsjWcjIk1J7xbFHef2BeAPC7dQVnVMs9WQ0LpqZp1sW15JZQ378ssBf7bkmQHV/vxyiitr2HCokGuNLwEIHXermXtUj7vww668wAOmGoeTVXvNnnbDho00m9te/TqceY+Z92OPhtoKOPQjrH3TbHo7/FoYd3vA52pJnn5MymOSTsp71qOISBNmndcPh9PJfZNOaeupiIif7jyvPx+vy+TQ0Qpe+HoXD04Z1HBAj9FwaJUZMI24tm0m2QK2ZptbxVJjw4mPajznp2uU3VMkY2tWMQc2LOUa635qLKGEnnbjceMHuLbk7c8vo7LGEVC10A2HiiirdhAXGcrg5BiwWmDYVeYNzMa0Bbsha11d9cKJvzOr7LUjZ7qq+63Yk4/DaRBi9TK/NHce0x4oyoRY7UyQjkMrTCLSLH27d+HZ60eR7qooJSLtX3hoCI9eOhSAV7/dc3z/IE8eU+eqlOfejjekidUlN3cZ7U1ZxSRtfxuAAylTvDaG7d4ljNiIUJwG7DncSHNgL5bvPgLA+L4JxzWFBczVrG4DzOB1yuPmzR4Z0Dlaw9DUGKLDbJRU1npt+gtAeAyknGo+1iqTdDAKmERERE4ik4YkMWlwIrVOg999ekwBCHfAlL0eHDVtM8EW4M5Haip/yc09btuevZxRvhSA8DNv8zrWYrFwSjMLP7i3sPndf6mdsoVYGdfXDCaXN9qPSXlM0jEpYBIRETnJPHLpUMJsVn7Ync/nG7LrXojva1Y0c1RB7ua2m2CQbcr0r+CDmzvPqduOD7Fbatlq6UfqkLN8jnfnMQVSWryyxsHqfUeBui1tHdl4Vx5Tow1s+5xj3muFSToYBUwiIiInmV7xkdw5oT8A/7twC6XuAhAWC6R2rn5MVbUOT0GGoT3825I3NDUGK05+ZjV7L21MuRqL1fdHpgGeSnn+rzCtO1BIVa2T7tFh9Ovexe/3tVfj+5pB36p9BdQ4nN4HpZ1h5jEd3dt4vymRdkYBk4iIyEno9nP70jshkrySKj5YdbDuhU6Wx7Qjp5Rap0FcZCipseF+vSclNpyfRm6ml/UwhUYUEaMaL4BxSjMq5Xm24/VN6BR97AYlR9M1MpTyagcbDhV6HxQWDd0Gmo+z1rXa3EROlAImERGRk1B4aAiXn2pWKtt9uN4HfXfAlNU5AiZ3EYJhqbF+ByYWi4XpYWaj2n86zmHcoJ6NjnevMO1zVcrzh7vgQ2fYjgdgtVo8uViN9mNKHWXeZ2W0/KREgkQBk4iIyEmqR5y54pJVWFHvSdeWvLytUBVYEYP2KNCCDwCU5nFa5QoAVsZdQmJ04ytT3aMDq5RXXl1LxsFCoK6HUWfg3pbXaB6TJ2DSCpN0HAqYRERETlKpcREAZB6tFzBFJ0NMT8Awq+UFWUllDRXV/q3CBMMmT0nxAAKmDR8QYjjYZBnAeeec2+Rwi8XiWWXyp1Le6n1HqXEY9IiLoFd8hP/zaufchR/WHDjqe6WtfsBUv0KjSDumgElEROQk1cMVMGUVVhxTXrxlCj+UVNZw/l+Wcu3Lyxuer4XUOpxszTZXmIb7WfABw4B1Zu+lYZfcyQ1j0/x6WyCV8twrMOP7dY78Jbd+3aNIjA6jutbJ2gNHvQ9KHgaWECjLg+Ks1p2gSDMpYBIRETlJuVeYyqodFFfU1r3QQgHTxkNFHC6pYmNmEYdLq4J6bG/2HCmjssZJlD2E9AQ/m2wfWg2Ht4EtAoZN9ftcgawwdbb8JTeLpS6PyWc/ptAISBxsPs7OaJ2JiZwgBUwiIiInqfDQEBKi7ABkNshjaplKedty6oKJrdktnx+18ZC7/1IsVqufKznr/m7eD7nc7Enlp1P8XGEqrqxho6svVEdvWOvNmU0FTACpp5r3ymOSDiLggGnZsmVceumlpKamYrFY+OSTT3yOveOOO7BYLDz77LMNnk9PT8disTS4Pf74442et7KyklmzZpGQkECXLl2YOnUqubm5gU5fRERE6kmtty3PI+VUwAJFB6E0L2jn2l4vYNrm2irXktz5S8P83Y5XXQabPjYfj7oxoHMNSKqrlFdV6ztH68c9BTgN6NMtipTYzpO/5HZ6ejwAGzKLfG+7VOEH6WACDpjKysoYOXIk8+bNa3TcggULWLFiBampqV5f/8Mf/kB2drbndvfddzd6vNmzZ/P555/z0UcfsXTpUrKysrjqqqsCnb6IiIjUk+qulFdUL2AKj4Hurn45QVxl2lavsWv91aaWsjnTDMqG9fCz4MOWT6G6BLr2gfSzAzpXYnQYMeG2Jivl1c9f6ox6dDWDwOpaJ0fLa7wPUuEH6WBsgb5hypQpTJkypdExmZmZ3H333SxatIhLLrnE65jo6GiSk5P9OmdRURGvvfYa7777Lueffz4Ar7/+OoMHD2bFihWcccYZgf0SIiIiAtSrlFd/hQnMbXmHt0Hmahg4+YTP43Qa7GiwJa9lV5icTqOuB5O/K0yuYg+MmgYBFmOwWCwMSIpmzf6j7MwrZXCK9yCtfsPazijMZm7zzC+rJruognjXls8GEoeC1Qbl+VB0COJ6tf5ERQIQ9Bwmp9PJ9OnTeeCBBxg6dKjPcY8//jgJCQmMGjWKP//5z9TW1vocu2bNGmpqapg0aZLnuUGDBpGWlsby5cu9vqeqqori4uIGNxEREWmoh7fS4lCXx3RoVVDOc6CgnIoahycO2X24lOpaZ1CO7c3e/DLKqh2Eh1rp171L02/I3w37vweLFUb+rFnnPMW1LW9nrvfVs6+25HoCxTM6acAEkBRjrlrmFld6HxAaDolDzMfalufx9or93P/h+sabHzudUHgQdn8DP/4ffPEgvH01vHoBrHwZaip8v1eaLeAVpqY88cQT2Gw27rnnHp9j7rnnHk477TTi4+P54YcfeOihh8jOzubpp5/2Oj4nJwe73U5cXFyD55OSksjJyfH6nrlz5/L73/++2b+HiIjIyaCHtxwmgF7jzPtDq8HpAGvICZ3HvQVvcHIMB4+WU1JZy54jpQxKDqA/UgA2uQorDEmJIcSfgg/u1aV+EyG2R7PO2T/Rd+GHTZlF3P2eGRxMG5dG9+iwZp2jI0iJDWdLdjHZRT4CJjC35eVsMAOmIZe13uTaqc1ZRfzu0004DbNwxtTRPRsO2PQxLHsKCnZDrY8/10M/wrd/gTPvgTE/B7uflSGlSUENmNasWcNzzz3H2rVrG+0rMGfOHM/jESNGYLfbuf3225k7dy5hYcH5B+Shhx5qcJ7i4mJ69dKSr4iISH11RR+O+RCWOBjCYqCqGHI3Q8qIEzqPu+DDoJRouoTZ+HFfAduyS1o8YPJrO56jFta/Zz4+bXqzz+leYdpxTGnxrMIKbn5jFRU1Dn4yoBuPXuZ7B05nkBTrWmFqKmBa+6ZWmADDMHj0s804Xelc/9qY3TBg2r8cPr4VnK7dWNZQiO8D8f0goR8k9IfaKlj+V7NQy39+Dd89A2feBaffAmHRrf9LdTJBDZi+/fZb8vLySEura/LmcDi4//77efbZZ9m3b5/X940bN47a2lr27dvHwIEDj3s9OTmZ6upqCgsLG6wy5ebm+syDCgsLC1rwJSIi0lm5A6bckkpqHE5CQ1y79a0h0HMM7P4aDq488YAp19yKNii5LmDamlPMFTRvNacpm9wFH1L9CJh2L4GSbIhMgFMaz9NuzADXCtP+/HKqah2E2UIorarl5jdWkVdSxSlJXZg37bS6P+NOKsW1Ja/xFaZTzfvsDLPwQydq4JtbXInNaiGhi3+fQz/NyGLVvqPYQ6xUO5x8u/MwReU1xEaGQnE2fDTDDJaGXAGTHoHYNAjx8hF+zM1m4P/d03B0H3z1KHz/HJxxp3kL82NrqngV1L+x06dPZ8OGDWRkZHhuqampPPDAAyxatMjn+zIyMrBarSQmJnp9ffTo0YSGhrJkyRLPc9u3b+fAgQOMHz8+mL+CiIjISSUhyo7dZsUwIOfYD7jubXkHV57wedxb8gYmx3hWlba1UC8mwzACKynu7r004nqweSlS4KekmDCiw204nAZ7j5RR63By17tr2ZZTQrcuYfztptOJCQ9t9vE7CvcKU46vHCYwc5hC7FBxFAr3t9LMWl5pVS0XPrOMiU8vZc/hxntyAZRU1vDYv7cCcO+kAQxKjqbGYbBoSw7UVpvBUmmu+ed1xYsQ39d7sATmtTt6Bty1Bq6Yb648VRyFbx6Dl8abX35IswS8wlRaWsquXbs8P+/du5eMjAzi4+NJS0sjIaFhEmNoaCjJycmelaPly5ezcuVKzjvvPKKjo1m+fDmzZ8/mxhtvpGvXroBZZW/ixIm89dZbjB07ltjYWGbOnMmcOXOIj48nJiaGu+++m/Hjx6tCnoiIyAmwWi2kxoazL7+crMIKesVH1r0YpICpssbBviNmqe1BydFEh5sfP7bltExBpoMFFZRU1mIPsXr6I/lUdgS2f2E+DrD30rEsFgunuCrl7cgt5e0V+/nv9sOEh1p5bcYYenaNbPognUCKO2BqbIXJFgZJQ80teVnroGt660yuhW3JKqaowiynPvPN1Sy480ziIn0H4S98vYvDJVWkJ0Ryy0/64HQabMsp4V8bsrk273nz715YLFz3tv85SSE2OPUGGHEtbF4AX/0eCg/A3680r/ELH4OIuCD8tiePgFeYVq9ezahRoxg1yqyhP2fOHEaNGsXvfvc7v94fFhbG+++/z7nnnsvQoUN57LHHmD17Nq+88opnTE1NDdu3b6e8vNzz3DPPPMNPf/pTpk6dyjnnnENycjIff/xxoNMXERGRY3jymIqOKfzQc4xZNa7wgLk1qJl25ZXiNCAuMpTE6DAGJplb13KLqygoq272cX3Z6MpfGpQS3fT2t/Xvm9udUk+DpCEnfO4BiWaA9uziHby94gAWCzx73ShG9oo74WN3FMkxfqwwQadsYFv/S4C9R8q485211Di8V4PclVfK377bC8Ajlw4lzBbCJSNSAOi+52P40fXZ+KpXzFylQFlD2Jl4EbPi5nF4yE2AxSxuMm8cbPt34Mc7iQW8wjRhwgTfnZu9ODZv6bTTTmPFihWNvic9Pf24c4SHhzNv3rwmG+aKiIhIYHyWFg+LNlcBcjaa33QPvaJZx/dsx0uKxmKxEBVmo3dCJPvzy9mWXcyZ/budyPSP4/d2PMOo2453AsUe6hvgCgb3uFbUfn3xYCYP86/vZGeR7FphKqmspayqlqgwHx83U04177MyWmVerWGra5vphUOS+H7XEX7Ync8jn23msSuGNSiIZhgGv/98M7VOg0mDEzlvkJmW0rd7F37a/TD/W/yqOfDcXzW7D5phGDz48UbW7C9hR+JVfHnTdYR8fjfk74L3b4BhU2HKkxAV3L9/nVHnzjoUERGRJtU1r/WyIhCEbXnbsusKPri5H2/NCX4ek6dCXlMFHzLXms15bRHmh8cgcK8wAdx4Rhozz+4TlON2JNHhoXRxBUmNrjJ5VpgyzOC1E3D32brs1FSeu34UFgu8u/IAr3+/r8G4RZtz+XbnEew2K7/9ab2VzfIC/lTzBOGWGtaHnw7nPtjsuXy9LY81+48CsDOvlE/y0+CO7+Cse82V403/hHljYeUrUNV0vtXJTAGTiIjISc5nLyaAXq5c4RMImLbnukuK15UQryv8ENw8JsMw6pUUb6Jk+do3zfshl0G4H8Uh/DAmvSsje8Zy1agePHrp0EbbrHRmSTFmhbhG85gSB0NIGFQVQcGeRo+370gZn2ZkBrTLqbU5nUZd+fzkGCYNSeLhKYMB+N9/beGb7XkAVFQ7+OPCLQDcfk5feie4cpOcDvjnLcRUZrHfmcjPi28jv7ym2XP586LtAPSKN/9+P714B1UWO1zwB7jlK7OQRHk+fPEAPD0E/vMbc/utHEcBk4iIyEkutdGAaax5n70eqsuPf90PdRXy6laYBqdEN3gtWLKKKjlaXoPNahZg8KmyGDb+w3x82oygnT/SbuPTu87m6etOxdbJy4c3JiXWvKYaDZhCQiF5uPm4iTymX/5zA/e+n8EPu/ODNcWgO1BQTkWNgzCblT7dzCDolp/04boxvXAacPe769ieU8JLS3eTWVhBj7gI7pzQv+4Ay/5slri3RfBU199Q4Ixi0ebcZs3ls/VZbMspISbcxke3n0lidBiZhRW8t9IVEPUYDbcthYufMvs5VRXBDy/AcyPhw/+BAys7zapfMJy8f5NFREQEgNQ4M+ckq7Di+G/w49IgOsUsjNCM5PyCsmoOl1QBNAhg3CtMO3JLqPWRFN8c7tWlU5KiCQ8NaWTgP6CmDLqdAr3PDNr5xZTkd+GHU8377AyfQwzD8KxEbslqmcqKweDejjcwOZoQq7myaLFY+OMVwxjXJ97Tk2v+0t0A/OaSwUTYXddodTl8/7z5+NJnGXra2QAs3JAV8Dyqa508vXgHALef24/k2HDumTgAgL9+s4uyKlcDXJsdxt4Kd62GGz6APueC4YQtn8LfLmTv4+NYuvCdZv1ZdDYKmERERE5y7hWmsmoHxRW1DV+0WOpWmQ42XrTJG3fVsF7xEZ68FoC0+EgiQkOoqnWyL795K1fe+L0db80b5v3omzpV09T2wq/S4tAwj8mHo+U1FFea1+VuP3obtZWtnu14DVc27TYr828cTe+ESDILK6iudXJ2/24Ni4Hs+MIM4ON6w4jruGS4WS1vxZ58zxcO/vpg1QEOFJTTPTqMn5+VDsB1p/eid0IkR0qrPZX5PKxWs7DEjM/gFz9QO/JGqgmlT9V2zl19J7Wf3H3S5zgpYBIRETnJhYeGkBBl9oo5VOglePHkMf0Y8LG3eyrkNQxgrFaLZ4teMPsx1QVMjeQkZa41txiGhMHIG4J2bqnjbl6bHUjA5PS+0rgvv8zzuD0HTHXFTY4P1rtG2XltxunEhNuw26w8etmQhvltG/9p3g+bChYLveIjGdkzFqcBX27O8XsO5dW1PP+12S/1nvP7E2k3v6QIDbEy54JTAHhl2R6O+ijnbyQOYXblLZxR+QKv1U7BaViwZbwFL/8EDq7yex6djQImERERoUdXdx5TE5XyfHyo9WW7j2/doV4eU3bw8pg2ubZsNRowuVeXhlwOkfFBO7fUSXFtycttaktet4FmlcLqEijY7XWIu+kxwO7DZV7HtAdbXYH/4BTvq5v9E7uwaPY5fHnvT+ifWO/vQ0Uh7FpsPh5+tedpd0+mfwWwLe/17/dxuKSKXvERXHd6WoPXLh2RyuCUGEqqanlpqfc/6+eX7OLz9VkUW2NZccr/Y1rNwxyxdjeLcvztQvj6MXA0rxBFR6aASUREREiNbaTwQ8oI80NtxVGzh0sAtnop+ODmqZQXpBWm3OJKDpdUYbXAYC/f8gMNiz2Mviko55XjJfu7whRiM68v8Lktr/6WzYKy6hZpdnyiSiprOFhg/t3x9uWAW0psBH27d2n45NbPwVFtVq1LGup5+mLXtryVewvIayrwBIrKa3jZFQjdf8FA7LaGH/OtVgu/vGggAG/+sI/sYxpVL9yQxTNfmblPj105jD9cPpQVxlDOL/8TpQOnmvlNy56E1y6AIzubnE9nooBJREREGq+UFxIKPU4zHweQx+R0Gux0lRR3rybV5+nFFKQVJvd2vP6JXeqS6Y8bpGIPrcEdMOWXVVFd28SqpKeBrfeiIvVXmAD2tMNteTtc13lyTDhdXdtb/bbJFcAf0wusZ9dIRqXFYRjwxaamt+W9tHQ3xZW1DEqO5rKRqV7HTBjYnbHp8VTVOnl+SV3Qk3GwkPs/XA/ALWf34brT00iJjeCcAd0pJor58b+Cq1+H8Djzv9P8n8C3f4HygsB+1w5KAZOIiIh4KuVleguYoFkNbA8eLae82oHdZiXd3WumHndfpszCCoorT3ybz6bMJrbjGQasft18rGIPLSo+0k5oiAXDgLwSf/OYvAdM+105TDZX5bn2mMe0Jdv3FwONKsmFvcvMx16aJ7uLP/xrQ3ajh8ktruSNH8xiDg9cNBCr1fu1bbFY+OVkc5Xpw9WH2HO4lOyiCm59azVVtU4mDkrkoYsHe8ZfO6YXAP9cewjHkCvhzuXQ73yorYAlf4C/DIIFd5j5TZ24DLkCJhEREWm8eS3UBUwH/A+Y3D2W+nfv4rUnUWxEqOe8wchj2pTlKviQ6iNgyloHORtU7KEVWK0WT2nxJvOY3AFT9nqzeWs9hmGw17XCNLaPmW/WHvOYPAUffOQv+bR5gbnVrccYiO9z3MvubXmr9hc0WnHw+SU7qaxxMrp3V84flNjoKcekxzNxUCIOp8Gf/r2NW95czeGSKgYmRfPcDaM8JdEBJg1JJC4ylOyiSr7bdQRiUuHGj+GK+ZA8AhxVsP49eG2SWRhi9eudsqKeAiYRERGptyXPx4cyd2nx/J1Q5l/z0MYKPrgNCmKlvCYr5KnYQ6tKjvEzj6nbAAiNMrdKHpMbU1ivpLg7ENid1/4+kG/z41r3yr0dr16xh/pS4yIY07srhgH/3nj8KpNhGKw/WMgHqw4C8KvJgxpW3/Ph/100EIsFvtqay+asYhKi7Lw6Y0yD0v8AYbYQrji1BwAfrjbPgcUCp94Aty+DW5bAyJ+BLRxyNsLC+3D+ZRBFnz0Mte0v16y5FDCJiIiIp0pebkml95yTyHgz7wfgkH/lxbc3UvDBbVBKcPKYjpRWkV1UicUCQ1K9fMuvYg+tLtnfXkzWkLrCD8c0sN3r2o6XHBPOUNfKYXvbkud01jXWHRLIClPBXji0CixWGHqlz2Geankbs6lxOMk4WMir3+7hjr+v4fTHvuLyed9T6zTM/KQ+/n0RMDglhstdeU72ECuv/M9oesVHeh17zZieACzenNuwHLnFAj3HwJUvwZytcOFjVMemY60uIXbtPGpemwzFgTfebY8UMImIiAgJUXbsNiuG0cgWqgDzmNyrRo0GTEGqlLfZVU68T7eo474lB1TsoQ24V5iaDJjAZx6TO38pvVsk/RLNPLgDBeVU1TbcuteWDh2toKzagT3ESp9ux+fq+bTJ1Xsp/ScQnexz2MXDU7BYYM3+owx/dBFXzPue//3XVr7cnMOR0mrsIVbO7JfAHy8fFtC8H7p4MFOGJfPitNMY3dt3oDU0NZahqTFUO5x8mpHpfVBkPNVj72RqyPPcUX0fRUYkodlr4OVzYN/3Ac2rPVLAJCIiIlgsFk8+UZOFH/zIY6qscXhyT7w18nRzJ8lvzynB6Wx+0rhnO563/CUVe2gTnhUmP0pi+wqY9h4xS4qnJ0TRvUsY0eE2nAbsz/fSYLmNuPsvDUjynqvnkztg8rEdzy0pJpwz+yUAUFnjJC4ylEmDE/nV5EH8447xbHj0Qt699QyfK0SNHfelG0czaUhSk2PdxR8+WnPI55hnv9rBxqxSFjOOS6sfYwe9oewwvHkpLH+xQxeFUMAkIiIiQF2lPJ+FH9LOMO+z1jaZn7ArrxSnAXGRoSTFhPkcl54Qhd1mpbzawcGjzf8QXJe/5CU4U7GHNuH3ljyoV/hhAzhqPU/XrTBFYbFY6OfqYdSe8pi2ZjfesNar3C2QtwWsoTD40iaHP3PtqTx/wyi+mnMOa39zAa/OOJ1fTOjHmPR4wkN9lNAPostPTcUeYmVzVrHn71p9P+4t8DTDfea6U6mO7s1llY9yoMclYDhg0UPwz1uguv0V7PCHAiYREREBmmheC5DQHyLiobbSDEAa4U6CH5gU3WgSui3EyilJ5ofgE8lj8lTI81bwQcUe2kRKICtM8f3AHm2Wq87b7Hna3YMpPcFcPfEETO0oj8ld4TGggg/uYg8DLoSIrk0OT4wJ57KRqfRPjPZZMrwlxUXauWCouRL1j2NWmYora5j9QQaGAVeP7sllI1P5nzN7U0kYd5TdgTH5cbDazN/51UmQv7vV53+iFDCJiIgIUFcpL9NXpTyLxe88pu2ubUr+fIg80TymwvJqDhaYQd7QY7fkqdhDm6lfVrzJ7ZZWK6SfbT7e9ZXn6X2urXfprtwgdx5Teyot7t6S5/cKk2HUXZPDj++91F65t+UtWJdJZU1dDtmjn20ms7CCXvERPHLpEAB+NjaN8FArW3JKWNH9WpjxOUQlmqtqr5wH+75rk9+huRQwiYiICFBXKc/nChPUlRc/sKLRY3lWmBrJX3LzlBZv5gqTu+BDWnwksRGhDV/c+KGKPbSRxOhwLBaocRgUlPtRYnrABeb9zsUAHC2rpqjCbGjcO94VMLWzFaayqlpPPpXfK0yHVkPhfrOU+ilTWnB2wXV2/26kxIZTVFHDV1tzAbOh7sdrM7FazG2D0eHm37+4SDtTTzOr67323V7z797ty8wvXGx2iO/bZr9HcyhgEhEREYCmiz5AXR7TwZWNJnH7U1Lczf3NfHNXmHzmLxUdgq//13w8+ucq9tDK7DYrCVFm/ppfeUzugOngSqg4yr56JcUj7GaeTv0cJqMdFBHYnmte54nRYSR08Z2r14B7O96gi8EeWKGGthRitXD1aDMI+mj1IXKKKnl4wUYA7pzQnzHpDbe73ny22Yh3ybZcc2tlTArMWAg3/dtsgNuBKGASERERoH7z2grfH0ZTR5mJ6qW55rfkXhSUVZNXUgX4FzC5v5nfX1BOWVVtE6OPt+5AIXBM/pKjBv5xM1QcNed8+i0BH1dOXEoghR/i0qD7YDCcsPtrT8CU3q0uqOidEInNaqGs2kFucVWLzDkQ7oIPg/zdjud0wOYF5uPh17TQrFqOO2BatvMwd7y9hqKKGkb0jOXeSQOOG9uvexfOG9gdw4A3fthnPmmzQ/dTWnHGwaGASURERIC6D7fl1Q7PVqjjhEZAykjz8UHvDWzdK0U9u0Z474l0jIQuYXSPDsMw6r6x99dn67P4cnMOAOPqN+385k/mSkVYDFz9uvlBTVqdO48p25/CD9BgW96+eiXF3UJDrKS5CkC0h2157m2kg/3djrfvW/PLhoiu0Pe8FpxZy+idEMW4PvEYBmQcLCQ81Moz151KqI9y6jPPNrfefbj6oO9/UzoABUwiIiICQHhoCN26mIFFo9vyPP2YvOcxubfjBVI1rDl5TOsOHOX/fbQegFt/0qeu+eaur+C7p83Hlz0P8X38PqYElzsIz/VnhQnMqnEAOxez/4h5LaQf0wy2PeUxbQu04MPGj8z7IZd32CDeXfwB4NeXDPH89/DmrP4JDEyKprzawQerDrTG9FqEAiYRERHxqNuW18gHXHce095lXl+uC5j870sTaB5TVmEFt761hupaJxMHJfLglMHmC8XZ8PHt5uMxM2HolX7PQYLP3Ysp29+AKe0Ms7x4+RFCcs3S9e6S4m7tpReTYRh1JcVT/PhyoKYStn5uPh7WeLPa9uySESlMGNidaePSuHFcWqNjLRYLN5+dDsCbP+yn1uFshRkGnwImERER8WiyFxNAn3PAEgL5O+HovuNe3hZAwQe3QFaYyqpqmfnmao6UVjEoOZrnbhhFiNVi5od8fCuUH4GkYXDRn/w+v7SM5Hqlxf0SEgr9zK1q/Qp/ALytMLWP0uKHjlZQUlVLaIiFvt18r7J47PgCKosgpif0PqvlJ9hCwkNDeOPnY3nsyuGN9lhzu/zUHiRE2cksrPBsn+1oFDCJiIiIh1+lxSPi6laZXCWg3ZxOgx25gW/Jc68wbc0ubvTcTqfB7A8y2JpdTLcudl6dMaYuT2rZn80ckdAouOYNCA33+/zSMupWmBq5no7lymMa71wL1JUUd+uX2D625Lm/GOifGI3d5sdH6oz3zPuR15l9p04S4aEhTDujN+AqMd4BnTz/tURERKRJ7i15hxoLmAD6TzLvjwmYdh8upbzagT3EetzKQGP6de9CpD2EkqpaznnyG+7/cD07vRSAeHLRdv6zJRe7zcrL08fQs6tru9beZfDfx83HP30Guh1ftUtanztgCqiiXX8zYBpp2c2g6CpPSXG3fq7VnOyiSkqbUVUxWNwV8vwq+FCaV9eQd+QNLTir9unGM9Kwh1hZd6CQtQeOtvV0AqaASURERDx6xJkfcBtdYYK6amZ7l5m5GcCR0irueHsNAKPS4nxWzvLGbrPy5s1jOaNvPLVOg3+uPcQFzyzjljdXsXpfAQD/WHOI+Ut3A/Dk1BGM7t3VfHPpYfjnrYABp95ofoMv7YJ7S15pVS0llX5WSYtJoTB2EFaLwSWRW457OTYylG6unkd723Bbnjvfzq/8pQ0fguGAHmNOymA+MTqcS0eavZf+1gFXmRQwiYiIiEf9XkyNShoG0SlQWwH7v6eovIbpr/3I7sNlpMSG89Q1IwM+9+np8bx/23g+mXUWk4cmY7HAV1vzuHr+cq588Xse+tgsAnD3+f25YlQP802Za+Gty6A0B7oPgoufDPi80nKiwmxEh5tbJv3OYwK2R48H4Ces8/q6O49p1+HAytAHk6fggz/FTda7tuOdevKtLrnNdDWy/WJTTuNVONshBUwiIiLi4Q6Y8kqqqK5tpKKVxQL9JwJQvf0/zHj9R1deURjv3DKOXvGRvt/bhFN7xTF/+mi+mnMu15/ey7OVp8ZhcPHwZGZPOgWqy2HRr+HViZC3BSITzLwlu//bAKV1uFeZ/K6UByy3ngbAoLIfzWIex/DkMeW1zQpTeXUte12NdZssKZ69AXI3QYgdhl7VCrNrn4akxjC+bwJ9u0WRF0Dw3B403U1OREREThoJUXbCbFaqap3kFlc2Hvj0vwDWvc3htQvJKDuHuMhQ3r5lLH0b6csSiH7du/D41BHMvuAU3vxhHyWVtTx88WCs+5bB5/fUVegbfg1MfhyiugXlvBJcybHh7MwrJSeAgGlpeTo3GVHE1RbDodWQNq7B623di2lHbimGAd262OkeHdb44PXvm/cDp0BkfONjO7kXp51GXGSoX9X12hOtMImIiIiHxWKhh2uVqaltM1W9z8WBlR6OQwwKy+etm8cG1HvJX0kx4fxy8iD+eFFPIr68z9yCd3QfRKfCDR/A1FcVLLVj7hWmQAKmPfmVLHOOMH/Y+Z/jXq8rLd42AdM2V8GHJq93Rw1s/NB8PPJnLTyr9q9rlL3DBUuggElERESO4d6Wl3nUd8BU63Byz4LdrHaeAsDLZxQwomdcy01q11cwbxysfcv8ecxMmLUSBk5uuXNKUKS4KuXl+LkNq7C8mqKKGr5xnGo+4TVgMleY9h0pb5NmqJ4KeU0VfNi1BMoOQ1R3zxZW6XgUMImIiEgDqU1UynM4De7/aD2LNufyrTEKgN4FP7TchPJ3w/s3moUd4vvBTf+Gnz4N4cFfzZLgS4oNbIVp7xEzN2hr1OmABXI2QHF2gzE94iIIs1mpdjg51Ehg31K25vhZ8GH9u+b98GvMprzSISlgEhERkQY8lfJ8NBt94sttfJqRhc1q4ewp15tP1isvHlROJ3w6y6zGl/4T+MX3kH5W8M8jLSbQFab9+eUAxHZLhR5m8QdPDyMXq9XiyZVr7W15hmHUbclrbIWpvAC2f2E+Pgl7L3UmKvogIiIiDXi25BUe/wH3w1UHeWXZHgCeumYkZ5yaCstToCQb9n8f/G1HK+fDgeVg7wKXz4PQiOAeX1pcUoA5TO4VpvSEKEi4ADLXmNvyTpveYFy/7lFszS5m9+FSJg5OCuqcN2UWMX/pbk+1yKpaJ9W1Dqpcj4sra7FZLfRPbKTAyeaPwVFtluBPGRHU+UnrUsAkIiIiDfTw0YtpxZ58fv3JRgDumTigrhdS/0mw7u/mKkAwA6Yju2DJ783HF/4RuvYO3rGl1aTEmtdTflk1VbUOwmwhjY7f7yrXnd4tCvpfCEsfhz3/NQso1NvW5qmUF8TS4kdKq3hq0XY+WH0Qw2h87Jn9uzX+u7ir42l1qcNTwCQiIiIN1G9eaxgGFouF/fll/OLtNdQ4DC4ZnsJ9EwfUvWHABWbAtHMxTJ4bnEk4HfDpnVBbCX0nwOifB+e40uq6RoZit1mprnWSV1zVZI+uva4teekJkZDaByK7QfkROLgS0s/2jPP0YgrClrwah5M3f9jHc0t2UlJZC8BlI1O5cGgSYbYQwmxW7DZrvfsQ+nRrpOfXkZ1waBVYQmDEtSc8P2lbCphERESkAXfOSXm1g6KKGqxWCzPfXM3R8hpG9IzlqWtGYrXWKw3cdwJYbZC/Ewr2QnyfE5/EihfND8j2aLjsBbNRrnRIFouF5JhwDhSUk9NUby+OWWGyWs0VzA3vm9vy6gdMQSotvnTHYf7w+WZ2HzbPOzQ1hkcvG8rp6SfQM2n9e+Z9/0nQJfGE5idtT0UfREREpIHw0BC6dTGbce7PL2fWO2vZlVdKckw4//c/Y4iwH7MNKTwWerkaix6TnN8sh3fAkj+ajy96DOLSTvyY0qbcvZiym8hjKiyvprC8BoDeCa7AasAF5v3OxQ3G9u1mrjAdLa+hoKw64DlV1ji45c3VzPjbj+w+XEZ8lJ25Vw3ns7vOPrFgyemE9R+Yj0de3/zjSLuhgElERESO08NVWvzBjzfy7c4jRISG8OqMMZ4E/uP0n2TeH/OhNmBOB3zyC3BUQb+JcNr/nNjxpF1Idq1a5jYRMO1zbcdLigkj0u7aCNXvfLBYIW8LFB7wjI2wh3jy7ZqzyvTBqoN8tTUXm9XCzWf14Zv/N4EbxqYRYj3B1cx9y6D4kPlFwsCLT+xY0i4EHDAtW7aMSy+9lNTUVCwWC5988onPsXfccQcWi4Vnn33W89y+ffuYOXMmffr0ISIign79+vHII49QXd34NwMTJkzAYrE0uN1xxx2BTl9ERET84M5jcjfofOa6kQzrEev7De5VgBMtL/7DC5C5GsJitRWvE3EHTE2tMO2rXyHPLTIe0s40Hy/7c4PxnjymvMADJnc1vpln9+F3lw4hNiJIfZIyXNvxhl4FoT6+YJAOJeCAqaysjJEjRzJv3rxGxy1YsIAVK1aQmpra4Plt27bhdDp5+eWX2bx5M8888wzz58/n4YcfbvLct956K9nZ2Z7bk08+Gej0RURExA/ugAnggYsGMnlYSuNvSBoG0Slmv6T93zfvpHnb4JvHzMeT50Jsj+YdR9od95a83CZ6Me3L9xIwAZz/G/N+7d/h0GrP0yeSx+RueNuziZyqgFSVwNbPzMen/ix4x5U2FXDRhylTpjBlypRGx2RmZnL33XezaNEiLrnkkgavTZ48mcmTJ3t+7tu3L9u3b+ell17iqaeeavS4kZGRJCcnBzplERERCdDp6V157bu9XDO6J3dO6Nf0GyyWEysvXnEUPr7V7Fsz4CJ92Oxk6laYvDdDdvOsMB1bga73eLM89/r34F/3w61fgzWkrrT44cBLi7vL5veMC2Jvr/XvQ005dDsFep4evONKmwp6DpPT6WT69Ok88MADDB061K/3FBUVER/fdHLdO++8Q7du3Rg2bBgPPfQQ5eXlPsdWVVVRXFzc4CYiIiL+mTwshVW/nsSTV4/A4u+2OE9y/n8CO1lJDrx+CeRsgIiucOmz2orXyXhymIqrGh23r35J8WNd8AcIi4HsDFj7JlCvF1MzVpgyXQFTarACJsOAH//PfHz6rbqGO5GgB0xPPPEENpuNe+65x6/xu3bt4oUXXuD2229vdNzPfvYz3n77bb755hseeugh/v73v3PjjTf6HD937lxiY2M9t169egX0e4iIiJzsukeH+R8sQb3y4rvM8uL+KNgDr10IeZuhSzLc9C+ISW36fdKh1N+S53T67gi7L9/HChOY5bnP+7X5+KvfQ1k+/RLNcQcLyqmscfg9n9KqWooqzGp8qXFByjPauwyObAd7F1XH62SCGjCtWbOG5557jjfeeMOvf2AzMzOZPHky11xzDbfeemujY2+77TYuuugihg8fzrRp03jrrbdYsGABu3fv9jr+oYceoqioyHM7ePBgs34nERER8VOg5cVzNsJrF0HhfujaB27+EpL8250iHUv36DCsFqh1Ghwp877K5LWk+LFOv8XMl6sshCWP0r1LGNHhNpyGWQLfX+7teDHhNqLDg1Ts4cdXzPuR10N4THCOKe1CUAOmb7/9lry8PNLS0rDZbNhsNvbv38/9999Penp6g7FZWVmcd955nHnmmbzyyisBn2vcOPMf5F27dnl9PSwsjJiYmAY3ERERaWHu8uIr55u9aKp8bJXav9zchleWB0nD4eZFwWl4K+1SaIjV09srx0elPK8lxY8VYoOLXTnva/+OJXONZ1vergAq5QV9O17hQdj+b/Px6Y0vAkjHE9SAafr06WzYsIGMjAzPLTU1lQceeIBFixZ5xmVmZjJhwgRGjx7N66+/jtUa+DQyMjIASElpomqPiIiItJ7Bl9Vty1twGzw1AP4xE3YsAoe5esCORfD3K6CqCNLGw00LITqpTactLS/FlcfkK2Da79qO1/vYCnnHcheAwIB/3U+/BPO47u18/vAUfOgapIBpzetgOKHPOZA4KDjHlHYj4Cp5paWlDVZ19u7dS0ZGBvHx8aSlpZGQkNBgfGhoKMnJyQwcOBCoC5Z69+7NU089xeHDhz1j3RXwMjMzmThxIm+99RZjx45l9+7dvPvuu1x88cUkJCSwYcMGZs+ezTnnnMOIESOa9YuLiIhIC+jWH2b9CBs+gA0fwtG9sOkf5i0yAfqeB5sXgOGAUybD1a+DPYhlnaXdMpseF5Hjo7S4uy9Sn6YCJjALQGz7F2RncHHkYv7JcE/A5Y/Mo0FcYaqphDVvmI+1utQpBRwwrV69mvPOO8/z85w5cwCYMWMGb7zxRpPvX7x4Mbt27WLXrl307NmzwWuGYSYB1tTUsH37dk8VPLvdzldffcWzzz5LWVkZvXr1YurUqfzmN78JdPoiIiLS0hL6wXkPw4SHIHMtbPwQNv0Tyg6bgRPAiOvh8r9CSJDyR6Tda2qFyV1SvHc3PwJodwGIL3/FTw7MoytPNiuHqUcwAqYtn0B5PsT0gIEXn/jxpN0JOGCaMGGCJ7Dxx759+xr8fNNNN3HTTTc1+p709PQG5+jVqxdLly4NZJoiIiLS1iwW6DnavF34GOxdan64jOsNZ8+BZmzJl44rqZGAqaLawbacEsDPFSYwC0Cs+zv23E08YPuAvxbc7fdcgprD5C4lPuZmM8dKOh39VxUREZGWF2Izm9kG2tBWOg3PClO9LXnZRRW8tXw/7/14wFMhr39iF/8O6C4A8fpkrg/5L/8oOZeq2gmE2UKafGtWoTmHHieaw5S5FjJXQ4gdTptxYseSdksBk4iIiIi0uKSYuhWmtQeO8rfv9vLFphwcrr5MafGR3H5uX/8DJoDe4zFG3oB1/Xs8ZZvPodxp9OuR2Ohbah1OT9B2wlvyVr1q3g+9Erp0P7FjSbulgElEREREWlxKrBmc7DlSxlUv/uB5/oy+8dx8Vh8mDk4ixBpAo2QXy+S5HN6wmL7WHA598zu4cX6j43NLqnA4DUJDLHR3lTpvlrJ82OjKyRt7W/OPI+2eNg+LiIiISItLjgn3BET2ECvXjO7Jv+/5Ce/fNp4LhyY3K1gCIKIrbyc/CEDPXe/Bjv80OtxdIS8lNgJrc88JsO4tcFRByqnQY3TzjyPtnlaYRERERKTFRdhDeHLqCA6XVnH16J6eRrbBUNnrbF47OIWZti/g01lw5wqISvA6NstT8CG8+Sd0OmDV38zHY28zC5xIp6UVJhERERFpFVNH9+SOc/sFNVgCSEuI5Mna68gM7Q1lefD5PeCjqnOmp6T4CfT/2rEIig5ARFcYdlXzjyMdggImEREREenQesdHUYWdP4TeB9ZQ2LYQMt71OrYuYDqBFaYfXzHvT/sfCA1CaXJp1xQwiYiIiEiH1jvBXC36pjgF54SHzSe/+BUc3XfcWE/T2uaWFM9eD3u+ASwwZmbzjiEdigImEREREenQUmLDsVktVNc6yRl2G/Q6A6pLYMEvzHyjetxFH5rVtNbpgIWzzcfDroKuvU906tIBKGASERERkQ7NFmL1rBjtP1oFV84Hexc48AP88IJnnGEYdStMzQmY1rwOmWsgLAYufCwoc5f2TwGTiIiIiHR4afHmtrwDBWUQ3wcmP26+8PX/QlYGAEUVNZRVmytOAa8wleTCV38wH5//W4hJCca0pQNQwCQiIiIiHZ47j2l/frn5xKgbYdBPwVkD714HR/d7Cj5062InPDQksBMsehiqiiB1FJyu3KWTiQImEREREenwesdHAbC/wBUwWSxw+TxIHAKlOfD2VeTlZALNWF3atQQ2/QMsVvjps2ANMNiSDk0Bk4iIiIh0eGmuFaaD7oAJICIObvwnxPaC/F0M+++tRFBJamwAAVNNBfzrfvPx2Nsh9dSgzVk6BgVMIiIiItLhHbclzy0mFW78GCK60r14Ey+GPkev2FD/D/ztX+DoXohOhfN/HcQZS0ehgElEREREOjx30YeiihqKymsavtj9FPjZR1RbwjgvZD3XZj8BhtH0QQ/vgO+eNR9PeRzCooM7aekQFDCJiIiISIcXabfRPToMgP0FZccP6HU6T0Q/RK1hZUD2QvjqkcYPaBhmzyVnDQy4CAZf1gKzlo5AAZOIiIiIdAq9431sy3P5rGI4D9XeYv7w/XOw/EXfB1v/Huz/DmwRcPGfzSISclKytfUERERERESCIS0hktX7j3Kg4PiAqarWweGSKj5iAr8/vzuR3z4Gix6CjR+C1WbeLCFmBTxriNmgFmDCr6Br71b+TaQ9UcAkIiIiIp2Cp7R4/vFb8rILKwEID7UScd7/g+p8WDkfstb5PmDiEBh/V4vMVToOBUwiIiIi0in4rJQHZLma1vaIi8BitcLkx2HEtVB6GAwHOGvB6QDDaT42DOh3HoQEUFFPOiUFTCIiIiLSKbh7MXnbknfIFTB5mtZaLNBjdKvNTTouFX0QERERkU7BXfQhp7iSyhpHg9fcK0w9uwbQtFYEBUwiIiIi0knER9mJsodgGHDoaMNVpsyjrhWmWAVMEhgFTCIiIiLSKVgsFtIS3IUfGgZMWUXHbMkT8ZMCJhERERHpNHz1YnKvMPXQljwJkAImEREREek0ensp/OB0GmQVmWXFe2iFSQKkgElEREREOg1vlfLyy6qprnVisUBybHhbTU06KAVMIiIiItJpeGtem+mqkJcUHU5oiD7+SmB0xYiIiIhIp+HeknfwaAVOpwHUa1qr/CVpBgVMIiIiItJppMSGY7NaqK51klNs5i15Soorf0maQQGTiIiIiHQathCrpzmtu1Kee0ueCj5IcyhgEhEREZFOxd2L6UCBmcdUFzCp4IMETgGTiIiIiHQqx/ZicucwaUueNIcCJhERERHpVNyFH/YXHLMlT0UfpBkUMImIiIhIp5LmWmE6kF9OWVUtheU1gFaYpHkUMImIiIhIp9I7oa4XU3aRuboUHW4jJjy0LaclHZQCJhERERHpVNwrTMWVtWzOKgZUIU+aTwGTiIiIiHQqEfYQEqPDAFi+Ox9QwCTNp4BJRERERDod9yrT8j1mwKT8JWkuBUwiIiIi0umkJTQsLa4KedJcAQdMy5Yt49JLLyU1NRWLxcInn3zic+wdd9yBxWLh2WefbfB8QUEB06ZNIyYmhri4OGbOnElpaWmj562srGTWrFkkJCTQpUsXpk6dSm5ubqDTFxEREZGTQO/4qAY/a4VJmivggKmsrIyRI0cyb968RsctWLCAFStWkJqaetxr06ZNY/PmzSxevJiFCxeybNkybrvttkaPN3v2bD7//HM++ugjli5dSlZWFldddVWg0xcRERGRk4C7F5ObcpikuWyBvmHKlClMmTKl0TGZmZncfffdLFq0iEsuuaTBa1u3buXLL79k1apVjBkzBoAXXniBiy++mKeeesprgFVUVMRrr73Gu+++y/nnnw/A66+/zuDBg1mxYgVnnHFGoL+GiIiIiHRiaQqYJEiCnsPkdDqZPn06DzzwAEOHDj3u9eXLlxMXF+cJlgAmTZqE1Wpl5cqVXo+5Zs0aampqmDRpkue5QYMGkZaWxvLly72+p6qqiuLi4gY3ERERETk59I6vC5hsVgvdXVXzRAIV9IDpiSeewGazcc8993h9PScnh8TExAbP2Ww24uPjycnJ8fkeu91OXFxcg+eTkpJ8vmfu3LnExsZ6br169Qr8lxERERGRDik+yk6XMHMzVUpcOCFWSxvPSDqqoAZMa9as4bnnnuONN97AYmnbi/Khhx6iqKjIczt48GCbzkdEREREWo/FYvGUFk+N1XY8ab6gBkzffvsteXl5pKWlYbPZsNls7N+/n/vvv5/09HQAkpOTycvLa/C+2tpaCgoKSE5O9nrc5ORkqqurKSwsbPB8bm6uz/eEhYURExPT4CYiIiIiJw934QeVFJcTEdSAafr06WzYsIGMjAzPLTU1lQceeIBFixYBMH78eAoLC1mzZo3nfV9//TVOp5Nx48Z5Pe7o0aMJDQ1lyZIlnue2b9/OgQMHGD9+fDB/BRERERHpJIb3jAVgSIq+OJfmC7hKXmlpKbt27fL8vHfvXjIyMoiPjyctLY2EhIQG40NDQ0lOTmbgwIEADB48mMmTJ3Prrbcyf/58ampquOuuu7j++us9FfIyMzOZOHEib731FmPHjiU2NpaZM2cyZ84c4uPjiYmJ4e6772b8+PGqkCciIiIiXt1ydl/G9YlnRM+4tp6KdGABB0yrV6/mvPPO8/w8Z84cAGbMmMEbb7zh1zHeeecd7rrrLiZOnIjVamXq1Kk8//zzntdramrYvn075eXlnueeeeYZz9iqqiouuugiXnzxxUCnLyIiIiInCbvNyuje8W09DengLIZhGG09idZQXFxMbGwsRUVFymcSERERETmJBRIbBL2suIiIiIiISGehgElERERERMQHBUwiIiIiIiI+KGASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhERERERER8UMImIiIiIiPiggElERERERMQHBUwiIiIiIiI+KGASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhERERERER9sbT2B1mIYBgDFxcVtPBMREREREWlL7pjAHSM05qQJmEpKSgDo1atXG89ERERERETag5KSEmJjYxsdYzH8Cas6AafTSVZWFtHR0VgslraeDsXFxfTq1YuDBw8SExPT1tORDkLXjTSHrhtpLl070hy6bqQ5Wvu6MQyDkpISUlNTsVobz1I6aVaYrFYrPXv2bOtpHCcmJkb/mEjAdN1Ic+i6kebStSPNoetGmqM1r5umVpbcVPRBRERERETEBwVMIiIiIiIiPihgaiNhYWE88sgjhIWFtfVUpAPRdSPNoetGmkvXjjSHrhtpjvZ83Zw0RR9EREREREQCpRUmERERERERHxQwiYiIiIiI+KCASURERERExAcFTCIiIiIiIj4oYBIREREREfFBAVMbmDdvHunp6YSHhzNu3Dh+/PHHtp6StCNz587l9NNPJzo6msTERK644gq2b9/eYExlZSWzZs0iISGBLl26MHXqVHJzc9toxtIePf7441gsFu677z7Pc7puxJfMzExuvPFGEhISiIiIYPjw4axevdrzumEY/O53vyMlJYWIiAgmTZrEzp0723DG0tYcDge//e1v6dOnDxEREfTr148//vGP1C++rOtGAJYtW8all15KamoqFouFTz75pMHr/lwnBQUFTJs2jZiYGOLi4pg5cyalpaWt9jsoYGplH3zwAXPmzOGRRx5h7dq1jBw5kosuuoi8vLy2npq0E0uXLmXWrFmsWLGCxYsXU1NTw4UXXkhZWZlnzOzZs/n888/56KOPWLp0KVlZWVx11VVtOGtpT1atWsXLL7/MiBEjGjyv60a8OXr0KGeddRahoaF88cUXbNmyhb/85S907drVM+bJJ5/k+eefZ/78+axcuZKoqCguuugiKisr23Dm0paeeOIJXnrpJf7617+ydetWnnjiCZ588kleeOEFzxhdNwJQVlbGyJEjmTdvntfX/blOpk2bxubNm1m8eDELFy5k2bJl3Hbbba31K4AhrWrs2LHGrFmzPD87HA4jNTXVmDt3bhvOStqzvLw8AzCWLl1qGIZhFBYWGqGhocZHH33kGbN161YDMJYvX95W05R2oqSkxBgwYICxePFi49xzzzXuvfdewzB03Yhvv/rVr4yzzz7b5+tOp9NITk42/vznP3ueKywsNMLCwoz33nuvNaYo7dAll1xi3HzzzQ2eu+qqq4xp06YZhqHrRrwDjAULFnh+9uc62bJliwEYq1at8oz54osvDIvFYmRmZrbKvLXC1Iqqq6tZs2YNkyZN8jxntVqZNGkSy5cvb8OZSXtWVFQEQHx8PABr1qyhpqamwXU0aNAg0tLSdB0Js2bN4pJLLmlwfYCuG/Hts88+Y8yYMVxzzTUkJiYyatQo/u///s/z+t69e8nJyWlw7cTGxjJu3DhdOyexM888kyVLlrBjxw4A1q9fz3fffceUKVMAXTfiH3+uk+XLlxMXF8eYMWM8YyZNmoTVamXlypWtMk9bq5xFADhy5AgOh4OkpKQGzyclJbFt27Y2mpW0Z06nk/vuu4+zzjqLYcOGAZCTk4PdbicuLq7B2KSkJHJyctpgltJevP/++6xdu5ZVq1Yd95quG/Flz549vPTSS8yZM4eHH36YVatWcc8992C325kxY4bn+vD2/y5dOyevBx98kOLiYgYNGkRISAgOh4PHHnuMadOmAei6Eb/4c53k5OSQmJjY4HWbzUZ8fHyrXUsKmETasVmzZrFp0ya+++67tp6KtHMHDx7k3nvvZfHixYSHh7f1dKQDcTqdjBkzhj/96U8AjBo1ik2bNjF//nxmzJjRxrOT9urDDz/knXfe4d1332Xo0KFkZGRw3333kZqaqutGOh1tyWtF3bp1IyQk5LiqVLm5uSQnJ7fRrKS9uuuuu1i4cCHffPMNPXv29DyfnJxMdXU1hYWFDcbrOjq5rVmzhry8PE477TRsNhs2m42lS5fy/PPPY7PZSEpK0nUjXqWkpDBkyJAGzw0ePJgDBw4AeK4P/b9L6nvggQd48MEHuf766xk+fDjTp09n9uzZzJ07F9B1I/7x5zpJTk4+rjhabW0tBQUFrXYtKWBqRXa7ndGjR7NkyRLPc06nkyVLljB+/Pg2nJm0J4ZhcNddd7FgwQK+/vpr+vTp0+D10aNHExoa2uA62r59OwcOHNB1dBKbOHEiGzduJCMjw3MbM2YM06ZN8zzWdSPenHXWWce1LtixYwe9e/cGoE+fPiQnJze4doqLi1m5cqWunZNYeXk5VmvDj5EhISE4nU5A1434x5/rZPz48RQWFrJmzRrPmK+//hqn08m4ceNaZ6KtUlpCPN5//30jLCzMeOONN4wtW7YYt912mxEXF2fk5OS09dSknfjFL35hxMbGGv/973+N7Oxsz628vNwz5o477jDS0tKMr7/+2li9erUxfvx4Y/z48W04a2mP6lfJMwxdN+Ldjz/+aNhsNuOxxx4zdu7cabzzzjtGZGSk8fbbb3vGPP7440ZcXJzx6aefGhs2bDAuv/xyo0+fPkZFRUUbzlza0owZM4wePXoYCxcuNPbu3Wt8/PHHRrdu3Yxf/vKXnjG6bsQwzOqt69atM9atW2cAxtNPP22sW7fO2L9/v2EY/l0nkydPNkaNGmWsXLnS+O6774wBAwYYN9xwQ6v9DgqY2sALL7xgpKWlGXa73Rg7dqyxYsWKtp6StCOA19vrr7/uGVNRUWHceeedRteuXY3IyEjjyiuvNLKzs9tu0tIuHRsw6boRXz7//HNj2LBhRlhYmDFo0CDjlVdeafC60+k0fvvb3xpJSUlGWFiYMXHiRGP79u1tNFtpD4qLi417773XSEtLM8LDw42+ffsav/71r42qqirPGF03YhiG8c0333j9XDNjxgzDMPy7TvLz840bbrjB6NKlixETE2P8/Oc/N0pKSlrtd7AYRr2WzCIiIiIiIuKhHCYREREREREfFDCJiIiIiIj4oIBJRERERETEBwVMIiIiIiIiPihgEhERERER8UEBk4iIiIiIiA8KmERERERERHxQwCQiIiIiIuKDAiYREREREREfFDCJiIiIiIj4oIBJRERERETEh/8Pzr6tVcIi+0UAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### TEMA - Triple Exponential Moving Average (Trend)\n"
      ],
      "metadata": {
        "id": "pUuXdYq7so9-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"TEMA\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_talib_{i}'] = talib.TEMA(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "K2ijPTNpsocb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### CCI - Commodity Channel Index (Trend)"
      ],
      "metadata": {
        "id": "MRk6fWxAhv1C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"CCI\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.CCIIndicator(df[\"High\"], df[\"Low\"], df[\"Close\"], window = i).cci()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.CCI(df[\"High\"], df[\"Low\"], df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "wXz4Zwq4gPac"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### CMO - Chande Momentum Oscillator (Momentum)"
      ],
      "metadata": {
        "id": "fElqJGgmuuL2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"CMO\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_talib_{i}'] = talib.CMO(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "UqxjKh40utvd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### MACD - Moving Average Convergence Divergence (Momentum) ** - Change"
      ],
      "metadata": {
        "id": "H1w-d_5oviSi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"MACD\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.MACD(df[\"Close\"], window_slow = i, window_fast = i * 2).macd()\n",
        "  # df[f'{ind}_talib_{i}'], _, _= talib.MACD(df[\"Close\"], slowperiod = i, fastperiod = i * 2)"
      ],
      "metadata": {
        "id": "AdAzyIy9vh06"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### PPO - Percentage Price Oscillator (Momentum)** - Change\n",
        "The percentage price oscillator (PPO) is a technical momentum indicator that shows the relationship between two moving averages in percentage terms. The moving averages are a 26-period and 12-period exponential moving average (EMA)."
      ],
      "metadata": {
        "id": "CA60b8heySTK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"PPO\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.momentum.PercentagePriceOscillator(df[\"Close\"], window_slow = i, window_fast = i * 2).ppo()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.PPO(df[\"Close\"], slowperiod = i, fastperiod = i * 2)"
      ],
      "metadata": {
        "id": "stQp_jtrygDl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### ROC - Rate of Change (Momentum)\n",
        "Measures the percent change between the most recent price and a price in the past used to identify price trends."
      ],
      "metadata": {
        "id": "KBYAydVbzWqa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"ROC\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.momentum.ROCIndicator(df[\"Close\"], window = i).roc()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.ROC(df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "NMksi6n1zgNW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### ADX - Average Directional Movement Index ** (Trend)\n",
        "The Average Directional Index (ADX) is in turn derived from the smoothed averages of the difference between +DI and -DI, and measures the strength of the trend (regardless of direction) over time."
      ],
      "metadata": {
        "id": "MhVHo74P0CNo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"ADX\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.trend.ADXIndicator(df[\"High\"], df[\"Low\"], df[\"Close\"], window = i).adx()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.ADX(df[\"High\"], df[\"Low\"], df[\"Close\"], i)"
      ],
      "metadata": {
        "id": "j8LAZxKC0B_F"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### MFI - Money Flow Index (Volume + Momentum)"
      ],
      "metadata": {
        "id": "HUYIODuiMFUQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"MFI\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.volume.MFIIndicator(df[\"High\"], df[\"Low\"], df[\"Close\"], df[\"Volume\"], window = i).money_flow_index()\n",
        "  # df[f'{ind}_talib_{i}'] = talib.MFI(df[\"High\"], df[\"Low\"], df[\"Close\"], df[\"Volume\"], i)"
      ],
      "metadata": {
        "id": "K9KsBXbJMFIC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### VWAP - Volume Weighted Average Price (Volume)"
      ],
      "metadata": {
        "id": "zH1p6h0YM_k7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ind = \"VWAP\"\n",
        "for i in range(window_start, window_end+1):\n",
        "  df[f'{ind}_ta_{i}'] = ta.volume.VolumeWeightedAveragePrice(df[\"High\"], df[\"Low\"], df[\"Close\"], df[\"Volume\"], window = i).volume_weighted_average_price()"
      ],
      "metadata": {
        "id": "pZfYaNRINox6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B1dzh4jQgL9P",
        "outputId": "b6a80310-b328-4707-f89e-c5a4489a4593"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Unnamed: 0        Date    Open    High    Low   Close  Adj Close  \\\n",
              "0            0  2004-04-12  159.71  161.18  89.29  160.12      89.62   \n",
              "1            1  2004-04-13  160.20  160.61  88.43  158.91      88.95   \n",
              "2            2  2004-04-14  157.31  160.31  88.05  160.04      89.58   \n",
              "3            3  2004-04-15  160.19  160.69  88.97  159.60      89.34   \n",
              "4            4  2004-04-16  157.65  157.73  87.04  157.61      88.22   \n",
              "5            5  2004-04-19  156.97  157.65  87.67  157.04      87.90   \n",
              "6            6  2004-04-20  157.12  157.94  86.66  154.81      86.66   \n",
              "7            7  2004-04-21  155.70  156.17  86.70  155.90      87.25   \n",
              "8            8  2004-04-22  154.56  156.30  85.76  154.97      86.75   \n",
              "9            9  2004-04-23  155.42  156.46  86.39  155.91      87.27   \n",
              "10          10  2004-04-26  155.00  156.37  86.38  154.45      86.45   \n",
              "11          11  2004-04-27  154.83  157.12  86.58  155.62      87.10   \n",
              "12          12  2004-04-28  154.23  155.39  86.24  154.41      86.43   \n",
              "13          13  2004-04-29  153.72  154.15  84.31  152.13      85.16   \n",
              "14          14  2004-04-30  152.04  152.36  84.14  150.59      84.29   \n",
              "15          15  2004-05-03  150.52  151.20  83.37  150.34      84.15   \n",
              "16          16  2004-05-04  150.33  153.26  84.13  152.01      85.09   \n",
              "17          17  2004-05-05  153.30  153.30  84.62  151.96      85.05   \n",
              "18          18  2004-05-06  150.17  151.86  83.74  150.59      84.47   \n",
              "19          19  2004-05-07  149.56  152.38  83.77  150.31      84.31   \n",
              "20          20  2004-05-10  149.34  150.20  82.57  148.11      83.06   \n",
              "21          21  2004-05-11  148.65  150.25  83.00  148.52      83.30   \n",
              "22          22  2004-05-12  148.70  148.70  81.38  147.96      82.99   \n",
              "23          23  2004-05-13  147.94  149.01  82.47  148.64      83.36   \n",
              "24          24  2004-05-14  147.71  148.90  82.28  147.30      82.61   \n",
              "25          25  2004-05-17  145.41  146.65  81.41  145.80      81.77   \n",
              "26          26  2004-05-18  146.71  147.43  82.22  146.70      82.28   \n",
              "27          27  2004-05-19  148.97  151.48  82.70  148.36      83.22   \n",
              "28          28  2004-05-20  148.42  149.93  83.22  149.04      83.58   \n",
              "29          29  2004-05-21  149.31  150.30  83.09  148.52      83.30   \n",
              "30          30  2004-05-24  149.58  149.74  82.74  148.48      83.27   \n",
              "31          31  2004-05-25  147.87  151.57  82.74  151.20      84.80   \n",
              "32          32  2004-05-26  151.09  151.45  84.17  150.59      84.46   \n",
              "33          33  2004-05-27  151.28  151.84  84.11  151.00      84.69   \n",
              "34          34  2004-05-28  150.82  151.44  84.37  151.00      84.69   \n",
              "35          35  2004-06-01  149.99  150.81  83.46  150.19      84.24   \n",
              "36          36  2004-06-02  151.10  151.10  84.02  149.98      84.11   \n",
              "37          37  2004-06-03  149.74  150.17  83.51  148.89      83.51   \n",
              "38          38  2004-06-04  149.91  150.84  83.65  149.25      83.71   \n",
              "39          39  2004-06-07  151.28  151.69  84.14  151.08      84.74   \n",
              "40          40  2004-06-08  151.09  154.26  84.51  153.47      86.08   \n",
              "41          41  2004-06-09  153.24  154.34  85.86  153.56      86.13   \n",
              "42          42  2004-06-10  153.81  154.70  85.94  154.20      86.48   \n",
              "43          43  2004-06-14  153.48  154.39  85.68  153.52      86.11   \n",
              "44          44  2004-06-15  154.24  155.47  86.26  154.33      86.56   \n",
              "45          45  2004-06-16  153.85  155.01  86.13  154.08      86.41   \n",
              "46          46  2004-06-17  154.27  154.38  86.11  154.16      86.46   \n",
              "47          47  2004-06-18  153.75  154.78  85.95  153.51      86.10   \n",
              "48          48  2004-06-21  154.09  154.14  85.38  152.54      85.55   \n",
              "49          49  2004-06-22  152.17  153.81  85.21  153.44      86.06   \n",
              "\n",
              "      Volume  adjustRatio  Label  ...  VWAP_ta_11  VWAP_ta_12  VWAP_ta_13  \\\n",
              "0    3255780         1.79     -1  ...         NaN         NaN         NaN   \n",
              "1    5244226         1.79     -1  ...         NaN         NaN         NaN   \n",
              "2    5560850         1.79     -1  ...         NaN         NaN         NaN   \n",
              "3    7159033         1.79     -1  ...         NaN         NaN         NaN   \n",
              "4   11629428         1.79     -1  ...         NaN         NaN         NaN   \n",
              "5    4350732         1.79      0  ...         NaN         NaN         NaN   \n",
              "6    4456169         1.79      0  ...         NaN         NaN         NaN   \n",
              "7    4836076         1.79      0  ...         NaN         NaN         NaN   \n",
              "8    8355448         1.79      0  ...         NaN         NaN         NaN   \n",
              "9    5296107         1.79      0  ...         NaN         NaN         NaN   \n",
              "10   4742146         1.79      0  ...  134.226600         NaN         NaN   \n",
              "11   4987328         1.79      0  ...  134.013892  134.146663         NaN   \n",
              "12   4922476         1.79      0  ...  133.709560  133.876239  134.006264   \n",
              "13   8120307         1.79      0  ...  133.099527  133.326232  133.501155   \n",
              "14   5250397         1.79      0  ...  132.425288  132.811200  133.043090   \n",
              "15   6349325         1.79      0  ...  131.680026  132.068220  132.455449   \n",
              "16   5702583         1.79      0  ...  131.341447  131.520888  131.904486   \n",
              "17   4604806         1.79      0  ...  131.114096  131.247378  131.421024   \n",
              "18   4517779         1.78      0  ...  130.803502  130.954964  131.089728   \n",
              "19   5656140         1.78      0  ...  130.403083  130.639733  130.790313   \n",
              "20   7000250         1.78      0  ...  129.797907  130.044147  130.298577   \n",
              "21   6877450         1.78      0  ...  129.331939  129.543622  129.785178   \n",
              "22   8834307         1.78      0  ...  128.622234  128.929353  129.141539   \n",
              "23   4924986         1.78      0  ...  128.237102  128.492575  128.788556   \n",
              "24   5436899         1.78      0  ...  127.819555  128.082984  128.330396   \n",
              "25   5962200         1.78      1  ...  127.433446  127.551316  127.822413   \n",
              "26   4603551         1.78      0  ...  127.204908  127.303875  127.423563   \n",
              "27   7773663         1.78      0  ...  127.017557  127.238257  127.324685   \n",
              "28   4216949         1.78      0  ...  126.835947  127.040263  127.247033   \n",
              "29   5365980         1.78      0  ...  126.745194  126.871186  127.058892   \n",
              "30   3951893         1.78      0  ...  126.579198  126.758709  126.877261   \n",
              "31   5604573         1.78      2  ...  126.706939  126.732047  126.887013   \n",
              "32   4506377         1.78      0  ...  126.794645  126.841333  126.852400   \n",
              "33   4282952         1.78      0  ...  127.082061  126.937838  126.968149   \n",
              "34   3351175         1.78      0  ...  127.228528  127.185679  127.035177   \n",
              "35   5108978         1.78      0  ...  127.421012  127.307059  127.261631   \n",
              "36   4092580         1.78      0  ...  127.810169  127.486808  127.374545   \n",
              "37   3150029         1.78      1  ...  128.003956  127.794037  127.488664   \n",
              "38   3978356         1.78      0  ...  128.076491  127.997446  127.801949   \n",
              "39   4460667         1.78      0  ...  128.219687  128.153035  128.069938   \n",
              "40   5648714         1.78      0  ...  128.618374  128.486483  128.406861   \n",
              "41   5474136         1.78      0  ...  129.038694  128.887429  128.743300   \n",
              "42   3628260         1.78      0  ...  129.297531  129.213999  129.060219   \n",
              "43   4310984         1.78      0  ...  129.523164  129.454997  129.362395   \n",
              "44   4715682         1.78      2  ...  129.817123  129.748715  129.668292   \n",
              "45   3290402         1.78      0  ...  130.010976  129.940674  129.866786   \n",
              "46   4372489         1.78      0  ...  130.355188  130.139814  130.067274   \n",
              "47   6768457         1.78      0  ...  130.662432  130.488086  130.285912   \n",
              "48   4020196         1.78      0  ...  130.859511  130.664242  130.501872   \n",
              "49   4340168         1.78      0  ...  131.085837  130.856393  130.675866   \n",
              "\n",
              "    VWAP_ta_14  VWAP_ta_15  VWAP_ta_16  VWAP_ta_17  VWAP_ta_18  VWAP_ta_19  \\\n",
              "0          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "1          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "2          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "3          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "4          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "5          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "6          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "7          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "8          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "9          NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "10         NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "11         NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "12         NaN         NaN         NaN         NaN         NaN         NaN   \n",
              "13  133.633175         NaN         NaN         NaN         NaN         NaN   \n",
              "14  133.224685  133.359051         NaN         NaN         NaN         NaN   \n",
              "15  132.693221  132.882287  133.019421         NaN         NaN         NaN   \n",
              "16  132.279691  132.513336  132.701011  132.836231         NaN         NaN   \n",
              "17  131.797386  132.162002  132.391272  132.576740  132.709881         NaN   \n",
              "18  131.262086  131.640127  131.999271  132.227243  132.412922  132.545439   \n",
              "19  130.924711  131.093940  131.470032  131.821115  132.046282  132.231055   \n",
              "20  130.456572  130.597413  130.769327  131.156755  131.505846  131.732572   \n",
              "21  130.044632  130.204250  130.346790  130.517747  130.907601  131.251317   \n",
              "22  129.383041  129.654203  129.818797  129.965898  130.138256  130.536429   \n",
              "23  128.996168  129.232891  129.503212  129.667010  129.813655  129.984313   \n",
              "24  128.616756  128.820796  129.053676  129.324270  129.487831  129.634486   \n",
              "25  128.067538  128.349451  128.554036  128.787161  129.063459  129.229567   \n",
              "26  127.692148  127.931784  128.207076  128.408953  128.639141  128.915126   \n",
              "27  127.431921  127.676975  127.898089  128.153957  128.343436  128.560695   \n",
              "28  127.328366  127.430226  127.664641  127.877102  128.123756  128.307300   \n",
              "29  127.250741  127.326837  127.422911  127.645483  127.848089  128.084134   \n",
              "30  127.055312  127.238525  127.312189  127.405143  127.620722  127.817162   \n",
              "31  126.990154  127.150418  127.316394  127.380742  127.465112  127.665385   \n",
              "32  126.990280  127.082494  127.229986  127.383384  127.440712  127.518595   \n",
              "33  126.967430  127.090708  127.173441  127.309772  127.452031  127.502940   \n",
              "34  127.055302  127.047234  127.160727  127.237068  127.365706  127.500253   \n",
              "35  127.112454  127.124728  127.111595  127.214988  127.284847  127.404933   \n",
              "36  127.327000  127.178247  127.184599  127.167490  127.263305  127.328224   \n",
              "37  127.381498  127.335551  127.191639  127.196719  127.179284  127.271439   \n",
              "38  127.514282  127.411138  127.365672  127.225360  127.227699  127.208775   \n",
              "39  127.882794  127.606506  127.502817  127.454272  127.312209  127.308250   \n",
              "40  128.300804  128.113579  127.839719  127.727658  127.669473  127.515876   \n",
              "41  128.653438  128.528552  128.341015  128.068910  127.949575  127.882963   \n",
              "42  128.909633  128.814153  128.678593  128.490926  128.219919  128.096301   \n",
              "43  129.209857  129.056973  128.958545  128.816166  128.630603  128.363346   \n",
              "44  129.563514  129.409837  129.252037  129.148884  128.996840  128.811768   \n",
              "45  129.781906  129.672677  129.520068  129.361303  129.256616  129.100692   \n",
              "46  129.989726  129.902005  129.789982  129.640128  129.481993  129.376693   \n",
              "47  130.213395  130.134331  130.045796  129.933152  129.788856  129.633885   \n",
              "48  130.311478  130.242061  130.165759  130.080075  129.970659  129.831461   \n",
              "49  130.524052  130.344243  130.277534  130.203622  130.120470  130.013974   \n",
              "\n",
              "    VWAP_ta_20  \n",
              "0          NaN  \n",
              "1          NaN  \n",
              "2          NaN  \n",
              "3          NaN  \n",
              "4          NaN  \n",
              "5          NaN  \n",
              "6          NaN  \n",
              "7          NaN  \n",
              "8          NaN  \n",
              "9          NaN  \n",
              "10         NaN  \n",
              "11         NaN  \n",
              "12         NaN  \n",
              "13         NaN  \n",
              "14         NaN  \n",
              "15         NaN  \n",
              "16         NaN  \n",
              "17         NaN  \n",
              "18         NaN  \n",
              "19  132.362203  \n",
              "20  131.920307  \n",
              "21  131.476847  \n",
              "22  130.877078  \n",
              "23  130.381081  \n",
              "24  129.803858  \n",
              "25  129.378588  \n",
              "26  129.080829  \n",
              "27  128.824255  \n",
              "28  128.518299  \n",
              "29  128.260798  \n",
              "30  128.046439  \n",
              "31  127.850407  \n",
              "32  127.707270  \n",
              "33  127.574897  \n",
              "34  127.546809  \n",
              "35  127.531066  \n",
              "36  127.441831  \n",
              "37  127.334065  \n",
              "38  127.295834  \n",
              "39  127.284693  \n",
              "40  127.498422  \n",
              "41  127.718989  \n",
              "42  128.024654  \n",
              "43  128.237127  \n",
              "44  128.546424  \n",
              "45  128.917051  \n",
              "46  129.218013  \n",
              "47  129.529385  \n",
              "48  129.680868  \n",
              "49  129.879638  \n",
              "\n",
              "[50 rows x 235 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Date</th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>adjustRatio</th>\n",
              "      <th>Label</th>\n",
              "      <th>...</th>\n",
              "      <th>VWAP_ta_11</th>\n",
              "      <th>VWAP_ta_12</th>\n",
              "      <th>VWAP_ta_13</th>\n",
              "      <th>VWAP_ta_14</th>\n",
              "      <th>VWAP_ta_15</th>\n",
              "      <th>VWAP_ta_16</th>\n",
              "      <th>VWAP_ta_17</th>\n",
              "      <th>VWAP_ta_18</th>\n",
              "      <th>VWAP_ta_19</th>\n",
              "      <th>VWAP_ta_20</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>2004-04-12</td>\n",
              "      <td>159.71</td>\n",
              "      <td>161.18</td>\n",
              "      <td>89.29</td>\n",
              "      <td>160.12</td>\n",
              "      <td>89.62</td>\n",
              "      <td>3255780</td>\n",
              "      <td>1.79</td>\n",
              "      <td>-1</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2004-04-13</td>\n",
              "      <td>160.20</td>\n",
              "      <td>160.61</td>\n",
              "      <td>88.43</td>\n",
              "      <td>158.91</td>\n",
              "      <td>88.95</td>\n",
              "      <td>5244226</td>\n",
              "      <td>1.79</td>\n",
              "      <td>-1</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2004-04-14</td>\n",
              "      <td>157.31</td>\n",
              "      <td>160.31</td>\n",
              "      <td>88.05</td>\n",
              "      <td>160.04</td>\n",
              "      <td>89.58</td>\n",
              "      <td>5560850</td>\n",
              "      <td>1.79</td>\n",
              "      <td>-1</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>3</th>\n",
              "      <td>3</td>\n",
              "      <td>2004-04-15</td>\n",
              "      <td>160.19</td>\n",
              "      <td>160.69</td>\n",
              "      <td>88.97</td>\n",
              "      <td>159.60</td>\n",
              "      <td>89.34</td>\n",
              "      <td>7159033</td>\n",
              "      <td>1.79</td>\n",
              "      <td>-1</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>4</th>\n",
              "      <td>4</td>\n",
              "      <td>2004-04-16</td>\n",
              "      <td>157.65</td>\n",
              "      <td>157.73</td>\n",
              "      <td>87.04</td>\n",
              "      <td>157.61</td>\n",
              "      <td>88.22</td>\n",
              "      <td>11629428</td>\n",
              "      <td>1.79</td>\n",
              "      <td>-1</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>5</th>\n",
              "      <td>5</td>\n",
              "      <td>2004-04-19</td>\n",
              "      <td>156.97</td>\n",
              "      <td>157.65</td>\n",
              "      <td>87.67</td>\n",
              "      <td>157.04</td>\n",
              "      <td>87.90</td>\n",
              "      <td>4350732</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>6</th>\n",
              "      <td>6</td>\n",
              "      <td>2004-04-20</td>\n",
              "      <td>157.12</td>\n",
              "      <td>157.94</td>\n",
              "      <td>86.66</td>\n",
              "      <td>154.81</td>\n",
              "      <td>86.66</td>\n",
              "      <td>4456169</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>7</th>\n",
              "      <td>7</td>\n",
              "      <td>2004-04-21</td>\n",
              "      <td>155.70</td>\n",
              "      <td>156.17</td>\n",
              "      <td>86.70</td>\n",
              "      <td>155.90</td>\n",
              "      <td>87.25</td>\n",
              "      <td>4836076</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>8</th>\n",
              "      <td>8</td>\n",
              "      <td>2004-04-22</td>\n",
              "      <td>154.56</td>\n",
              "      <td>156.30</td>\n",
              "      <td>85.76</td>\n",
              "      <td>154.97</td>\n",
              "      <td>86.75</td>\n",
              "      <td>8355448</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>9</th>\n",
              "      <td>9</td>\n",
              "      <td>2004-04-23</td>\n",
              "      <td>155.42</td>\n",
              "      <td>156.46</td>\n",
              "      <td>86.39</td>\n",
              "      <td>155.91</td>\n",
              "      <td>87.27</td>\n",
              "      <td>5296107</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>10</th>\n",
              "      <td>10</td>\n",
              "      <td>2004-04-26</td>\n",
              "      <td>155.00</td>\n",
              "      <td>156.37</td>\n",
              "      <td>86.38</td>\n",
              "      <td>154.45</td>\n",
              "      <td>86.45</td>\n",
              "      <td>4742146</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>134.226600</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>11</th>\n",
              "      <td>11</td>\n",
              "      <td>2004-04-27</td>\n",
              "      <td>154.83</td>\n",
              "      <td>157.12</td>\n",
              "      <td>86.58</td>\n",
              "      <td>155.62</td>\n",
              "      <td>87.10</td>\n",
              "      <td>4987328</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>134.013892</td>\n",
              "      <td>134.146663</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>12</th>\n",
              "      <td>12</td>\n",
              "      <td>2004-04-28</td>\n",
              "      <td>154.23</td>\n",
              "      <td>155.39</td>\n",
              "      <td>86.24</td>\n",
              "      <td>154.41</td>\n",
              "      <td>86.43</td>\n",
              "      <td>4922476</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>133.709560</td>\n",
              "      <td>133.876239</td>\n",
              "      <td>134.006264</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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>13</th>\n",
              "      <td>13</td>\n",
              "      <td>2004-04-29</td>\n",
              "      <td>153.72</td>\n",
              "      <td>154.15</td>\n",
              "      <td>84.31</td>\n",
              "      <td>152.13</td>\n",
              "      <td>85.16</td>\n",
              "      <td>8120307</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>133.099527</td>\n",
              "      <td>133.326232</td>\n",
              "      <td>133.501155</td>\n",
              "      <td>133.633175</td>\n",
              "      <td>NaN</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>14</th>\n",
              "      <td>14</td>\n",
              "      <td>2004-04-30</td>\n",
              "      <td>152.04</td>\n",
              "      <td>152.36</td>\n",
              "      <td>84.14</td>\n",
              "      <td>150.59</td>\n",
              "      <td>84.29</td>\n",
              "      <td>5250397</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>132.425288</td>\n",
              "      <td>132.811200</td>\n",
              "      <td>133.043090</td>\n",
              "      <td>133.224685</td>\n",
              "      <td>133.359051</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>15</th>\n",
              "      <td>15</td>\n",
              "      <td>2004-05-03</td>\n",
              "      <td>150.52</td>\n",
              "      <td>151.20</td>\n",
              "      <td>83.37</td>\n",
              "      <td>150.34</td>\n",
              "      <td>84.15</td>\n",
              "      <td>6349325</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>131.680026</td>\n",
              "      <td>132.068220</td>\n",
              "      <td>132.455449</td>\n",
              "      <td>132.693221</td>\n",
              "      <td>132.882287</td>\n",
              "      <td>133.019421</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>2004-05-04</td>\n",
              "      <td>150.33</td>\n",
              "      <td>153.26</td>\n",
              "      <td>84.13</td>\n",
              "      <td>152.01</td>\n",
              "      <td>85.09</td>\n",
              "      <td>5702583</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>131.341447</td>\n",
              "      <td>131.520888</td>\n",
              "      <td>131.904486</td>\n",
              "      <td>132.279691</td>\n",
              "      <td>132.513336</td>\n",
              "      <td>132.701011</td>\n",
              "      <td>132.836231</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>2004-05-05</td>\n",
              "      <td>153.30</td>\n",
              "      <td>153.30</td>\n",
              "      <td>84.62</td>\n",
              "      <td>151.96</td>\n",
              "      <td>85.05</td>\n",
              "      <td>4604806</td>\n",
              "      <td>1.79</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>131.114096</td>\n",
              "      <td>131.247378</td>\n",
              "      <td>131.421024</td>\n",
              "      <td>131.797386</td>\n",
              "      <td>132.162002</td>\n",
              "      <td>132.391272</td>\n",
              "      <td>132.576740</td>\n",
              "      <td>132.709881</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>2004-05-06</td>\n",
              "      <td>150.17</td>\n",
              "      <td>151.86</td>\n",
              "      <td>83.74</td>\n",
              "      <td>150.59</td>\n",
              "      <td>84.47</td>\n",
              "      <td>4517779</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.803502</td>\n",
              "      <td>130.954964</td>\n",
              "      <td>131.089728</td>\n",
              "      <td>131.262086</td>\n",
              "      <td>131.640127</td>\n",
              "      <td>131.999271</td>\n",
              "      <td>132.227243</td>\n",
              "      <td>132.412922</td>\n",
              "      <td>132.545439</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>2004-05-07</td>\n",
              "      <td>149.56</td>\n",
              "      <td>152.38</td>\n",
              "      <td>83.77</td>\n",
              "      <td>150.31</td>\n",
              "      <td>84.31</td>\n",
              "      <td>5656140</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.403083</td>\n",
              "      <td>130.639733</td>\n",
              "      <td>130.790313</td>\n",
              "      <td>130.924711</td>\n",
              "      <td>131.093940</td>\n",
              "      <td>131.470032</td>\n",
              "      <td>131.821115</td>\n",
              "      <td>132.046282</td>\n",
              "      <td>132.231055</td>\n",
              "      <td>132.362203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>20</td>\n",
              "      <td>2004-05-10</td>\n",
              "      <td>149.34</td>\n",
              "      <td>150.20</td>\n",
              "      <td>82.57</td>\n",
              "      <td>148.11</td>\n",
              "      <td>83.06</td>\n",
              "      <td>7000250</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>129.797907</td>\n",
              "      <td>130.044147</td>\n",
              "      <td>130.298577</td>\n",
              "      <td>130.456572</td>\n",
              "      <td>130.597413</td>\n",
              "      <td>130.769327</td>\n",
              "      <td>131.156755</td>\n",
              "      <td>131.505846</td>\n",
              "      <td>131.732572</td>\n",
              "      <td>131.920307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>21</td>\n",
              "      <td>2004-05-11</td>\n",
              "      <td>148.65</td>\n",
              "      <td>150.25</td>\n",
              "      <td>83.00</td>\n",
              "      <td>148.52</td>\n",
              "      <td>83.30</td>\n",
              "      <td>6877450</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>129.331939</td>\n",
              "      <td>129.543622</td>\n",
              "      <td>129.785178</td>\n",
              "      <td>130.044632</td>\n",
              "      <td>130.204250</td>\n",
              "      <td>130.346790</td>\n",
              "      <td>130.517747</td>\n",
              "      <td>130.907601</td>\n",
              "      <td>131.251317</td>\n",
              "      <td>131.476847</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>22</td>\n",
              "      <td>2004-05-12</td>\n",
              "      <td>148.70</td>\n",
              "      <td>148.70</td>\n",
              "      <td>81.38</td>\n",
              "      <td>147.96</td>\n",
              "      <td>82.99</td>\n",
              "      <td>8834307</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>128.622234</td>\n",
              "      <td>128.929353</td>\n",
              "      <td>129.141539</td>\n",
              "      <td>129.383041</td>\n",
              "      <td>129.654203</td>\n",
              "      <td>129.818797</td>\n",
              "      <td>129.965898</td>\n",
              "      <td>130.138256</td>\n",
              "      <td>130.536429</td>\n",
              "      <td>130.877078</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>23</td>\n",
              "      <td>2004-05-13</td>\n",
              "      <td>147.94</td>\n",
              "      <td>149.01</td>\n",
              "      <td>82.47</td>\n",
              "      <td>148.64</td>\n",
              "      <td>83.36</td>\n",
              "      <td>4924986</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>128.237102</td>\n",
              "      <td>128.492575</td>\n",
              "      <td>128.788556</td>\n",
              "      <td>128.996168</td>\n",
              "      <td>129.232891</td>\n",
              "      <td>129.503212</td>\n",
              "      <td>129.667010</td>\n",
              "      <td>129.813655</td>\n",
              "      <td>129.984313</td>\n",
              "      <td>130.381081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>24</td>\n",
              "      <td>2004-05-14</td>\n",
              "      <td>147.71</td>\n",
              "      <td>148.90</td>\n",
              "      <td>82.28</td>\n",
              "      <td>147.30</td>\n",
              "      <td>82.61</td>\n",
              "      <td>5436899</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.819555</td>\n",
              "      <td>128.082984</td>\n",
              "      <td>128.330396</td>\n",
              "      <td>128.616756</td>\n",
              "      <td>128.820796</td>\n",
              "      <td>129.053676</td>\n",
              "      <td>129.324270</td>\n",
              "      <td>129.487831</td>\n",
              "      <td>129.634486</td>\n",
              "      <td>129.803858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>25</td>\n",
              "      <td>2004-05-17</td>\n",
              "      <td>145.41</td>\n",
              "      <td>146.65</td>\n",
              "      <td>81.41</td>\n",
              "      <td>145.80</td>\n",
              "      <td>81.77</td>\n",
              "      <td>5962200</td>\n",
              "      <td>1.78</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>127.433446</td>\n",
              "      <td>127.551316</td>\n",
              "      <td>127.822413</td>\n",
              "      <td>128.067538</td>\n",
              "      <td>128.349451</td>\n",
              "      <td>128.554036</td>\n",
              "      <td>128.787161</td>\n",
              "      <td>129.063459</td>\n",
              "      <td>129.229567</td>\n",
              "      <td>129.378588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>26</td>\n",
              "      <td>2004-05-18</td>\n",
              "      <td>146.71</td>\n",
              "      <td>147.43</td>\n",
              "      <td>82.22</td>\n",
              "      <td>146.70</td>\n",
              "      <td>82.28</td>\n",
              "      <td>4603551</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.204908</td>\n",
              "      <td>127.303875</td>\n",
              "      <td>127.423563</td>\n",
              "      <td>127.692148</td>\n",
              "      <td>127.931784</td>\n",
              "      <td>128.207076</td>\n",
              "      <td>128.408953</td>\n",
              "      <td>128.639141</td>\n",
              "      <td>128.915126</td>\n",
              "      <td>129.080829</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>27</td>\n",
              "      <td>2004-05-19</td>\n",
              "      <td>148.97</td>\n",
              "      <td>151.48</td>\n",
              "      <td>82.70</td>\n",
              "      <td>148.36</td>\n",
              "      <td>83.22</td>\n",
              "      <td>7773663</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.017557</td>\n",
              "      <td>127.238257</td>\n",
              "      <td>127.324685</td>\n",
              "      <td>127.431921</td>\n",
              "      <td>127.676975</td>\n",
              "      <td>127.898089</td>\n",
              "      <td>128.153957</td>\n",
              "      <td>128.343436</td>\n",
              "      <td>128.560695</td>\n",
              "      <td>128.824255</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>28</td>\n",
              "      <td>2004-05-20</td>\n",
              "      <td>148.42</td>\n",
              "      <td>149.93</td>\n",
              "      <td>83.22</td>\n",
              "      <td>149.04</td>\n",
              "      <td>83.58</td>\n",
              "      <td>4216949</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>126.835947</td>\n",
              "      <td>127.040263</td>\n",
              "      <td>127.247033</td>\n",
              "      <td>127.328366</td>\n",
              "      <td>127.430226</td>\n",
              "      <td>127.664641</td>\n",
              "      <td>127.877102</td>\n",
              "      <td>128.123756</td>\n",
              "      <td>128.307300</td>\n",
              "      <td>128.518299</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>29</td>\n",
              "      <td>2004-05-21</td>\n",
              "      <td>149.31</td>\n",
              "      <td>150.30</td>\n",
              "      <td>83.09</td>\n",
              "      <td>148.52</td>\n",
              "      <td>83.30</td>\n",
              "      <td>5365980</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>126.745194</td>\n",
              "      <td>126.871186</td>\n",
              "      <td>127.058892</td>\n",
              "      <td>127.250741</td>\n",
              "      <td>127.326837</td>\n",
              "      <td>127.422911</td>\n",
              "      <td>127.645483</td>\n",
              "      <td>127.848089</td>\n",
              "      <td>128.084134</td>\n",
              "      <td>128.260798</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>30</td>\n",
              "      <td>2004-05-24</td>\n",
              "      <td>149.58</td>\n",
              "      <td>149.74</td>\n",
              "      <td>82.74</td>\n",
              "      <td>148.48</td>\n",
              "      <td>83.27</td>\n",
              "      <td>3951893</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>126.579198</td>\n",
              "      <td>126.758709</td>\n",
              "      <td>126.877261</td>\n",
              "      <td>127.055312</td>\n",
              "      <td>127.238525</td>\n",
              "      <td>127.312189</td>\n",
              "      <td>127.405143</td>\n",
              "      <td>127.620722</td>\n",
              "      <td>127.817162</td>\n",
              "      <td>128.046439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>31</td>\n",
              "      <td>2004-05-25</td>\n",
              "      <td>147.87</td>\n",
              "      <td>151.57</td>\n",
              "      <td>82.74</td>\n",
              "      <td>151.20</td>\n",
              "      <td>84.80</td>\n",
              "      <td>5604573</td>\n",
              "      <td>1.78</td>\n",
              "      <td>2</td>\n",
              "      <td>...</td>\n",
              "      <td>126.706939</td>\n",
              "      <td>126.732047</td>\n",
              "      <td>126.887013</td>\n",
              "      <td>126.990154</td>\n",
              "      <td>127.150418</td>\n",
              "      <td>127.316394</td>\n",
              "      <td>127.380742</td>\n",
              "      <td>127.465112</td>\n",
              "      <td>127.665385</td>\n",
              "      <td>127.850407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>32</td>\n",
              "      <td>2004-05-26</td>\n",
              "      <td>151.09</td>\n",
              "      <td>151.45</td>\n",
              "      <td>84.17</td>\n",
              "      <td>150.59</td>\n",
              "      <td>84.46</td>\n",
              "      <td>4506377</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>126.794645</td>\n",
              "      <td>126.841333</td>\n",
              "      <td>126.852400</td>\n",
              "      <td>126.990280</td>\n",
              "      <td>127.082494</td>\n",
              "      <td>127.229986</td>\n",
              "      <td>127.383384</td>\n",
              "      <td>127.440712</td>\n",
              "      <td>127.518595</td>\n",
              "      <td>127.707270</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>33</td>\n",
              "      <td>2004-05-27</td>\n",
              "      <td>151.28</td>\n",
              "      <td>151.84</td>\n",
              "      <td>84.11</td>\n",
              "      <td>151.00</td>\n",
              "      <td>84.69</td>\n",
              "      <td>4282952</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.082061</td>\n",
              "      <td>126.937838</td>\n",
              "      <td>126.968149</td>\n",
              "      <td>126.967430</td>\n",
              "      <td>127.090708</td>\n",
              "      <td>127.173441</td>\n",
              "      <td>127.309772</td>\n",
              "      <td>127.452031</td>\n",
              "      <td>127.502940</td>\n",
              "      <td>127.574897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>34</td>\n",
              "      <td>2004-05-28</td>\n",
              "      <td>150.82</td>\n",
              "      <td>151.44</td>\n",
              "      <td>84.37</td>\n",
              "      <td>151.00</td>\n",
              "      <td>84.69</td>\n",
              "      <td>3351175</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.228528</td>\n",
              "      <td>127.185679</td>\n",
              "      <td>127.035177</td>\n",
              "      <td>127.055302</td>\n",
              "      <td>127.047234</td>\n",
              "      <td>127.160727</td>\n",
              "      <td>127.237068</td>\n",
              "      <td>127.365706</td>\n",
              "      <td>127.500253</td>\n",
              "      <td>127.546809</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>35</td>\n",
              "      <td>2004-06-01</td>\n",
              "      <td>149.99</td>\n",
              "      <td>150.81</td>\n",
              "      <td>83.46</td>\n",
              "      <td>150.19</td>\n",
              "      <td>84.24</td>\n",
              "      <td>5108978</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.421012</td>\n",
              "      <td>127.307059</td>\n",
              "      <td>127.261631</td>\n",
              "      <td>127.112454</td>\n",
              "      <td>127.124728</td>\n",
              "      <td>127.111595</td>\n",
              "      <td>127.214988</td>\n",
              "      <td>127.284847</td>\n",
              "      <td>127.404933</td>\n",
              "      <td>127.531066</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>36</td>\n",
              "      <td>2004-06-02</td>\n",
              "      <td>151.10</td>\n",
              "      <td>151.10</td>\n",
              "      <td>84.02</td>\n",
              "      <td>149.98</td>\n",
              "      <td>84.11</td>\n",
              "      <td>4092580</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>127.810169</td>\n",
              "      <td>127.486808</td>\n",
              "      <td>127.374545</td>\n",
              "      <td>127.327000</td>\n",
              "      <td>127.178247</td>\n",
              "      <td>127.184599</td>\n",
              "      <td>127.167490</td>\n",
              "      <td>127.263305</td>\n",
              "      <td>127.328224</td>\n",
              "      <td>127.441831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>37</td>\n",
              "      <td>2004-06-03</td>\n",
              "      <td>149.74</td>\n",
              "      <td>150.17</td>\n",
              "      <td>83.51</td>\n",
              "      <td>148.89</td>\n",
              "      <td>83.51</td>\n",
              "      <td>3150029</td>\n",
              "      <td>1.78</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>128.003956</td>\n",
              "      <td>127.794037</td>\n",
              "      <td>127.488664</td>\n",
              "      <td>127.381498</td>\n",
              "      <td>127.335551</td>\n",
              "      <td>127.191639</td>\n",
              "      <td>127.196719</td>\n",
              "      <td>127.179284</td>\n",
              "      <td>127.271439</td>\n",
              "      <td>127.334065</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>38</td>\n",
              "      <td>2004-06-04</td>\n",
              "      <td>149.91</td>\n",
              "      <td>150.84</td>\n",
              "      <td>83.65</td>\n",
              "      <td>149.25</td>\n",
              "      <td>83.71</td>\n",
              "      <td>3978356</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>128.076491</td>\n",
              "      <td>127.997446</td>\n",
              "      <td>127.801949</td>\n",
              "      <td>127.514282</td>\n",
              "      <td>127.411138</td>\n",
              "      <td>127.365672</td>\n",
              "      <td>127.225360</td>\n",
              "      <td>127.227699</td>\n",
              "      <td>127.208775</td>\n",
              "      <td>127.295834</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>39</td>\n",
              "      <td>2004-06-07</td>\n",
              "      <td>151.28</td>\n",
              "      <td>151.69</td>\n",
              "      <td>84.14</td>\n",
              "      <td>151.08</td>\n",
              "      <td>84.74</td>\n",
              "      <td>4460667</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>128.219687</td>\n",
              "      <td>128.153035</td>\n",
              "      <td>128.069938</td>\n",
              "      <td>127.882794</td>\n",
              "      <td>127.606506</td>\n",
              "      <td>127.502817</td>\n",
              "      <td>127.454272</td>\n",
              "      <td>127.312209</td>\n",
              "      <td>127.308250</td>\n",
              "      <td>127.284693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>40</td>\n",
              "      <td>2004-06-08</td>\n",
              "      <td>151.09</td>\n",
              "      <td>154.26</td>\n",
              "      <td>84.51</td>\n",
              "      <td>153.47</td>\n",
              "      <td>86.08</td>\n",
              "      <td>5648714</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>128.618374</td>\n",
              "      <td>128.486483</td>\n",
              "      <td>128.406861</td>\n",
              "      <td>128.300804</td>\n",
              "      <td>128.113579</td>\n",
              "      <td>127.839719</td>\n",
              "      <td>127.727658</td>\n",
              "      <td>127.669473</td>\n",
              "      <td>127.515876</td>\n",
              "      <td>127.498422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>41</td>\n",
              "      <td>2004-06-09</td>\n",
              "      <td>153.24</td>\n",
              "      <td>154.34</td>\n",
              "      <td>85.86</td>\n",
              "      <td>153.56</td>\n",
              "      <td>86.13</td>\n",
              "      <td>5474136</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>129.038694</td>\n",
              "      <td>128.887429</td>\n",
              "      <td>128.743300</td>\n",
              "      <td>128.653438</td>\n",
              "      <td>128.528552</td>\n",
              "      <td>128.341015</td>\n",
              "      <td>128.068910</td>\n",
              "      <td>127.949575</td>\n",
              "      <td>127.882963</td>\n",
              "      <td>127.718989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>42</td>\n",
              "      <td>2004-06-10</td>\n",
              "      <td>153.81</td>\n",
              "      <td>154.70</td>\n",
              "      <td>85.94</td>\n",
              "      <td>154.20</td>\n",
              "      <td>86.48</td>\n",
              "      <td>3628260</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>129.297531</td>\n",
              "      <td>129.213999</td>\n",
              "      <td>129.060219</td>\n",
              "      <td>128.909633</td>\n",
              "      <td>128.814153</td>\n",
              "      <td>128.678593</td>\n",
              "      <td>128.490926</td>\n",
              "      <td>128.219919</td>\n",
              "      <td>128.096301</td>\n",
              "      <td>128.024654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>43</td>\n",
              "      <td>2004-06-14</td>\n",
              "      <td>153.48</td>\n",
              "      <td>154.39</td>\n",
              "      <td>85.68</td>\n",
              "      <td>153.52</td>\n",
              "      <td>86.11</td>\n",
              "      <td>4310984</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>129.523164</td>\n",
              "      <td>129.454997</td>\n",
              "      <td>129.362395</td>\n",
              "      <td>129.209857</td>\n",
              "      <td>129.056973</td>\n",
              "      <td>128.958545</td>\n",
              "      <td>128.816166</td>\n",
              "      <td>128.630603</td>\n",
              "      <td>128.363346</td>\n",
              "      <td>128.237127</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>44</td>\n",
              "      <td>2004-06-15</td>\n",
              "      <td>154.24</td>\n",
              "      <td>155.47</td>\n",
              "      <td>86.26</td>\n",
              "      <td>154.33</td>\n",
              "      <td>86.56</td>\n",
              "      <td>4715682</td>\n",
              "      <td>1.78</td>\n",
              "      <td>2</td>\n",
              "      <td>...</td>\n",
              "      <td>129.817123</td>\n",
              "      <td>129.748715</td>\n",
              "      <td>129.668292</td>\n",
              "      <td>129.563514</td>\n",
              "      <td>129.409837</td>\n",
              "      <td>129.252037</td>\n",
              "      <td>129.148884</td>\n",
              "      <td>128.996840</td>\n",
              "      <td>128.811768</td>\n",
              "      <td>128.546424</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>45</td>\n",
              "      <td>2004-06-16</td>\n",
              "      <td>153.85</td>\n",
              "      <td>155.01</td>\n",
              "      <td>86.13</td>\n",
              "      <td>154.08</td>\n",
              "      <td>86.41</td>\n",
              "      <td>3290402</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.010976</td>\n",
              "      <td>129.940674</td>\n",
              "      <td>129.866786</td>\n",
              "      <td>129.781906</td>\n",
              "      <td>129.672677</td>\n",
              "      <td>129.520068</td>\n",
              "      <td>129.361303</td>\n",
              "      <td>129.256616</td>\n",
              "      <td>129.100692</td>\n",
              "      <td>128.917051</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>46</td>\n",
              "      <td>2004-06-17</td>\n",
              "      <td>154.27</td>\n",
              "      <td>154.38</td>\n",
              "      <td>86.11</td>\n",
              "      <td>154.16</td>\n",
              "      <td>86.46</td>\n",
              "      <td>4372489</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.355188</td>\n",
              "      <td>130.139814</td>\n",
              "      <td>130.067274</td>\n",
              "      <td>129.989726</td>\n",
              "      <td>129.902005</td>\n",
              "      <td>129.789982</td>\n",
              "      <td>129.640128</td>\n",
              "      <td>129.481993</td>\n",
              "      <td>129.376693</td>\n",
              "      <td>129.218013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>47</td>\n",
              "      <td>2004-06-18</td>\n",
              "      <td>153.75</td>\n",
              "      <td>154.78</td>\n",
              "      <td>85.95</td>\n",
              "      <td>153.51</td>\n",
              "      <td>86.10</td>\n",
              "      <td>6768457</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.662432</td>\n",
              "      <td>130.488086</td>\n",
              "      <td>130.285912</td>\n",
              "      <td>130.213395</td>\n",
              "      <td>130.134331</td>\n",
              "      <td>130.045796</td>\n",
              "      <td>129.933152</td>\n",
              "      <td>129.788856</td>\n",
              "      <td>129.633885</td>\n",
              "      <td>129.529385</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>48</td>\n",
              "      <td>2004-06-21</td>\n",
              "      <td>154.09</td>\n",
              "      <td>154.14</td>\n",
              "      <td>85.38</td>\n",
              "      <td>152.54</td>\n",
              "      <td>85.55</td>\n",
              "      <td>4020196</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>130.859511</td>\n",
              "      <td>130.664242</td>\n",
              "      <td>130.501872</td>\n",
              "      <td>130.311478</td>\n",
              "      <td>130.242061</td>\n",
              "      <td>130.165759</td>\n",
              "      <td>130.080075</td>\n",
              "      <td>129.970659</td>\n",
              "      <td>129.831461</td>\n",
              "      <td>129.680868</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>49</td>\n",
              "      <td>2004-06-22</td>\n",
              "      <td>152.17</td>\n",
              "      <td>153.81</td>\n",
              "      <td>85.21</td>\n",
              "      <td>153.44</td>\n",
              "      <td>86.06</td>\n",
              "      <td>4340168</td>\n",
              "      <td>1.78</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>131.085837</td>\n",
              "      <td>130.856393</td>\n",
              "      <td>130.675866</td>\n",
              "      <td>130.524052</td>\n",
              "      <td>130.344243</td>\n",
              "      <td>130.277534</td>\n",
              "      <td>130.203622</td>\n",
              "      <td>130.120470</td>\n",
              "      <td>130.013974</td>\n",
              "      <td>129.879638</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 235 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d761091c-b954-4e9d-a16d-2342461619f6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-d761091c-b954-4e9d-a16d-2342461619f6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-d761091c-b954-4e9d-a16d-2342461619f6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "  </div>\n",
              "\n",
              "\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3c5dc147-e3b8-4590-b812-e1684b1ef51d')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "  }\n",
              "\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
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              "    border: none;\n",
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              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
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              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "        document.querySelector('#df-3c5dc147-e3b8-4590-b812-e1684b1ef51d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "interval = 10\n",
        "indicators = [\"RSI\", \"WILLR\", \"SMA\", \"EMA\", \"WMA\", \"HMA\", \"TEMA\", \"CCI\", \"CMO\", \"MACD\", \"PPO\", \"ROC\", \"MFI\", \"ADX\", \"VWAP\"]\n",
        "\n",
        "for ind in indicators:\n",
        "  plot_df = pd.DataFrame()\n",
        "  plot_df[\"Close\"] = df[\"Close\"]\n",
        "\n",
        "  col_name = \"\"\n",
        "\n",
        "  if f\"{ind}_ta_{interval}\" in df:\n",
        "    plot_df[f\"{ind}_{interval}\"] = df[f\"{ind}_ta_{interval}\"]\n",
        "    col_name = f\"{ind}_ta_{interval}\"\n",
        "\n",
        "  elif f\"{ind}_talib_{interval}\" in df:\n",
        "    plot_df[f\"{ind}_{interval}\"] = df[f\"{ind}_talib_{interval}\"]\n",
        "    col_name = f\"{ind}_talib_{interval}\"\n",
        "\n",
        "  elif f\"{ind}_{interval}\" in df:\n",
        "    plot_df[f\"{ind}_{interval}\"] = df[f\"{ind}_{interval}\"]\n",
        "    col_name = f\"{ind}_{interval}\"\n",
        "\n",
        "  plot_df[[\"Close\", f\"{ind}_{interval}\"]][100:200].plot(figsize=figsize)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ziIsgsBQufL8",
        "outputId": "13f8e56c-c2a3-42ff-f8d0-cb595d2eff4d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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yeh47DuawJjmDNckZ7D2Sf9y+EYE+jOjUgpGdIjm9YwtC/TUz1FQo+NEHb5fS70BEGpKD2YV8vSKZNckZ3DGiLf1aV/+DubsqKLbyzcq9ZOUXVyidHOrvTZi/DwdzCrnjs5UczC4kNtSPT24eSIeo4Bqfb9H2Q9z40XKKrDZ8vDw4t3s0V/aPY3DbiCYTCGTkFfHgV2vYeSiXfvHN6N8mnAFtmtGuRVCT+R4bgoPZhawtDYQct6NTCT09LPSLb8bIzpGM6hxJ2xaBeNdwbZe4noIfffB2Kf0ORMTV7HY7y3cd4bMlu/ltwwGKreatzsMC94zqwH2j2td4Ebu7KLHauOOzVfyxOfWU+3aODubjmwbWelYGYPWeIySm5nB2t6g6bxAq7qPYamPFriPM3ZrGnC1pJKblHLfPiXokDWgTzgW9YhUcNWAKfvTB26X0OxARV8kpLGHa6n18tng3W1Ozyx7vEx9GdIhfWcWoPvFhvH5lb1pHVF6FzGHnwRzmbEmjZZg/AxPCiXDSAvjqyCsqYe+RfPYcziP5SB5enh5c3Du2you5rTY701bv488tadw+oi09W4Wd8jV2u53Hpm1g6rI9+Hp5cH7PWLILisnILyYrv5iMvGIy84vJL7YyslMLXr+qj1KIpFFJTs8rC4QW7ThMYcnxTV+P1jLMnwmnt+WK/nGnrNYn9U/BTyP94H3jjTfyySefAODl5UWrVq24/PLLeeaZZ8q+l3nz5vH000+zZs0aCgoKaNmyJUOHDuX999/Hx8eHuXPnMnLkSI4cOUJYWNhJz1dQUMAdd9zBypUr2bx5M+effz7Tp08/br+5c+cyceJENm7cSFxcHI8//jg33njjSY/bWH8HItL42Gx2Vuw+wrTVe/lxzX5yS6tB+Xl7cHHvllw7uDXdW5oeLz+u3c8/pq0nu6CEQB9PnrqwG5f1a1WhTG5BsZXfNhxg6rJkliWlVzhXh8ggBrUNZ1BCBIPahleo2FUTBcVWDmYXkppVQFrpfWpWIfsz8tmTnsfeI3kcyik67nVhAd7cdlpbbhzahsCjKqMdzW63M3frQV6asaWsH46ftweTr+rD2d2iTzquybMTeW3WNiwWeGd8P87pXvn+xVabroZLo2e12cnKNwF9Rn4xGXlFZJZ+fSCzgG9W7OVQjukbFRHow83DE7h2cOsTBvwFxVZ2H84jxN+LmNCq9a6S2qlO8FP5X0xxmXPOOYePPvqI4uJiVq5cyQ033IDFYuGll15i06ZNnHPOOdx7771MnjwZf39/EhMT+e6777Bajy/9eCpWqxV/f3/uu+8+vvvuu0r3SUpK4rzzzuOOO+7g888/Z/bs2dx6663ExMQwZsyY2n67IiI1tvNgDtNW72Pa6n0VFje3bRHIdYNbc2nfVsd9OLmwVyz9Wjfjwa/WsCwpnb99u465Ww/y/CXdOZBZwJfL9jBt9T6yCsqriw1pF8HhnCK2pGSTmJZDYloOny3ZU3ausd1juH5IayJDTh0I2Wx25m5L48MFu9iwP7OsYeWphPh5lfU12ZaazY6Dubwycyv/XZDEHSPact3gNhWuRq9NzuDF3zazZGd62evbtghiTXIGt3+2kn+e35UbhyVUeq6vlyfz2izToPTpC7udMPABFPhIk+DpYaFZoA/NTlA2/f4zO/DNyr28O28He4+Y8ulT5u7g2iGt6RffjF2Hc0k6ZG67DuWyP9NUoPOwwMW9W3LfmR1O2OtK6p97zPzY7VCc54KRAt4Bpt5iFdx4441kZGRUmH0ZN24cSUlJrFq1itdff5033niDpKSkEx6jOjM/pzo3wN///nd++eUXNmzYUPbYVVddRUZGBjNmzKj0WJr5EZG6kplfzI9r9vHdqn2sSc4oezzI14tzu0dzad9WDG4bfsqGh1abnXfn7+C137dRYrMT4ONZoX9IyzB/rhwQx+X9W5VduU3PLWJZUjpLkw6zdGc6m1OycLyDentauKBnLDcPTyibZTpaYYmVH9bs5/35O49ba+Dj5UFUiC9RwX5EhfgRGeJLTKgfcc0CiAsPIK5ZAKEB5UGc1Wbnx7X7eOOPRHYdNu9tLYJ9ueuMdgxr35w3Zifyy7oDZce+cWgb7jqjHYG+Xjz5wwamLksG4NbhCTw2tkuFRfZ/bknj1k9XYLXZueuMdjxyTudT/UpE3EaJ1cZP6/bzztwdbEs9fs3Q0YJ9vcpKqnt6WBjXtyX3jupQ48a0BcVW/rsgiYXbD/HY2C6V/p1xZ3U68zN//nxeeeUVVq5cyYEDB5g2bRoXX3xxhX02b97M3//+d+bNm0dJSQldu3blu+++Iz4+HjAfjh966CG+/PJLCgsLGTNmDP/5z3+Iioqq7nCqpjgPXoitm2OfymP7wadm0f6GDRtYtGgRrVu3BiA6OpoDBw4wf/58Tj/9dGeO8oQWL17M6NGjKzw2ZswYHnjggXo5v4iIw7q9GUz4dGVZXw9PDwundWjOpX1bcVaXqGrl4Xt6WLjrjPYMb9+cB740lbe8PS2c1TWKqwbEM6x98+NKHocH+nBO9+iymZDMvGLmJx7k08W7WL7rCN+v3sf3q/cxKCGcW4YncGaXKHIKS/hi6R4+WphEWrZJmwny9eKaQfFc3LslLcP8CfH3qlZ3ek8PC5f0acUFPWP5ftU+Js9JZO+RfJ7+aVPZPhYLXNKnJRPP6kirZuUftl64pAetmgXwysytfLAgiX0Z+fz7yt74eXuyNjmDuz5fhdVm59K+LfnbmE5VHpOIO/Dy9OCSPq24qFdL/ticykcLd5GRX0zb5oG0aR5AQvMgEpoH0CYikPBAHzbsy+K1WVv5c+tBvl6xl+9X7eOKAXHcM7I9sWFVS4ez2ez8uHY/L8/YUjajdOsnK/jx3mG1Trt1V9UOfnJzc+nVqxc333wzl1566XHP79ixg+HDh3PLLbfw9NNPExISwsaNGyvMADz44IP88ssvfPPNN4SGhnLPPfdw6aWXsnDhwtp9N03Azz//TFBQECUlJRQWFuLh4cFbb70FwOWXX87MmTMZMWIE0dHRDB48mDPPPJPrr7/+lFFuTaWkpBwXlEZFRZGVlUV+fj7+/splFZG698OafTzy7ToKS2y0jgjgusGtubB3bK3f/Hu2CuPn+4bzV+Ih+rVuRvNqFDQIDfDmgl6xXNArlrXJGfx3QRK/rj/A0qR0lialExfuz5Hc4rLyulEhvtw8LIGrB8UT4oTO816eHlwxII6L+7Tkm5XJvDVnOwcyCxjRsQV/P6czXWOPf1+wWCzcPbI9rZr587dv1vHbhhRSs5bw+Pldue2TFeQXWzm9YwteGtezWgGZiDvx8LBwdrfoU66d69EqlI9uGsjK3Ud4/Y9t/JV4iC+W7uHbFXsZ168lZ3SKZGCb8BOm2y1LSuf5Xzaxdm8mALGhfnh7ebD7cB53fraKL24bhK+Xii9UV63S3iwWy3EzP1dddRXe3t7873//q/Q1mZmZtGjRgi+++ILLLrsMgC1bttClSxcWL17M4MGDj3tNYWEhhYWFZV9nZWURFxfXJNPe9u3bxzvvvENubi7//ve/8fLy4oMPPqiw3759+5gzZw5Lly7l+++/x9PTk2XLlhETE+P0tLeOHTty0003MWnSpLLHfv31V8477zzy8vIqDX6U9iYizmK12U1+/bwdAIzqHMkbV/WucqWz+nYgM59PFu1m6rI9ZOab9Twdo4K47bS2XNS7JT5edbdGprDESkpmwSkr2Dks2XmYCZ+uKFvfBNC9ZQhfThhC0AmKKIhIzS3deZjXZm1j6TGFVDpHBzO4bQSDEsIZmBBOdkEJ//fbFmZsNNUpA308uWtke24ZnsD+jHwuensh2QUlXD0wjhcu6aELFbiw4IHNZuOXX37hkUceYcyYMaxevZqEhAQmTZpUFiCtXLmS4uLiCqlUnTt3Jj4+/oTBz4svvsjTTz9d84FZLDVOPatvgYGBtG/fHoAPP/yQXr168d///pdbbrmlbJ+WLVty3XXXcd111/Hss8/SsWNHpkyZUruf0QlER0eTmlqxx0NqaiohISGa9RGROpVVUMwDX65hzpY0AO48ox0Pn93puHS0hiQm1J9Hz+3MfWe254/NaTQL8GZ4++b18uHE18uzyoEPwOC2EXx/11Bu/Gg5e4/kExfuz4c3DlDgI1JHBrWN4MsJg1m887CZJd6ZTmJaDltSstmSks3Hi3YBJrXVarPjYYGrBsbz4OiOtAg2s9JtWwTx5tV9uOnj5UxdlkzX2FCuG9zahd9V4+PUv3BpaWnk5OTwf//3fzz33HO89NJLzJgxg0svvZQ///yTESNGkJKSgo+Pz3GzElFRUaSkpFR63EmTJjFx4sSyrx0zP02dh4cHjz32GBMnTuSaa66pNNho1qwZMTEx5Obm1skYhgwZwq+//lrhsVmzZjFkyJA6OZ+ICEDSoVxu/WQ5Ow7m4uvlwcuX9eSi3i1dPawqC/Dx4sJeLlprWg3tI4OZfvcwpq/ex9geMVpDIFLHLBYLQ9s1Z2i75gAcyilkWVI6S3aaQipbU7Ox2uyM6NiCx8Z2oVN08HHHOKNTJI+M6cxLM7bw9I8b6RgZxKC2EfX9rTRaTp/5Abjooot48MEHAejduzeLFi1iypQpjBgxokbH9fX1xde3/hvLNQSXX345f/vb33j77bcJDg5mzZo1XHLJJbRr146CggI+/fRTNm7cyJtvvlmj42/atImioiLS09PJzs5mzZo1gPm9Adxxxx289dZbPPLII9x8883MmTOHr7/+ml9++cVJ36GIiFFstbH7cB6r9xzh2Z83kVVQQnSIH+9d369KjTmlZpoH+XLraW1dPQwRt9Q8yJexPWIY2yMGMFUls/KLT1ka+44Rbdl0IIuf1u7nrs9X8eO9w2lZxSIK7s6pwU/z5s3x8vKia9euFR7v0qULCxYsAEwaVVFRERkZGRVmf1JTU4mOPvnCMXfk5eXFPffcw8svv8y0adNYsGABd9xxB/v37ycoKIhu3boxffr0GgeWY8eOZffu3WVf9+nTBzDN8QASEhL45ZdfePDBB3njjTdo1aoVH3zwgXr8iAir9xxhyrwdFFvthAV4Ex5g+mQ0C/AhPNCbsAAffE+wxsUOpGQWkJiaw7a0bLan5rDzUA7F1vJlqH3iw3j32n5V6p8jItIUhAf6EH6CAghHs1gsvDyuJzsP5rBxfxYTPl3Bt3cMrVbVS3fl9IIHQ4cOpV27dhUKHlxyySX4+/vzxRdflBU8mDp1KuPGjQNg69atdO7c+YRrfo5V7T4/Uq/0OxBp2rIKinllxlY+W7obZ3eKC/DxpENkEMPaN+f+0R1UyUhE5CT2HsnjwrcWkp5bxIW9Ynnjqt5uWQChTgse5OTksH379rKvk5KSWLNmDeHh4cTHx/O3v/2NK6+8ktNPP52RI0cyY8YMfvrpJ+bOnQtAaGgot9xyCxMnTiQ8PJyQkBDuvfdehgwZUqXAR0REXMNut/Pr+hSe+mkjB0t71lzatyWDEyJIzyviSG4R6blFHMkr4kheMUdyiyiy2k54vIhAHzpEBdMhMoiOUcF0iAoiNtS/QtNNERE5sVbNAvjP+L5c+8FSfly7n983pRAR6Et4oJmJjyidSYoI8mFExxZ0i1Vz1GrP/DhKKR/rhhtu4OOPPwZMlbIXX3yRvXv30qlTJ55++mkuuuiisn0dTU6nTp1aoclpVdPeNPNTNeeeey5//fVXpc899thjPPbYY3VyXv0ORJqe5PQ8nvhhA3O3HgSgbfNAnruke9miXRERcZ2vlu/hiR82UlRy4gtOAH3jw7h2cGvG9ojBz7vpzKxXZ+anVmlvrqLgp2r27dtHfn5+pc+Fh4cTHh5eJ+fV70Ck6Six2vhgQRKv/7GNgmIbPp4e3HlGO+48o12TeuMUEWns8opKOJRdxOHcQtJLZ+Idt6RDuczZkkaJzXzsbxbgzRUD4hg/sDXxEQEuHnntuazPjzQsLVs2nrKwItLwHMkt4p6pq1i4/TAAg9uG8/wlPWjXIsjFIxMRkWMF+HgRH+F1wmAmLbuAr5cn88XSPezPLODdeTt5b/5ORnRswfVDWnNGx0i3SDtussGPo+y21D/97EUavy0pWdz26QqS0/MJ8PHkqQu7cXm/Vm65kFZEpCmIDPbjnlEduGNEO+ZsSeOzpXuYv+0gc7eaW+uIAK4b3JrL+8cR6u99wuPY7Xa2peYwZ0sae9LzePHSHvX4XdRek0t7s9lsJCYm4unpSYsWLfDx8dGbdT2x2+0UFRVx8OBBrFYrHTp0wMOj8jK3ItJw/bb+AA99s5a8Iitx4f68f31/OkefPI1AREQan12HcvlsyW6+XpFMVkEJAP7enlzatyU3DG1DxyjTZDW/yMqiHYeYsyWNuVsPsi+jfFnFsn+c6fIGyW695gegqKiIAwcOkJeX54LRSUBAADExMfj4nLpOvYg0HDabndf/2MbkOaai57D2Ebx1dV+aVaHnhIiINF55RSVMW72PTxbtYltqTtnjQ9tF4OPlweIdhyk8qpiCr5cHQ9tFMKpzJBf2bnnSmaL64PbBD5hZiJKSEqxWaz2Pzr15enri5eWl2TaRRia7oJgHv1rLH5tTAbhleAKTzu2Ml6dmb0VE3IXdbmfxzsN8umg3v29KwXZUlNAyzJ9RnSMZ1TmSwW0jGlRDVRU8wDRg9fb2xtvbtZGoiEhDt35vJhO/XkNiWg4+Xh68eEkPxvVr5ephiYhIPbNYLAxt15yh7ZqzLyOf6av34eVhYWTnSDpEBjWJi9tNNvgREZGT27g/k9f/SGTWJjPbExXiy7vX9ad3XJhrByYiIi7XMsyfu0e2d/UwnE7Bj4iIm9mSksXrsxKZsTEFAA8LXNS7JZPO7UxkiHpziYhI06XgR0TETSSmZvP67ER+WXcAAIsFLugZy31ndqB9pHr3iIhI06fgR0SkicopLGHFrnSWJqWzdOdhVidn4Chxc17PGO4/s0NZGVMRERF3oOBHRKSJyC4oZsWuIyxJOsySnels2JeJ1VaxoOc53aK5f3QHusSob4+IiLgfBT8iIvUsr6iEqcuSsdnsnNsjmlbNAmp0nIJiK6t2H2HRjsMs3HGIdXuPD3ZaNfNnUEIEg9uGM6RdRI3PJSIi0hQo+BERqUcrdqXz0Ddr2X3YNGF+/tfN9GvdjAt6xjC2Z8wJu2Tb7XYO5RSRmJrNqj0m4Fmx+whFRzWdA4gPD2Bw23AGt41gUNsIWob51/n3JCIi0lg02SanIiINSUGxlX/9vpUPFiRht0NMqB+tIwJYmpRetg7HwwKD20ZwQa9Y4poFkJiWTWJaDomp5j4jr/i440YG+zKsfXOGtovQzI6IiLglNTkVEbe0as8RVu0+wphu0cSFN5wgYE1yBg99vYYdB3MBuLxfK564oCshft6kZRXwy/oD/LR2P6v2ZLBox2EW7Thc6XEsFmgdHkCXmJDSYKc57VoENommcyIiIvVBMz8i0iQUFFsZ/OJsMvKKsVhgePvmXDUgnrO6RuHj5eGSMRWV2Jg8O5F35u3AarPTItiX/7u0B2d2iap0/+T0PH5Zf4Bf1x8gp6CE9pFBdIgKomNUMO0jg2jXIgg/b896/i5EREQaturEBgp+RKRJ+HpFMo98uw5fLw8Kj1oHEx7ow7i+LblyQHy99bIpKLbyy7oDvDd/J1tTswG4sFcsT1/YjWaBPvUyBhEREXehtDcRcSt2u53/Ld4NwP2jO3B+j1i+XpHMNyuTSc0q5P2/knj/ryQGJoQz4bS2nNklsk5SxZIO5fL5kt18u2pv2fqc8EAfnru4O2N7xDj9fCIiIlI9mvkRkUZv9Z4jXPKfRfh4erB40igignwBKLHamLv1IF8u38OcLWk4qkB3jg7mrpHtOa9HDJ4etQuCSqw2/ticymdL9rBg+6Gyx1uG+XP1wDiuGdSacM32iIiI1BnN/IiIW3HM+pzfK6Ys8AHw8vRgdNcoRneNIiWzgI8X7eKzJbvZkpLNfVNX89rvW7nzjHZc0qdVjdYF/b4xhX/+uJEDmQWAKUhwRscWXDu4NWd0iqx1YCUiIiLOpZkfEWnUDuUUMvTFORRZbUy/exi948JOun9mXjGfLN7FhwuTylLTYkL9mHB6W64eGF+lggJ5RSU8+/Nmpi7bA0DzIB+u6B/H1QPjG1SVOREREXegggcibsZmszNjYwrvzN3B4ZxCLuzdkvGD3OOD+Nt/bueVmVvp2SqUH+8ZXuXX5RaWMHXZHt6bv5O07EIAmgf5cseItlwzKJ4An8onxtftzeCBL9ew81AuFgtMOK0tE8/uiK+XqrCJiIi4goIfETdhtdn5df0B3pyTyLbUnArPWSwwslMk1w6OZ0THppmCZbXZOf3lP9mXkc8rl/Xk8v5x1T5GYYmVb1fu5Z25O9h7JB+AiEAfJpzelmsHtybQ16vsXFPm7eDfs7ZRYrMTHeLHa1f0Ymj75k79nkRERKR6FPyINHFWm52f1+3nzTnb2Z5mgp5gXy9uGtaGLjEhfLFsD38lli++b9XMn/GDWnNF/1YV1sQ0dr9vTGHC/1bSLMCbxZPOrFUPnGKrjWmr9vHWn9vZk54HmEptt56WwOguUTw+fQPLktIBOK9HDM9f0p2wABUyEBERcTUFPyJNSF5RCalZhaRmFZCaVcD+jAK+WZHMzkO5AIT4eXHL8LbcOKwNof7eZa9zlF3+ZuVeMvPN2hYfLw+uHhDHHWe0IybU3yXfjzNd99+l/JV4iNtHtGXSuV2ccsxiq40f1uznrTmJ7DqcV+G5QB9Pnr6oO+P6tqyTUtkiIiJSfQp+RBqpQzmFzN6cyh+b09h5MIe0rEKyC0sq3TcswJtbhydw/dA2hPh5V7oPQH6RlZ/W7eezJbtZtzcTAB9PD64Y0Io7z2hPy7DGGQTtOJjDmf+ah8UC8/820unrm0qsNn4qnV3beTCXPvFhvH5lb1pHBDr1PCIiIlI7Cn5EGpFdh3KZtSmV3zelsGL3ESr7Hxng40lUiB+Rwb5EhfjRo2UoVw+KJ8i36tXq7XY7i3cc5vXZiWXpW96eFi7vH8edI9o1uuIIT/24kY8X7eLMzpH898YBdXYeq83OttRsOkQG4eVZ/XLYIiIiUrcU/LgZx4ezNckZrE3OoMhqo2NUMB2jgugYFUzLMP9KU3SKrTaS0/PYeTCXpEO55BSW0Cc+jP5twqv1oVqqL6+ohPfnJ/HL+v3HFSro0TKUs7tG0a91M6JC/YgK8XP672PxjsO8MXsbS3aaIMjLw8IFvWJp2zyQ0ABvQv29CfHzJsTfbEcE+tCsATXqzC0sYfALs8kuLOGTmwcyomMLVw9JREREXERNTpu4QzmFrNiVzurkDNbsyWD9vkzyiqwn3D/Qx5MOUcF0igomyM+LXYdy2Xkolz3peVhtx8e+nh4WurcMZXBCOIPahtO/TfhJ06qkepbuPMzfvl1Xtqje08PC4LbhnN01mtFdo+olDW1IuwiGtBvC0p2HmTwnkYXbDzNt9b6TvmZw23BuHJrAWV2jXF45bvqafWQXltAmIoDTVG1NREREqkgzP42E3W5n8c7DfLZkNzM3ph4XtAT6eNKzVRi948MI8PZkW1oOianZ7DiYQ7H1xL9if29PEpoH0rZFID6eHizfnU5yen6FfTws0DU2hG4xoXSKDqZzTDCdo0MIb0AzAY1BfpGVl2du4eNFu7DbITbUj4lnd+KsLlGEBrg2uFy5O53fN6WSkVtMVkExmfnl95l5xWQVlK87ahnmzw1DW3Nl/3iXjNtut3PuG3+xJSWbx8/rwq2nta33MYiIiEjDobS3JiQzv5jvV+3lsyW72XEwt+zxztHB9IkPo3dcGL3jmtE+MqjSq/HFVhu7DuWyLTWHrSlZ5BZZadM8kHbNA0loEUh0iN9xKXH7MvJZuvMwS3emsyTpMLuPqXjlEBnsS+eYELpEB9OvdTMGJoSr9O8JrNydzsPfrCOptELbVQPieOy8Lo1mRm1/Rj6fLdnN1GV7OJJnKsf5eXtwad9W3Di0DR2jguttLMuS0rni3cX4eXuwdNJolweOIiIi4loKfpqATfuz+N+SXUxfvZ/8YpPSFujjySV9W3Lt4NZ0jq6/7zsls4BVe46w5UAWW1Ky2ZKSXZaydTSLBTpHhzAoIZzBbcMZmBDh9rNDBcVWXpu1jff/2ondDlEhvvzfuJ6M7BTp6qHVSEGxlR/X7OfDhUlsSckue/zSvi15+sJuBNdxMGe327nzs1XM2JjC1QPjePHSnnV6PhEREWn4FPw0YodzCvm/37bwzcq9ZY91jAriusGtubhPyzr/cFlVOYUlbEvNZsuBbNbvy2RZ0uEKM1MOHaOCaBHsi6+XJ75eHvh6eeDnXbrt7YndbqfEZsdqs1NstWO12Six2bHZ7JzVNZrzesa44LurPbvdztytB3nul01lP5dxfVvx5Pldm8RMhd1uZ1lSOh8v2sXMjSnY7KaR6r+v7M2ANuF1cs6MvCIe+XYdv29KBeDX+06ja2zT+v8vIiIi1afgpxGy2exMXb6Hl2dsLWtIeV6PGK4f0pqBCeGNoqFiWnYBy5LSWboznaVJh4+rYlYTj43tzITT2zlhdPVn+a50Xp6xheW7jgDQItiXFy7pwVldo1w8srqxfFc6D361hr1H8vGwwF1ntOf+0R3wdmJZ6CU7D/PgV2s4kFmAt6eFx8/ryg1D2zjt+CIiItJ4KfhpZNbvzeTxHzawNjkDgC4xITx3cTf6ta6bK+j15XBOIWv3ZpBdUEJhiY3CYqu5L7FRULptsZgyy54eHqX3Frw9LSQdymXqsmQAHj67I/eM6uDi7+bUNu7P5JWZW5m79SAAvl4e3DC0DXed0a7Jr4XKLijmnz9u5PtVpmJcz1ahvH5lb9q2CKrVcUusNibPTuStP7djs0Pb5oFMvroP3VuGOmPYIiIi0gQo+GkkMvOL+dfvW/lsyW5sdgjy9eKhszty3eDWaqYIvDk7kX/N2gbAfaPa8+BZHRvkDFjSoVz+9ftWfl53ADClq68cEMd9ozoQHern4tHVr5/X7ecf0zaQmV+Mv7cnj5/fhWsGxtfo97b3SB73f7mGlbvNDNrl/Vrx1IXdCFQPKhERETmKgp8GLjk9j69XJPPF0j0czi0C4KLesfxjbBciQ9zrw/KpvDd/By/8ugWA20e05dFzOjeIACi7oJjfN6by49r9LNh+qKz0+IW9YnnwrI4kNA908Qhd50BmPg99vZZFOw4DEB7oQ0LzwLJbm4jS++YBeHl4kF1QTHZBCVmO+/xi9mXk88bsRLILSgj29eL5S3twYa9YF39nIiIi0hAp+KlHuYUl+Hh5nHJ9Q7HVxuzNqUxdlsz8xIM4furtWgTy7EXdGapGjSf00cIknv5pEwA3DWvDk+d3dUkAVFBsZe7WNH5cu5/Zm9MoLLGVPTeqcyQPn91JC/BL2Wx2PlyYxCszt1b4OVVXn/gwJl/Vh7jwACeOTkRERJoSBT/16MXfNvPBX0nEhPoR1yyAuHB/4sMDiAsPoFWzAAJ9PflxzX6+XrGXQzmFZa8b3r45Vw+M56yuUfh4KcXtVD5fupt/TNsAwLWD43nmwu54VNLX6GT2ZeSTnJ5H+8ggmgf5nnJ/u91O0qFc1u7NYEHiYX7fmEJ2YXmzz7YtArmwVywX9oqt9dqWpiq3sISkQ7llt12Hckk6bLYzSvsFgUn5DPHzItjPmxB/cz8wIZxbhic4tXCCiIiIND3ViQ2UPF9L+zMKsNrs7D2Sz94j+SzeeeJ9mwf5ckX/Vlw5II7WEe6bFlUT4we1xtvTg79/t47PluwhJbOAy/q1YniHFgSdZA1IXlEJMzak8O3KvWVpWGAqsHWODqZrTAidY4LpEhNCRKAvG/Zlsjo5gzXJGaxNziirvOcQE+rHBaUBT7fYkAaRgteQBfp60b1laKUFCjJLg58gP69KG/SKiIiIOJtmfmrJZrNzMKeQPel5JKfnkZyeT/KRPPak57E3PY9DOUUMaRfB1QPjOLNLlK5i19K01Xt56Ou1lC6xwdvTwuC2EYzsFMmZXSJpHRGI3W5nxe4jfLtiL7+sP0DOUbM1LcP82Z+ZT1X/1ft4edA9NoQ+8c0Y0y2a/q2bVXvGSURERETqjtLeGhC73a7ZASdbtzeDH9bsZ/bmVHYdzqvwXNsWgdjtpgKbQ1y4P5f1jePSvi2JCw8gt7CEraUNWjcfyGLzgSy2pGSTU1hC2+aB9I4Lo3d8GL3jwugcHaK0RBEREZEGTMGPuI2dB3OYsyWN2ZvTWL4rnZLSKaEAH0/G9ojhsn6tGNgm/JSzNTabncISG/4+nvUxbBERERFxEgU/4payCopZkHiIEpudMztHqh+MiIiIiBtQwQNxSyF+3oztEePqYYiIiIhIA6XFDCIiIiIi4haqHfzMnz+fCy64gNjYWCwWC9OnTz/hvnfccQcWi4XXX3+9wuPp6emMHz+ekJAQwsLCuOWWW8jJyanuUERERERERKqs2sFPbm4uvXr14u233z7pftOmTWPJkiXExsYe99z48ePZuHEjs2bN4ueff2b+/PlMmDChukMRERERERGpsmqv+Tn33HM599xzT7rPvn37uPfee5k5cybnnXdehec2b97MjBkzWL58Of379wfgzTffZOzYsbz66quVBksiIiIiIiK15fQ1Pzabjeuuu46//e1vdOvW7bjnFy9eTFhYWFngAzB69Gg8PDxYunRppccsLCwkKyurwk1ERERERKQ6nB78vPTSS3h5eXHfffdV+nxKSgqRkZEVHvPy8iI8PJyUlJRKX/Piiy8SGhpadouLi3P2sEVEREREpIlzavCzcuVK3njjDT7++GMslpM3layOSZMmkZmZWXZLTk522rFFRERERMQ9ODX4+euvv0hLSyM+Ph4vLy+8vLzYvXs3Dz30EG3atAEgOjqatLS0Cq8rKSkhPT2d6OjoSo/r6+tLSEhIhZuIiIiIiEh1OLXJ6XXXXcfo0aMrPDZmzBiuu+46brrpJgCGDBlCRkYGK1eupF+/fgDMmTMHm83GoEGDnDkcERERERGRMtUOfnJycti+fXvZ10lJSaxZs4bw8HDi4+OJiIiosL+3tzfR0dF06tQJgC5dunDOOedw2223MWXKFIqLi7nnnnu46qqrVOlNRERERETqTLXT3lasWEGfPn3o06cPABMnTqRPnz48+eSTVT7G559/TufOnTnzzDMZO3Ysw4cP57333qvuUERERERERKrMYrfb7a4eRHVlZWURGhpKZmam1v+IiIiIiLix6sQGTi91LSIiIiIi0hAp+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3EK1g5/58+dzwQUXEBsbi8ViYfr06WXPFRcX8/e//50ePXoQGBhIbGws119/Pfv3769wjPT0dMaPH09ISAhhYWHccsst5OTk1PqbEREREREROZFqBz+5ubn06tWLt99++7jn8vLyWLVqFU888QSrVq3i+++/Z+vWrVx44YUV9hs/fjwbN25k1qxZ/Pzzz8yfP58JEybU/LsQERERERE5BYvdbrfX+MUWC9OmTePiiy8+4T7Lly9n4MCB7N69m/j4eDZv3kzXrl1Zvnw5/fv3B2DGjBmMHTuWvXv3Ehsbe8rzZmVlERoaSmZmJiEhITUdvoiIiIiINHLViQ3qfM1PZmYmFouFsLAwABYvXkxYWFhZ4AMwevRoPDw8WLp0aaXHKCwsJCsrq8JNRERERESkOuo0+CkoKODvf/87V199dVkUlpKSQmRkZIX9vLy8CA8PJyUlpdLjvPjii4SGhpbd4uLi6nLYIiIiIiLSBNVZ8FNcXMwVV1yB3W7nnXfeqdWxJk2aRGZmZtktOTnZSaMUERERERF34VUXB3UEPrt372bOnDkVcu+io6NJS0ursH9JSQnp6elER0dXejxfX198fX3rYqgiIiIiIuImnD7z4wh8EhMT+eOPP4iIiKjw/JAhQ8jIyGDlypVlj82ZMwebzcagQYOcPRwRERERERGgBjM/OTk5bN++vezrpKQk1qxZQ3h4ODExMVx22WWsWrWKn3/+GavVWraOJzw8HB8fH7p06cI555zDbbfdxpQpUyguLuaee+7hqquuqlKlNxERERERkZqodqnruXPnMnLkyOMev+GGG3jqqadISEio9HV//vknZ5xxBmCanN5zzz389NNPeHh4MG7cOCZPnkxQUFCVxqBS1yIiIiIiAtWLDWrV58dVFPyIiIiIiAg0sD4/IiIiIiIiDYGCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELSj4ERERERERt6DgR0RERERE3IKCHxERERERcQsKfkRERERExC0o+BEREREREbeg4EdERERERNyCgh8REREREXELCn5ERERERMQtKPgRERERERG3oOBHRERERETcgoIfERERERFxCwp+RERERETELVQ7+Jk/fz4XXHABsbGxWCwWpk+fXuF5u93Ok08+SUxMDP7+/owePZrExMQK+6SnpzN+/HhCQkIICwvjlltuIScnp1bfiIiIiIiIyMlUO/jJzc2lV69evP3225U+//LLLzN58mSmTJnC0qVLCQwMZMyYMRQUFJTtM378eDZu3MisWbP4+eefmT9/PhMmTKj5dyEiIiIiInIKFrvdbq/xiy0Wpk2bxsUXXwyYWZ/Y2FgeeughHn74YQAyMzOJiori448/5qqrrmLz5s107dqV5cuX079/fwBmzJjB2LFj2bt3L7Gxscedp7CwkMLCwrKvs7KyiIuLIzMzk5CQkJoOX0REREREGrmsrCxCQ0OrFBs4dc1PUlISKSkpjB49uuyx0NBQBg0axOLFiwFYvHgxYWFhZYEPwOjRo/Hw8GDp0qWVHvfFF18kNDS07BYXF+fMYYuIiIiIiBtwavCTkpICQFRUVIXHo6Kiyp5LSUkhMjKywvNeXl6Eh4eX7XOsSZMmkZmZWXZLTk525rBFRERERMQNeLl6AFXh6+uLr6+vq4chIiIiIiKNmFNnfqKjowFITU2t8HhqamrZc9HR0aSlpVV4vqSkhPT09LJ9REREREREnM2pwU9CQgLR0dHMnj277LGsrCyWLl3KkCFDABgyZAgZGRmsXLmybJ85c+Zgs9kYNGiQM4cjIiIiIiJSptppbzk5OWzfvr3s66SkJNasWUN4eDjx8fE88MADPPfcc3To0IGEhASeeOIJYmNjyyrCdenShXPOOYfbbruNKVOmUFxczD333MNVV11VaaU3ERERERERZ6h28LNixQpGjhxZ9vXEiRMBuOGGG/j444955JFHyM3NZcKECWRkZDB8+HBmzJiBn59f2Ws+//xz7rnnHs4880w8PDwYN24ckydPdsK3IyIiIiIiUrla9flxlerU8hYRERERkabLZX1+REREREREGioFPyIiIiIi4hYU/IiIiIiIiFtQ8CMiIiIiIm5BwY+IiIiIiLgFBT8iIiIiIuIWFPyIiIiIiIhbUPAjIiIiIiJuQcGPiIiIiIi4BQU/IiIiIiLiFhT8iIiIiIiIW1DwIyIiIiIibkHBj4iIiIiIuAUFPyIiIiIi4hYU/IiIiIiIiFtQ8CMiIiIiIm5BwY+IiIiIiLgFBT8iIiIiIuIWFPyIiIiIiIhbUPAjIiIiIiJuQcGPiIiIiIi4BQU/IiIiIiLiFhT8iIiIiIiIW1DwIyIiIiIibkHBj4iIiIiIuAUFPyIiIiIi4hYU/IiIiIiIiFtQ8CMiIiIiIm5BwY+IiIiIiLgFBT8iIiIiIuIWFPyIiIiIiIhbUPAjIiJNX3YKbPoBSopcPRIREXEhBT8iItJ0WYth0VvwZj/4+npY87mrRyQiIi6k4EdERJqm3Yvh3RHw+z+gKMc8tneFa8ckIiIupeBHRESalpyDMO1O+OgcSNsI/s2g55XmudT1rh2biIi4lJerByAiIuIUNius/AhmPwMFmeaxvtfDmU9BQQas+wrStoC1BDz19ici4o70119ERBq/PUvgt0fgwFrzdXRPOO81iBtgvvZvBj5BJv3tcCJEdnHdWEVExGUU/IiISOOVtR9m/RPWf22+9g2FUY/DgFvAw7N8Pw8PiOwKe5dBygYFPyIibkrBj4iIND7FBbD4LfjrNSjOBSwmxW3UExDUovLXRHc3wU/qeuDy+hytiIg0EAp+RESk8bDbYetvMHMSHNllHosbBOe+BLF9Tv7aqO7mPmVDnQ5RREQaLgU/IiLSONjt8MPd5b16gmPgrGegx+VgsZz69dE9zH2qgh8REXel4EdERBqHzT+awMfDC4beB6c9BL5BVX99ZFfAAjmpphz2idLjRESkyVKfHxERafgKMuHXR8z28Adh9D+rF/iA2T88wWyr34+IiFtS8CMiIg3fH09DTgqEt4PTHq75cbTuR0TErSn4ERGRhi15Gaz40Gyf/2/w9qv5sbTuR0TErSn4ERGRhstaDD/dD9ih93hoO6J2x9PMj4iIW3N68GO1WnniiSdISEjA39+fdu3a8eyzz2K328v2sdvtPPnkk8TExODv78/o0aNJTEx09lBERKSxWzQZ0jZBQASc/VztjxddGvwc2golhbU/noiINCpOD35eeukl3nnnHd566y02b97MSy+9xMsvv8ybb75Zts/LL7/M5MmTmTJlCkuXLiUwMJAxY8ZQUFDg7OGIiEhjdXgHzHvZbI95AQLCa3/M0DjwCwVbCRzcWvvjiYhIo+L04GfRokVcdNFFnHfeebRp04bLLruMs88+m2XLlgFm1uf111/n8ccf56KLLqJnz558+umn7N+/n+nTpzt7OCIi0hjZ7fDzg1BSAAkjoOeVzjmuxVKe+pa60TnHFBGRRsPpwc/QoUOZPXs227ZtA2Dt2rUsWLCAc889F4CkpCRSUlIYPXp02WtCQ0MZNGgQixcvrvSYhYWFZGVlVbiJiEgTtu4rSJoHXn6myEFVmphWVVnwo3U/IiLuxulNTh999FGysrLo3Lkznp6eWK1Wnn/+ecaPHw9ASkoKAFFRURVeFxUVVfbcsV588UWefvppZw9VRERqIz0Jfvs7xPSEofeadDJnyD0MMx8z2yMegYh2zjmug2PdT4p6/YiIuBunz/x8/fXXfP7553zxxResWrWKTz75hFdffZVPPvmkxsecNGkSmZmZZbfk5GQnjlhERKotLx0+vxwSZ8L8V+CNXrDoLSiu5drNwzvgx3sg7zBEdoWh9zlnvEc7eubnqGI8IiLS9Dl95udvf/sbjz76KFdddRUAPXr0YPfu3bz44ovccMMNREdHA5CamkpMTEzZ61JTU+ndu3elx/T19cXX19fZQxURkZooKYKvroPDiRDSEnyCTPW03/8BS6fAyMfMGh0Pz6odryATNk6HNV9A8pLSBy1wwRvg6e388Ud2AYuHCbCyUyAk5tSvERGRJsHpMz95eXl4eFQ8rKenJzabDYCEhASio6OZPXt22fNZWVksXbqUIUOGOHs4IiLiTHY7/HQf7F4APsFwzddw5yK48E0IjoXMZJh+J0wZDltnnHhmxWaFHXPgu1vh1U7mmMlLTFDSfjRc+x3EDayb78HbHyI6mG2t+xERcStOn/m54IILeP7554mPj6dbt26sXr2a1157jZtvvhkAi8XCAw88wHPPPUeHDh1ISEjgiSeeIDY2losvvtjZwxEREWea/wqsnQoWT7ji4/L1M32vhx6Xw9J3YcFrpjfP1CtNMENlxQrsYLeVf9miM/S62swY1cdMTHR3M1uVsh46nFX35xMRkQbB6cHPm2++yRNPPMFdd91FWloasbGx3H777Tz55JNl+zzyyCPk5uYyYcIEMjIyGD58ODNmzMDPz8/ZwxEREWdZ9zX8+bzZPu9VM0NzNG9/GP4A9LsBFvzbBEIlJ1kD5BdmAqbeV0NsX+dWdDuVqO6w4TvN/IiIuBmL3d74VntmZWURGhpKZmYmISEhrh6OiEjTt3sRfHoRWItMZbeznzv1a4ryoPAkrQkCIupmTU9VJM6Czy+D5p3gnmWuGYOIiDhFdWIDp8/8iIhIE3N4B3x5jQl8ulwAo5+p2ut8AsytIXJUfDucCMX5ZtZKRESaPKcXPBARkSYkL93MkOQfMalpl7wHHk3grSM42sw82W2QttnVoxERkXrSBN7BRESkzsx+GtJ3Qmg8XP1lw53JqS6LpWK/HxERcQsKfkREpHKHEmHV/8z2pe9BcJRrx+Ns0T3MfYqCHxERd6HgR0REKjf7GbBbodNYaN0E+7BFdTP3mvkREXEbCn5EROR4ycth84+mT8+ZT556/8bIkfaWsuHEzVhFRKRJUfAjIiIV2e3wxz/Ndq9rILKLa8dTV1p0Ag8vKMyEzOTK98k/AkvegYwTPC8iIo2Kgh8REakocRbsXgievjBykqtHU3e8fE2fH6h83U/uYfjkApjxKHxxBVhL6nd8IiLidAp+RESknM0KfzxltgfdDqGtXDqcOhd9gopvOWnwyfmQst58nbYJVn1Sv2MTERGnU/AjIiLl1n0NaRvBLxSGP+jq0dS9snU/68sfyzoAH59nAp6gaBh8l3n8z+ehILP+xygiIk6j4EekKfn9CfjiKigucPVIpDEqLjAf8AGGT4SAcNeOpz4cO/OTuRc+HguHtkFIS7jpVzjrGWjeEfIOw/xXXDdWERGpNQU/Ik3FzrmwaDJs+w12zHb1aKQxWvFfs/A/ONakvLmDqNJeP+lJkLoJPhprmrqGxZvAJ6IdeHrDmBfMfkumwOEdrhuviIjUioIfkabAZoWZj5d/nTjLdWORxqkgs3xWY+Qk8PZ37XjqS1ALCIoC7PDfsyFjNzRLgBt/hWZtyvfrcBa0OxNsxTCriZb+FhFxAwp+RJqCNV9A6nrAYr7e/of6lkj1LHzDlHVu3smUt3YnjnU/RdkQ0QFu+g3C4o7fb8zzYPGELT9D0vz6HaOIiDiFgh+Rxq4wB+Y8Z7ZHPmbKE2cmw8Gtrh2XNB5ZB2Dxf8z26H+Cp5drx1PfWg0w9y26mFS3kJjK94vsAv1vNtszHjMzriIi0qgo+BFp7BZNhpwUk6Iz7H5oM9w8vl2pb1IFdjvMfAxK8iFuEHQa6+oR1b+h98Al78LNv0FQ5Mn3PWOSqYSXuh7WfF4/4xMREadR8CPSmGXug4WTzfZZz5imjR3OMl+747qf9J2wc56rR9G4rPsKNn5v0rnOeREsFlePqP75BkOvq8C/2an3DYyAEX8327OfhYKsuh2biIg4lYIfkcZszrPmin38EOhyoXmsfWnws2exSYlzJ9/cBJ9eaNY8yamlJ8EvD5vtkZOgZT/XjqexGHAbhLeD3DRY8JqrR9P42O2w6n/mJiJSzxT8iDRW+1fD2qlme8zz5VfsI9qZFDhrkXstyrbZTFNKgHkvq+DDqVhL4PsJZpF//BDT10eqxsvH/J8Ds1bqyC6XDqfRmfcS/HiPuWWnuHo0IuJmFPyINEZ2e3lp655XVrxib7GUz/640wxIbpoJ+ACSl8KuBa4dT0P316uwdxn4hsCl74GHp6tH1Lh0PAfangHWwvKCI3Jqf70Gc18s/9rRXFZEpJ4o+BFpjLb8ArsXgJcfnFlJz5H2o8399lnuMwOSkVzxa0fPGjnenqXm6jvA+f82DT2leiwWOPOfZnvTj1r7UxWL/wOznzbbAc3NfepG141HRNySgh+RxqakCGY9YbaH3guhrY7fJ+E08PSBjD1wKLF+x+cqmaXBT7ME8PCCpHmQvMy1Y2qICrLg+9vAbjOzhj0uc/WIGq/YPqYvkLUQtv7m6tE0bMs/gJmTzPaIR2HwHWZbwY+I1DMFPyKNzfIPTFWzoCgY9kDl+/gEQuthZttdSl47gp9W/aHX1WZ7/quuG09D9dsjkLHbzPaM1exYrVgs0P1Ss73xe9eOpSFb9T/45SGzPewBOOPR8sayCn5EpJ4p+BFpDKwlsOVX+OJK+P0f5rFRj4Nv0Ilf424lrx1pb6FxMPxBsHhA4kw4sNa142pI1n9rimRYPODS902/GqmdbqXBz/bZkH+kbs+VsgGm3w1fjm88lRzXfQM/3mu2B90Jo58yQWNUN/PYwa1mNltEpJ4o+BFpyI7sMr1EXu8OX14N22aYdKWuF0Pv8Sd/raPowe6FUJRb1yN1PcfMT1icqXjXvTSdS7M/RkYy/Fxa0e20hyF+sGvH01REdobIrmArNhconM1uh8Q/4NOLYMowWPMZbPkZNv3g/HM528bpMO12wA79b67YRyo0zhTbsBXDYTdJzRWRBkHBj0hDlDgLPr0Y3uhtqnJlHzALhIfeC/esgCs+OXV1ruYdTGqTtQiS/qqPUbtW5l5zH1q6eP+00jSbzT9C2mbXjKmh2LsCPh4LhZnQsj+MeMTVI2paul1i7p2Z+lZSCKs/g3eGwufjYOdcM2PXrI15fuefzjtXXcjcV7q2zGou1Iz9V8UGukfP/ij1TUTqkYIfkYZmw3fw+WWlH27s0HYkXP4xTNwMZz9ngpqqqFDy2g1S38rS3koLQER2Lm/8+lcDa0RpLYHfn4AVH9XteWw2WPA6fDjGFL8Iaw3jPgBP77o9r7txpL7tnAt56bU7VtoW+PMFeL0H/HC36V3lEwSD74L71sBFb5efy2ar3bnq0rovzYWXVgPgwjfBo5KPG2XBj8pdi0j98XL1AETkKCnrTU4/mEX7ZzxafqW3JtqPhhX/NTNJdnvFK69NSUGmmdUAk/bmcPrDZuZnw7fmZxnRzjXjO9bKj2DRZMBiCjRE93D+OXLSTMrRjjnm626XwAVvaJ1PXWje3vwOU9abf2/9bqze6w9ug43TzO3gUbOUwbEw6HZzPP+w0sdiwDsQcg9C2sa6+bdTW3Y7rPnCbPe76cSz1Jr5EREX0MxPU3Nwq95IGqvcw/DlNVCSD+1GmSu8tQl8ABJOLy15vRsO73DKMBskx6yPf7ipdOcQ0ws6jDHrpBb82zVjO1ZB5lFNHu0w8x/O78W040+YMtwEPl7+cMFkuOwjBT51yTH7s6GKqW+Ze00vqneGwdsDYO4LJvDx8DYNVMf9F+5fC8MfKA98ALx8oE1pJccdDTT1be9yOLzdBGldLzrxfqr4JiIuoOCnKVnxEfxnCEw5DZKXu3o0Uh3WEvj2RpOa1CwBLvvw1Gt6qsI3COKHmO2mnPp2dLGDY53+sLlfO/X4Rqiu8NdrkHfYpKB5+pp+RIm/O+fY1hKY/Qz87xLISYUWXWDCn9DvhqY769dQONb97PoLcg6efN+MPWYtz5znTMqXhxd0OBsufgf+th2u+cr0X/Lyqfz1bUea+4a67mfN5+a+60Unr0gZ2cXcZx8wF39EROqBgp+mwGaDWU/Czw+YxaV2K3x/qzqONyaznoCk+eZK6dVTwb+Z847tDiWvy4odVBL8xA2EhBFgK4GFb9TvuI51ZDcsecdsn/tSeaPH3x8Ha3Htjp2dAp+cD3/9C7CbVKnb5pR/wJS6FZ4AsX3NLOPmk1Ris9tNz5uCTGjR2czwPpwI47+B3tdUnOU5kXalwc/uRVBc4JThO01xfvnsV+9rTr6vb3D57HaaZn9EpH4o+GnsivPh25vKP9Sd9pCp8HVkF/z6N5cOTapozVRY8h+zfckU539YdRQ92LUAivKce+yGImOPua8s+AE4vfT/wqpPTZDgKrOfAWshtDnNpDad9hAERMChbbDy45ofd9dCM+O7ZzH4BJuZwwveAJ8Apw1dqsAx+7Nh2on32fCdmenz9IEr/gd9roWA8Oqdp0VnCIqGkgJIXlrz8daFLb9AYZZ5H3I0Wj4Zpb65p10LTd8xERdQ8NOY5R6CTy6ETdNNnvgl78KZT5rmhRYPU21Hf1watn2r4Kf7zfbpj0DXC51/jhadTFBgLTQBUFN0srQ3gDbDIW6Q+Rks/6D+xnW0vStN4QUsMOZ5k4bmFwojHzPP//kC5GdU75h2Oyx6Ez65AHLTTL+Z2+dB93HOHr1UhSP42b0Qsg4c/3xeOsx41Gyf9jC06Fiz81gs0PYMs93QUt8cKW+9rqm8wtuxVPHNvdjtpvfax+fBd7dA6iZXj0jckIKfxupQInxwJuxdZj5AXTcNel1lnosfbD5IA/z8oEm1OZWMZNg5r+7GK8fLSYOvrjUfyDueC2dMqpvzWCym6hs03XU/ZWWuTxD8WCymVDCYGZaSwnoZVhm7HWaWBjm9rjaFGBz63gjNO0F+emnKWhUVZsM3N5iUObsVelwBt/7RcCrauaOwOGg1ELBX3oT09ydMlbYWnWH4g7U7lyP1rSEVPcjcVz4ex/vRqajim/sozofvboU5zwKlRV72LHLpkMQ9KfhpjHYthA9Gm9S2sNZwyyxIOK3iPqf/zVzpLsyC7yeYhdCVsdth+X/hrQHw6YUmJUPqnrUYvr4esvZB845w6XtVu0paU2XBzx91dw5XKlvz0+rE+3Q+z5QOzj1Y+QfTurT5J0heYiqvjXq84nOeXmYmCGDpFEhPOvXx0rbAeyPN9+HhDWNfNf+Gjq50J67RvbTq27ENT3fOgzWfARZTfe9ExQyqyjHzc2Bt1XoLbfge/tUF9tRhmty6LwE7tB5u1kBVhSPtLW0z2Kx1NjRxsaz98OE5Zvbbw8v0fwJIXubacYlbUvDT2KTvhM8uhYIM06n91tkmrelYnl7mw5BviPnQ9derx++TnQpfXAG/TDTllQHm/8v5ZXfleFt/M+szfEPgqi/AL6Ruz9d2hPmQnL6z6ZW8LimEnNJ1PGHxJ97P0xv632y2l75b9+NyKCmCP/5ptofeA6Etj9+n/WhTwctaBH88deJj2ayw6n/w/ig4nGiCuZt+g4G3qZpbQ9H1YsBi1uI4gvLi/PL01gG3QPyg2p8nONqkOWI3DU9PxlpsZgiz95uqh3Xh6N4+pyp0cLRmbcA7wKxfSt9ZJ0OTWrBZTWrt1t9qfoy9K+C9M+DAGrPG8fofYURp+qeCH3EBBT+NzR9PmzeJ+KFww08Q1OLE+zZrA+eVptHMe6niFb/NP8M7Q0oX3vrCqCdMF/G0jU27KlhDseUXc9/3emjeoe7P5xts0iEBts+u+/PVJ8cHTC9/88Z6Mv1uNAvN962AfSvrfGiAWWOUvhMCI2HY/ZXvY3GsA/Iwa/j2LKn4vLUYVn9uZmh/vAeKc00Pp9vnQ9yAOv8WpBpCYqD1ULO9cbq5n/cSHEkyweqZ/3Teuapa8nrDd2aWGSBlnfPOf7Sq9vY5lodneZGX2q77SfwDPr+8YZS0byrWfGEC56lXwfe3V7+K7Nqv4KOxpvR+ZDdTgbLNMGjVzzx/JOnUpeFFnEzBT2OyZ6n5YIQFxr5StUpOPa8wawHsNlP+Oms//HA3fDXe9BqJ6gET5ppeKI6u5Atfr7NvQTApiIkzzXanc+vvvE019e3oYgenmv0IalG+KH3Z+3U7LjDpSPNeMtuj/mGC0BOJ6gZ9rjPbMx8zJexLiswapTf7wQ93QfoOUwZ99FNw7bSTX/wQ13H8G9v4PaSsh4WTzdfnvercWd6ydT9zTzxjb7eXnx8gZUPty6pXpqq9fSrjjHU/+Udg2gRzQa+hNDRu7Ox2WHbULPm6L03z5GMvzlQmcx/88rD5nVgLodN5cMvM8tLm/s3M2jcwgbNIPVLw01jY7fD7P8x2n2shunvVX3veqyYdKGMPvNELVpfmnQ+7H26bDVFdzX5D7japUbsX1m1euLtLXmLeqP2bQdzg+juvI/jZ9VfD6w1SGyfr8VOZgRPM/YbvTMXEujT/VZOiGtm1PLA5mZH/MDOw+1bCT/fB5D4mXSpjNwQ0h9FPwwPrzWJ5T6+6HbvUXNeLzCzevpXw7c2mIEWXC826M2dqPdTMZGbuOXHK2I7ZZkbfO9D827IWmtLqzlSd3j6VcUa56z9fMBf0wPzfru+iJk1R8lITvHv5wdVfln6O2A0fnQtznj8+iLbbzWeHb26E13vA8tILTKc9DFd+dvzFH8e6n71KfZP6peCnsdg03Vwd8Q4wH5Cqwy8ULv0ALJ5mTUFoPNz4C5z1DHj5lu8XEgu9rjTbmv2pO1t+Nfcdz6nfD7BR3UxvkOI8s96oqSir9HaSYgdHa9XfNKO0FsGqT+puXKkbYdl7ZvvsZ016z6kER8HwB8z26v9B1l4IioIxL5QGPQ+cfPZIGoagSFNeHUyg4RsK577s/PP4BJrCNgA75lS+j2PWp98N5VUGDzg59a26vX2OVdty1ynry0vY+wSbCw61WaMihuPvV4/LTZbCHQug51Umk2T+y6aAweEdJtBcM9Ws6/nwbNg4zQT8bU6D8d/BmU9UXtAnbqC517ofqWcKfhqDkkKYVZonPux+k1NeXfGD4IpPTDnlOxeYnNvKDL0fsMDWX031HXEuux22lq736TS2fs9doeR1E0p9O1WPn8o4Zn+Wf3jiSoi1kXvI5MjbiqHDmPKfe1UMuQdi+5gPkue+AvevNbOyaljauHS7tHz7rKdq9ne7Ksr6/cw9/rn9ayBpnrnwNfjOo4Kftc4dQ3V7+xwrsjT7IGMPFGRW77V2O/z6iPlA3vViGHirebyuCju4i+yU8qqYjr+XfqFw6bumibJvqFk7OeU0+Hd3mH6HKWjg5Wdmue9YADf+DB1O8revVWnws29V3aRiipyAgp/GYNn7Zqo5KBqG3lvz43S5AM541PwBO5EWHaHL+Wb76DxxcY60zaZEuacvtBtV/+dvf6a5P9FV4sYoY4+5Dz1JpbdjdbvEFEfI2msCfWcqKTT9mzL2QLMEuGRK9V7v7W/W4T2wHgZNMF9L49PtEtO/qcsFppdTXXGs+0maf3wgv+hNc9/9UhNMR/c0X1cn+DmyG94eBP+71DTNLs6v+HxNevscKyAcQkqrIFb3otuG70yvGC9/OPs5E4CBKdyTk1az8Qis+AhsJRA/BGJ6Vnyu+zi4c6EpaV6caxosB8eaJusPboKL3oLoHqc+R/OO5vNISb6a3Eq9UvDT0OWlm+llMAum66OPx7DS5nvrv1bVHGdzfNBuO6L6i4Kdoe0ZZi1C2ibzoaUpqMnMj7cf9L3BbDtSO5zBboefJ5aXMb/mK/PBTtyPfxjcs8ysdajLHl4xvcEvzKSd7V9V/njGHpN+BDD0vtJ9S2d+UtabghpVsfZLOLjFrB367hZ4tZNZh7Znqfn3XpPePpWpSepbYY6pRAZw2kPmb0CLjqYNhN0K676u+XjcWUkRrPzIbA+8rfJ9wuLghh/h4ilw+SfwwDrzOwg8RcXNo3l4HNXvR0UPpP4o+Gno5r9i0gAiu0Hv8fVzzlb9TK6urQQWv10/53QXjuCnvlPeHALCoWVpidEdTaDktc1WHsRVdc2Pw4BbTCC46y9I3eSc8Sx60zSytHjA5R9V3oNLxJk8PM3FFCifgQFY/B8TALQ9o/zKffOOJi2pKNuUGK6KPYvMfduRZna1MNNUIPzwbFOF0NEzqyaFDo5WFvxU4//iX69C9gFTQezorIjeV5t7V6a+2Wywf3XjvMi0+UdTmjooGjpfcOL9PDzNz7rbxaaPWk04Ut+SVWRJ6o+Cn4bs8I7ycrxVXTDtLMNLZ39WfVK17uFyalkHynvL1GeJ62M1pXU/OalmXY3F06RdVEdoq/LqW46qRLWxdQbMetJsj3mxeut8RGrj2H4/+Udg1adm2zHrA6bAiiPIOLDm1Me1FpcvRh/zgll/dsNP0OtqU3wnfYf5P1jd3j6VqW7Ft0PbYdFbpWN70czmOnS71FTBS93g/OIOJ1NcANtmwo/3wr86mQIA749qfOtZHLPh/W8CL5+6PVecKr5J/VPw05DNftp8sGs/unytRn1pN8rkhxfnOTctyJ1tK60+1LKf6c7uKo4P5Tvm1s1i//rkSHkLia1Z5TzHQt61X0J+Rs3HkbrJpARhN/2yBt1e82OJVJdj3c/e5VCYDcv/a9ZiRPU4fm1hdYoeHFhn3gMcPVk8PExz3UumwMPb4KL/QOfz4dyXap/G6yh6kLrxxD2LHOx2mPFo+fvjsReTAsLLH6ur2R9ricnKyNxr/n58dR283Ba+uMIEnrml641yUmpXwrs27HZzEXXpe/DFVfBaV/Nv42T2rzGzMB7e0O+muh9jy/6AxaRpZqfW/flEADWKaKj2LDGVViwecNaz9X9+i8WU1f32Zlg6xaQU1Md6o6bMUXrVVSlvDrF9zIeZ/COmWk98PfYacrayYgfVWO9ztDanQYsucHCz6WQ+5K7qHyP3EEy9EopyzPHGvnrqZqsiztSsjSmucSTJzOg6UtGG3nv8v8XqlLvevdDcxw85ft2SbzD0GW9uztC8g/nAXZRdWiyk9Yn33TYDts8y+5/zUuX/33pdY95D131t2jrUNC0rJw2+u9UEOcV55laUZwKvygTHQuexZlZ5weum2t7e5RDbu2bnr678I6b4xY455ub4G+nwy0RTGe9Ea3kcs+BdLzKl9+uaX4gJfNM2mtmfLidJsxNxkjqZ+dm3bx/XXnstERER+Pv706NHD1asWFH2vN1u58knnyQmJgZ/f39Gjx5NYmJiXQylcbLbYaajoel15U1I61uXi8wb6tEpFFIzhTmwc57Zdnajw+ry8Cy/GtzYU9/KGpxWc72Pg8VS/iFg+ftVXwTuUFJkrvg6Krtd8WnNP2SJ1IZj9mfGY2bWIaSVqfJ2rKMrvp1qhsXRDyx+iPPGeSKe3mZ2CU4+U1JcYGZ9wJSAb96+8v3anwmBLSDvUO3+zs1/1QQw6TvM+qKCzIqBj8XDrMk9/W9w258wcROc9y/zN9bxc9u7ovJjO9vqz+CV9vD19WZdVsYek/6XcDqMfgoGls5I//pweUr90fLSTUU/KJ8Vrw+O1Df1+5F64vTg58iRIwwbNgxvb29+++03Nm3axL/+9S+aNWtWts/LL7/M5MmTmTJlCkuXLiUwMJAxY8ZQUNCEus7XRtJ8c0XeO7D6DU2dydMLhpXmiy96q/HlLTckO2abzurNEsrf4F2pbN1PIy96UJNKb8fqeaXpWZG+s/pFIFb81ywIV2U3cTVHv5/s/eZ+8J2VB+KRXcHDC/LTyy8eVMZmg92lxQ5q0ri0JsqKHpwk+Fn4hmkXEBxjAo4T8fSGHleYbUcfourKTjFBBMCFb8Lt8+GeFaac8yNJ8HgaPJkOdy2CUY9Dy74VZ6Eclcz21kMls8y9pt+RrQQiOsCgO+Gab+Dvu8w6reEPmvRExxqwXx8+PgVu1adQUmBmBx0NSOtDWdEDBT9SP5we/Lz00kvExcXx0UcfMXDgQBISEjj77LNp164dYGZ9Xn/9dR5//HEuuugievbsyaeffsr+/fuZPn26s4fTOG352dx3v7R+pp1Pptc1EBhp+qE43gSk+rYcVeWtIaREOWZ+9q82aVuNlaMUe03T3sCsVXCk7iz5T9VfZ7OalFCAs55WZTdxrYTTzSwEmGC+3w2V7+ftZ1I9AVJOkvp2cAsUZJjCBsf2eakrpyp3veNPmPd/ZvusZ0+9zshR9W3rjJoV7ln0prloFTfIZGHE9DLpeaEtzYUOL9+T/z1v2dfcp++o+8JBMyaZdV7xQ+DuZXDu/0HHsyumq1ssJgXQURnvl4mw4kOzbbOWB0MDJ9Tv+5Qj0Nq/2symi9Qxpwc/P/74I/379+fyyy8nMjKSPn368P775dOrSUlJpKSkMHp0eSWk0NBQBg0axOLFiys9ZmFhIVlZWRVuTZbdXv5B2dXpUWDeKE9/2GzP+qe54ibVYy2BxJlmu7OL1/s4BEebxdDYK5bHbWycMfMDpW/2HiZHvqqldhN/N/8f/MKgZw2bO4o4i38ziC39sD3gZrMm50Rijkp9OxHHep+4gfWXynmymZ/0nfDNjWa9Su/x0OOyUx8vuof5O2crNs1QqyPnYHkwMOKRmgUDAeFmFgbqNvUt8Q9TntriaVLuTtZXymIxgeOQe8zXPz9oGppumwmZe8A/3DQxrU8R7c2/X2uh6UElUsecHvzs3LmTd955hw4dOjBz5kzuvPNO7rvvPj755BMAUlJSAIiKqjijERUVVfbcsV588UVCQ0PLbnFxtfyg05AdWGtmWbwDytMYXG3AbRA/1FxVmn539ddFuLvkJWbdlH8ziGtAxQUcFQQb67ofu/2omZ/42h0rPMFUrYKqz/44Zn363QA+AbU7v4gzjH0Fht1vmk2eTFUqvpWt9xnqnLFVhaPcdfoOU1TAoTAbpl5jZqJa9oPzXqt6MOLoP7Tmi+qNZfGbUJJvAsp2tai2Wtepb8UFJoUNTKqjI4A8GYsFzn7uqADoAfi1NIWw7/Xg7V8nQz3peBypbyp5LfXA6cGPzWajb9++vPDCC/Tp04cJEyZw2223MWXKlBofc9KkSWRmZpbdkpOTnTjiBsbRBLPdqPr/A3QiHh5w8dsmINu9QKWvq8sxk9fxnJqVY64rZSWvZzfOgLYg01SGApOGUluODwLrvjYVnk4mbTPsnGtmiwbcWvtzizhDy74mrelksz5w6opvdvtR633qMfgJioSA5mZ25+AW85jNBtPuMBUZg6Lhys8r9vQ5lR6XmzVO+1fBwa1Ve03uYVj2gdke8ffapYC16m/u6yr4Wfi6qfIXHANnPFr11zkCoMF3m6+z9pq/Z/1vrpNhnlJZ0QM1O5W65/TgJyYmhq5dK1Yn69KlC3v2mHKL0dGmv0lqasV67qmpqWXPHcvX15eQkJAKtyarIaW8HS28rXlTBfjjKdNgTk7Nboetv5htV5e4PlbcIPAJgtyDJ8/9b6gcKW8BEc4pwx430FxVthaeuheGo5Rw5/MgrJazTiL1Lao7YDHFESoL9I/sMpXNPLzLP7zXB4vl+NS3+S+bdbCePnDlZxASU71jBrWA9meZ7arO/iz5j8l0iO4JHcdU73zHcsz87Fvp/ItM6Tvhr9fM9pgXTh30HstigTHPw+DSEv9dLzp5ifG6VFb0oB6KQ4jbc3rwM2zYMLZurXh1Zdu2bbRubf5DJSQkEB0dzezZ5VWVsrKyWLp0KUOG1EM5zYbsyG5IXW+uvnSo5R/cutD/FkgYYVIBpt9pFkjKyR3cYj5IePoe32zQ1bx8zO8Tql/lrCFwRrGDo1kspnQuwPIPTDpJZfKPmKaGYCoqiTQ2vkFmnQVUPvvjmPVp2bf+MxAcqW+pG2HzTzD3RfP1+f8unx2oLkfhg3Vfnfp9K/9I+cWNmq71OVpkV5M1UZgFh7bV7lhHs9tNdTdroUmR73ZJzY5jsZjA6fb5cNHbzhtfdbXsZz77ZO2FrP2uG4e4BacHPw8++CBLlizhhRdeYPv27XzxxRe899573H23+VBhsVh44IEHeO655/jxxx9Zv349119/PbGxsVx88cXOHk7j4kh5ix8KgRGuHUtlPDzMH0efYJOXu/gtV4+o4dtSOuvTdkTtO6DXhbJ1P40w+HFWsYOjdbnIBFN5h2D915Xvs+pTcwEgqkf9pgSJOJMj9S2lknU/e0qDn/ro73Msx8xP4u8m3Q1g0B3Q59qaH7PjOaYwSfYB0yD1ZJa+a9JpI7tBJydkYHh6lReicGbq25afTaNXTx8Y+6/aBWkWi/n34MpG5r5B5b97lbyWOub04GfAgAFMmzaNqVOn0r17d5599llef/11xo8v7wL9yCOPcO+99zJhwgQGDBhATk4OM2bMwM+vGnm8TZHjg3JDqQhWmbA4OOcFsz3neUjb4trxNHSOgLahpbw5OIKf5KVmDU1jkunkmR8wH1QGlTYCXPz28U0grSXlzQEH3d4wypaL1MTJKr7Vd3+fozk+AKfvgKIcU8L77Odqd0wvX9PPC+Cbm8zMbmUNXgsyywuejPjbyaumVYez1/0U5cJvpet7ht534kavjU1Z0QOlvkndcnrwA3D++eezfv16CgoK2Lx5M7fddluF5y0WC8888wwpKSkUFBTwxx9/0LFjx7oYSuORl17+htNQPyg79LkOOpxtptun32E+EMrxsg6YPG+ATue6diwn0qyNSX+xlZjmuo2Js9PeHPpeb9ZCHdxyfDrgtt9M0OUfXrVSuyIN1YkqvmWnmrUkWOq30aVDi87l/YrC4uGyj51TanvUP8wMkLUQfnkIvr0JCo5pm7HsPRMANe9kZoGdpazim5PKXc972aSHhcWfurJfY+L496aiB1LH6iT4kRpI/B3sVjPVHp7g6tGcnMUCF0wGv1DTlGzhv109oobJkV7Rsp/pq9NQOaq+NbaS13WR9gbm33Wf68z24mNy4JeUVq3sf1PDqcYoUhPRpTM/R3ZBfkb5446Ut6ju4B9Wz4PCVHLrMMYUMrlqqvNSwP1C4eovzSyShxdsnAbvnl4e/BVml/9/P92Jsz5QPvOTtsmcpzbStpSnnJ/7ctMqs+8IEg+shZJC145FmjQFPw1FY0h5O1pIDJz7itme+xKknKAjtzvbVtrYtKHO+jiUBT+zK08FaajqauYHSlPajml6mrLelHq3eJriHyKNWUB4eX+soxtLuqLE9bGungoTN0N0d+ce12KBoffCTTPM340jSfDBaJPKuvwDU+wgoj10v9S55w2OLv1Z22Hfqpofx1oCP91vZuo7jW347y3VFd7WlDq3Fp28B5VILSn4aQiKC8oXnDf0lLej9bzCNIa0FcOsJ1w9moalOB+S5pntjue4diyn0nqYqUaXmVyeptfQFRdAbmmJ3roIfipreuqoANX1Quf0FRJxtcrW/ewubW7a2oXVVy0Ws06nrsQNMNXNOp5rPmj/+jDMftY8d9pD4OHp/HM6Y93Pwn+bptk+wXDuS84ZV0NiOSrVUkUPpA4p+GkIkuaZngLBsRDbx9WjqTpHjwAPL3OF3PGmKbBrARTnQUjL8tKtDZVPgFlUDPDfs+DL8ebqb0OeBcraZ+69A8wV7LpwdNPTtC2w/hvz9aA76uZ8IvUtpre5dwQ/+RmQWjqLH9/EKxkGhJsZpjEvmPcwu9Wsgexxed2c7+h+PzWxbyXM/T+zfd6rTbe/mOPnpHU/UocU/DQER6e8NbbqUc3alK+P+PN5lw6lQXGs9+k4pnH8Ts/7F7Q703RW3/IzfHQuvHcGrP0KSopcPbrjZZimyYTG1d3P9+imp59fDiUF5sNi3KC6OZ9IfXPM/DiaHCcvBewQ3g6Co1w2rHrj6O1180zofhlc8p5ziitUpqzowfLqX1gqyoXvbjPpbt0uKa9c1xTFHVXxrSFfgJNGTcGPq9lssPU3s92YUt6OdvrDptfArr9g5zxXj8b17Pby9T4NPeXNoVlruO57uGsp9L0BvPzgwBqYNgHe6Al//Qusxa4eZbm6KnZwtKObnmaWBluD7mgcwaxIVTgqvh3aZj5g715ovna3/lWt+sNl/4X4OrywEdPTvE/mHoSM3dV77cx/mNLfIS1Ns9em/Dcoto9ZV5l9ADL3uno00kQp+HG1fSvM2gXfEGhzmqtHUzOhraDfjWb7zxd0tSZtk/lw7uVfnk7WWER2hgsnw4ObYNTjEBRt3oRmPwPzX3H16MrVZbGDozmangIEtnD+QmgRVwqOhqAoM+ObuvGo9T5uFvzUBy/f8gp71Sl5veVXWPmR2b74HfBv5vyxNSQ+gRDdw2wr9U3qiIIfV3OkvHU4C7x8XDuW2hg+0cwWJC85vjeKu3GkvLUd0XjLIQdGmHKvD6yHUaXFLFZ/bmYqGwLHFcHQVnV7Hk8vM7MJMOz+ul2ELeIKjg/ke5bA/tJKZAp+6kZ1ix5kp8KPpWsPh9xj3lPcgePfn6PyoIiTKfhxta2/mvvGmvLmEBJTXv53zvPuPftTlvI2xrXjcAYvH/Om6xtqmurtaSBvRmVpb/Ww6LffjfBwYnkBBJGmxJH6tvIjs6YkOBbCWrt2TE3V0et+TsVuN4FP3mFTNOfMJ+t2bA1JfGmlQQU/UkcU/LjSoUSTa+3hbWZ+GrvhD5jqW/tXlQcA7ib3cHmJzg5nu3YszuLtB91Ku52v+8q1Y3E4uuBBfQiKbNp59uK+HMFP+k5z33qo/q3XFcfMz4F1plz/ySz/wDQ/9/SFcR+416yzY+bn4GbIS3ftWKRJUvDjSo6Ut4TTTPfpxi4oEgbeZrb/dNPZn+2zADtE9aj7lKz65KgutPGHU79p1zWbtbzUdV0WPBBxB46Kbw6u7O/T1IW1NmsHbcXlFfYqc3Ar/P642T7rGYjsUj/jaygCm0PzjmZ7j1poiPMp+HGlppLydrSh94NPkPnDvvknV4+m/h1d4ropiR8KIa2gMBMSXTyrl5Nq0nMsnqYgg4jUXFjrihffWg9z3ViaOovl1KlvuYfh6+tNaf12o2DghPobX0OidT9ShxT8uEpOWnl6VFMKfgIjYPCdZnvuiw1ngXx9sBbD9tJiD42lxHVVeXhAz9Lmf+u+du1YHJXeQlqaggQiUnMWS3nqm38zaN7JteNp6k5W9CA/Az67BA5uMRd2LvqP+dvrjhxBuIIfqQNu+r+qAdj0A2A3Ne1DW7p6NM415G6zQD5tE2ya5urR1J89i6EwCwKaQ8u+rh6N8zlS37bNdG0edn30+BFxJ47gJ36I+37Yri9lMz/HlLsuzDHNlA+sNe8hN/xoCgm5K0fRgwNrzc9GxIn0V85VVn9m7ntc4dpx1AX/ZuXNIef+n1mj4Q4cRR46nA0enq4dS12I7GL6L9iKYdN0142jvosdiDR1g+6EbpfAGZNcPZKmL7YPWDzMRZysA+ax4nyYehXsXQZ+YXD9dGjh5jNwYXEQGg92q/m5iDiRgh9XSFkPB9aYKm+Oq+lNzeA7zB/xQ9vg5wdh5zzzB74pa6rrfY7m+PfqytQ3x8xPUyooIeJKoS3h8o+PL34gzucbDJFdzfa+FVBSCF9dC7v+Ap9guPb78iaf7s5RfGO3ih6Icylh3hUcsz6dx5o1Mk2RXygMfxD++Ces+sTcPH0hbiAkjICE001qmMXDVO46sgvSk8z9kV2miWW3S2DIXS7+Rqro0HY4vB08vMwi1aaq+2Xw+xMmxe/ILmjWpv7H4GhwqrQ3EWmMWvWH1A2msezaL2H7H+DlD+O/hlb9XD26hqP1UNNeQet+xMkU/NS3ksLyXil9rnftWOrasPvN1fnE383MT06Kubq16y/4E/PH3lZi0qgqk7bZFE9oDD0nHBXQWg8DvxDXjqUuhcSYLuM758L6b+D0v9X/GBwFD5T2JiKNUasBsPJjWPIfsNvMhcGrp5ZXOBMjvvTn4Zghc6deR1KnFPzUty0/Q/4RU6mq3UhXj6ZuWSzQ4zJzs9vNzEjSPEiaD0l/QX7ponkPb2jW2swiNEsw27P+CUXZkJ3SOBZ9lqW8NbEqb5XpeaUJftZ9Dac9XL/Bqd1+VMGD+Po7r4iIsziKHthtJlvgik+b/ueBmmjewRR/yDsE+1dD/GBXj0iaCAU/9W3V/8x972ua5qL4E7FYzB+y5h1gwK2mBPbhRPAOgJDY438WKz40HccPJzb84Kcgs3xavimv93HofD54TTTruQ6sMQt460v6TijKAU8f059ERKSxiehg+qZl74dxH0AnN7hoVhMWi1n3s/kn2L1QwY84jQoe1KeMPeaKOUDv8S4dist5eJhqNmFxlQeBju7OhxLrd1w1sWOOSd+L6AAR7Vw9mrrnF2LWq0H9Fz7Yv9rcR/cAL5/6PbeIiDN4eMAtM+HOxWZtq5xYWb8fFT0Q51HwU5/WfAHYzWL/8ARXj6Zhi2hv7htD8OMoce0Osz4Ojqpv678Fa0n9ndcR/NTnbJOIiLOFtoLIzq4eRcPn6PeTvNR92mZInVPwU19sNlj9udlu6oUOnKF5B3N/uIEHPzarKegA7rHex6HdKAiIgNw0SJpbf+ctC36aYBNZERGpKLqHKQFemGUq5Ik4gYKf+pI0DzL3gG8odDnf1aNp+MrS3ra5dhynsm8l5B02v1d3ykf29Ibu48x2faW+2aym2zdo5kdExB14eEL8ILOtktfiJAp+6svq0kIHPS8Hb3/XjqUxiCid+clIbtjNUTf/ZO7bjzIBgTtxpL5t/gkKc+r+fIcSTbED7wB1PxcRcReOEuAKfsRJFPzUVtpm+Og8U8zgRPLSYfPPZrvPdfUzrsYusDn4hQF2U+GrIbJZy2c9HLMg7qRlPwhvC8V5sPXXuj+fI+Utppd7VUoUEXFn8UcFP3a7a8ciTYKCn9qw2+Gn+2H3Anj3dNg+u/L91n8D1kKTuxrbu16H2Gg5SmNDw0192znXNG71bwYdznb1aOqfxQI9rjDbG6fX/fn2rzL3Wu8jIuI+WvY1jWDzDpl+gSK1pOCnNiwWU6M/to9pXPrZOJj/iilucDRHyptmfarHkfp2qIH+sVs71dx3v8x9O087+lMkzQdrcd2eS5XeRETcj5dveWPY3QtdOxZpEhT81FZYPNw0A/reANhhznPw5TWQn2Ge378GUtabqxY9LnfhQBuhhlzxrSCrPJWx19WuHYsrRfcyVd+KsiF5Wd2dx1ps/h+BuQooIiLuo3VpyWv1+xEnUPDjDN5+cOFkuPBNE+Rs+w3eOwNSNpTP+nQ5HwLCXTrMRqchp71t+gFK8s3slDt/GPfwgLYjzfaOOXV3nrTNUFJgquo1U48sERG3oqIH4kQKfpyp7/Wma3NoPBxJgg9Gw5rS1Kg+17p2bI3R0WlvDW2R49ovzX3vq036oztrf6a533GCNW/OULbep5cJuERExH20GggWT9MyJCPZ1aORRk6fIpwttg/cPg/anWlmBopzTTCUcIarR9b4hCeYP3ZF2ZCd4urRlDuy2xS5wFJe7tmdtRtl7vevgdzDdXMONTcVEXFfvkGm0ifAHqW+Se0o+KkLAeEw/hsY8XeTpjNykq5W14SXLzRrbbYb0rqfdV+Z+4TTIbSVa8fSEARHQ2Q3wA47/6ybc+xzzPyo2IGIiFsqS31T0QOpHX0irysenjDyMXh0N/S+xtWjabyadzT3hxpI8GO3l1d5c+dCB8dqXzr7UxfrfooLIG2T2Xbn9VUiIu6sLPjRzI/UjoKfuubu60FqK6K9uW8owU/yMtN01TsQulzg6tE0HO2OCn6cvT4rdQPYSkxVudA45x5bREQah/jSim+HtkLuIdeORRo1BT/SsDW0cteOWZ+uF5ocZDHih4KXP2QfMJXZnOno9T66mCAi4p4CwqFFF7M9/9W67y0nTZaCH2nYytLeGkC56+IC2Pi92e51lWvH0tB4+0GbYWbb2VXf1NxUREQA+pY2i1/6DnxwpvMvtolbUPAjDZuj3HVGMhTnu3Ys236DgkwIaQVtTnftWBqidnW07sdR7EDrfURE3NuQu+Gyj8C/GRxYC++OgIWTwWZ19cikEVHwIw1bYHPwCwPsZq2NKzl6+/S8QtX7KtOutN/P7kXOC1QLc0x+N2jmR0REoPulcNcS6DAGrIUw6wn4+DzXf0aQRkOf4KRhs1jK1/24MvUtJw0SZ5ltVXmrXItOENISSgqc14U7ZR3YbRAca0pqi4iIBEfDNV/BhW+CT5Dp/fPOcFj+34bXFF0aHAU/0vA5Ut8ObXfdGNZ/C3YrtOwHLTq6bhwNmcUC7UaabWelvmm9j4iIVMZigb7Xw52LoPVw01T+l4nw2yMKgOSkFPxIw9cQZn7U26dqHKlv251U9EDNTUVE5GSatYYbfoKznwcssOw9Uw1O5AQU/EjD5+py16kbTfqVhzd0H+eaMTQWbc8ALHBwM2Ttr/3xHDM/LRX8iIjICXh4wNB74NyXzNd/PgcrPnLtmKTBUvAjDd/RaW+umMpe+Ym57zjG9BmQEwsIL6/KVtvUt/wMSN9htmMU/IiIyCkMuh1Oe9hs/zIRNv/k2vFIg6TgRxq+8ASweEJRNmSn1O+5j+yClaVXjwbcUr/nbqyclfp2YI25D2sNgRG1O5aIiLiHUY+btUB2G3x7C+xa4OoRSQOj4EcaPi9fk9ML9Z/6Nuc5sBaZdK62I+v33I2Vo9/Pzj9r13tB631ERKS6LBY479/Q+XxTCnvq1ZCy3tWjkgZEwY80Ds1LK6zVZ9GD/Wtg/Tdme/TT5g+qnFqr/uAbAvlHymdvaqJsvY+am4qISDV4esG4DyB+KBRmwWfjTCaHCPUQ/Pzf//0fFouFBx54oOyxgoIC7r77biIiIggKCmLcuHGkpqbW9VCkMYtob+7rq9y13Q6znjTbPa6A2N71c96mwNMbEk4327VZ96My1yIiUlPe/nD1VIjsBjmp8L9LIOegq0clDUCdBj/Lly/n3XffpWfPnhUef/DBB/npp5/45ptvmDdvHvv37+fSSy+ty6FIY+esim9VTcPaMRuS5oGnj8kflupxpL5tr2Hwk3MQMpPNdkxvpwxJRETcjH8YXPsdhMVD+k749iaw2Vw9KnGxOgt+cnJyGD9+PO+//z7NmjUrezwzM5P//ve/vPbaa4waNYp+/frx0UcfsWjRIpYsWVJXw5HGzhlpb9PuhFc7nHrxo80Ks/5ptgdOKF9vJFXXvrTowd5lUJBV/dc7Zn0iOoBfiPPGJSIi7iUkBsZ/B94BsOsvWPK2q0ckLlZnwc/dd9/Neeedx+jRoys8vnLlSoqLiys83rlzZ+Lj41m8eHGlxyosLCQrK6vCTdyMo9x1RjIU51f/9XnpsO4ryDsMn10GO+eeeN91X0PqBvANhdMeqtFw3V6zNhDeDmwl5s2murTeR0REnKVFRzjnRbM9+xkVQHBzdRL8fPnll6xatYoXX3zxuOdSUlLw8fEhLCyswuNRUVGkpFRexvjFF18kNDS07BYXF1cXw5aGLLA5+IUBdjN1XV2Js8BemvJWkg9fXAnb/zh+v+ICU+EN4LSJ6utTG47Ut7VfgrW4eq/Veh8REXGmvjdAp7Gmgut3t5n3e3FLTg9+kpOTuf/++/n888/x8/NzyjEnTZpEZmZm2S05Odkpx5VGxGIpX/dTk9S3rb+a+6H3mj9+JQWm/OXWGRX3W/YuZO2FkJamWZrUXNcLzf3mH+H9kXBgbdVeV1IE+1XmWkREnMhigQvfhMBIOLgZZj/t6hGJizg9+Fm5ciVpaWn07dsXLy8vvLy8mDdvHpMnT8bLy4uoqCiKiorIyMio8LrU1FSio6MrPaavry8hISEVbuKGHKlv1a34VlJYPsvT9RK4/BPocqG5+vPVteUdoPPS4a9/me1Rj5tKMVJzCafDpe+DfzOTYvDeSPjj6RNfbSvMhkVvwhu9TGUeTx+I7ln5viIiItUV2BwuKl3zs+Q/tatI6gpZ+2Hh5Jql/0sZpwc/Z555JuvXr2fNmjVlt/79+zN+/PiybW9vb2bPLu/+vnXrVvbs2cOQIUOcPRxpSmo687PrLyjKgaBoM5Pg5QOXfQTdx4GtGL6+ATZ8bwKfgkxTFrPnlc4fvzvqeQXcvRy6XWLSDhe8BlOGw56jipvkHITZz8K/u8Hvj0P2fvO7uuRd8Alw3dhFRKTp6Xg2DLjVbE+/y1z4bCxm/RNmPQFL3nH1SBo1L2cfMDg4mO7du1d4LDAwkIiIiLLHb7nlFiZOnEh4eDghISHce++9DBkyhMGDBzt7ONKU1LTc9ZbSlLdO54BHabzv6QWXvAce3rDuS/juFrB4mufOegY8PJ0zZoGgFnD5x9D9Mvhlovn9fXhO+ZvP6v+ZNEQw/ZyG3ge9rgIvX5cNWUREmrCznoWd88z70U/3wxWfNo5G5smlFw53LzLrkqVGnB78VMW///1vPDw8GDduHIWFhYwZM4b//Oc/rhiKNCZHp73Z7VX7Q2W3w9bfzHansRWf8/SCi/8DHl6w5jOw20yqlqNMszhXl/OhzTCY+bj5eS9/v/y52D4w/EHofL4CTxERqVs+ATDuffhgtFmXunYq9L7G1aM6udxDkLHHbO9dbvoVedRpu84my2K32+2uHkR1ZWVlERoaSmZmptb/uJOSQng+xqRPTdxiavefyv418N4IU9//kSTwrqQIh80GfzxpKsJd9hFEdXX60OUYO+bA709AUBQMu98EnY3hqpuIiDQdf/3LlL72CYLb50NEO1eP6MQSZ8Hnl5V/ffdyU8JbgOrFBi6Z+RGpES9f03A0faeZqq5K8OOo8tZuVOWBD5grJ2c/Z25SP9qNgjtHuXoUIiLizoY9YIKKPYvh7UHQ9gzodjF0Ps8U62lI9q2q+HXyUgU/NaT5Mmlcmpf+R69q0QNH8NP5vLoZj4iIiDROHp6mKmlsX1MAafss+OFueKWDaYi++jPIP+LqURqOFhCOoGzvMteNpZFT8CONS0R7c1+VctcZe0yJZYsHdBhTt+MSERGRxicsDib8adLIRv7DVHytEAi1h7kvuXaMdjvsW2m2+95g7pMV/NSUgh9pXKpT8c3RwDRuMARG1N2YREREpHFr0RFGPAJ3LTomECqBuS9Wv8egM2XuhdyDpkDTgFvMYwe3QH6G68bUiCn4kcalOmlvW38x953OrbvxiIiISNNydCDU8RzADovecN14HClvkV0gLB6aJZiv965w3ZgaMQU/0rg07wRYTEpb4qwT71eQCbsWmG2t9xEREZGaGP6guV8zFbL2u2YMjmIHLfuZ+7iB5l7rfmpEwY80LoERMHCC2Z52B2SnVL7f9j/MVHXzjg27dKWIiIg0XPGDIX6IWQe0xEU9KR0zP7F9zb0j+NG6nxpR8CONz1nPQFQPyDsE0243fXqOtaW0yptS3kRERKQ2hk809ys+qnr1N2sJ2Ky1P7fNZnoWArQsDX5aOWZ+VjjnHG5GwY80Pt5+cNmHpnHpzrmw8PWKz1uLy1PiOinlTURERGqhw1mm+EFRDiz/4NT7F2SZButv9DJp+LVxeDsUZoGXP7ToYh6L7AregVCUbQofSLUo+JHGqUVHOPdlsz3nOUheXv7c7oVQmAkBzaFVf9eMT0RERJoGi6V87c+SKVCUd+J97Xb48R5I3QCZybDiw9qd25HyFtMTPL3MtqcXtCpd/5O8tHbHd0MKfqTx6nMtdB8Hdit8d3N5ycetv5n7TueYBmYiIiIitdHtElNpLe8QrPn8xPstew82/VD+9ZJ3oLig5ufdd8x6HwdH6tvRF3+lShT8SONlscD5/4aw1qb6288PmCsuZet9xrp0eCIiItJEeHrB0PvM9sLJJsX+WHtXwsx/mO2znoGQlpCTCuu+rPl59x9T6c0hbpC518xPtSn4kcbNLxQu+8g0/to4DWY8Cpl7wMsP2o509ehERESkqehzrUmpz9xjPnMcLS8dvrnRVIXrcqEJlAbfZZ5bOLlmhQlKiuDAOrPd8tiZn9K0/vQdkHu4+sd2Ywp+pPFr1Q9GPWG2l04x921Hgk+A68YkIiIiTYu3Pwy+02wv+Hd5tVmbDabfaYKiZglw0VsmO6XfDeYibfoO2PJL9c+XtgmsheYY4W0rPhcQXt74fa9S36pDwY80DUPvg3ajyr/urJQ3ERERcbIBt4JPsAlMEn83jy1+E7bNAE9fuOITE6wA+AbDgNvM9sLXTWp+dZT19+ljgqljla37UepbdSj4kabBwwMungJB0eAbAh3V30dERESczD8MBtxsthf8G3Yvhj+eNl+f+xLE9Kq4/6A7TFC0byXsWlC9c52o2IGDo9mpZn6qRcGPNB3BUXDXYrh7KQS1cPVoREREpCkafBd4+kDyEph6pak62+MK6Hfj8fsGtYA+4832sX0JT2X/anN/7HofB0fws2+laaoqVaLgR5qWgHAIiXX1KERERKSpCo6G3teY7YJMaN7JVJ+tLDUNYOi9YPGA7X9AyoaqnaMoF9I2m+1jK705NO8EvqFQnGf6CkmVKPgREREREamOofeBhzd4B5h1Pr5BJ943vC10vchsL3yjasc/sM7MKAVFn/iirodHedW35GVVH7ubU/AjIiIiIlIdEe3gttkwYR5Edjn1/sMeMPcbvoMju0+9f1l/nxOkvDmUrftR8FNVCn5ERERERKorphe06Fi1fWN7Q9szzGzO4rdPvf+pih04OIIfzfxUmYIfEREREZG65pj9WfXpqRuTls389Dn5fi37AxbI2A3ZqbUdoVtQ8CMiIiIiUtfangHRPaEkH5a/f+L98tIhfafZPtXMj18IRHY120p9qxIFPyIiIiIidc1igeEPmO2l75549sdR4rpZgqlieypxA8y9mp1WiYIfEREREZH60OUiCG8H+enw4RjI2HP8PlUtduDQyrHuR81Oq0LBj4iIiIhIffD0gqu/hJBWcDgR/ns2pG6suM++0pmfU6W8OcQNMvf7V0NJkfPG2kQp+BERERERqS8tOsItv0OLLpB9AD48F3YtLH++ujM/Ee3APxyshZCyzvnjbWIU/IiIiIiI1KfQlnDzbxA/BAoz4X+XwOafIGu/CYgsHqaUdlVYLOUlr2f9E5a+BwfWgrWk7sYPMP0uWPBvyM+o2/M4mZerByAiIiIi4nb8m8F10+DbW2DrL/D19dDlQvNci87gE1j1Y7UfDdtmwO4F5gbgHQit+pm0uLjBptqcp5M++h/cCms+N0Fa93HgH+ac49YDBT8iIiIiIq7g7Q9XfAq/PgQrP4ZN083jVU15cxhwqwmY9iw2Vd+Sl5sZpaT55gbQdiRc8zV4+dR+3MveM/edxkJYfO2PV48U/IiIiIiIuIqnF5z/OgRFwbyXzGNVLXbgYLFAwmnmBmCzwcEtpYHQMhNU7fwTfrwXLpli9q+pgkxYM9VsD5xQ8+O4iIIfERERERFXslhg5GPQrA0k/m5SyWrDwwOiuppb/5ug+6XwxZWw7ksIbQVnPlHzY6/9EopzoXknSDi9duN0ARU8EBERERFpCHpfA5d/7Pw1NB3OggteN9t/vQorPqzZcWy28pS3gbfVbgbJRRT8iIiIiIg0dX2vhxGPmu1fHoKtM6p/jJ1/wuHt4BsCva527vjqiYIfERERERF3cMaj0PtasNvg25tg78rqvX7Z++a+9zXgG+T88dUDBT8iIiIiIu7AYjHpb+3OhOI8+OIKSN9Ztdce2WXKaQMMuK2uRljnFPyIiIiIiLgLT2+44hOI7gl5h+CzcZB76NSvW/4BYDeBU/P2dT7MuqLgR0RERETEnfgGw/hvIDTezPx8fjkUZJ14/6I8WPU/s90Iy1sfTcGPiIiIiIi7CY6Ga78F/3DYv8qkwBXlVr7vhm+hIAPCWpvKcY2Ygh8REREREXfUohNcNw18Q2HPYph6NRQXVNzHbq9Y3trDs/7H6UQKfkRERERE3FVsb7j2O/AJgqR58PX1UFJU/vyeJZCyHrz8ofd4lw3TWRT8iIiIiIi4s7gBcM1XJsBJnAnf3QzWEvOcY9an5+UQEO66MTqJgh8REZH/b+/uY5sq+z+Ofzr2wIC1c+AodWwuUYEBYsTdMDEQ47JhCMhTRIIohmi8bTEDshAfhokxQVHxgSD742dQ4w9MSBwPU9EJo9OwodlCEJwDDTJkdDOSPSGDQq/fH/utt4XBZu+tHZ73K+kfPdfF2feET9p+z2mvAwBWd+t90iP/Kw2Kl2p3SzuellpOS7W7Osdv8IUOutD8AAAAAJBue0B6+CMpJlb6Ybv0fp4UuCSl3ys5J0a7uj5B8wMAAACg05gHpQX/I9lipNbfOrf968a9qemVaH4AAAAA/Mf4edLczZJsnfcCGjc72hX1mT5vftatW6fs7GwlJSUpNTVVc+fOVV1dXcicjo4Oud1uDR8+XMOGDdOCBQvU2NjY16UAAAAACMekR6R/H5CWfykNiot2NX2mz5sfr9crt9utqqoqlZWVye/3Ky8vT+fO/eemSStXrtTu3bu1fft2eb1eNTQ0aP78+X1dCgAAAIBwjcyS7K5oV9GnbMYY059/4Pfff1dqaqq8Xq+mT5+ulpYW3Xzzzdq6dasWLlwoSfrpp580btw4VVZWaurUqT3us7W1VQ6HQy0tLbLb7f1ZPgAAAIAB7O/0Bv3+m5+WlhZJUkpK57rg1dXV8vv9ys3NDc4ZO3as0tPTVVlZ2e0+Lly4oNbW1pAHAAAAAPwd/dr8BAIBFRQUaNq0aZowYYIkyefzKT4+XsnJySFzR44cKZ/P1+1+1q1bJ4fDEXyMHj26P8sGAAAA8A/Ur82P2+3WkSNH9Mknn/xX+3nuuefU0tISfJw6daqPKgQAAABgFbH9tWOPx6PS0lJVVFQoLS0tuN3pdOrixYtqbm4OufrT2Ngop9PZ7b4SEhKUkJDQX6UCAAAAsIA+v/JjjJHH41FJSYn27dunzMzMkPHJkycrLi5Oe/fuDW6rq6tTfX29cnJy+rocAAAAAJDUD1d+3G63tm7dqp07dyopKSn4Ox6Hw6HExEQ5HA4tX75cq1atUkpKiux2u1asWKGcnJxerfQGAAAAAOHo86WubTZbt9u3bNmiZcuWSeq8yenq1au1bds2XbhwQfn5+Xrvvfeu+bW3K7HUNQAAAADp7/UG/X6fn/5A8wMAAABAGmD3+QEAAACAgYDmBwAAAIAl0PwAAAAAsASaHwAAAACWQPMDAAAAwBJofgAAAABYAs0PAAAAAEug+QEAAABgCbHRLiAcXfdlbW1tjXIlAAAAAKKpqyfo6hGu54Zsftra2iRJo0ePjnIlAAAAAAaCtrY2ORyO686xmd60SANMIBBQQ0ODkpKSZLPZolpLa2urRo8erVOnTslut0e1FtxYyA7CQW4QDnKDcJEdhCPSuTHGqK2tTS6XSzEx1/9Vzw155ScmJkZpaWnRLiOE3W7nRQFhITsIB7lBOMgNwkV2EI5I5qanKz5dWPAAAAAAgCXQ/AAAAACwBJqf/1JCQoJeeuklJSQkRLsU3GDIDsJBbhAOcoNwkR2EYyDn5oZc8AAAAAAA/i6u/AAAAACwBJofAAAAAJZA8wMAAADAEmh+AAAAAFgCzQ8AAAAAS6D5uYaKigrNnj1bLpdLNptNO3bsCBk3xmjt2rUaNWqUEhMTlZubq+PHj4fMOXv2rJYsWSK73a7k5GQtX75c7e3tETwKRNr1cuP3+7VmzRpNnDhRQ4cOlcvl0mOPPaaGhoaQfZAb6+np9eavnn76adlsNr399tsh28mNNfUmO7W1tZozZ44cDoeGDh2q7Oxs1dfXB8c7Ojrkdrs1fPhwDRs2TAsWLFBjY2MEjwKR1lNu2tvb5fF4lJaWpsTERGVlZam4uDhkDrmxnnXr1ik7O1tJSUlKTU3V3LlzVVdXFzKnN7mor6/XrFmzNGTIEKWmpqqwsFCXLl2K2HHQ/FzDuXPnNGnSJG3atKnb8fXr1+vdd99VcXGxDh48qKFDhyo/P18dHR3BOUuWLNHRo0dVVlam0tJSVVRU6KmnnorUISAKrpebP//8UzU1NSoqKlJNTY0+/fRT1dXVac6cOSHzyI319PR606WkpERVVVVyuVxXjZEba+opO7/88ovuu+8+jR07Vvv379fhw4dVVFSkwYMHB+esXLlSu3fv1vbt2+X1etXQ0KD58+dH6hAQBT3lZtWqVdqzZ48+/vhj1dbWqqCgQB6PR7t27QrOITfW4/V65Xa7VVVVpbKyMvn9fuXl5encuXPBOT3l4vLly5o1a5YuXryoAwcO6MMPP9QHH3ygtWvXRu5ADHokyZSUlASfBwIB43Q6zeuvvx7c1tzcbBISEsy2bduMMcb8+OOPRpL5/vvvg3O++OILY7PZzOnTpyNWO6Lnytx057vvvjOSzMmTJ40x5AbXzs1vv/1mbrnlFnPkyBGTkZFh3nrrreAYuYEx3Wdn0aJF5tFHH73mv2lubjZxcXFm+/btwW21tbVGkqmsrOyvUjGAdJeb8ePHm5dffjlk2913321eeOEFYwy5QaempiYjyXi9XmNM73Lx+eefm5iYGOPz+YJzNm/ebOx2u7lw4UJE6ubKTxhOnDghn8+n3Nzc4DaHw6EpU6aosrJSklRZWank5GTdc889wTm5ubmKiYnRwYMHI14zBqaWlhbZbDYlJydLIjfoXiAQ0NKlS1VYWKjx48dfNU5u0J1AIKDPPvtMd9xxh/Lz85WamqopU6aEfMWpurpafr8/5P1s7NixSk9PD76fwXruvfde7dq1S6dPn5YxRuXl5Tp27Jjy8vIkkRt0amlpkSSlpKRI6l0uKisrNXHiRI0cOTI4Jz8/X62trTp69GhE6qb5CYPP55OkkP+4ruddYz6fT6mpqSHjsbGxSklJCc6BtXV0dGjNmjVavHix7Ha7JHKD7r322muKjY3Vs88+2+04uUF3mpqa1N7erldffVUzZ87UV199pXnz5mn+/Pnyer2SOrMTHx8fPAHT5a/vZ7CejRs3KisrS2lpaYqPj9fMmTO1adMmTZ8+XRK5QefJlYKCAk2bNk0TJkyQ1Ltc+Hy+bj8/d41FQmxE/gqAEH6/Xw8//LCMMdq8eXO0y8EAVl1drXfeeUc1NTWy2WzRLgc3kEAgIEl66KGHtHLlSknSXXfdpQMHDqi4uFgzZsyIZnkYwDZu3Kiqqirt2rVLGRkZqqiokNvtlsvlCjmrD+tyu906cuSIvv3222iX8rdx5ScMTqdTkq5avaKxsTE45nQ61dTUFDJ+6dIlnT17NjgH1tTV+Jw8eVJlZWXBqz4SucHVvvnmGzU1NSk9PV2xsbGKjY3VyZMntXr1at16662SyA26N2LECMXGxiorKytk+7hx44KrvTmdTl28eFHNzc0hc/76fgZrOX/+vJ5//nlt2LBBs2fP1p133imPx6NFixbpjTfekERurM7j8ai0tFTl5eVKS0sLbu9NLpxOZ7efn7vGIoHmJwyZmZlyOp3au3dvcFtra6sOHjyonJwcSVJOTo6am5tVXV0dnLNv3z4FAgFNmTIl4jVjYOhqfI4fP66vv/5aw4cPDxknN7jS0qVLdfjwYR06dCj4cLlcKiws1JdffimJ3KB78fHxys7Ovmop2mPHjikjI0OSNHnyZMXFxYW8n9XV1am+vj74fgZr8fv98vv9iokJ/Yg4aNCg4NVEcmNNxhh5PB6VlJRo3759yszMDBnvTS5ycnL0ww8/hJyw6zoRfOWJmv7C196uob29XT///HPw+YkTJ3To0CGlpKQoPT1dBQUFeuWVV3T77bcrMzNTRUVFcrlcmjt3rqTOM2szZ87Uk08+qeLiYvn9fnk8Hj3yyCPdLlOLf4br5WbUqFFauHChampqVFpaqsuXLwe/35qSkqL4+HhyY1E9vd5c2STHxcXJ6XRqzJgxkni9sbKeslNYWKhFixZp+vTpuv/++7Vnzx7t3r1b+/fvl9S5WM/y5cu1atUqpaSkyG63a8WKFcrJydHUqVOjdFTobz3lZsaMGSosLFRiYqIyMjLk9Xr10UcfacOGDZLIjVW53W5t3bpVO3fuVFJSUvAzjMPhUGJiYq9ykZeXp6ysLC1dulTr16+Xz+fTiy++KLfbrYSEhMgcSETWlLsBlZeXG0lXPR5//HFjTOdy10VFRWbkyJEmISHBPPDAA6auri5kH3/88YdZvHixGTZsmLHb7eaJJ54wbW1tUTgaRMr1cnPixIluxySZ8vLy4D7IjfX09HpzpSuXujaG3FhVb7Lz/vvvm9tuu80MHjzYTJo0yezYsSNkH+fPnzfPPPOMuemmm8yQIUPMvHnzzJkzZyJ8JIiknnJz5swZs2zZMuNyuczgwYPNmDFjzJtvvmkCgUBwH+TGeq71GWbLli3BOb3Jxa+//moefPBBk5iYaEaMGGFWr15t/H5/xI7D9v8HAwAAAAD/aPzmBwAAAIAl0PwAAAAAsASaHwAAAACWQPMDAAAAwBJofgAAAABYAs0PAAAAAEug+QEAAABgCTQ/AAAAACyB5gcAAACAJdD8AAAAALAEmh8AAAAAlvB/4sURGuk2sJEAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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zqvuJh57DbUgv0G3vrtGu3FI5HdJvxvbU9DO6aFNWoTbuLdCGmlvq/hIdflbWPTpYZ/fsqNE9OyolOeKYtVenqnV78vXwJwebwh2J0yF1iQpSn7hQ9Y0LVe/YEPWJC1VcmH+rD4SB5kP44cS6TeNvBACnjsyCMt0250etSjsgSZp+Rhc9cEGfRvWzKXdV6zf//lFf/JQtp0M6q0dHfZ+apzLXwcDTKTxAE/vHatKgeA1KCG9UGauq3dqYUai03BKl5ZYqLbdUu/NKtCu31FMzNCQxXHeO66mzekQ1y0lycUWVHp63UR+t2XvU7eLD/DU4MVyje5jAEx8e0ORlaa8sy9K+ogpl5Jcps6Dcc59ZUKaM/HLtzis94qAO4YE+Oi2pg1KSI5XSNUJ940IZROEUQvjhxLpN428EoKVYlqWfMgr16boM5ZZUavoZXY6rXwmM/cUVeu+HPaqscivE31uhNZ3oazvTZxaU64G5G5RXUqkQP289dflATRwQd0KvVVXt1u/nbtR7q/Z4liVEBOiC/nG6YECcBnYOa5ZQUlppRmtrqZqBuT+m66GPf1JxRZU6hQeof6dQDegUpv41t6hgv2Yvw6nKsizlFFdoU2aRNmUWanNmoTZlFmlHTrGnqWStED9vndalg1K6Rmp4coTiwvwV4u+jIF8vaojaIcIPJ9ZtGn8jAM1t1/4SfbIuQ/PW7tWOnBLPcqdDunZEku4+r1eTzS/TXliW1aiTur35ZZr69xXaddjw1A3pFx+qv04dqqTIxo3YdjjLsvT28jTtL67Q+H6x6hcfekqeiJa7qlVWWd0qw0nbUUVVtTZlFun71Fyt3Jmn73flqahmOPLDOR1miO3agB/q76MRXSN05fBEdaIWrs0i/HBi3abxNwLQHLIKyvXfDZn6ZO1erUsv8Cz39XZqbO9oOZ0O/Xd9piQpMshX903srcuHdvYMA3wot9vSmt0H9N8NmVqddkCJEYEanBCuQQnh6hcfqkDf5hsOuLLKrX1F5coqKFdGQbmyCkzTnqyCcmUWlCvE31vXDE/UeX1jjtlsx+229NXmffrb0h36OaNQ907oretHJh0zUKTuL9G1/1ipvfll6hQeoHN6dVRReZWKyl019+bniiq3Jg2K1+8m9rZtXxS0P9VuS5syC7ViZ65Wpubpx935OlBa6RkmvSFOh3ROr2hdMzxR5/TqSJO5Nobww4l1m8bfCEBTsCxLW7KLtPCnbC3clK31hwQep0Ma1T1KlwzupPP7xXhGxVq2Y78enveTttfMkTI0MVyPX9Jf/TuF1Qk8n2/IUlZheYOv63RIPWNCPGFoTK9oxYYd/2dZcUWVFv6cpdScEu0vqVRucYVyiyuVV1Kp/cUVngkyj6VTeICuG5mkq05PqDeaWkVVteb9mKFXl+6oU/MlSeP7xeipKYOOWPO1JatI1762UjlFFeoaFaR//TKFfic45VmWpXKXW0XlLhXWhPviiiplFpRr7pq9Wr4z17NtXJi/rjgtQVcNT1BMiL9yiiuUXjt30oEy7c0v094DZYoPD9B1I5LUN/7oJ+M4eYQfTqzbNP5GAE5UVbVbP+w6oIU/Z2vhpqw6M9s7HNLQxA66eFC8LhgQp44hDfedcFW79cZ3qfrLl9tUUlktp0Ma2ydGG9IL6gSeED9vjesbo7N7dtTe/DKt25Ovden5yi6sqLM/p0M6s0dHXT6ss87vG9NgDYhlWVqzO1/v/bBb89dn1hm5rCG+Xk7FhvkrNsxfcbX3oeZ+495Czfl+t6djt7+PU5cN7awbzuii6FB/zVm5W298l6p9NR35Q/y9NTUlSR0CffTn/22Rq9pSp/AAvXD1YA1Lqjvk8vr0fF3/+vfKL3Wpd2yI/nlTyhF/j4Cd7Mwp1r9/2KMPVu3xzDvkdEjeTucxJ8JNSY7QDaOSdV7fGHk1UNN8PGprcXfkFGvayC4M530Ywk87PbGePn263nrrLUmSt7e3OnfurF/84hd6/PHH67yX+fPn6+mnn9aaNWtUXV2tfv36acaMGZo+fXq9ff7nP//Riy++qB9//FHV1dXq2rWrLr/8cs2cOVMREUefKTkzM1N33323Vq1ape3bt+v222/X888/X2+7Dz74QA899JB27dqlHj166Mknn9QFF1xwxP22578RgNazaleefvvBujp9UHy9nTqre5TO6xujc/tEN2ryw6yCcv3ps036dF2GZ1lt4LlwQJzO6hklP+/6JxhZBeVal56v9en5WrEzT6trRjmTTNCYNChelw/rrCEJ4cotqdTcNXv13qo9ntomSUqOCtIZ3SIVFeynqGBfRQb7KTLI3EcF+yrU36fB5ni1yl3V+mRthl7/LlWbs4o8y/19nCp3mROx2FB/3XRmsq4anqCQmpqvDekFmvnuGqXllsrL6dDd5/fUr0Z3k9Pp0A+78nTDGz+ouKJKgxLC9dYNpzdqQk7ADiqqqrVgY5bmrNytlal5kszcQ7Gh/urcIUCdOgSoc4dAxYX567vt+/X5xixPc7pO4QGadkaSrjwt8bj7HFZVu/Xp+gy9sniHtmabz5CzekTpH9NOa/Dzya4IP+30xHr69OnKzs7WG2+8IZfLpdWrV2vatGn61a9+pSeffFKS9OKLL+qOO+7Qfffdp2uvvVa+vr6aN2+efv/732vmzJn685//7Nnf73//ez355JO68847demllyo+Pl7btm3T7NmzNXr0aP3mN785anl27dql5557TsOGDdNzzz2ns88+u174WbZsmUaPHq1Zs2bpoosu0pw5c/Tkk09qzZo16t+/f4P7bc9/IwAtr7LKree/3KrZS3bIbZnJKsf2idb5fWN0Vo+OCvI7uf43y3bs17fb9mtoYocjBp6jScst0X/W7NV/Vqdrb/7BmqjOHQKUXVguV7X5mvX3cerCAfG68vQEnd6lQ5N05LcsSytT8/TGd6la+HO23JbUMyZYt47upkmD4hscbrqo3KXfz92oT2pC31k9onT5sM667z/rVe5yKyU5Qq9NP13BJ/l7BU51GfllcluWYkP9j9gHKLOgTP9akaY5K3d7aowCfLw0sX+shiZ10OCEcPWKDZHPYc8vd1Xrg1V79OrSnZ45qkL8vFXltlTmqtZ5fWP016lD6z3Prgg/h59YW5bkOvZoNU3OJ9C0wzhO06dPV35+vj7++GPPsilTpig1NVVr1qzRnj171K1bN91222165pln6jz3xRdf1O23364VK1YoJSVF33//vVJSUvT88883GHLy8/MVHh5+3GU755xzNHjw4Hrh58orr1RJSYnmz5/vWTZixAgNHjxYs2fPbnBfhB8Ax2trdpHu+Pda/ZxZKEm6bGgnPXpxvzY5s73bbWlFaq4+XJ2uzzdkeeaoGdQ5TFecnqBJg+Kbtdx788uUV1yp/p2OPUKaZVl6f9UePfLJT56aIkk6u2dHzb52GE1qgCZW7qrWvLV79cZ3u+rU1kqmBrtffKgGdQ7XoIQwZRVU6LVvU7W/2DRdjQzy1Y1nJuu6kUnamF6g6W/+oMoqty4eFK/nrhx8wk3pTiWNCT/2uKzjKpX+L77lX/eBDMn3xIf93Lhxo5YtW6akpCRJ0ocffiiXy6Xf/va39ba99dZb9cADD+jdd99VSkqK3nnnHQUHB+vXv/51g/tuTPA5muXLl+uuu+6qs2z8+PF1AhwANJbbben171L11BdbVFnlVodAH/3fpQNOeA6ZluB0OnRGtyid0S1Kj19SpeU7ctW5Q4D6xLVMZ+dO4QHHPRSvw+HQlacnakhiB82cs0Zbs4s1oV+s/nL1YJrSAM3A38dLV56eqCtOS9DK1Dx9t32/1u7J1/r0AhWUufTj7nz9uDu/znM6hQfoltFddcVpCZ4LEmd0j9Kr1w7TLf9cpU/WZSjAx0uzLhtw1GayqMse4acdmT9/voKDg1VVVaWKigo5nU699NJLkqStW7cqLCxMcXH1v/x9fX3VtWtXbd26VZK0bds2de3aVT4+zXt1NCsrSzExMXWWxcTEKCsrq1lfF8Cpa3duqe77z3rP6EpjenXUk1MGKjq0/dQUB/t567y+McfesJX1jAnRJzPP1OasIg3sFMYJFNDMHA6HRnSN1IiukZJMLWxabqnWpedr3Z4Crd1zQJakqSlJumRwfIPN2sb0jtZfrhqimXPW6L1VexTg66VHJvU9JefEag72CD8+gaYWpjVet5HGjBmjV155RSUlJXruuefk7e2tKVOmNHo/7bA1I4B2Zlt2kf6zZq8cDtMPJyzAR6H+Pgd/DvA+Yjt4t9vSvqJy7dpfqrTcEu3KPXhfUHawXfyDF/XRNcMT+VJvRv4+XhqcEN7axQBsyeFwqEtUkLpEBemSwZ2O+3kXDIjT05cP0t0frNOby3Yp0NdL907o3YwlPXXYI/w4HCfV/KwlBQUFqXv37pKk119/XYMGDdJrr72mm266ST179lRBQYEyMjIUH1+3GV9lZaV27NihMWPGSJJ69uypb7/9Vi6Xq1lrf2JjY5WdnV1nWXZ2tmJjY5vtNQG0rvQDpXr+y236aE26jjIn4EkZnhyhJ6cMVHJU+/jsBoCWNmVYZ5W5qvXgxxv118U75O/jpV+elawAHy8uGB2FPcJPO+V0OvXAAw/orrvu0jXXXKMpU6bovvvu0zPPPFNvwIPZs2erpKREV199tSTpmmuu0QsvvKC//vWvTTLgwZGMHDlSX331le644w7PsoULF2rkyJEnvW8Abcv+4gq99PV2zVm52zOvxXl9Y9QpPECF5S4VlrlUUHMrLKtSQZlL1Uephe4Y7KekyEAlRQapS+19VKASIwIV6MvXEwAcy7UjklRWWa0/fbZJzy7cqmcXbpWvl1OhAT4KD/RReE1NfESQr87sYaYFsPvnq73ffTvwi1/8Qvfcc49efvll/fa3v9VTTz2lu+++W/7+/rruuuvk4+OjefPm6YEHHtDdd9+tlJQUSVJKSoruvfde3X333dq7d69nqOvt27dr9uzZOvPMM4851LUkrV27VpJUXFysnJwcrV27Vr6+vurbt68k6Te/+Y3OPvtsPfPMM7rwwgv173//W6tWrdLf/va3ZvudAGhZheUu/WPpTv3j21TP5JyjukfqnvG9aS4FAK3s5tFdVW1Z+suX21TmqlZltVv7iys8o8XV+mB1ugJ8vHR+vxhdPCheZ/Xo2OBw+Kc6ewx13U40NNS1JD3xxBN69tlnlZqaqqCgIH3yySf685//XG+S0xtuuKHePt9//329/PLL+vHHH+V2u9WtWzddfvnluu22246r5qehatOkpCTt2rXL8/iDDz7Qgw8+6Jnk9KmnnmKSU+AUYFmWPliVrv/7fJPya+anGNQ5TPdO6K1R3aNauXQAgENZlqXSymrll7lUUOpSflmlCstcyi91KS2vVP9dn6ndeQenfgkP9NHE/nG6ZHC8hneJaNcDnjDPDyfWbRp/I6Dt21dUrgc+2qAvN+2TJHWPDtZvz++p8f1iaUsOAO2QZVlal16geWv36tN1mXVqhuLD/HXx4E66bGgn9YwJOea+SiurtDrtgArKXLpoYCtMJ3MY5vkBAJywzzdk6oG5G3Sg1CVfL6fuPr+nbjoz+YgjtwEA2j6Hw6HBCeEanBCuBy/sqxU7czVv7V59vjFLGQXlmr1kh2Yv2aG+caG6dEgnXTI43jPFQHFFlVbtytOKnXlamZqrDekFqnJbig3114UD4trVRTHCj43169dPaWlpDa579dVXNXXq1BYuEYDWVFDm0qOf/KS5P+6VJPWNC9VzVw5Wr9hjXwUEALQfXk6HRnWP0qjuUXr8kv76evM+zf1xrxZv2aefMwv1c2ahZn2+SSO6RqqkokobMwpVfdjwnp3CA5SSHKFyl9szCWt7QPixsc8++0wul6vBdYdPXArg1PbNthzd88F6ZRWWy+mQfn1Od90+toctO8MCgJ34+3jpggFxumBAnA6UVOq/GzI198e9Wp12QMt25Hq2S4gIUEpypFKSIzSia6QSIho/n2VbQPixsaSkpNYuAoBWZFmWVqUd0BvfpeqzDVmSpOSoID1zxSANTezQyqUDALS0DkG+unZEkq4dkaTduaX6clO2wgN9lNI1Up3CA1q7eE3ilA0/bre7tYuAI+BvA7Sucle1Pl2XoTeX7dJPGYWe5dNGJum+ib1tPwcEAEBKjAzUjWcmt3Yxmtwp9w3n6+srp9OpjIwMdezYUb6+vu2qE9apzLIsVVZWKicnR06nU76+vq1dJMBWMgvK9K8VaXr3+z3KK6mUJPl5O3XpkE6adkYX9Yk7+gg5AAC0d6dc+HE6nUpOTlZmZqYyMjJauzhoQGBgoBITE+V00pcAaC6WZWlvfpnW7SnQ+vR8rd2Tr1VpBzwdVuPD/HXdyC666vQEdQjiQgQAwB5OufAjmdqfxMREVVVVqbq6urWLg0N4eXnJ29ub2jigiRWUuvTjngNauydf69MLtG5PvnJrancOlZIcoRtGddG4PjEMXQ0AsJ1TMvxIZixzHx8f+fj4tHZRAMDDsizNX5+p175NVYi/t8b0ita5vaPVJSrouPdR7ba0NbtIa3Yf0I+78/Xj7gPakVNSbztvp0N94kI1sHOYBiWE67SkDuraMbgp3w4AAO2Kw7Is69ibtS2NmcUVANqKDekFenz+T/ph14F667pGBemcmiA0PDlCvt5OFZS5tDu3VLtyS5SWW6LU/aVKyy3RpsxClVTWr9XuEhnomcBuYEK4+saFyt+n/cy9AADAiWhMNjhla34A2E9mQZlyiyvVLz60TTWt3FdYrqe/2KIP16TLsqQAHy/dMrqrQvy99fXmffo+NU8795do5/5Uvf5dqoJ8veTn4+UZlKAhwX7eGpQQpiEJHTQ0KVyDEzoogr47AAAcFeEHwCmhsNyli174VrkllYoP8zcTtg2M05CE8FYLQuWuar32bar+umi7p6bm0iGddO+EXooLM/Ml/PKsrioqd+nbbfu1aMs+LdqSo5yiCs/2HUP81CUyUEmRQZ77HjHB6hEdIi9n2wl4AAC0BzR7A3BKeOGrbXp24dZ6y1sjCO3aX6JP12XovVV7lH6gTJI0OCFcD0/qe8zJQ91uS1uyi+S2LHWJDFKQH9eoAAA4msZkg0YP9bN06VJNmjRJ8fHxcjgc+vjjj+usnz59uhwOR53bhAkT6myTl5enqVOnKjQ0VOHh4brppptUXFzc2KIAgCSpqNyl175NlSQ9dflAvXrdMF08KF5Bvl7KKCjXP75N1WV/XaYzn1ykF7/apn2F5U1ehqyCcv3jm526+KVvdc6fF+uZhVuVfqBMsaH+ev7Kwfro/51xzOAjSc6aQQr6xYcRfAAAaGKN/mYtKSnRoEGDdOONN+qyyy5rcJsJEybojTfe8Dz28/Ors37q1KnKzMzUwoUL5XK5dMMNN+iWW27RnDlzGlscANDby9NUUOZS145BmjK0s7ycDo3vF6tyV7WWbM3RZxsy9eXP2dqbX6ZnFm7VX77apvP6xuialESN6hYl5wk2HyurrNZHP6brk7UZ+n5Xnmrr0b2cDp3RLVKTBsXrooFxCvQlxAAA0BY0+ht54sSJmjhx4lG38fPzU2xsbIPrNm3apAULFuiHH37QaaedJkl68cUXdcEFF+jPf/6z4uPjG1skADZWXFGlv3+zU5J027nd6/SD8ffx0vh+sZ4g9PnGTL2zYrdWpR3Q5xuz9PnGLCVFBurq4Yn6xbDOigz2O9LL1GFZlhb+nK3HPv1Ze/PLPMtP79JBFw+K18QBcYo6zn0BAICW0yyXIxcvXqzo6Gh16NBB5557rv74xz8qMjJSkrR8+XKFh4d7go8kjRs3Tk6nUytXrtSll15ab38VFRWqqKjwPC4sLGyOYgPtlmVZWrM7X+//sEcut1sX9I/T6J4d5et96k9i+c/lacovdSk5KkiTBh754om/j5cuHdJZlw7prM1ZhZqzcrfmrtmrtNxSPfH5Zj37v626YECsrj+jy1H7Bu3aX6LHPv1Ji7bkSDJ9iqaP6qILB8arU3hAs7xHAADQNJo8/EyYMEGXXXaZkpOTtWPHDj3wwAOaOHGili9fLi8vL2VlZSk6OrpuIby9FRERoaysrAb3OWvWLD322GNNXVSg3St3VeuTtRl6e8Uubdx78KLAR2v2KizARxcMiNXFgzppeHLEKTkyWMkhtT4zxnSXt9fxhb3esaF6/JL++t3E3vp0XYbeWblb69ML9PHaDH28NkP9O4Xq+pFddPGgeM88OWWV1Xpl8XbNXrJTldVu+Xg5dMvorpoxpjvN2gAAaCea/Bv7qquu8vw8YMAADRw4UN26ddPixYs1duzYE9rn/fffr7vuusvzuLCwUAkJCSddVqC9Ssst0b9WpOn9VekqKHNJkny9nZo0MF6hAd6avz5TOUUVevf7PXr3+z2KCfXTpIHxmjykk/p3Cmvl0jedd1amKa+kUkmRgZo8uPFNZgN9vXXl6Ym68vRErduTr7eXp+nT9RnauLdQ9364Xv/32SZdcVqC+sSF6Jn/bfWM3HZWjyg9dnE/de0Y3NRvCQAANKNmv1zZtWtXRUVFafv27Ro7dqxiY2O1b9++OttUVVUpLy/viP2E/Pz86g2aAJzK9uaXKSO/TLnFFdpfXKnc4krlllQot7hSmQVl+nFPvqdzfecOAbp2RJKuOC3BM8nlgxf21cqduZq3NkOfb8xUdmGF/vFtqv7xbaoGJ4Tr+pFJunBgnPy8vVrxXZ6csspq/W1p42t9jmRQQrieSQjX7y/so/dX7dE/l6dpb36Z5zUk08TtoYv6akL/2DY1iSoAADg+zR5+0tPTlZubq7i4OEnSyJEjlZ+fr9WrV2vYsGGSpK+//lput1spKSnNXRygTdpfXKFlO3K1bPt+fbt9v6eG4WjO7tlR149M0jm9ous1afNyOnRG9yid0T1Kj0/upyVbcjRvXYb+91OW1u7J19o9+frTfzfpytMTNHVEUrvsq/LOyjTtL65UQkSALh3Sqcn2GxHkq1+d3U03n9VVizbv09sr0rR6V56mndFFM8+liRsAAO1Zoyc5LS4u1vbt2yVJQ4YM0bPPPqsxY8YoIiJCEREReuyxxzRlyhTFxsZqx44duvfee1VUVKQNGzZ4am8mTpyo7OxszZ492zPU9WmnnXbcQ10zyWl9rmq3duaUaHNWobycDnWJDFKXqCAFH2OeEMuytL+4UukHSuW2LPWJC+XkrgW43Za+3b5fS7fm6LsdudqUWXcQD2+nQ507BCgy2E+RQb6KDPZTVLCvIoN8FRHsp0Gdw5QUGdTo180pqtB7P+zWOyt3K7PAzHXjdEhj+8RoytDOig71U4ift4L9vRXs560gX+8THga6OZW7qnXWU4uUU1ShJy4boKuGJzbr61mWRU0PAABtVGOyQaPDz+LFizVmzJh6y6dNm6ZXXnlFkydP1o8//qj8/HzFx8fr/PPP1x/+8AfFxMR4ts3Ly9PMmTP16aefyul0asqUKXrhhRcUHHx87eftHn7ySyv1U0ahNmUWalNmkTZlFmr7vmJVVrvrbRsV7KfkqEBPGPLxcmhPXpnSD5RqzwFzX+46+DynQ+oZE6JBncM1KCFcAzuHqVdsiHxOskkRDlqddkB/mP+z1u7Jr7O8T1yoRnWL1KgeURreJaJZJ7isqnbry0379M8Vu/Td9tyjbhvs563IYF+d3zdGlw7prL7xrf8/98Z3qXrs05/VKTxAi357ji1GtQMAAA1r1vDTFtgx/BSWu7RgY5Y+XZeh77bvl7uBv1qwn7d6x4bIkhmON7ek8rj27XBIcaH+qrYsZRdW1Fvv5+1Un7hQdesYrK4dg9Q1KkhdOwYrKTLQMxIWjm1vfpme/HyzPlmXIUkK8vXSRQPjNapHlM7oFtlq88Js31ekfy5P0/e7Dqi4wqXi8ioVlVepqqGDTFLv2BBdOqSTJg/ppJhQ/xYuran1OfvpRcourNCfLu2vqSlJLV4GAADQdhB+ThHlrmp9vXmfPlmboa+37FNl1cEamqTIQPWJDVWfuFD1iQtRn7hQde4QUKdpTkGZS2m5JUrdX6Jd+0u1K7dE1W5LCREBSugQqM4dApUQEaC4sADPlfOsgnKtS8/X+vR8rdtToHXp+Soqr2qwfA6H1Ck8QN06Bmtg5zAN6hyugQlhig5p+RPitqykokqvLtmhV5fuVEWVWw6HdMWwBN09vmeb/V1ZlqWKKreKK6pUXF6lrdlF+njtXn358z5PDaPDIY3qFqXLhnbSRQPjW6z25a1lu/TIJz8pPsxfi+45p10P2gAAAE4e4aed25ZdpFeX7tSCjVkqrjgYPLpHB2vy4HhNGhR/Qv09ToTbbWlXbol+zixUak6Jdu4v0c6cYu3MKVFRRcOhKD7MX4MSTLO5/vFhCvH3lq+309y8nPKr/dnbKbclVbutureaQzI+zL9d97Oodlv6+Me9euqLzZ4atZTkCD10Ud92O9x0QalL/92Qqbk/puuHXQc8y7tGBenRi/tpdM+Ozfr6q9MO6Ff/Wq2cogr94ZJ+um5kl2Z9PQAA0PYRftqpXftL9JevtunjtXs9wxh3Cg/QpEHxunhQvPrEhbSZMFA7UMLOnGJtzS7SuvQCrduTr+05xWqqI+q0pA7667VD22ztyJGUVFTpw9Xpev27VKXllkqSEiIC9PsL+mh8v1NniOTduaX6eO1evb18l/YXmyaWE/rF6qFJfZt89Lj80ko9uWCz3v1+jySpS2SgvrhzNLU+AACA8NPe7M0v04tfbdMHq9NVXdPPYny/GP3yrK4altihTY62dSTFFVXakF7gaTq3JatI5S63KqrcqqyqVmW1W5VV7gb7LElmlDOn0+GpBYoL89ffrz+tXdSUZBaU6a1laZqzMk2FNU0FwwJ89P/O6aYbRnU5ZU/UC8tdem7hVr29PE3Vbkv+Pk7ddm4P/fKs5JN+z5Zl6T9r9ur/PtukvJo+bL8Y1lm/m9hbka3URwoAALQthJ92Yl9huV5etF3vfr/H049iTK+Ouuu8XhrQue2f7J+Mqmq3Kqvdcjoc8nI65OVw1Al5O3OK9cu3V2lnTon8fZz68y8G6aKB8a1Y4iPbuLdAr32bqk/XZXgGCegSGaibzkzWlGGdbTN0+KbMQj0y7yd9vytPkvkdPHJxP53Ts+MJ1XZtzS7Sgx9v1PepZn89Y4L1x8kDNDw5oknLDQAA2jfCTxtWVlmtxVv2af6GTH35c7YqagYxOKNbpO4+v6eGJXFiV6ugzKXb3/1RS7bmSJJuP7e77hjXs9Vrwqqq3VqzO19fbc7Wos37tDW72LMuJTlCvzyrq8b2jm71crYGy7I0b22G/vTZJuUUmX5Ogb5e6twhQJ3CA9S5Q6A6dQhQ5w4Big8PkGWZZoIlFVVmcIWan/fml+mDVemqclsK8PHSb8b10E1nJjPkOgAAqIfw04K+3bZf+WWVigvzV1xYgKJD/OR92Alauatai7fk6L8bMvXVpmyVVlZ71g1L6qC7z+upM7pHtXTR24Vqt6VZn23SP75NlWT6lDxzxaBmnQOnIfmllVqyNUdfbdqnJVtzVFDm8qzzdjp04cA43XRmsgZ2Dm/RcrVVReUu/eXLbXp7eVqD808dr3F9YvToxX3VuUNgE5YOAACcSgg/LejGN3/Q15v3eR47HVLHED/FhgUoLtRfTqe0ZEuOSg4JPJ3CA3TRwDhdMCBOAzuHnTId4JvTB6v26PdzN6qy2q3esSF64eoh6hEdfFy/u3JXtZZuzdH/fs5WXkmlkqOC1K1jsLp1NPMVRQX7evZjWZZyiir0c2ahNmeZCWQ3ZxZp276iOv2UwgN9dE7PjhrTO1pn9+yo8EDf5nrr7Vq5q1oZ+WXam1+m9JpJddMPlGnvgTJl5JfJy8uhIF9vBft5K9jfW0F+3gr2Nfdn9YzSmF7Rrf0WAABAG0f4aUFPfL5Zq3blKbOgXNmF5UecGDI+zF8XDIjTRYPiNYjAc0JWp+Xp1n+u0f5i05wqLsxfI7pGakTXCI3oGqnEiEDP77Ww3KVFm/dpwcYsLd6SozJX9RH3G+rvrW7RwQrw8dLmrCJPx/rD9Y4N0bm9o3Vu72gNSewgLxs2awMAAGhrCD+txO22tL+kQlkF5cosKFdWQbmKyl0a2S1KQxLCbdkHpKll5Jfp/o82aNmO/XJV1z1048P8ldI1UnkllfXWdwoP0Ph+sUruGFQzX1GxduQUK/1AWb2huZ0OKTkqqGYCWTOJbL/4MMWEtq8htwEAAOyA8INTXllltdbsPqAVO3O1Ymeu1u7JrxeGukcHa3y/GE3oF6f+nUIbrG0rd1VrV26JduwrUWlllXrFhqhHdIgCfE/NYakBAABONYQf2E5pZZXWpOXr+1158vdx6vy+MeoeHdLaxQIAAEAza0w2sMcEJDjlBfp668weUTqzB6PmAQAAoGFMmgEAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFgg/AAAAAGyB8AMAAADAFhodfpYuXapJkyYpPj5eDodDH3/8sWedy+XSfffdpwEDBigoKEjx8fG6/vrrlZGRUWcfXbp0kcPhqHN74oknTvrNAAAAAMCRNDr8lJSUaNCgQXr55ZfrrSstLdWaNWv00EMPac2aNfroo4+0ZcsWXXzxxfW2ffzxx5WZmem53XbbbSf2DgAAAADgOHg39gkTJ07UxIkTG1wXFhamhQsX1ln20ksvafjw4dq9e7cSExM9y0NCQhQbG9vYlwcAAACAE9LsfX4KCgrkcDgUHh5eZ/kTTzyhyMhIDRkyRE8//bSqqqqOuI+KigoVFhbWuQEAAABAYzS65qcxysvLdd999+nqq69WaGioZ/ntt9+uoUOHKiIiQsuWLdP999+vzMxMPfvssw3uZ9asWXrssceas6gAAAAATnEOy7KsE36yw6G5c+dq8uTJ9da5XC5NmTJF6enpWrx4cZ3wc7jXX39dt956q4qLi+Xn51dvfUVFhSoqKjyPCwsLlZCQoIKCgqPuFwAAAMCprbCwUGFhYceVDZql5sflcumKK65QWlqavv7662MWIiUlRVVVVdq1a5d69epVb72fn1+DoQgAAAAAjleTh5/a4LNt2zYtWrRIkZGRx3zO2rVr5XQ6FR0d3dTFAQAAAABJJxB+iouLtX37ds/j1NRUrV27VhEREYqLi9Pll1+uNWvWaP78+aqurlZWVpYkKSIiQr6+vlq+fLlWrlypMWPGKCQkRMuXL9edd96pa6+9Vh06dGi6dwYAAAAAh2h0n5/FixdrzJgx9ZZPmzZNjz76qJKTkxt83qJFi3TOOedozZo1+vWvf63NmzeroqJCycnJuu6663TXXXcdd9O2xrTrAwAAAHDqakw2OKkBD1oL4QcAAACA1Lhs0Ozz/AAAAABAW0D4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALhB8AAAAAtkD4AQAAAGALjQ4/S5cu1aRJkxQfHy+Hw6GPP/64znrLsvTwww8rLi5OAQEBGjdunLZt21Znm7y8PE2dOlWhoaEKDw/XTTfdpOLi4pN6IwAAAABwNI0OPyUlJRo0aJBefvnlBtc/9dRTeuGFFzR79mytXLlSQUFBGj9+vMrLyz3bTJ06VT/99JMWLlyo+fPna+nSpbrllltO/F0AAAAAwDE4LMuyTvjJDofmzp2ryZMnSzK1PvHx8br77rv129/+VpJUUFCgmJgYvfnmm7rqqqu0adMm9e3bVz/88INOO+00SdKCBQt0wQUXKD09XfHx8cd83cLCQoWFhamgoEChoaEnWnwAAAAA7VxjskGT9vlJTU1VVlaWxo0b51kWFhamlJQULV++XJK0fPlyhYeHe4KPJI0bN05Op1MrV65scL8VFRUqLCyscwMAAACAxmjS8JOVlSVJiomJqbM8JibGsy4rK0vR0dF11nt7eysiIsKzzeFmzZqlsLAwzy0hIaEpiw0AAADABtrFaG/333+/CgoKPLc9e/a0dpEAAAAAtDNNGn5iY2MlSdnZ2XWWZ2dne9bFxsZq3759ddZXVVUpLy/Ps83h/Pz8FBoaWucGAAAAAI3RpOEnOTlZsbGx+uqrrzzLCgsLtXLlSo0cOVKSNHLkSOXn52v16tWebb7++mu53W6lpKQ0ZXEAAAAAwMO7sU8oLi7W9u3bPY9TU1O1du1aRUREKDExUXfccYf++Mc/qkePHkpOTtZDDz2k+Ph4z4hwffr00YQJE3TzzTdr9uzZcrlcmjlzpq666qrjGukNAAAAAE5Eo8PPqlWrNGbMGM/ju+66S5I0bdo0vfnmm7r33ntVUlKiW265Rfn5+TrzzDO1YMEC+fv7e57zzjvvaObMmRo7dqycTqemTJmiF154oQneDgAAAAA07KTm+WktzPMDAAAAQGrFeX4AAAAAoK0i/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwhSYPP126dJHD4ah3mzFjhiTpnHPOqbfuV7/6VVMXAwAAAADq8G7qHf7www+qrq72PN64caPOO+88/eIXv/Asu/nmm/X44497HgcGBjZ1MQAAAACgjiYPPx07dqzz+IknnlC3bt109tlne5YFBgYqNja2qV8aAAAAAI6oWfv8VFZW6l//+pduvPFGORwOz/J33nlHUVFR6t+/v+6//36VlpYedT8VFRUqLCyscwMAAACAxmjymp9Dffzxx8rPz9f06dM9y6655holJSUpPj5e69ev13333actW7boo48+OuJ+Zs2apccee6w5iwoAAADgFOewLMtqrp2PHz9evr6++vTTT4+4zddff62xY8dq+/bt6tatW4PbVFRUqKKiwvO4sLBQCQkJKigoUGhoaJOXGwAAAED7UFhYqLCwsOPKBs1W85OWlqYvv/zyqDU6kpSSkiJJRw0/fn5+8vPza/IyAgAAALCPZuvz88Ybbyg6OloXXnjhUbdbu3atJCkuLq65igIAAAAAzVPz43a79cYbb2jatGny9j74Ejt27NCcOXN0wQUXKDIyUuvXr9edd96p0aNHa+DAgc1RFAAAAACQ1Ezh58svv9Tu3bt144031lnu6+urL7/8Us8//7xKSkqUkJCgKVOm6MEHH2yOYgAAAACAR7MOeNBcGtOpCQAAAMCpqzHZoFnn+QEAAACAtoLwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWCD8AAAAAbIHwAwAAAMAWmjz8PProo3I4HHVuvXv39qwvLy/XjBkzFBkZqeDgYE2ZMkXZ2dlNXQwAAAAAqKNZan769eunzMxMz+3bb7/1rLvzzjv16aef6oMPPtCSJUuUkZGhyy67rDmKAQAAAAAe3s2yU29vxcbG1lteUFCg1157TXPmzNG5554rSXrjjTfUp08frVixQiNGjGiO4gAAAABA89T8bNu2TfHx8erataumTp2q3bt3S5JWr14tl8ulcePGebbt3bu3EhMTtXz58iPur6KiQoWFhXVuAAAAANAYTR5+UlJS9Oabb2rBggV65ZVXlJqaqrPOOktFRUXKysqSr6+vwsPD6zwnJiZGWVlZR9znrFmzFBYW5rklJCQ0dbEBAAAAnOKavNnbxIkTPT8PHDhQKSkpSkpK0vvvv6+AgIAT2uf999+vu+66y/O4sLCQAAQAAACgUZp9qOvw8HD17NlT27dvV2xsrCorK5Wfn19nm+zs7Ab7CNXy8/NTaGhonRsAAAAANEazh5/i4mLt2LFDcXFxGjZsmHx8fPTVV1951m/ZskW7d+/WyJEjm7soAAAAAGysyZu9/fa3v9WkSZOUlJSkjIwMPfLII/Ly8tLVV1+tsLAw3XTTTbrrrrsUERGh0NBQ3XbbbRo5ciQjvQEAAABoVk0eftLT03X11VcrNzdXHTt21JlnnqkVK1aoY8eOkqTnnntOTqdTU6ZMUUVFhcaPH6+//vWvTV0MAAAAAKjDYVmW1dqFaKzCwkKFhYWpoKCA/j8AAACAjTUmGzR7nx8AAAAAaAsIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBaaPPzMmjVLp59+ukJCQhQdHa3Jkydry5YtdbY555xz5HA46tx+9atfNXVRAAAAAMCjycPPkiVLNGPGDK1YsUILFy6Uy+XS+eefr5KSkjrb3XzzzcrMzPTcnnrqqaYuCgAAAAB4eDf1DhcsWFDn8Ztvvqno6GitXr1ao0eP9iwPDAxUbGzsce2zoqJCFRUVnseFhYVNU1gAAAAAttHsfX4KCgokSREREXWWv/POO4qKilL//v11//33q7S09Ij7mDVrlsLCwjy3hISEZi0zAAAAgFOPw7Isq7l27na7dfHFFys/P1/ffvutZ/nf/vY3JSUlKT4+XuvXr9d9992n4cOH66OPPmpwPw3V/CQkJKigoEChoaHNVXwAAAAAbVxhYaHCwsKOKxs0ebO3Q82YMUMbN26sE3wk6ZZbbvH8PGDAAMXFxWns2LHasWOHunXrVm8/fn5+8vPza86iAgAAADjFNVuzt5kzZ2r+/PlatGiROnfufNRtU1JSJEnbt29vruIAAAAAsLkmr/mxLEu33Xab5s6dq8WLFys5OfmYz1m7dq0kKS4urqmLAwAAAACSmiH8zJgxQ3PmzNG8efMUEhKirKwsSVJYWJgCAgK0Y8cOzZkzRxdccIEiIyO1fv163XnnnRo9erQGDhzY1MUBAAAAAEnNMOCBw+FocPkbb7yh6dOna8+ePbr22mu1ceNGlZSUKCEhQZdeeqkefPDB4x68oDGdmgAAAACculp1wINjZamEhAQtWbKkqV8WAAAAAI6q2ef5AQAAAIC2gPADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADAAAAwBYIPwAAAABsgfADADgxVRXSti+l0rzWLgkAAMfFu7ULAABoh9JXSfNmSDmbJZ8gadh0aeQMKaxTa5esPsuSKkskh0PyDWrt0gAAWhHhBwBaQ84WqbJYCu0sBXWUnO2kIr6yVPr6j9KKv0qyJKeP5CqRVrwsff83adCV0qg7pKgezVsOy5LKDkiFGVJR5sH74n1Saa65lR2o+TlPqq6QnN7S0GnS2fdJITHNWz4AQJvksCzLau1CNFZhYaHCwsJUUFCg0NDQ1i4OABy/6ipp4UM14aGG00cKjTNBKDTe1J44nFJ5oVReIFXU3JcXmp+DoqQe50s9xkudhkpOr5Ype+pS6ZPbpAO7zOOBV0kTZkkZa6RvnpPSvq3Z0CH1mSSdeacpX1MpzpG+fNS8TlGWVFV+YvvxCZRG/FoadbvkH9Z05QMAtIrGZAPCDwC0lLJ86cMbpR1fmcfBsVJxtqST+BgOjJJ6nGfCUPexzXMyX14gLXxYWv2meRzaSbroeann+XW32/O99O3z0pb/HlwW1VNKOkNKGiUljpTCExr/+pYlbfhQ+vxeqeyw/kWBkVJIvAmPIXFScIwJhwERUmDtLdLcMn6UFj4i7V1lnhsQIZ11t3T6LyUf/8aXCwDQJhB+AKCt2b9devdKKXe75B0gXTpb6jdZqnaZWozCveZWsNc04ZIk/1DJL9QEmtqf/UKl/VulrQukHV+bmqBaTm+p10Tp0lebrm/Ljq+lj2dIRTVlOu0madyjpjxHsm+T9N1fpA0fSO6quuvCEmvC0BlS13OkDklHf/3CDGn+neb9SlLMAOm8R6XIHlJIrOTt17j3Y1nS5vnSV4+b36NkatxG/1aKHSAFdDCByS+s/TRFBACbI/wAduSullbOljLX1ZwsN3CL6CqFJ7Z2Se1n+1fShzeYGpTQztLVc6S4QSe/32qXtHuFCQbb/nfwZL7/FGnKa6aD/8nse9GfpG+fM48jukoXvyh1OfP491GaZ8qX9p20e7mUsVayqutu07GP1GuC1HOi1Pm0g034LEta87b0vwdNwPPylc6+1/Qn8vI58ffleX9V0ro50qJZB4PdoRxOE4QCIkzIGjbd/F5P5ncKAGgWhB/Ablxl0n9+aa5oH5VDGniFdM7vzMksmpdlmUD6xQOS5ZYSUqQr/yUFRzfP6+1cIv3rMlPbcv4fpTNuO7H9HEiT/nOTlP6DeXzaTWZ/voEnV76KYin9eyltmbTrW9NM7tAwFBhp+jF1GyP9+C8pdYlZ3mmYdMnLUnSfk3v9hrjKzEANP82VSvabwOYqaXjbpDOliU9Ksf2bvhwAgBNG+AHspGS/9O5V5kTVy7fmhNdxSCf5mlvZATMssVQz6tX10uh7TAd7NL2KImnB/dKP/zSPB18rXfRs45tpNdb3f5c++62pubjuY6nr2Y17/s/zzKAG5QWm6dfFL5jmec2hNM/Uim393MwXVFFQd713gHTug9KI/9dygzpIkqv84EhxZXnSru+k7543Ayw4nKaP0JgHTM0QTkx5TW0efa0ANAHCD2AXuTukdy6X8nZK/uHS1e+avhRHsneNGaa4tsO9t780/GZp1J1SUOSRn2dZNPc5XuUF0sq/maGfyw6Yk+Xz/2hGF2uJ36FlSR//2jTpCoiQbl1yfE0dXeWmhmrVa+Zx59NN07lj9clpKtUu0zRuywJp5yIpPEka/ycpslvLvP6x5O+Wvvi9tOkT8zgwUhr7sDTkupYNZu3dvk3SspekDe+bwSmueqdpmoA2l9Sl0tKnzYAiKb9qmiaXAJoc4QeNk7/H9Bkoyzcnzp1Pl7x9W7tUOJb0VdKcK8zV6fBEaeqHUsdex/fcXd9KX/1B2rPCPPYNMfOzuKvNCXtZXs2V7wPm3nJLvS+UhlwrJZ9NR/CGlB2QVsyWVrxysAYjsrs08SkzCltLcpVJr0+QMteaE8sbv5B8Ao68feZ66eP/J2VvNI9H3WFqXDjRq2/nYumze6X9W8zjuMHSBU9LCcNbs1Rtm2VJu76Rlr1o+qYdyjtAmvyy6U/VlliWtOwFM7S65TbLonpJFzxlBuoA0KYQfuzGskxH5+1fmi9mh9Oc8MQNluKHmCFgD98+a7205XNp83/Nz4fyCTTD0nY9x9yi+9Y92a2dLb10v2lyVVVhXudk+wPg+G2ab/r4VJWZv/M17zd+0kbLMsfMV49JWRuO/3lhidKQqdLga9re4AkbPjSjgw29XgoIb5nXLMk1tTwr/yZVFpllUb1M5/x+l7ZerUD+HulvZ5twPOhqafIr9Wuesn+WFs86pDYjSrrsVan7uJYvb3tS7TLNCxfPOjja3sArzSh4NCM9qLpK+vljE3oy19YsdEh9LjJNB5e9aD6DJDPk+JgHT+7CitstleebZr1evia8n8j/X3mhNO/X0qZPzeOeE8zFptL95nHfyaZWMqzziZcVQJMi/NhBRZGpjt/+pWkrX7D7yNsGx9QEocHm6vSWz6WCPQfXO5ymI3ZInNln7Qd8raCOUkx/05ynZL9UkmNOug/l5Sd1GSV1P8/MORLZnWZSJ8NVZvpDVJaYE+rKEtNZvLJYytkiffOMJMs0xbj8Dckv+MRfy+2WNn9qRuXyCzXD/NaOchXYwfxcesA0o1r/wSH9MhymP8mQ68zJgJd3E7zxk7BpvvTeVPOzf5g08jYp5dajD8l8MvJSpZWvmhHJajvIx/Q3Qyb3uaRt1I6lLpXenmwGFZj4tJRyi1mes0Va/ITp5C9LkkPqf5k0/v/MyGY4PsX7zMWDH9+RZJkLR2fdJY2cefSattwdZgjxwgzzWe65FZr/8YoiM2iFl6+ZANer5lb7c8de0jn3m//VtsiyTHD434NSfppZ5h1gLpqM+PXBpozualOzsuwF87jnROmyvx3//2xVhZm7afdy8/m1e4UJP4dyOA/+Hv3DTA324GvMBcKGvqP2bZbeu1bK3WaeM/FJ6bQbzfffov+Tfvi7qQnyCTR9JkfOaLgfX2WJaU0REtc2PgtOhGVJe1aa84yoXlLvC5puCH2giRF+TgV5qWbOj5KcmsBREzpKcqSiTDNkrNt1cHsvX1Nb032c+XLMWGuutOVsPlhlfyjvANMUp9cFUs/xZlJAyZwI7/vZ1CDtXGxGZTrSyEfe/lJQtPmSPnyo2PAkE4KSR+tg5/vCQ+4LpMpSMwFiwnAzxK1dZ1qvKDY1L5lrzRd5xtqaIYuP8a85bLp0wTMtGzpcZSZk/PjPgyNxSeak/6LnpYTTW64sh8rbKb16jjmuAjqYkC+Zn8+4XRp+y8kFxFq1JwPLXzK1prX/W3GDpNH3mv+ntnais+wl6X+/N1fDL3nZnMhs+FCe46vvZDP6X3OMpGYXGT9Kn//uYDPS8ETTz6vPxeYE21VmBk3Y9j9p+0JzvJ6skHgzV1RjB7Robvu3S5/fY8KdZGoTh99ianqO1K9w3XtmkI3qCnOSffW79ft6VZaa31vuNjOc/+4Vpg9jdcWJlTO6nwlBA684OPrixo+keTPNd15oJ+mKt81306GyNkif3WMCl2Qu9HUaVjNSYM1ogSX7D14gjO4nTX2/fdUS5e+R1v3bXPA69Fj1DZb6TDK/s+Szm65WuyTX/F33b6u5325akqT8P6nzsKZ5DZzyCD/tVc5WcyX2p48Ojsp1NB2STcDoPs7MvdHQFZnKEilrozmxzlxnQlLP8aY529GuTNaqqjSjiB1IrZklPcoEpaCO5vUcjoPN7rYtNF/sacuk6spGvnmHFNPPBKGEFHPfIfnUrT3K/kla/lfzuz1S0HF4mRN235Ca+yDz5eMXYv7uQ6e17u/nQJq0do70/as1YcMhnXaDNPaRlmtyJpkTy9fOMyclCSnStE/NVefFT5gvUskcu6PuMCdgJ9I8s7pK2jRPWv6ytHf1weXdx5kr2d3ObbvHqmWZJpIbP6y7vPdFpvaAYZubhmVJG/8jLXzYXLiSzAUp3yAp9Zu6teVOHylxhPnM8ws1/99+ITU/h5j/c6e3ucBVXXOr/bmyxNT85u2Q5DCjO577YPONIugql7Z8ZobGjx1w5BPeyhIzMMCyl0xZvXylUb+Rzrzr+P7n9q6W/j3VXNzzDzPvqyjb/A/n7qjbWuFQgVFS0kgpcWTN77S/+VtUVx7ye6v5OXeHtO5dc+GiNjQ5vMznaXC0qcWVpC5nmRr14I4Nv6ZlSevflxY+JBVnH/u9hXaSrv1Iiu597G2PpfY73V1lLr54btWmXD4BUvzQxn/OVZaYz82175jjtfY7yTfYfM5lrjPnAbWCY6UBl5vmnh26SK7SmpYKJQd/rr2vqGm9UFl8sAVDZbGp+dy/9eDFqoZ0G2uaECeOaOxvCjbTbsLPyy+/rKefflpZWVkaNGiQXnzxRQ0ffuxOo6dU+MndURN45h7sbCyZL8cOSSZk1IYNzy1Kih3YdkZBOlxFsencuv1L007a269mlvrQuvdevuY9715xsGnEoXpfJF3291OrL9GBNNN0Yv17qhN4QuJNs8Ta5olxg82XcVs9oT5UyX7pfw+Zq4SSqQ2cMKvlJoT85DZz0hIYKd36jRTWySx3V5sajiVPHLx66fQ2zVW8/c0Qu94BB+9rB/k49COx9ucDqQdPaL38zOAQI37dfmpLKkulNyaYE5ieE01NT/zg1i7VqamyRPruhYNDY9cK7WROInucb2pr/EJO7jUW3C+tecs8jh1gRuY73gFPjldFkTTnSjNJrWQ+txNHmIFxks40x5DT2/Tr+eL3B/9HepwvTXii8d9RRVmmyVnt/FKH8w+TInuYEJEwwgSeyG6N/5wpO2Bqeda9W/+1Rt0hnfvQ8dWolxeaC0DVlebzJyjKhLHACPNzWb70rylmcAz/cGnqByc3MMbOxdJHt0rFWUffzsvXXAjqerbUdYz5Pjn8/RRlm8C5d5X5nk5fVbeVR/JoafBUU9PjG2Q+C9N/MDVCP3109MByIkI7S1Hdzd83qof5rFr374PzgCWPNrXrXc5sH9+LaHHtIvy89957uv766zV79mylpKTo+eef1wcffKAtW7YoOvroEwC2+/BT7TJXjb7/2yGdQGW+RLqOMW3ve13QslfPW1tRlpnwcM9Kc5+xxlzZShghXfNe+/9dFOdI3/xZ+uG1g80V+11qOqLHDW78YAVtUeo30vw7D9a2dDtXuvCZ5p1M9cd3TMdkOaTr5prJMQ9XXSWt/7e05EkzXPGJCowyNUen//LIV4TbMle5aTYbntDaJbGH/N3SqjfMCXuP88zAMU190rZpvgn/ZXkm0J//R3N81r6Ou9o0wyrONjenl6nVOJ7mSmUHpH9dbk6OfYLMc2oHd6jlEyiFJRwc+S48UZrwpNRr4om/V1e5+azM2SxFdDMnwpHdzS0wsul/hzlbzYWbtOXSGTPNyX5TKs0zo3Km/2Auslzxlml90RjVLnPR7NvnJFnm9xAQYfoz1d6cNffFOfWbofuFmdAQN9AMNb53dcM1aR2STeAZdOXRB7OpqjQXN9f/2wxNX11hXtsnyFys9Ak0gan2vrYFg+fnmltwRxN2Irs13HIlL9W857VzDn5vJo40tYnJZx1f6xXYRrsIPykpKTr99NP10ksvSZLcbrcSEhJ022236Xe/+12dbSsqKlRRcbBdb2FhoRISEtpG+KmqPP5hoStLTV+J716QCtPNMoeXuTrT71JT09FWO7C2tLTl5opjRYFpxnDtf9pnR+yKItMMZPlLpppfMk0Oxz4idRraqkVrFlUV0nd/kZb+2XwhevubL9Nh05p+Lo+sjdI/xpqr62N+b5pGHI272jSpcZWbJkiH31dV1j2x8vzsMF/iXc/myxZtT1GWGaa8to9N7ABzX7zP1MrWXjmvlTjS9P06Wq1MyX7pn5NNU9KADqbJVtwg8zhtmakJSltmQpdkakPPvEM6807+RxpSWSJ9MN30+XJ4SZe8ZPobHY+8VNNsde8q83joNFOzfqSBByzLtChJXWxqilK/qT8IhCTJYWquOw0zt86nme/axobLqkrT7M7br/lqZPL3mJrUNW8fbFLv9DHfoYkjpMQzpMQUJh22uTYffiorKxUYGKgPP/xQkydP9iyfNm2a8vPzNW/evDrbP/roo3rsscfq7adNhJ9PbjMzlB/6ARI3uG7n6rJ86Yd/mPk/akdSC4o2o8QMufbgYAOoK2uj9K/LzBXLDl3Mlf3mrEVoSgXp0uq3pFWvH/ybxw02Q+E2VDtxqsndYWqBDh0UIW6QGYK6/+UnX5NXXiD97RzTnK3bWDPHUVsbaABoKW636Xu38JEGBgBwmJqC4BjTvLiy2NRAjHtEGn5r/f+bwkzp7UtMbU5QR+n6eaZvUkOvuX+L6b/Y+fSWmwy3vap2mfOFde+ax+c9bvpEHc2GD6VP7zAjfvqHSZNekPpNbtzruqtNE7LUJWYku469zHlK/JCTa3rZGgozzMXjn+Y20PTPYWpXk84wNY9dzmK+Qptp8+EnIyNDnTp10rJlyzRy5EjP8nvvvVdLlizRypUr62zfpmt+XjlTyj5sjhSHU+rYx1yV8AuRfvzXweYC4YnmA2/wtaavAY4uL9VcgTywywTG6z46eGWzrXFXmyC86nVp2xcHRwKL6CaNfciMqmWntsqWZb5wV78lbZ5/8Iqdd4D5Ah96vbkK3djfiWVJ719v5qYJ7SzduvTIo0gBdpK7wzQbDow0fQaDY8zFtdrJag+kSZ/MNEOgS2ZAhkteOnhRKX+39NbFpo9bSLw07RPT7AxNw+2WvnzYzG8kST3Gm99vUJT5fqvt0xsQbmrP175jtksYIU35e9ubV621WJY5RtOWS7uXmX7DudvrbuMXJvWaYFrUdB/LEN02cMqFn8O1qT4/FUXmqkr6qprOg2sONmk7VMc+Zv6Hfpe1/nwo7U1Rtuk0mr3BfKBd854Z3aetKMo2zRlXv1V3vqUuZ5nRz/pcfPDkw65Kcs0gD2velnI2HVzeoYsZGKH/lIavLh/OVWZGXPv6D6bZw40L6g9FC+DI3G5p9evS/x42Hdx9AmtqpMeaGp/CdDNVwbRPzP8nmt53L5iR4o7F4TRzCY2+l/OGYyneZ4Yf3/G1tPkzqWTfwXW1U3v0vtDUUkZ0bb3Jp9Fs2nz4aWyzt8O1qfDTkKKsmiC0WirYK/W9xMwQTbOcE1eWL717tbnK4+0vXfScNOAXrRcqygvN8K8/zTUdP91VZrl/WE0flxukjj1bp2xtmWWZCwVr3jKjLR06ulDHPtKAKaZZXESyWVZeYK5kp31nrvJlrDlYg3TopJ0AGufALjOnza5vzGOnt/kci+ppmrqFxrdq8U55u1eYz7ba+ftqb8U5BwcmufhFM1ABGsddbQaY2FQz7cHho8l6B0gxfU0fp9gB5j66t+mP5SozQ3R77kvNd078UPpkt3FtPvxIZsCD4cOH68UXTfWv2+1WYmKiZs6cWW/Ag8O1+fCD5uEqkz64Qdr6uXkcHGP6TA2d1jLtzStLpC2fm8CzbWHdtvWdh5tann6X0uH3eFWWSFsXSBv+Y+aHOnRuqPih5kQse2P9SXqDY8zffMwD9mpGCDQ1t1ta9ZqZm8hVak4Cr/u4fY5meCqpPS3j8+3kWZb5Htk031yozP6p7pxbx8s3RBr5a9NX264Tsrdx7SL8vPfee5o2bZpeffVVDR8+XM8//7zef/99bd68WTExRx/2l/BjY9Uu6ZtnzQASnmpth5k/47QbzfwShzYPcLvNiETF2aZGrrLEVHc7nOYqj2eIUC9zkn3o1Z5DrwDlbJG2flH3QzOyhxmWvN9lTTN5nZ2VHTBfThs/NP0RDg08HZJr5hU5w/QRiujKSQHQlA7sMieGTTEYCdCWuavNQDlZG0woytpo7mvnqJKjZpjugJpboDkHqK09Cuhg5oIafsupNQfhKaBdhB9JeumllzyTnA4ePFgvvPCCUlJSjvk8wg9U7TLNzla9bobzrBXayUwAWzuvRXH2wSZpTaFDFxN2+l92YsOC4tiKss2AEb5BZgjT0LjWLhEA4FRWWWIugjY0ZLfbLW2aZ+Za2r/VLAuOkc76rZnGwdvv4LZl+WYOpfzdZtTXwEhzcbYpLipUlpipM9J/MH2Xuo8zo/bRpUJSOwo/J4rwgzpyd0ir3zQj45TmNrxNQISZJ8gvxNQqWG5zBaj2Z8stM59LwMFJ2mqv+vgEmA+wnhPMBw2BBwAAe3FXmwnqF886WBMUlmAuhNYGnsMnApZMf7qkUWby+t4XNH7UPrfbDJH+1eP1h/gOjDQTincfZwYtaekmq5ZlWm60gf5QhB/YU1WF6UNSmisFx5orMyExZghRxvsHAAAnq6rSjPC69GkzcfbhAiNNKArrbIbgztlcd33MADMXUY/zzPx3h9YcHW7Xd9IX95tRhSUzEuOw6Wbwn51L6oetjr3NSKjVlfVvbreZFiK0kxQSZ1pVeH7uZNYFRkp+oQ1f5K2qMO8la4NpLpi1wdzCOkm/Xt6oX2FzIPwAAAAAzcVVZkYtrSo3oSS8JvAcPqdQ7g7TTH/L52Y47kP7tDp9zIhznU+TOg2TOp0mRXYz8xgtfNiMVieZQDL6t1LKrw6GpWqXaQK3/UszCFPW+qZ5X05v07cpMNK0mvEPMzVbOZsb7kbgHSD9bnerX2Qm/AAAAABtSUmutO1/0pb/SmnLGm6q7x9u+ve4XWZQpmHTpXMeOHaTtqJsE4AcTsnL14QkLx/zs5evJIcZKKoww9RYFWYc8nOmKcuh0080xD/chLVDb1G9Wj34SIQfAAAAoO2yLNN3KH2VmRcyfZVp3lY7jUa3c6Xz/2TmJGoprnIzQm5pnglDZXmmT09wrAk6YZ3bbL/nxmQDpgwGAAAAWpLDYUaQ7dBFGnC5WVZVKe37ydTexA5s+aDh4y/5xJ/ykxwTfgAAAIDW5u1rRpVFs2JwcAAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC2QPgBAAAAYAuEHwAAAAC24N3aBTgRlmVJkgoLC1u5JAAAAABaU20mqM0IR9Muw09RUZEkKSEhoZVLAgAAAKAtKCoqUlhY2FG3cVjHE5HaGLfbrYyMDIWEhMjhcLRqWQoLC5WQkKA9e/YoNDS0VcuC9oVjByeC4wYnguMGJ4pjByeipY8by7JUVFSk+Ph4OZ1H79XTLmt+nE6nOnfu3NrFqCM0NJQPBZwQjh2cCI4bnAiOG5wojh2ciJY8bo5V41OLAQ8AAAAA2ALhBwAAAIAtEH5Okp+fnx555BH5+fm1dlHQznDs4ERw3OBEcNzgRHHs4ES05eOmXQ54AAAAAACNRc0PAAAAAFsg/AAAAACwBcIPAAAAAFsg/AAAAACwBcIPAAAAAFsg/BzB0qVLNWnSJMXHx8vhcOjjjz+us96yLD388MOKi4tTQECAxo0bp23bttXZJi8vT1OnTlVoaKjCw8N10003qbi4uAXfBVra0Y4bl8ul++67TwMGDFBQUJDi4+N1/fXXKyMjo84+OG7s51ifN4f61a9+JYfDoeeff77Oco4bezqeY2fTpk26+OKLFRYWpqCgIJ1++unavXu3Z315eblmzJihyMhIBQcHa8qUKcrOzm7Bd4GWdqzjpri4WDNnzlTnzp0VEBCgvn37avbs2XW24bixn1mzZun0009XSEiIoqOjNXnyZG3ZsqXONsdzXOzevVsXXnihAgMDFR0drXvuuUdVVVUt9j4IP0dQUlKiQYMG6eWXX25w/VNPPaUXXnhBs2fP1sqVKxUUFKTx48ervLzcs83UqVP1008/aeHChZo/f76WLl2qW265paXeAlrB0Y6b0tJSrVmzRg899JDWrFmjjz76SFu2bNHFF19cZzuOG/s51udNrblz52rFihWKj4+vt47jxp6Odezs2LFDZ555pnr37q3Fixdr/fr1euihh+Tv7+/Z5s4779Snn36qDz74QEuWLFFGRoYuu+yylnoLaAXHOm7uuusuLViwQP/617+0adMm3XHHHZo5c6Y++eQTzzYcN/azZMkSzZgxQytWrNDChQvlcrl0/vnnq6SkxLPNsY6L6upqXXjhhaqsrNSyZcv01ltv6c0339TDDz/ccm/EwjFJsubOnet57Ha7rdjYWOvpp5/2LMvPz7f8/Pysd99917Isy/r5558tSdYPP/zg2ebzzz+3HA6HtXfv3hYrO1rP4cdNQ77//ntLkpWWlmZZFscNjnzcpKenW506dbI2btxoJSUlWc8995xnHccNLKvhY+fKK6+0rr322iM+Jz8/3/Lx8bE++OADz7JNmzZZkqzly5c3V1HRhjR03PTr1896/PHH6ywbOnSo9fvf/96yLI4bGPv27bMkWUuWLLEs6/iOi88++8xyOp1WVlaWZ5tXXnnFCg0NtSoqKlqk3NT8nIDU1FRlZWVp3LhxnmVhYWFKSUnR8uXLJUnLly9XeHi4TjvtNM8248aNk9Pp1MqVK1u8zGibCgoK5HA4FB4eLonjBg1zu9267rrrdM8996hfv3711nPcoCFut1v//e9/1bNnT40fP17R0dFKSUmp08Rp9erVcrlcdb7PevfurcTERM/3GeznjDPO0CeffKK9e/fKsiwtWrRIW7du1fnnny+J4wZGQUGBJCkiIkLS8R0Xy5cv14ABAxQTE+PZZvz48SosLNRPP/3UIuUm/JyArKwsSarzh6t9XLsuKytL0dHRddZ7e3srIiLCsw3srby8XPfdd5+uvvpqhYaGSuK4QcOefPJJeXt76/bbb29wPccNGrJv3z4VFxfriSee0IQJE/S///1Pl156qS677DItWbJEkjl2fH19PRdgah36fQb7efHFF9W3b1917txZvr6+mjBhgl5++WWNHj1aEscNzMWVO+64Q6NGjVL//v0lHd9xkZWV1eD5c+26luDdIq8CoA6Xy6UrrrhClmXplVdeae3ioA1bvXq1/vKXv2jNmjVyOBytXRy0I263W5J0ySWX6M4775QkDR48WMuWLdPs2bN19tlnt2bx0Ia9+OKLWrFihT755BMlJSVp6dKlmjFjhuLj4+tc1Yd9zZgxQxs3btS3337b2kVpNGp+TkBsbKwk1Ru9Ijs727MuNjZW+/btq7O+qqpKeXl5nm1gT7XBJy0tTQsXLvTU+kgcN6jvm2++0b59+5SYmChvb295e3srLS1Nd999t7p06SKJ4wYNi4qKkre3t/r27VtneZ8+fTyjvcXGxqqyslL5+fl1tjn0+wz2UlZWpgceeEDPPvusJk2apIEDB2rmzJm68sor9ec//1kSx43dzZw5U/Pnz9eiRYvUuXNnz/LjOS5iY2MbPH+uXdcSCD8nIDk5WbGxsfrqq688ywoLC7Vy5UqNHDlSkjRy5Ejl5+dr9erVnm2+/vprud1upaSktHiZ0TbUBp9t27bpyy+/VGRkZJ31HDc43HXXXaf169dr7dq1nlt8fLzuueceffHFF5I4btAwX19fnX766fWGot26dauSkpIkScOGDZOPj0+d77MtW7Zo9+7dnu8z2IvL5ZLL5ZLTWfcU0cvLy1ObyHFjT5ZlaebMmZo7d66+/vprJScn11l/PMfFyJEjtWHDhjoX7GovBB9+oaa50OztCIqLi7V9+3bP49TUVK1du1YRERFKTEzUHXfcoT/+8Y/q0aOHkpOT9dBDDyk+Pl6TJ0+WZK6sTZgwQTfffLNmz54tl8ulmTNn6qqrrmpwmFqcGo523MTFxenyyy/XmjVrNH/+fFVXV3vat0ZERMjX15fjxqaO9XlzeEj28fFRbGysevXqJYnPGzs71rFzzz336Morr9To0aM1ZswYLViwQJ9++qkWL14syQzWc9NNN+muu+5SRESEQkNDddttt2nkyJEaMWJEK70rNLdjHTdnn3227rnnHgUEBCgpKUlLlizR22+/rWeffVYSx41dzZgxQ3PmzNG8efMUEhLiOYcJCwtTQEDAcR0X559/vvr27avrrrtOTz31lLKysvTggw9qxowZ8vPza5k30iJjyrVDixYtsiTVu02bNs2yLDPc9UMPPWTFxMRYfn5+1tixY60tW7bU2Udubq519dVXW8HBwVZoaKh1ww03WEVFRa3wbtBSjnbcpKamNrhOkrVo0SLPPjhu7OdYnzeHO3yoa8viuLGr4zl2XnvtNat79+6Wv7+/NWjQIOvjjz+us4+ysjLr17/+tdWhQwcrMDDQuvTSS63MzMwWfidoScc6bjIzM63p06db8fHxlr+/v9WrVy/rmWeesdxut2cfHDf2c6RzmDfeeMOzzfEcF7t27bImTpxoBQQEWFFRUdbdd99tuVyuFnsfjpo3AwAAAACnNPr8AAAAALAFwg8AAAAAWyD8AAAAALAFwg8AAAAAWyD8AAAAALAFwg8AAAAAWyD8AAAAALAFwg8AAAAAWyD8AAAAALAFwg8AAAAAWyD8AAAAALCF/w+JUft/izLxogAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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bg+r0bhpG7yZhRUbfpHJT+NEH6wpNvyMRKU+7DmUyfdVe1iemcXevBvRpFm51SZVGek4+U3/fjf1Y/sm2yX6eBB1vn3wkM48HvllPek4B9Wv688mtnS7oA+X6xDT+89FKsvMKCfLxYFC72gztEHVeYaqiysot4IlZm/j7UCbtoqvRsV4oHepVc4n1O+XpWF4hmw7Y2ZCYxp+JacTtPkpSetERv4ZhAfRuUpPeTcJoEBZAsK+nRoYqKYUffbCu0PQ7EpGyll/oYMGWZD5ftYflO48UuW5452ieuKL5Be8BU9Xl5Bdy08erWf2PVtVn0r5uNf53UweqFaPN8rnsSM4g4XAWPRvX1AdRKTWGYRCfnMHibYdYvC2FuL1HTxkZAnN06OT+SF4E+3nSqV4owzpFnXV9mVhL4UcfrCs0/Y5EpKwctB/jy9WJfLV6LykZuYC578qlTcIID/Zh+iqz7XD9mv68dX07WtU584iCYRis2X2UhduSiQz2pXP9UBqHBZZrS+H8QgcH0o6RmHqMxKPmOgcPdzdu6BR1xg5q/3ai89ni+BTG9m5Iz2KsxSl0GNzz5Tp+2phEoLcHN3SOJiMnn7TsfOzHTv7MzC0gtlk4L17TUkFFKhV7dj6/7TzE4m2H+H3nIQ5l5J6y7uqfgnw8uKlrPW7pXo8aAd7lV6gUi8JPJf9gvWLFCnr06EG/fv348ccfncd3795NTEyM83JAQADR0dH06tWLcePG0ahRI+d1jzzyCF9//TUbN24kMPDkws2BAwdit9tZsmQJbm5nbwv54YcfMn36dNatW0dGRgZHjx4lJCSkyG1SU1O55557mDNnDm5ubgwZMoS33nqLgIAzz1WuCr8jEak4cvILmb8lmVl/7mfJ9kPOb3NrBHhxfccobugUTZ1q5lSs33ccZvyM9SSn5+LhZuP+yxpz5yUNcP9HoDmUkcv36/bx9ZpE/j6+j8wJIce/Be4UE0qX+tVpViuoyH1LWvehjFxSMnJITs8lOd38mZKR4ww8B+3HTvuBzMvDjf90iubuXg0IO8N0qYJCB9+t28d/5+9wTvdxd7PxwqCW3NAp+ox1GYbBM7M388mKPXi5uzHtto50a1DjvF6jSGXhcBhk5hVg/1fAN79Q2evc98nH043rO0Qxqmd9578r/1ToMDiQdozdR7II8fU66xcsUnoUfir5B+vbb7+dgIAApkyZQnx8PJGRkcDJ8LNgwQJatGhBdnY2Gzdu5K233mLlypXMmTOHPn36AJCbm0v79u3p2rUrH330EQAff/wx9957Lxs2bKBBgwbnrOPNN98kJ8f8D3PChAmnDT/9+/fn4MGDfPDBB+Tn53PrrbfSsWNHpk+ffsbHrQq/IxGxlsNhsDLhCLP+3M/PG5Oce7kAdIoJ5cYudenXIuK0e3+kZefx2MyN/LTR3M+lU71QXruuDbsOZ/L16kQWbE2m4Hji8PNy5/Lm4RzJymPt7qMcyy8s8liBPh70axHBrd1jaB559v9wwQw8363bx9Tlu9mZklms1+rt4Uadar5EhfoRVc2P+KQMVu9OdV53Y5e63HlJA2oGmt9GG4bBgq0pvDJvGzuOP0ftEF+aRgSycFsKYG4W+dDlTU47ivXekp28Mi8egLdvaMfANpHFqlOkqnI4DH7dksR7S3bx1z47YH6RcHWbSC6qW43dh7PYfSSLhMNZJKYeK9KmvFuD6tx/WWM61gu1qnyXoPDz7w/WhgH52RZUCnj6mXMuiikzM5NatWqxdu1ann76aVq3bs1jjz0GnAw/f/75J23btnXex+Fw0KdPHxISEti1axfu7ubUg7i4OLp27crs2bNp3rw5rVq1YuLEidx9990leglLliyhd+/ep4SfrVu30rx5c9asWUOHDh0AmDdvHgMGDGDfvn3O0PZvCj8icr4SU7OZvnovP/y5v0i74tohvgxqF8k17eoUq0uWYRh8v24/T8/eTOY/gtMJbaNCGNYxiivbRBLg7QGYU9A27rez6u9UViUcYe3uo0Xu27V+dW7rEUOfpmGnhIrUrDw+W7GHT1fs5khWnvO4t4cb4UE+hAV6mz+DzJ8RQT5EhfoSVc2PGgHeRR7PMAz+2HWEN+ZvJ27PUcD8NvqmrvXo1qA67yzaydrjx0P8PBnbuyE3dqmLt4cbby7YwVsLdwBwZetavHZdmyLT1b6N28eDMzYA8NSVzbmtx8nZBiKu7sTfvfeW7DxlLeE/ebm7ERXqy97UbPILzY/ZFzeqwf2XNeai6Grn9dyHM3N5a8EOlu86zAtXt6RbQ43G/lOZhp9ly5bx6quvEhcXx8GDB5k5cyaDBg0qcputW7fyyCOPsHTpUgoKCmjevDnfffcd0dHmMHtOTg7jx4/nq6++Ijc3l759+/Lee+8RHl68DjwlDj95WfB/Fn1z9dgB8Cr+XgQff/wx77//PmvWrGHu3LmMGzeOHTt2YLPZzhh+AGbNmsU111zDqlWr6NSpk/P4008/zZQpU2jQoAFeXl78+uuvJW7jeabw8/HHHzN+/HiOHj3qPFZQUICPjw8zZszgmmuuOe3jKfyIyPlYuDWZcV+td47yBPp4cEWrWlzTrjYd64We11qcxNRsxn29nrg9Rwnx8+SadrW5vmMUTSPOPYpTUOhg3d40Pl2xm583JTmn29Wr7sct3epxXYcoDmfm8r/fEpgRl+jci6R2iC+39YhhUNtIQv29zru1smEYLNtxmP/O3876xLQi1/l4unFb9xju7NXglI06v43bx6Pf/UWBw6BD3Wp8eFMHQv29WByfwu2frKXQYXBHz/pMGNDsvOoScQUbEtOY9sdu0rLzqFfDn5ga/tSrbv6MDPHF3c3GvqPZvLt4FzPWJjpHk3s1qcn9sY1pExVSrOfJyS/k4+UJvLd4l/PLliAfD34Y24OYGsX/fFnVlST8eJT0wbOysmjTpg233XYbgwcPPuX6Xbt20aNHD0aOHMmzzz5LUFAQmzdvLvIh9/777+fHH39kxowZBAcHM3bsWAYPHszy5ctLWk6VM2XKFG688UYA+vXrh91uZ+nSpfTq1eus92vatClgjg79M/w88cQTTJ06lVWrVrF9+/ZS3b8gKSmJsLCwIsc8PDwIDQ0lKSmp1J5HRFybYRi8t2QXr/0aj2FAu+gQRl1cn0ubhl3wIvuoUD++uaMrmw/YaRweWKLH83B3o1OMuf5nf9oxPl2xmy9X7WX3kWyembOFV3+J51h+oXPNTovIIEb3rM8VrWrh4X72NZfFYbPZuKRxTXo2qsGS+EO8MX87Ww6mM7RDHe7r05iI4NN/uXRt+zpEBvtwx+dxrN1zlMHvLWf85U14+Nu/KHQYXNOuNo/0a3rB9YlUZW2iQvjv9W3Peps61fyYOLgVd/dqwNuLdvDduv0siT/EkvhDXNyoBpc0rnnGtYMOh8EPG/bz6rx45yh3y9pBuNls/LXPzqhP1zLz7m7qQHceShx++vfvT//+/c94/eOPP86AAQN45ZVXnMf+ub7EbrczZcoUpk+fzqWXXgrA1KlTadasGStXrqRLly6nPGZubi65ubnOy+npp24OdlaefuYIjBU8i7/fQXx8PKtXr2bmzJmAGSSuv/56pkyZcs7wc2IA79/hZv78+c4gsmbNGufom4hIZXAsr5CHvt3A3L8OAnBjl2ieurLFadfynC93Nxut64Rc0GPUDvFlQv9m3NenEd/FmWt6TjRL6NWkJqMvrk/XBtXLZANNm81G76Zh9GpSk9wCR7ECXLeGNfj+rm7cMnUNu49kc8+XfwLm1JyXh7Qu1452IlVdVKgfr1zbhrt7NWTSoh3M+nM/v+04zG87DgPmKHbHeqF0jgmlc/3qZOcVMPGnbWzcb64vigz24aF+Tbi6TW0OZ+Zy1TvL2ZmSyf1fr+fDER3097WEShx+zsbhcPDjjz/y8MMP07dvX/78809iYmKYMGGCc2pcXFwc+fn5xMbGOu/XtGlToqOjWbFixWnDz8SJE3n22WfPvzCbrURTz6wyZcoUCgoKiqyVMQwDb29v3nnnnbPed+vWrQBFusEdPXqUUaNG8cQTT2AYBnfffTeXXHIJNWqUzjzRiIgIUlJSihwrKCggNTWViIiIUnkOEXFd+9OOMfrTtWw+kI6Hm41nr27B8M51rS7rrPy8PBjRtR7DO9flz8Q0gn09i7UGqTTYbLYSjVw1Cg9k5phu3P7JWv7aZ6dl7SDev7F9qQZLETmpXg1/3hjalrG9G/LL5mTn2sGMnAIWbUth0bain6kCvD24q1cDRvaIcf7dDgvy4YMR7bnugxUs2JrCG/O382DfJla8nEqrVP+FS0lJITMzk5deeol+/frx66+/cs011zB48GCWLl0KmFOlvLy8TukaFh4efsapUhMmTMButztPiYmJpVl2hVBQUMCnn37K66+/zvr1652nDRs2EBkZyZdffnnG+zocDiZNmkRMTAzt2rVzHr/nnnuIiIjgscce4/HHH6d27dqMGTOm1Gru2rUraWlpxMXFOY8tWrQIh8NB586dS+15RMT1rE5I5aq3f2fzgXSq+3sxfVSXCh98/snNzUb7utXKLficr7BAH74e3ZXJN7bny1FdnM0dRKTs1K8ZwF29GjDt1k6sf+oyZo/tzuMDmhHbLIwgHw/c3WyM6FKXJQ/1Ykzvhqd8qdEmKoSXh7QC4J3FO5n7l0WzmyqpUh/5Abj66qu5//77AWjbti1//PEHkydP5pJLLjmvx/X29sbbu2pvKDV37lyOHj3KyJEjCQ4u2hN+yJAhTJkyhX79+gFw5MgRkpKSyM7OZtOmTbz55pusXr2aH3/80dnpbebMmcyYMYO4uDg8PMxf8yeffEKHDh347rvvGDJkyDlrSkpKIikpiZ07dwI49wyKjo4mNDSUZs2a0a9fP0aNGsXkyZPJz89n7NixDBs27Iyd3kRETqfQYZCYms2OlEzWJx7lg6V/U+AwaBEZxIc3daB2SPE29JSS8/Vyp19LjdaLWMHD3Y3WdUJoXSeEUT3rU+gwKHA48PY4+yjuNe3qsPVgBh8u+5sHZ2wgpoY/LSK1p1BxlGr4qVGjBh4eHjRv3rzI8WbNmvH7778D5lSpvLw80tLSioz+JCcnu/RUqSlTphAbG3tK8AEz/LzyyivOtU4npgz6+flRt25devfuzYcffkjDhg0BOHz4MHfeeSdPP/00LVu2dD5Oq1atePrpp4s9/W3y5MlFphv27NkTMNdo3XLLLQB88cUXjB07lj59+jg3OZ00adL5/0GISKVgGAaz1u/nvcW7yC90EOLnRai/FyF+noT6eVHN34tqfl54n2EKlQEkp+ewPTmDHcmZ7DqUSW6Bo8htBraJ5JUhrfH1urCmBiIilYW7mw13t+L9m/dIv6ZsS8pg2fZDjP40jh/GdqdGQNUeLCgNF7TPj81mO6XVdbdu3WjQoAGfffaZ89g111yDr68v06dPx263U7NmTb788kvn6EN8fDxNmzY945qff6vqm5xWdfodiVRufx/K5IlZm/hj15n3uTgf3h5uNAwLoFFYAN0b1uDa9nXKpEGAiEhVYc/OZ9B7y0k4nEWneqG8PrQN1QO88PNyrSmsZdrqOjMz0zkNCiAhIYH169cTGhpKdHQ0Dz30ENdffz09e/akd+/ezJs3jzlz5rBkyRIAgoODGTlyJA888AChoaEEBQVxzz330LVr12IFHxERsUZOfiHvL9nF+0t2kVfowNvDjXv7NKJzTCipWXkczc7jaHY+R7Pyjl/OJ7/QccbHq+7vRaPwQBqFBdAoPIA61fxOafcqIiJnFuznyUc3tWfQu3+wencqF7+yGDD3+gr18yI0wItQf29q+HvRs3FN+reKOOeUuqquxCM/Jza8/Lebb76ZadOmAebmlxMnTmTfvn00adKEZ599lquvvtp52xObnH755ZdFNjkt7rQ3jfxcuC+++II77rjjtNfVrVuXzZs3l9lz63ckUvks33mYJ2ZtIuF4++ZLGtfk+atbEl29+O38RUSkbPy+4zBP/bCJfUePkXeWL51C/b24rkMdhneqW6X+/S7JyM8FTXuzisLPhcvIyCA5Ofm013l6elK3btl1VdLvSKTySMvO49k5W5j5534AagZ68/TA5lzRqpampImIVDCGYZCVV0hqZh6p2XmkZuWSmpXP7sNZfLduHwePb5hqs0HPRjW5sUtdLm0aVulH3ct02ptUDYGBgQQGBlpdhohUYNuS0hn9aRx7U7Ox2eCmLnUZ37cJQdpRXESkQrLZbAR4exDg7XHKyM642EYs2pbC56v2smz7IZYeP0UG+zC8S12u7xjlEg0Tqmz4OdF2Wyoe/W5EKr6fNx5k/IwNZOcVUqeaL+/85yLaRoVYXZaIiJwnD3c3Lm8RweUtIth9OIvpq/cyY20iB+w5vPpLPG8t2MGVrWtxc7d6tDnLv/dHMnNZuv0Qi+MPkZiazawx3cvvRZSCKjftzeFwsGPHDtzd3alZsyZeXl6amlFBGIZBXl4ehw4dorCwkEaNGuHmpp3ERSoSh8Pgvwu28/Yis7FN94bVeeeGi6jm72VxZSIiUtpy8gv58a+DfLpiNxv22Z3H20SFcHPXulzRuhaebm5sOmBn8bZDLIpP4a99afwzPSx+sBcxNfwtqP4kl17zA5CXl8fBgwfJzs62oDo5Fz8/P2rVqoWXlz5MiVQk6Tn53P/VehZuSwHg9h4xPNq/KR7u+pJCRKSqW5+Yxqd/7GbuXwedTROq+3ths8HhzLwit20RGUTvJmH0blqTtlHVLF8z5PLhB8xRhoKCAgoLC8u5Ojkbd3d3PDw8NBonUsHsOpTJqE/X8vehLLw83HhpcCsGX1TH6rJERKScHc7M5es1iXy+co+zQUKAtwc9Gtagd9Oa9GoSRnhQxWpYpfAjIiLFkltQyDdr9/HKz9vIyC2gVrAPH4xoT+s6IVaXJiIiFioodLB81xE83W10qBuKl0fFnQWgbm8iInJWeQUOZsQl8u6inRw4/s1ep3qhvDv8ImoGVv1uPyIicnYe7m5c0rim1WWUOoUfEREXklfg4Lt1+3hn0U72px0DIDzIm7t7NeQ/naPx1PoeERGpwhR+RERcQE5+IbP+3M87i3ey76gZemoGenN3rwbc0CkaH093iysUEREpewo/IiJVUFZuAXF7jrIq4Qir/k5lw7408gvNJZ41Ary5q1cDhndW6BEREdei8CMiUgVk5RawencqK3cdYWVCKpv22yl0FO1nExnsw209YhjeuS6+Xgo9IiLiehR+RETK2bakdF7/dTsOh8GAVrW4rEU4QT6eJXqMnPxC1u09yopdR/hj1xE2JKZR8K+wUzvEl871Q+kSU53O9UOJDvVTm3kREXFpCj8iIuWkoNDBB8v+5s0F251T0BZuS8Hrezd6NanJlW0iiW0Whp9X0X+ac/IL2XUok50pmexIzuTPxKOs3X2U3AJHkdtFhfrStX51Oh8PO3Wq+ZXbaxMREakMFH5ERMrBjuQMHpyxgQ377ABc1jyclpHBzPnrADtTMvl1SzK/bknG19OdS5uFEVXNj50pmexMyWBvajaO0+zIFhboTbcG1enWoAZdG1QnKlRhR0RE5Gy0yamIVBkf/57A0u2HGNAqgitbR+Lvbf33O4UOg//99jevz99OXoGDIB8Pnr26BYPa1sZms2EYBvHJGczZcIC5fx1kz5Hs0z5OsK8njcMDaBgWSPNagXRtUIMGNf01jU1ERFxeSbKBwo+IVAkp6Tl0e2mRc92Lv5c7A9tEcn3HKNpGhVgSEnYdyuTBGRv4c28aAL2b1OSlIa0JD/I57e0Nw2Djfjs/bjxIVm4BjcICaRQWQMPwAGoGeCvoiIiInEZJsoH1X4uKiJSCL1cnUuAwqFvdD3ebjb8PZ/HVmkS+WpNIk/BAru8YxTXtalPN36tM6zAMgzW7j/LFqj38vDGJvEIHgd4ePDmwOde1r3PWAGOz2WhdJ4TWdULKtEYRERFXpZEfEan08gsddH9pESkZubw1rC1XtYlkze6jfLVmLz/+ddDZGMDLw42hHepwR88Gpb4+xn4sn5nr9vHFqr3sSMl0Hr+kcU0mDm5FZIhvqT6fiIiImDTtTURcyty/DjB2+p/UCPDmj0cvxcvDzXmd/Vg+szcc4KvVe9l8IB0AdzcbV7WJ5K5eDWgcHnhBz/3XvjQ+X7mH2RsOkJNvhixfT3cGtYvkP53q0qpO8AU9voiIiJydpr2JiEv5dMUeAP7TObpI8AGzUcCILnW5sXM0qxJSeW/JLpZtP8TMP/cz88/9XN48nLt7N6RtVEiJnjMrt4Dn5mzh67WJzmNNwgMZ3iWaQe1ql3jfHhERESl7Cj8iVcj+tGMczcqjRWSQyyyO33owndUJqXi42RjeOfqMt7PZbHSpX50u9auzcZ+d95bsZN7mJGeL6e4NqzO2dyO61A8955/dur1Huf/r9ew5ko3NBle1iWREl7q0r1vNZf7cRUREKiOFH5EqYGdKJu8u3skP6/fjMKBBTX+Gd67LkPZ1CPat2iMQJ0Z9+raMOGMXtX9rVSeY929sz86UTCYv3cWsP/ezfOcRlu88Qqd6odzbpxHdG1Y/JcgUFDp4Z/FO3l60k0KHQWSwD68PbUvXBtVL/XWJiIhI6dOaH5FKLD4pg7cX7eDHjQc58TfZ28PNucDfx9ONq9vU5sYuVXPtiT07ny4TF3Isv5Bv7uhKp5jQ83qcfUez+WDp33y9JpG8QvPPrl10CPf2aUSvxjWx2WzsOZLFuK/XO9tWX9UmkucHtazy4VJERKSiU8MDkSpu8wE7by80p22dcFnzcO69tBH1avgx68/9fL5yL/HJGc7r29QJ5sYudbm6be1T1sVUVv/77W9e+HErTSMC+fm+iy94ylmSPYfJS3fx5eq9zgDZuk4wfZqG8+GyXWTlFRLo7cEL17Tk6ra1S+MliIiIyAVS+BGp5LJyC9h39BjJ6Tkkp+eQkpFLSnoOyem5HLAf4699dgBsNujfMoKxvRvRPLLo3wXDMFi75yifrzy53wxA7RBf7uzVgKEd6uDt4V7ur620OBwGvV9fwp4j2Uwc3IobOp15vU9JpWTk8NGyv/l85V6O5Rc6j3eKCeWNoW2oU61022SLiIjI+VP4EamEDtqPseD44vuVfx8hv/DMfzVtNhjYOpKxlzYsVqvmw5m5fLM2kanLd3MoIxeAiCAf7rykPsM6RePjWflC0OL4FG6duoYgHw9WPtYHP6/SX8J4ODOX//2WwC+bkxjaIYrRPevj7qaGBiIiIhWJwo8LczjMX6ebPqBVeIZhEJ+cwfzNyczfmuwczTkhxM+T8EAfwoK8CQ/yIfz4z7BAb5rXCia6eslHH3LyC/l6TSLvL9lFUnoOADUDvbmjZ32Gd66Lr1flCUG3Tl3N4vhD3N4jhieubG51OSIiImIRhR8Xkpyew59709iwL431e9PYuN9OXqGDBjUDaBweQOPwwOOnAKKq+eHmZiMjJ5+Ew1kkHM7i70NZzvNZuQW0jQ6hS0x1OtcPJTrUT217y8jynYd56odN7DqU5Txms8FF0dW4rHk4lzUPp0HNgDJ7/tyCQmas3cf7S3axP+0YAIHeHkQE+xDs60mQr6f508eDYF9PQv29uLxFBJEhvmVWU0nsPpxF79eXALB4fC/q1fC3tiARERGxjMJPFWbPzmfW+v2s2HWEDfvSOGjPKfZ9fT3d8fd253BmXrFuHxHkQ6eYUDrXD6VzTCgxNQI05ecCZeYWMPGnrXyxai8AXh5uXNywBpc1D6dPs3BqBnqXaz15BQ5m/rmPdxfvYm9q9llv6+5m4/Lm4dzSrR6dYs69F05ZemHuFv73ewK9mtRk2q2dLKtDRERErKfwUwVtSEzjs5V7mLPhgLMLFYCbDRqHB9I2KoQ2USG0jQrBz8ud7cmZbE/OOH7KZNehTPL+cb8aAd7Ur+FP/Zr+xNQwT54ebqzdncqqv1PZsC/tlDUnPp5uNA4PpEl4IE0iAmlWK4gmEYHUCCjfD+yV1R87D/Pwd3+x76g50nJjl2ge6deUQB/rWyUXFDqIT87Anp2P/Vg+6TnHfx4rwH4sn/jkDFYnpDpv3zQikFu61ePqtrXLfapcdl4BXf5vIek5BUy9pSO9m4aV6/OLiIhIxaLwU0Ucyytk9gazZfHG/SfXgzSNCOTqtrVpFx1Cq9rB+Hufe6F3QaGDPanZZOcWUreGH0Hn+MB9LK+QPxOPsurvVFYlHGF9Yho5+Y7T3rZGgDft64bQ+fh0uWYRQVpz9A9ZuQW89PM2PltpbsZZO8SXV69tTbeGNSyurGTikzL4ZMVuvl+3z/leCPHz5PqOUYy6uH65heAvV+9lwvcbiQ71Y8mDvfReExERcXEKP5Xc0aw83l28k2/WJpKeUwCAl7sbV7SuxY1dorkoulq5TzkqdBjsTc1m28F0tiVlsC0pnfikDPakZvPvd1CQj4c5XS6mOp1iQqkZ6I23hxvenu54e7jh6X72PWYMw6DQYeBxjttVBit2HeHh7zaQmGqO9gzvHM2EAc0IKEZgrajs2fl8szaRT1fudr6u6v5evDykNbHNw8v0uRNTsxkxZRW7j2TzxBXNuP3i+mX6fCIiIlLxKfxUUg6HwTdrE3l53jaOZucDEB3qx/DO0VzXIYpQfy+LKzxVdl4BWw6ksyohlVUJqcTtTiUrr/Cs93F3s5lhyMMNAygsNChwmIGnwOHgeMM6ejWpyds3tKsQ08JKamdKBm/M385PG81NSGuH+PLykNb0aFS5RnvOptBhsGhbCq//Gs+2JHMz1Rs6RfPklc3KpO30nA0HeGzmRjJyCqju78Wi8b0I9qt87w0REREpXQo/ldCm/XaemLWJ9YlpADQJD+TR/k25pHHNSjWtp6DQwaYD6axOOMKqv1NZn5hGRm5BkfVGJdEmKoRPb+1UaT7kJqZm89bCHXy/bh8Ow+zgNqxjNI8NqBhre8pCbkEhr/+6nY9++xvDgHrV/fjv9W1pF12tVB4/K7eAp2dv5tu4fQC0iw5h0rB2RIVqo1ERERFR+KlU7Mfyef3XeD5fuQeHAf5e7tx/WWNu7lbvnNPDKhOHwyCv0EFuvoPcgkJyjv+02Wx4uNlwd7Ph4X78p5sbCYezGPnJGtKy82leK4jPb+9cIUe+TkjJyOHdRTuZvnqvs1HE5c3DGX95E5pEnHsT0qrgj12HefCbDRyw5+DuZuOeSxsytnfDC5q++Ne+NO77aj0Jh7Ow2WBs74bc26dRlfq7ISIiIhdG4acSKCh0MGv9AV76eauz9fRVbSJ5/IpmhAf5WFxdxbAtKZ0b/7eKw5l5NA4P4Ivbu5R7K+hz2Xc0my9W7WXq8gRnE4AeDWsw/vLGpTbyUZnYj+Xz1A+b+GH9AQDaRoVw5yUNqF/Tn+hQP3w8i9cZzuEw+PC3v3ntl3gKHAa1gn347/Vt6VK/elmWLyIiIpWQwk8FtvdINl+v3cuMtftIycgFoEFNf56/umWl6/5VHnamZDL8fytJTs+lfk1/pt/ehYhga8PhoYxcfvzrAHP+OkjcnqPO422jQni4bxP9HoEf1u/niVmbyDjesAPMKYCRwb7Uq+FHvepme3UPNxvpOQVk5JhttTNyzZ8H7cecG8D2axHBS0NaEeJXcUf+RERExDoKP+Vo5d9H2JGcQZ1QP6Kq+VGnmu8p327nFhQyf0syX61O5Pedh53Hq/t7cfvF9RnZIwYvD03jOZM9R7L4z0er2J92jOhQP6aP6kydauW73sOenc+8zQeZs+Egf+w67GzKYLNBp3qhjOwRw2XNwy3d+LOi2Z92jEkLdrDlYDq7D2eRkVtw7jv9g4+nG08PbMGwjlH6cxUREZEzUvgpR0/M2sjnK/cWORYW6E1UqB9R1Xzx8/Zg3qYkUrPMqW02mzkt6oZO0cQ2C1foKaZ9R7MZ/r9V7DmSTWSwD9NHdaFeDf9i339nSgbfrdvP3iPZNAgLoHmtQJpGBBEd6ndKQwnDMNt6r09Mc5427bcX2fS1TVQIA1vX4srWkZaPRFUGhmFwJCuP3YezSDicxe4jWew+kg2YrdEDfTxP/vT1INDbk1Z1gjUFVERERM5J4accTV+1l0XbUth3NJvE1OwztnkOD/JmaIcohnaIUpeq85Rkz2H4/1ay61AWHm42OtYL5dKmYVzaLIz6NfxPGR2wZ+cz568DfBu3z9lF79/8vNxpEmEGoRoBXmzcb2dDYpqz1fg/NQkP5Kq2kVzZuhZ1qxc/eImIiIhI2VH4sYhhGBzNzicxNZvEo9kkph7jcGYuXetXp1eTmlVi006rHcrI5c7P44qstQGoW92P3k3CuLRpGIWGwXdx+/h1S7Kzxba7m43eTWrSoV4ou1Iy2ZaUQXxyxhlbcHu5u9E8Moi2USHOU0lGmkRERESkfCj8SJW3+3AWi7alsDg+hVV/p5JXePoQ0yQ8kOs61OHqtrVP6RRXUOhg95Esth7MYOvBdI5k5jkDT9NagXh7FK8zmYiIiIhYR+FHXEpmbgG/7zjM4uNhqNBhMLBNJNe2r0OLyCAtlhcRERGpwkqSDTzKqSaRMhPg7UG/lhH0axlhdSkiIiIiUoFpEYqIiIiIiLgEhR8REREREXEJJQ4/y5YtY+DAgURGRmKz2Zg1a9YZb3vnnXdis9l48803ixxPTU1l+PDhBAUFERISwsiRI8nMzCxpKSIiIiIiIsVW4vCTlZVFmzZtePfdd896u5kzZ7Jy5UoiIyNPuW748OFs3ryZ+fPnM3fuXJYtW8bo0aNLWoqIiIiIiEixlbjhQf/+/enfv/9Zb7N//37uuecefvnlF6644ooi123dupV58+axZs0aOnToAMDbb7/NgAEDeO21104blkRERERERC5Uqa/5cTgcjBgxgoceeogWLVqccv2KFSsICQlxBh+A2NhY3NzcWLVq1WkfMzc3l/T09CInERERERGRkij18PPyyy/j4eHBvffee9rrk5KSCAsLK3LMw8OD0NBQkpKSTnufiRMnEhwc7DxFRUWVdtkiIiIiIlLFlWr4iYuL46233mLatGmlurHkhAkTsNvtzlNiYmKpPbaIiIiIiLiGUg0/v/32GykpKURHR+Ph4YGHhwd79uxh/Pjx1KtXD4CIiAhSUlKK3K+goIDU1FQiIk6/SaW3tzdBQUFFTiIiIiIiIiVR4oYHZzNixAhiY2OLHOvbty8jRozg1ltvBaBr166kpaURFxdH+/btAVi0aBEOh4POnTuXZjkiIiIiIiJOJQ4/mZmZ7Ny503k5ISGB9evXExoaSnR0NNWrVy9ye09PTyIiImjSpAkAzZo1o1+/fowaNYrJkyeTn5/P2LFjGTZsmDq9iYiIiIhImSnxtLe1a9fSrl072rVrB8ADDzxAu3bteOqpp4r9GF988QVNmzalT58+DBgwgB49evDhhx+WtBQREREREZFisxmGYVhdREmlp6cTHByM3W7X+h8RERERERdWkmxQ6q2uRUREREREKiKFHxERERERcQkKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEtQ+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl6DwIyIiIiIiLkHhR0REREREXILCj4iIiIiIuASFHxERERERcQkKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEtQ+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl1Di8LNs2TIGDhxIZGQkNpuNWbNmOa/Lz8/nkUceoVWrVvj7+xMZGclNN93EgQMHijxGamoqw4cPJygoiJCQEEaOHElmZuYFvxgREREREZEzKXH4ycrKok2bNrz77runXJednc26det48sknWbduHd9//z3x8fFcddVVRW43fPhwNm/ezPz585k7dy7Lli1j9OjR5/8qREREREREzsFmGIZx3ne22Zg5cyaDBg06423WrFlDp06d2LNnD9HR0WzdupXmzZuzZs0aOnToAMC8efMYMGAA+/btIzIy8pzPm56eTnBwMHa7naCgoPMtX0REREREKrmSZIMyX/Njt9ux2WyEhIQAsGLFCkJCQpzBByA2NhY3NzdWrVp12sfIzc0lPT29yElERERERKQkyjT85OTk8Mgjj3DDDTc4U1hSUhJhYWFFbufh4UFoaChJSUmnfZyJEycSHBzsPEVFRZVl2SIiIiIiUgWVWfjJz89n6NChGIbB+++/f0GPNWHCBOx2u/OUmJhYSlWKiIiIiIir8CiLBz0RfPbs2cOiRYuKzL2LiIggJSWlyO0LCgpITU0lIiLitI/n7e2Nt7d3WZQqIiIiIiIuotRHfk4Enx07drBgwQKqV69e5PquXbuSlpZGXFyc89iiRYtwOBx07ty5tMsREREREREBzmPkJzMzk507dzovJyQksH79ekJDQ6lVqxbXXnst69atY+7cuRQWFjrX8YSGhuLl5UWzZs3o168fo0aNYvLkyeTn5zN27FiGDRtWrE5vIiIiIiIi56PEra6XLFlC7969Tzl+880388wzzxATE3Pa+y1evJhevXoB5ianY8eOZc6cObi5uTFkyBAmTZpEQEBAsWpQq2sREREREYGSZYML2ufHKgo/IiIiIiICFWyfHxERERERkYpA4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl6DwIyIiIiIiLkHhR0REREREXILCj4iIiIiIuASFHxERERERcQkKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEtQ+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl6DwIyIiIiIiLkHhR0REREREXILCj4iIiIiIuASFHxERERERcQkKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEsocfhZtmwZAwcOJDIyEpvNxqxZs4pcbxgGTz31FLVq1cLX15fY2Fh27NhR5DapqakMHz6coKAgQkJCGDlyJJmZmRf0QkRERERERM6mxOEnKyuLNm3a8O677572+ldeeYVJkyYxefJkVq1ahb+/P3379iUnJ8d5m+HDh7N582bmz5/P3LlzWbZsGaNHjz7/VyEiIiIiInIONsMwjPO+s83GzJkzGTRoEGCO+kRGRjJ+/HgefPBBAOx2O+Hh4UybNo1hw4axdetWmjdvzpo1a+jQoQMA8+bNY8CAAezbt4/IyMhTnic3N5fc3Fzn5fT0dKKiorDb7QQFBZ1v+SIiIiIiUsmlp6cTHBxcrGxQqmt+EhISSEpKIjY21nksODiYzp07s2LFCgBWrFhBSEiIM/gAxMbG4ubmxqpVq077uBMnTiQ4ONh5ioqKKs2yRURERETEBZRq+ElKSgIgPDy8yPHw8HDndUlJSYSFhRW53sPDg9DQUOdt/m3ChAnY7XbnKTExsTTLFhERERERF+BhdQHF4e3tjbe3t9VliIiIiIhIJVaqIz8REREAJCcnFzmenJzsvC4iIoKUlJQi1xcUFJCamuq8jYiIiIiISGkr1fATExNDREQECxcudB5LT09n1apVdO3aFYCuXbuSlpZGXFyc8zaLFi3C4XDQuXPn0ixHRERERETEqcTT3jIzM9m5c6fzckJCAuvXryc0NJTo6GjGjRvHCy+8QKNGjYiJieHJJ58kMjLS2RGuWbNm9OvXj1GjRjF58mTy8/MZO3Ysw4YNO22nNxERERERkdJQ4vCzdu1aevfu7bz8wAMPAHDzzTczbdo0Hn74YbKyshg9ejRpaWn06NGDefPm4ePj47zPF198wdixY+nTpw9ubm4MGTKESZMmlcLLEREREREROb0L2ufHKiXp5S0iIiIiIlWXZfv8iIiIiIiIVFQKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEtQ+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl6DwIyIiIiIiLkHhR0REREREXILCj4iIiIiIuASFHxERERERcQkKPyIiIiIi4hIUfkRERERExCUo/IiIiIiIiEtQ+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4ERERERERl6DwIyIiIiIiLqHUw09hYSFPPvkkMTEx+Pr60qBBA55//nkMw3DexjAMnnrqKWrVqoWvry+xsbHs2LGjtEsRERERERFxKvXw8/LLL/P+++/zzjvvsHXrVl5++WVeeeUV3n77bedtXnnlFSZNmsTkyZNZtWoV/v7+9O3bl5ycnNIuR0REREREBACb8c8hmVJw5ZVXEh4ezpQpU5zHhgwZgq+vL59//jmGYRAZGcn48eN58MEHAbDb7YSHhzNt2jSGDRt2zudIT08nODgYu91OUFBQaZYvIiIiIiKVSEmyQamP/HTr1o2FCxeyfft2ADZs2MDvv/9O//79AUhISCApKYnY2FjnfYKDg+ncuTMrVqw47WPm5uaSnp5e5CQiIiIiIlISHqX9gI8++ijp6ek0bdoUd3d3CgsLefHFFxk+fDgASUlJAISHhxe5X3h4uPO6f5s4cSLPPvtsaZcqIiIiIiIupNRHfr755hu++OILpk+fzrp16/jkk0947bXX+OSTT877MSdMmIDdbneeEhMTS7FiERERERFxBaU+8vPQQw/x6KOPOtfutGrVij179jBx4kRuvvlmIiIiAEhOTqZWrVrO+yUnJ9O2bdvTPqa3tzfe3t6lXaqIiIiIiLiQUh/5yc7Oxs2t6MO6u7vjcDgAiImJISIigoULFzqvT09PZ9WqVXTt2rW0yxEREREREQHKYORn4MCBvPjii0RHR9OiRQv+/PNP3njjDW677TYAbDYb48aN44UXXqBRo0bExMTw5JNPEhkZyaBBg0q7HBEREREREaAMws/bb7/Nk08+yd13301KSgqRkZHccccdPPXUU87bPPzww2RlZTF69GjS0tLo0aMH8+bNw8fHp7TLERERERERAcpgn5/yoH1+REREREQELN7nR0REREREpCJS+BEREREREZeg8CMiIiIiIi5B4UdERERERFyCwo+IiIiIiLgEhR8REREREXEJCj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuwcPqAkRERCodw4DkTbBjPgTXgcb9wCfI6qpEROQcFH5ERESK69B22PQdbP4eDm8/edzdGxpdBi2uMYOQd4B1NYqIyBkp/IiIiJzN0d1m4Nk0E5I3njzu7g0NLoUjO+HIDtg21zx5+ELjy80g1PAyBSERkQpE4UdEROR0cuyw4BlY+/HJY24e0KAPtBwCTfqbU90MA5I3w+aZ5ohQ6t+w5QfzZHOHiJYQ1QWiO5s/g2tb9pJERFydzTAMw+oiSio9PZ3g4GDsdjtBQZpjLSIipWzrHPjpIcg4aF6OuQRaXQtNrwS/0DPfzzAg6S/Y9D1smWWOGv1bcBREdYaoThB5EUS0Ak+fsngVIiIuoSTZQOFHRETkhPSD8PNDZvgBCG0AA9+CmIvP7/Hs+yBxFexdBYkrIWkjGI6it3HzgLDmUPsiiGxnBqKaTcHD68Jei4iIi1D4ERERKQmHA9ZNg/nPQK7dDCTd7oVLHgZP39J7ntxM2L/WDEP74+DAOsg6dPrbunuBV4B58g4AL3/zfHAd6DQaarUuvbpERCoxhR8REZHiStpkTnHb+4d5OfIiuOptc61OWTMMc3TowDrYv84MRAc3QG76ue/bqC/0fNCcPici4sIUfkRERM7Fvg8WvQgbvgQM8PSHS5+AzneAm7t1dTkckJMGeVnHT5nmKff4z50LzO5zJ6bPxfSEng9BvYvBZrOubhERiyj8iIiInMmxNPj9DVg5GQpzzWMtroHYZ6FaXUtLK7Yju+D3/5rBzVFgHqvTCbqNhRqNwa86+IaCu5q6ikjVp/AjIiLybwW5sPoj+O01OHbUPFa3B1z2HNRpb21t5ystEf6YBHGfnAxy/+QTYgYhv+oQFAnd7oE6Hcq9TBGRsqTwIyIi8k875sOPD0DaXvNyzabmSE/jvlVjqlhGMqx4B7b/YjZQOHYUON1/7zbocjdc+rjZQEFEpApQ+BEREQEozIdFL8DyN83LgbWg92PQ5j9Ve0qYo9AMQNlHIOuw+XPbj/DXV+b1IXXNFt4Neltbp4hIKVD4ERERse+Hb28z99cBsz107LPg5WdtXVbasQDmjgN7onm53Y1w+QvgW83SskRELkRJsoFbOdUkIiJSfnbMh8k9zODjHQTXfQIDXnXt4APQKBbuXmEGQWzw5+fwbueTm7qKiFRxGvkREZGqo7AAFr9odnMDiGgN102D6g0sLatC2rsSfhgLR3aYl2t3gA63mZ3vXD0kikilomlvIiLietIPwncjYc9y83LH2+HyF8HTx9q6KrL8HFj2CiyfBI5885hPsLkmqsOtULNJ6T1XQS4c2mZuKpu8CTz9oNW1ENas9J5DRFySwo+IiLiWv5eawSfrEHgFwlVvQcshVldVeWSmmFPg4qae7IgHZivwDrdC3W4QEF68zV8L8sw1RUcTIGUbJG00T4fjT+5J9E+12kKbG8wg5F+j1F6SiLgOhR8REXENDoc5xW3xi2A4ILwlDP1U09zOl8MBuxbB2o9h+8/mn+kJbh4QGAnBtSGo9smfOemQthuO7oGjuyF9f9H7/ZNPsDkVMbylGbJ2/HIyELl5QKPLoc0waNwPPLzL+tWKSBWh8CMiIlVfdirMvAN2/GpebnsjXPEaePpaW1dVYd8P6z6Fjd+YwcYoLP59PXyhWj2o0fBk2IloBcF1iu6rlHUYNn0HG76EA3+ePO5XA7rfZ05d1PojETkHhR8REana9q+Db24G+17w8IEBr8FFI6yuquoqLIDMZHNUx55oBqP0/ZB+ALwDzaDzz5N/zZJvHpuyFTZ8BX99AxkHzGMB4dDjAWh/i9ZuicgZKfyIiEjVZBjmlKx5j0JhHlSLMae51WptdWVSWgoLzM1Yl758cv1RYCT0HA/tbgIPL2vrE5EKR+FHRESqnvxjMPd+c4oUQNMr4ep3wTfE0rKkjBTkwfrPYdlr5igTQHAUXDweWl0H3gHW1ifn51gabP4eCvOh4yhw05aTcuEUfkREpGpJPwBfDYcD68DmDrFPQ7d7Sz61SiqfglyI+wR+ex0yk8xjHr7QdAC0GgoN+4C7p7U1ytk5HLDnd1j3GWydDQU55vEe90PsM5aWJlWDwo+IiFQdiavh6xvNNSe+oeampfUvsboqKW/5x8wpj2s/hiM7Tx73DTU3Zm09FKI6V5xAfCzNXI/mymuV7Pth/XRzBO/o7pPHqzc8+Tu86h2t15MLpvAjIiJVw7rP4McHzPU9YS3ghunmgnpxXYZhjgD+NcPsFJeVcvK6oDpmV7nqDaBGI6jeyPygHRBWtqHI4YAjOyBx1fHTaji8HbwCoO1w6DTa7HznChwO+HsRrPoQds4/2fbcO8jce+uiERB5ESyZaK7rcvOAETMhpqe1dUulpvAjIiKVW2E+/PoErJpsXm42EAZN1joPKaqwABKWwsYZsHUO5GWe/nbeQccDUWMzFNVobJ5C6595PyHDMEebcuyQm27uZ5RrP/7z+OWcNEjaBPtWw7GjZ6+10eXQ+Q5o0KfijE6VptwMWP8lrP7QDIIn1O0O7UZA86uLti03DPjudtj0rbn/0+0Lzd+NyHlQ+BERkcorOxVm3AwJy8zLvR+Hix/Uwmg5u7xsM4Qc3mFOqTrxM20vcIaPOjY3cyQxtIG52WqOvejJkV/85/fwgdrtIaqTOf2uTkdI+gtWfQDbfzlZQ43G5khQmxuqRpg/sssMPH9+AXkZ5jGvQGh3o7lP09lGvPJz4JOB5u+tWowZgPyrl0/dUqUo/IiISOW0Pw5m3GJ+YPUKgGs+gGZXWl2VVGb5OXA0wZyGdnjH8dPx8yc+rJ+Nzc0cOfIOAp/T/AxtANGdIbzVmdtwny4geAdBq2vNUZHIdpVnNCg3w/x7uneV2cTgxJcUYE4z7HwHtBlm7v9UHFmH4aNLIW0PRHeFm34482icyBko/IiISOViGOY35L8+YX7bXi0Ghk2H8OZWVyZVlWFARpI5RSs1wRy58Qkyp2D98+QVUHrBJCfdbACw+gNI/fvk8fBWcNFN0Po68K1WOs9VWuz7YO9Kcy3T3pWQvOnkOp4TGvWFzqOh/qXnN0Kbsg2mXG5OK2x9vfmlR2UJg1IhKPyIiEjlcSwNfhgD2+aal5tdBVe/Y37wFKmKHA7Y/Rus+9Rcq1SYax5394bmV5lTxupdDG7u5V9bRhIk/Aa7l5mjOv/s0nZCcJQ5tS+qMzSKNddOXahdi+HzIWAUmlNdL3n4wh9TXIbCj4iIVA771x2f5rYH3Dyh7/9Bp1H61ldcR3aq2bBh3afmqMoJgbWgxWBzalxJp8U5Cs29sdL2gj3R/Jl+wNwPydPX3CfJ0xc8/cxW3DY3cypbwm9FmxWAua9WrdYQ1eXkeqbg2qXz2v8tbhrMuc88P2IWNOhdNs8jVY7Cj4iIVGyGYa6B+OVxc5pbSF1z/57aF1ldmYg1DAMO/GmGoM3fmw0XTgitD62ug5bXQs3G5shRZrL5pcHRPUV/pu2F9P1mA4fzYoNabSDmYqjXE6K7mNMBy8vc+829nGo2hTuXg7tH+T23VFoKPyIiUnHlpMPssbDlB/Ny0yvh6nfBN8TSskQqjIJc2LnQHBGK/xkKjp28Lqg2ZB+BgpyzP4abJwTXgZBo8xQUaa7VyT/2j1O2+bMwF2o2MwNP3W7Wrjs6dhQmXQTHUqH/q+ZaIpFzUPgREZGKKXkzfD0CUneZH84ufx4636lpbiJnkpthBqCNM8xAZBSax21uZhCqVs8cOa1W1/x5IuwERlizZqg0rPkf/DgefELg3j/BL9TqiqSCszz87N+/n0ceeYSff/6Z7OxsGjZsyNSpU+nQoQMAhmHw9NNP89FHH5GWlkb37t15//33adSoeJtbKfyIiFRC66fD3AfMb7GD6sDQT6BOB6urEqk8so7AoW0QVMtsOuDuaXVFZaOwAD7oCSmboeMouOI1qyuSCq4k2aDUd4w7evQo3bt3x9PTk59//pktW7bw+uuvU63aySHUV155hUmTJjF58mRWrVqFv78/ffv2JSfnHEO4IiJS+eTnmIuYZ91lBp8GfeCOZQo+IiXlXx3qdTfXAFXV4APmOp9+E83za6eYI8YipaTUR34effRRli9fzm+//Xba6w3DIDIykvHjx/Pggw8CYLfbCQ8PZ9q0aQwbNuycz6GRHxGRSuLobvjmJji4AbBBr0eh50OVdzqOiJSfr280W4HH9ISbZmt6rJyRpSM/s2fPpkOHDlx33XWEhYXRrl07PvroI+f1CQkJJCUlERsb6zwWHBxM586dWbFixWkfMzc3l/T09CInERGp4OLnmVNXDm4A31C48Vsz/Cj4iEhxXPa8ufdRwjLY9qPV1UgVUerh5++//3au3/nll1+46667uPfee/nkk08ASEpKAiA8PLzI/cLDw53X/dvEiRMJDg52nqKiokq7bBERKS0OByx5Cb683mzXW7sD3PkbNIw9931FRE4IjYFuY83zvz5udsETuUClHn4cDgcXXXQR//d//0e7du0YPXo0o0aNYvLkyef9mBMmTMButztPiYmJpVixiIiUmtwM+GYELDk+X7/TaLj1Z7PlrohISfV4AAIizCm0K9+zuhqpAko9/NSqVYvmzZsXOdasWTP27t0LQEREBADJyclFbpOcnOy87t+8vb0JCgoqchIRkQrmyC74XyxsmwvuXubePQNeBQ8vqysTkcrKOwAue9Y8v+w1yDj9LCGR4ir18NO9e3fi4+OLHNu+fTt169YFICYmhoiICBYuXOi8Pj09nVWrVtG1a9fSLkdERMrDjgXwYW+zDW9gLXO0p92NVlclIlVBq6Hm9Nm8TFj4nNXVSCVX6uHn/vvvZ+XKlfzf//0fO3fuZPr06Xz44YeMGTMGAJvNxrhx43jhhReYPXs2Gzdu5KabbiIyMpJBgwaVdjkiIlKWDAN+/y98cS3k2iGqM4xeqjbWIlJ63Nyg/8vm+fVfwL44a+uRSq3Uw0/Hjh2ZOXMmX375JS1btuT555/nzTffZPjw4c7bPPzww9xzzz2MHj2ajh07kpmZybx58/Dx8SntckREpKzkH4Nvb4MFzwAGXHQz3DwHAsPPdU8RkZKp0wHa3GCe/2k8OAqtrUcqrVLf56c8aJ8fERGLZafC9Oth32pw8zDX9nS4zeqqRKQqy0iGdzpAbjpc+SZ0uNXqiqSCsHSfHxERqeLS9sLHfc3g4xNsbj6o4CMiZS0wHHpNMM8vfNb8EkakhBR+RESk+JI2wZTL4fB2CKoNt/0C9bpbXZWIuIpOoyGsBRw7agYgkRJS+BERkeJJ+A2m9oeMgxDWHEbOh7BmVlclIq7E/fg0W4C4T2C/mh9IySj8iIjIuW36Hj4fbM61r9v9+Malta2uSkRcUb3u0Pp6wIAfHwSHw+qKpBJR+BERkbNb+b7Z1a0wD5pdBTd+D74hVlclIq7ssufAKxAOrIM/P7W6GqlEFH5EROT0Cgvg50dh3qOAAR1HwXXTwFPbEoiIxQIjoPdj5vkFz6j5gRSbwo+IiJwqxw7Th8Kq983LfZ4y59m7uVtbl4jICZ1Gm+sPjx2Fhc9ZXY1UEgo/IiJSVOrf8L/LYNdC8PCF6z6Bi8eDzWZ1ZSIiJ7l7wIDXzPNx02D/OkvLkcpB4UdERE5K+A0+uhQOx0NgJNw2D1oMsroqEZHTq9cdWg0FDPhJzQ/k3BR+RETEFDcNPhtkTiGJvAhGL4bIthYXJSJyDpc/bzY/2B8H6z+3uhqp4BR+RERcXWEBzJsAc+4DRwG0HAK3/mQuKBYRqegCI6DXI+b5RS9Cbqa19UiFpvAjIuLK0g+aoz0r3zMv934chkwBT19LyxIRKZFOoyGkLmQmwYp3rK5GKjCFHxERV7VzIUzuAbt/A09/s7HBJQ+rsYGIVD4e3hD7tHl++STISLa2HqmwFH5ERFxNYQEseBY+HwzZhyG8FdyxTI0NRKRyazEYaneA/CxY8n9WVyMVlMKPiIgrse+DaVfA72+YlzuMhNsXQI2G1tYlInKhbDa4/AXz/LpPIWWbtfVIhaTwIyLiKrb/Yk5zS1wJ3kFw3TS48g3w9LG6MhGR0lG3KzS9EgwHLHja6mqkAlL4ERGp6nLS4ccHYfrQ422s2x2f5naN1ZWJiJS+2GfBzQO2z4OEZVZXIxWMwo+ISFW27Ud4tzOs+ci83PkuuO0XCI2xti4RkbJSoyG0v9U8/+sT2vhUilD4ERGpitIPwtcj4Kv/QMYBqBYDN/0A/V8yuyKJiFRlvR41Nz49uAE2fWt1NVKBKPyIiFQlDgesmQLvdoKts82pHz0egLtXQP1eVlcnIlI+/GtAj3Hm+YXPQX6OpeVIxaHwIyJSVSRvhqn94ccHIDcdIi+C0UvNvS+0aamIuJoud0NQbbAnwqrJVlcjFYTCj4hIZZeyDWbcAu93Nzu5efpDv5fNFtYRLa2uTkTEGl5+cOkT5vnf3oDsVGvrkQpB4UdEpLI6tB2+HQnvdYHNMwEDml8NY1ZBlzvBzd3qCkVErNX6enMj51w7LH3F6mqkAlD4ERGpbI7sgu9Hw3udjy/kNcx9Le78HYZ+CiFRVlcoIlIxuLnD5c+Z59dOgaN7rK1HLOdhdQEiIlIM6Qdh53xzo9L4n8wN/ACaDDC7GtVqY219IiIVVYNLIeYSSFgKSybCNVr/48oUfkREKqLCAti3GnbMN0/JG4te37ifGXoi21lTn4hIZRL7NHx0KWz4CrrdA+EtrK5ILKLwIyJSkeTYYf7TsPl787yTDWq3h0aXQ9MBENHKshJFRCqd2u3NNZFbfoCFz8N/vrK6IrGIwo+ISEWxZ4W5lse+17zsWw0axpqBp8Gl5r4VIiJyfi59ErbOhe0/m//e1u1qdUViAYUfERGrFRbA0pfht9fMtTwhdWHgWxDTUx3bRERKS41G0O5GWPcJLHgGbpsHNpvVVUk5U7c3ERErpf4NU/vBslfM4NPmP2bXtga9FXxEREpbr0fBw8fcE237L1ZXIxZQ+BERsYJhwPovYfLFsG8NeAfDtR/DNe+DT5DV1YmIVE1BkdD5DvP8wmfBUWhtPVLuFH5ERMpbbgZ8NxJm3Ql5mRDdDe5aDi2HWF2ZiEjV1+N+8AmGlC2wcYbV1Ug5U/gRESlPh3fAR31g03dgczcX4N4yVxuTioiUF99q0H2ceX7Ri1CQa2k5Ur4UfkREysu2n8x9Jg7HQ2Atc7Ftzwe1tkdEpLx1vtP8d9i+F9Z+bHU1Uo7U7U3EVexaDOunm1Ou8jIhLwvys82feZnmYvsajSG8pbn5W3hLCG9uTg2QC+NwmLuKL3vFvBzdDa6bBoHhlpYlIuKyvPzgkkdg7jhY9qrZBc470OqqpBwo/Ii4gq1z4JubwTjHws59a8zTPwVHQ63W0PMhiGxbZiVWWceOmnv37PjVvNzpDuj7Irh7WluXiIira3cj/PE2pO6C5ZPg0setrkjKgc0wDMPqIkoqPT2d4OBg7HY7QUHqiiRyVtt/ga+GgyMfmg2EhpeBl/+/TgFmx5tDWyFpEyRvNk/p+04+jrsX9H8F2t+ifRGKK3mz+Wd/NMFsrTrwLWgzzOqqRETkhM2zYMbN5v9xdyyDsGZWVyTnoSTZQOFHpCrbtQimD4PCXGgxGAZ/BO4lGPA9dhSSt8CKdyD+J/NYm//AFa+bUwbk9BwOWDsF5j9lTi0MjobrP9PImYhIRWMYMP162PELRF4EI+eX7P9JqRBKkg3U8ECkqtr9O3z5HzP4NL0SBn9Y8n/QfatBve5w/RcQ+wzY3GDDdJhyGRzZVSZlV3qpCfDpVfDTg2bwqd8b7liq4CMiUhHZbDDwTXOvtQPrYMXbVlckZUzhR6Qq2rsKvhgKBceg0eXm5pkXssbEzc3cF+Gm2eAfBsmb4MNe5loiMTkcsPojeL877P4NPP2g/6tw4/fgF2p1dSIiciZBkdBvonl+8f9ByjZr65EypfAjUtXsj4MvroX8LKjfC4Z+Bh7epfPYMRebc6Kju0JuOnx9I/z6BBTml87jV1ZFRnuyoG4Pc9PSzqPN4CgiIhVb2/+Ya2IL8+CHMeY6WKmStOZHrFNYYH6AzkmDHPu/TulQtxvUvsjqKiuXg3/BJwPNP9O63WH4t2WzNqcwHxY8Y64FArjoJrjKBacKOArN/SHmP22GHk8/iH0WOt6u0CMiUtnY98N7XczPJpc9D93vtboiKSY1PJCKw1EI9kRzfUjq33Bk5/Hzu+DonrO3Xvb0h9vnm3vOyLmlJphrcbIOQZ1OMOL7st+zYNP38O1tgAEjZkKDS8v2+SqKwgLY9K25N8SRneaxuj3g6rchtL61tYmIyPlb9xnMHgvu3nDn71CzsdUVSTEo/Ig1DAPs+8x9YvbHmT8PboCCnLPfz9Pf3Ejznyd7IqRsgWr1YNRirZk4l+zU400IdkJEK7jlx/LbnPSnh2H1B2ZHs7tXgHdA+TyvFQoL4K+v4bfXzDAPZlOIXo9ptEdEpCowDPh8COxaaH6ReNs8cHO3uio5B4UfKT/H0mDdp5C4CvathcykU2/j7gXVYqB6A/Nb8eoNj59vAAFhp1+In50KH14CaXvNblnDv1XryTPJPwafDoLElRAcZbbpDKpVfs+fmwnvdzV/V53ugAGvlN9zl5fCfNjwlRl6ju42j/mGQrd7oNMo7QouIlKV2PfBu10gLwMufxG6jbW6IjkHhR8pH2mJ5rcjh+NPHrO5Q0RLqN0B6nSEOh3MwHM+35okbYQpl5vtgrvdC5c/X3q1VxUOB3x7C2z5wWzTOfIXazZo27UIPrvGPH/rPKjbtfxrKAvpB8yRnrUfm+EOwK+GOQ+8w8iqPcolIuLK4j6BOfeaG1TfuRxqNLS6IjkLhR8pe0mbzI5iGQchMBK63GUGnVptS3eB/abv4dtbzfNDpkCra0vvsauCeY/BynfN0bUbvze7sVnlhzHw5+fmyN6dv4Onr3W1XIj8HIj/EdZPN0Od4TCP+4dB9/ugw63g5W9tjSIiUrYMw/xS7+/FENEabvpBU/ArsAq1yelLL72EzWZj3LhxzmM5OTmMGTOG6tWrExAQwJAhQ0hOTi7rUqS0/L0UpvY3g0/NZmZTgu73mt3ZSruzWMvB5v4yAD+MNdcQiWnl+2bwARj0vrXBB8ypAQER5rqjJS9ZW0tJGQYkroE54+C1xmYTh50LzOAT3c3sZHffBnPqg4KPiEjVZ7OZ//b7hkLS8U6qmYesrkpKQZmGnzVr1vDBBx/QunXrIsfvv/9+5syZw4wZM1i6dCkHDhxg8ODBZVmKlJaN35pT3XLTzVbKt/0MwXXK9jkvfdLsvV9wDL4aDlmHy/b5KoMts2HeBPN87DMVY0TMNwSufMM8/8fbcOBPS8spNvs+cxRzSizETYVcu7l2qufDcM868z1+0U1l0zJcREQqrpAos4HQic29pw2A9INWVyUXqMzCT2ZmJsOHD+ejjz6iWrVqzuN2u50pU6bwxhtvcOmll9K+fXumTp3KH3/8wcqVK0/7WLm5uaSnpxc5iQVWvAvfjQRHPjS/2pxm5Vvt3Pe7UG7uMOR/ZoMEeyLMuMW1N9Xcuwq+HwUY5rqT7uOsruikpldAi8FmC/MfxkJBntUVnZlhQNw0c1HrzgVmW9PWw+Cm2XDfX3Dp42ZjDhERcV3hzeHWnyGoNhzebs58ObEGVCqlMgs/Y8aM4YorriA2NrbI8bi4OPLz84scb9q0KdHR0axYseK0jzVx4kSCg4Odp6ioqLIqW07H4YBfHodfHjMvd74Trp0Knj7lV4NvCAybDl4BsPs3+PWJ8nvuiuToHvjqBrN9eOP+0P8Vc2i+IhnwKvhVN78lW/6m1dWcXtpecy73nPvMbj51OpnrlAZ/APUvUctqERE5qUZDMwCF1IWjCfBxf3PPQqmUyuR/+K+++op169YxceLEU65LSkrCy8uLkJCQIsfDw8NJSjpNm2RgwoQJ2O125ykxMbEsypbTyUyBL4fBinfMy5c9B/1esqbnfVhTuOYD8/yqybDpu/KvwUp52ea0v+wjZmOJa6dUzPbf/jXMUAaw9BVI2WptPf9kGGbntve6motYPXzMtUq3zdNGdiIicmbV6pr/V1RvBOn7YOoASNlmdVVyHko9/CQmJnLffffxxRdf4ONTOiMD3t7eBAUFFTlJOYj/2fyQuOMXc0rQ4I/MbldWjjQ0uxJ6PGCen32f63zzYhjmjtPJG8G/Jgz7omIvvG85xByZcuTDrLvNzUGtlpYIn14Fc++HvEyI7mq2L+02VhvYiYjIuQVFwq0/QVgLc1/DaQPgwHqrq5ISKvXwExcXR0pKChdddBEeHh54eHiwdOlSJk2ahIeHB+Hh4eTl5ZGWllbkfsnJyURERJR2OXI+8rLM6UBfDoPswxDeEkYvgdZDra7M1PtxswNXXgbMuNlsTVzV/THJHOly84Chn5Z9k4kLZbOZzQ98guHAOlj+X2vryUwx/5NKWAYevtDvZbjlJ+3bICIiJRMQBrfMhch25kyMjy6FGbfCvjirK5NiKvXw06dPHzZu3Mj69eudpw4dOjB8+HDneU9PTxYuXOi8T3x8PHv37qVr1yqyMWJlti8OJl9sLgQHcwf7UYvMBX8VhbuHOeXLr4a5EeovE6yuqGztXAALnjHP93/ZbCleGQRFwoDXzPNLXoaDf1lTR162GeTT9kK1GLhrOXS5U+t6RETk/PiFmvv+NO5nNvjZ/D3871KY0tfsxuootLpCOYty2eS0V69etG3bljfffBOAu+66i59++olp06YRFBTEPffcA8Aff/xRrMfTJqdloLAAfnsdlr5s/kUOqm3uHVP/EqsrO7OdC8222xhVdwPUI7vgo96QYzfbLQ+cVPEaHJyNYcA3I2DrHHOawOjF4OFdfs/vcJijg1tnm50JRy7QaI+IiJSepI2w4j3YOMOc6g1QrR50uRvaDgfvAEvLcxUVapPT0/nvf//LlVdeyZAhQ+jZsycRERF8//33VpQiYAafr/4DS/7PDD4tBpvfjlfk4APQsA9cPN48P+c+OLzT2npKW26m2eAgxw51OpqjKJUp+IBZ7xX/NUfpUjaX/+anC58xg4+7l9ktUMFHRERKU0QruOZ9uH+T+ZnEJwSO7oafH4Z3O0H6AasrlH8pl5Gf0qaRn1JkGDDnXlj3qbkW4qpJ0Oq6yvMhu7AAPr0a9vwO4a3g9vng6Wt1VRfunyMmARHmmqugWlZXdf62zDZfj80NbvsVojqW/XOunQpzx5nnB39UcdasiYhI1ZWXBRu+hN/fNPcmrNPJ3CjVw8vqyqq0Cj/yIxXIb6+bwcfmBtd+bH5ArCzBB06u//GvaXZCm/eo1RWVjt9eM4OPuxdc/3nlDj4Aza+C1teD4YBZd5rrcMrSzgXw4/FRwV6PKfiIiEj58PKHjrfDzbPBOxj2rYZfH7e6KvkHhR9XtuFrWPS8eb7/K9B0gLX1nK/ACPObfWxmo4a/Zlhd0YX5ewksetE8P+C18hklKQ/9X4bASDiyExY+W3bPk7wZvrnFnMLZ5ga45OGyey4REZHTCa0Pgz80z6/+EP76xtp6xEnhx1UlLIMfxpjnu90DnUZZW8+FatD75IfcOfdV3r77WYfh+zsAw2xw0P5mqysqPb7V4Oq3zfOrJpvvwdKWfhC+GGq2Qa93ceVrECEiIlVHk37Q8yHz/Jz7zC/nxHIKP64oZSt8daPZlaT5IIh9zuqKSsclj0D93pCfBV9cZy44rEwMwwykmUlQo4m5F01V0zAW2t9qnp81BnLSS++xC3LNxh3p+8wduId+qjnWIiJirV4ToMGlkJ8NX99oNjESSyn8uJqMJDMY5Nohqgtc80HV2e/Ezd38wBveCrJS4LPBkHXE6qqKb/WHsH0euHub65i8/KyuqGxc/jyE1AX7XnNdjsNROo/78yPmhqq+1WD4N+Y+DCIiIlZyc4fB/4PgKEj9G2bdbX7ZKZapIp96pVhyM83gY0+E6g3hhi/B08fqqkqXTxAMnwHB0ZC6C6YPLfvF9aUhaSP8+qR5/vLnzdaZVZV3oLmHlM0NNn4DP95/4QFo/XSImwrYzP9kQuuXSqkiIiIXzL86DP3EbGK0bS4sf9Pqilyawo+rcDjg29sg6S9zz5Xh31bdb8aDasGN35kjAPvXwre3mi2xK6q8bPN3U5hr7hbdabTVFZW9et1h0GQzAMVNM1tSn28AStoIc+83z/d6FBrFllaVIiIipaN2e7O5FMDC58zmRmIJhR9XsfQl2PELePjAf76B0BirKypbNRvDDV+br3f7PPjxgYo7zPzLBDi83dzP5+p3XWeBfpvrzWmXNjdY9wnMva/kAehYGnw9AgpyoOFl0FOd3UREpIJqfwu0HW5u+/DtSLDvs7oil6Tw4wri58HS44vnB06COu2trae8RHeGIVNOfrheWgEbCGz5wRz5wAaDPwD/GlZXVL5aD4VrPjz+O/rU3HC3uAHI4TDnTh9NMKc5Dv6w6qxfExGRqsdmgyteN6e2Zx82v7zLz7G6KpejTwpV3ZFd8P3xaVSdRpvftruSZleae+UALJkIcZ9YW88/pSXC7HvM8z3GQf1eVlZjndbXmfs02dzgz8/MP5PiBKA/3oL4H49vBPtp1Z3GKSIiVYenr7l5uW81s0nPzw9ZXZHLUfipyvKyzLaKJzq7Xf6i1RVZo+PIk332546DTd9bWg5grkH6frTZ8rJ2e+jt4rs/t7r2ZABa/znMHguOwjPfPmGZOWcaYMCrENmufOoUERG5UNXq/WNmyqewdqrVFbkUD6sLkDJiGOY36ClbICDc7DLiynue9H7cbPP952fw3e3mPzgtBllTi2GYIWzvH+AVCEP+B+6e1tRSkbS61pwS8N0oWP8FHN5hTg0Irg1BdSC4jnkem9kgwnCYc6cvqkIbwYqIiGto2AcufRIWPgs/PQThLSGqo9VVuQSFn6pq5fuw6Ttw84DrPoHACKsrspbNBgPfAkcBbPgSvhtpBqDmV5V/LYteMEOYzc1c56O2zCe1HALYzIC6b7V5OpPwVubcaVdpECEiIlVLj/vNqW9b58A3I2D0UggMt7qqKk/hpyra/Tv8+oR5vu//Qd2u1tZTUbi5m93UDAf89bXZAvu6T8x1QeVl1Qfw2/E1SFe+CU2vKL/nrixaDoawZrB3Bdj3Q/p+syNO+n7zcmEu+FU31/l4+lpdrYiIyPmx2cx97w7Fm11fZ9wCN8/WbJAyZjOMitr/98zS09MJDg7GbrcTFBRkdTkVS/oB+KAnZB2CVkPNDlj6ZrwoRyHMvAM2zjBHxoZ+Wj4hZNN3ZmtLDOj9BFyiRY4lZhiQddgMPd4BVlcjIiJy4Q7vgA97Q14GdL4T+lfA7rQVXEmygRoeVCUFufDNTWbwCW9lTvNS8DmVm7u5wWbLIeY0uG9uhvify/Y5dy2G7+8ADOg4Cno+WLbPV1XZbBBQU8FHRESqjhqNzGnwAKsmw4avra2nitPIT1Uy5z5zzxifYBi9RGtJzqWwAL6/HTbPPN4u+XNo3Lf0n+fAeph2BeRlQvNBcO3HZgATEREROWHRC7DsVXNWSkhdc+8/v+onT/41ICgSmgzQtO9/KUk20JqfqmLt1JObZQ75WMGnONw9YPD/zDVAW34w24L3eRq63FV64eTILvjiWjP4xPQ8vhGngo+IiIj8S68JkLIVts2F1F3m6XSCo+Hy58wvVDXDp8Q08lMVJK6GqQPAkQ99noKLx1tdUeVSmG92F9syy7xcuz1c9TaEt7iwxz28E74YAkd3my2bb/kJfPR+FRERkTMwDHMNUNYhyD4M2Ucg64j5M/sw7F4OGQfM29btDv0mQq021tZcAZQkGyj8VHYZSfDBJZCZBM2vNruX6VuAkjMMc6OxX580N4V184AeD5hrczy8S/ZYhQWw4h1Y/H9mZ7Jq9eC2X9W+UkRERC5MXhYsnwTL34KCY4ANLhph7hkUEGZ1dZZR+HEVBXnwyZWQuApqNoPbF2gh+IVKPwg/PWgOOQPUaGKOAkV3Lt79kzfDD2PgwJ/m5QZ9zPsH1y6bekVERMT1pCXCgmdg07fmZa9As4ts57tcclN7hR9XMfd+WPsxeAfD6MVQvYHVFVUNhmGuAfrpQXPYGRt0vB1aXWdOX/PyO/U+BXnw+3/NhYqOfLPpRN+J0PY/GokTERGRsrF3Jfz8CBxcb16ObAfXToXQGEvLKm8KP64g7hOYcy9gg/98A40vt7qiqic71dwsdv0XJ4/Z3MzRoFptILIt1GprHvvxAUjeZN6myQC44g0IqmVF1SIiIuJKHA7Y8CX88hjkpIF3kDnrpMUgqysrNwo/Vd2+tTC1PxTmwaVPQE9tllmmdi2CVR+YU9kyk898O99QGPCquX+QRntERESkPKUlwncjzeUQAB1GQt//A08fa+sqBwo/VVlmitngIOMANL0Shn4GbtqrttykH4SDG8zh5YMbzD18MpPMdpP9XzE34BQRERGxQmE+LH7RnIoP5qb3102DGg0tLausKfxUVYUF8OnVsOd3qNEYRi0C70Crq5LCfHD3tLoKEREREdPOBfD9HWZ7bE9/GPgmtB5qdVVlpiTZQEMGlcnCZ8zg4xUA13+h4FNRKPiIiIhIRdIwFu78HepdDPlZ8P0o+Olhc32Qi1P4qSw2z4I/3jbPD3oPaja2tBwRERERqcCCasFNP8AljwI2WP0BzBxtzlhxYQo/lcGheHPvGIBu95qbmYqIiIiInI2bO/SeAEP+Z27gvnEGfDUc8o9ZXZllFH4qutwM+PpGyMs0hy77PG11RSIiIiJSmbS6FoZNBw8f2PELfDYYcuxWV2UJhZ+KzDBg1t1weDsERpqbVrl7WF2ViIiIiFQ2jfvCiJnmPkB7/4BpV0LmIaurKncKPxXZH2/D1tng5glDP1UbZRERERE5f3W7wS1zwa8GJP0FU/uZ+wO5EIWfiiphGSw4PsWt/0sQ1dHaekRERESk8qvVBm77BYKj4MhO+LgvHNpudVXlRuGnIrLvh29vA8MBbW4wd+gVERERESkNNRqaAahGY0jfbwagfXFWV1UuFH4qmoJc+OYmyDpk7sp7xRtgs1ldlYiIiIhUJcG14dZ5ENkOjqXCJ1fCjgVWV1XmFH4qmp8fhv1rwScErv8MvPysrkhEREREqiL/6nDzXGhwKeRnw5fXw4avra6qTCn8VCRxn0DcNMAGQ6ZAaIzVFYmIiIhIVeYdADd8Da2uA0eBuRHqH+9YXVWZUfipKPbFwU8PmucvfRwaxVpbj4iIiIi4Bg8vuOZD6HK3efnXx+HXJ81tV6oYhZ+KIPMQfDMCCvOgyRXQY7zVFYmIiIiIK3Fzg77/B7HPmJf/mASz7oLCfEvLKm0KP1YrLIBvbzU7bVRvCNdMNt98IiIiIiLlyWaDHvfD1e+BzR02fAnTr4djaVZXVmr0KdtqC56G3b+BVwBc/wX4BFldkYiIiIi4snbD4YYvwcMXdi2E/8XC4R1WV1UqFH6stPFbWHF8Qdmg9yCsqbX1iIiIiIgANO4Lt82DoNpwZAd81Ad2zLe6qgum8GMFhwM2fAWz7zEvdx8Hza+2tCQRERERkSIi28LoJRDVBXLt8MV1sPytSt0IQeHnQuXYIS+r+LfftxamXAYz7zD7qTe4FPo8VXb1iYiIiIicr4AwuHk2XHQTYMD8p45/jj1mdWXnReHnQq2ZAq/Uh+nDYN1nZue200k/CDPvhP/1MTcx9Qowu2nc8BW4uZdrySIiIiIixebhDQMnwYDXzEYIf30NU/tD+gGrKysxD6sLqPQOrIOCHNj+s3nCBlGdoekV5imoNqx8F5a9DvnHR4jaDjdHewIjLC1dRERERKRYbDboNApqNoFvboYDf8KHvWDELAhvbnV1xVbqIz8TJ06kY8eOBAYGEhYWxqBBg4iPjy9ym5ycHMaMGUP16tUJCAhgyJAhJCcnl3Yp5WPoZ3Dncuj1GNRqAxiQuBLmPwlvXwSvNoCFz5nBp3YHuH2R2dxAwUdEREREKpuYnjB6MYS1AL/qEBJtdUUlYjOM0l2x1K9fP4YNG0bHjh0pKCjgscceY9OmTWzZsgV/f38A7rrrLn788UemTZtGcHAwY8eOxc3NjeXLlxfrOdLT0wkODsZutxMUVMFaQ6clQvzPEP8j7P4dHAUQWAtin4VW12kPHxERERGp/HIzIScNgutYXUmJskGph59/O3ToEGFhYSxdupSePXtit9upWbMm06dP59prrwVg27ZtNGvWjBUrVtClS5dzPmaFDj//dCwNUrZCRCvwDrC6GhERERGRKqck2aDMhyHsdjsAoaGhAMTFxZGfn09sbKzzNk2bNiU6OpoVK1ac9jFyc3NJT08vcqoUfEOgblcFHxERERGRCqBMw4/D4WDcuHF0796dli1bApCUlISXlxchISFFbhseHk5SUtJpH2fixIkEBwc7T1FRUWVZtoiIiIiIVEFlGn7GjBnDpk2b+Oqrry7ocSZMmIDdbneeEhMTS6lCERERERFxFWXW6nrs2LHMnTuXZcuWUafOyYVQERER5OXlkZaWVmT0Jzk5mYiI03dA8/b2xtvbu6xKFRERERERF1DqIz+GYTB27FhmzpzJokWLiImJKXJ9+/bt8fT0ZOHChc5j8fHx7N27l65du5Z2OSIiIiIiIkAZjPyMGTOG6dOn88MPPxAYGOhcxxMcHIyvry/BwcGMHDmSBx54gNDQUIKCgrjnnnvo2rVrsTq9iYiIiIiInI9Sb3Vts9lOe3zq1KnccsstgLnJ6fjx4/nyyy/Jzc2lb9++vPfee2ec9vZvlabVtYiIiIiIlKkKtc9PWVD4ERERERERqGD7/IiIiIiIiFQECj8iIiIiIuISFH5ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEjysLuB8GIYBQHp6usWViIiIiIiIlU5kghMZ4WwqZfjJyMgAICoqyuJKRERERESkIsjIyCA4OPist7EZxYlIFYzD4eDAgQMEBgZis9ksrSU9PZ2oqCgSExMJCgqytBapXPTekfOh942cD71v5HzpvSPno7zfN4ZhkJGRQWRkJG5uZ1/VUylHftzc3KhTp47VZRQRFBSkfxTkvOi9I+dD7xs5H3rfyPnSe0fOR3m+b8414nOCGh6IiIiIiIhLUPgRERERERGXoPBzgby9vXn66afx9va2uhSpZPTekfOh942cD71v5HzpvSPnoyK/byplwwMREREREZGS0siPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+RERERETEJSj8iIiIiIiIS1D4OYNly5YxcOBAIiMjsdlszJo1q8j1hmHw1FNPUatWLXx9fYmNjWXHjh1FbpOamsrw4cMJCgoiJCSEkSNHkpmZWY6vQsrb2d43+fn5PPLII7Rq1Qp/f38iIyO56aabOHDgQJHH0PvG9Zzr35t/uvPOO7HZbLz55ptFjut945qK897ZunUrV111FcHBwfj7+9OxY0f27t3rvD4nJ4cxY8ZQvXp1AgICGDJkCMnJyeX4KqS8net9k5mZydixY6lTpw6+vr40b96cyZMnF7mN3jeuZ+LEiXTs2JHAwEDCwsIYNGgQ8fHxRW5TnPfF3r17ueKKK/Dz8yMsLIyHHnqIgoKCcnsdCj9nkJWVRZs2bXj33XdPe/0rr7zCpEmTmDx5MqtWrcLf35++ffuSk5PjvM3w4cPZvHkz8+fPZ+7cuSxbtozRo0eX10sQC5ztfZOdnc26det48sknWbduHd9//z3x8fFcddVVRW6n943rOde/NyfMnDmTlStXEhkZecp1et+4pnO9d3bt2kWPHj1o2rQpS5Ys4a+//uLJJ5/Ex8fHeZv777+fOXPmMGPGDJYuXcqBAwcYPHhweb0EscC53jcPPPAA8+bN4/PPP2fr1q2MGzeOsWPHMnv2bOdt9L5xPUuXLmXMmDGsXLmS+fPnk5+fz+WXX05WVpbzNud6XxQWFnLFFVeQl5fHH3/8wSeffMK0adN46qmnyu+FGHJOgDFz5kznZYfDYURERBivvvqq81haWprh7e1tfPnll4ZhGMaWLVsMwFizZo3zNj///LNhs9mM/fv3l1vtYp1/v29OZ/Xq1QZg7NmzxzAMvW/kzO+bffv2GbVr1zY2bdpk1K1b1/jvf//rvE7vGzGM0793rr/+euPGG288433S0tIMT09PY8aMGc5jW7duNQBjxYoVZVWqVCCne9+0aNHCeO6554ocu+iii4zHH3/cMAy9b8SUkpJiAMbSpUsNwyje++Knn34y3NzcjKSkJOdt3n//fSMoKMjIzc0tl7o18nMeEhISSEpKIjY21nksODiYzp07s2LFCgBWrFhBSEgIHTp0cN4mNjYWNzc3Vq1aVe41S8Vkt9ux2WyEhIQAet/I6TkcDkaMGMFDDz1EixYtTrle7xs5HYfDwY8//kjjxo3p27cvYWFhdO7cucgUp7i4OPLz84v8f9a0aVOio6Od/5+J6+nWrRuzZ89m//79GIbB4sWL2b59O5dffjmg942Y7HY7AKGhoUDx3hcrVqygVatWhIeHO2/Tt29f0tPT2bx5c7nUrfBzHpKSkgCK/OJOXD5xXVJSEmFhYUWu9/DwIDQ01HkbcW05OTk88sgj3HDDDQQFBQF638jpvfzyy3h4eHDvvfee9nq9b+R0UlJSyMzM5KWXXqJfv378+uuvXHPNNQwePJilS5cC5nvHy8vL+QXMCf/8/0xcz9tvv03z5s2pU6cOXl5e9OvXj3fffZeePXsCet+I+eXKuHHj6N69Oy1btgSK975ISko67efnE9eVB49yeRYRKSI/P5+hQ4diGAbvv/++1eVIBRYXF8dbb73FunXrsNlsVpcjlYjD4QDg6quv5v777wegbdu2/PHHH0yePJlLLrnEyvKkAnv77bdZuXIls2fPpm7duixbtowxY8YQGRlZ5Ft9cV1jxoxh06ZN/P7771aXUmIa+TkPERERAKd0r0hOTnZeFxERQUpKSpHrCwoKSE1Ndd5GXNOJ4LNnzx7mz5/vHPUBvW/kVL/99hspKSlER0fj4eGBh4cHe/bsYfz48dSrVw/Q+0ZOr0aNGnh4eNC8efMix5s1a+bs9hYREUFeXh5paWlFbvPP/8/EtRw7dozHHnuMN954g4EDB9K6dWvGjh3L9ddfz2uvvQbofePqxo4dy9y5c1m8eDF16tRxHi/O+yIiIuK0n59PXFceFH7OQ0xMDBERESxcuNB5LD09nVWrVtG1a1cAunbtSlpaGnFxcc7bLFq0CIfDQefOncu9ZqkYTgSfHTt2sGDBAqpXr17ker1v5N9GjBjBX3/9xfr1652nyMhIHnroIX755RdA7xs5PS8vLzp27HhKK9rt27dTt25dANq3b4+np2eR/8/i4+PZu3ev8/8zcS35+fnk5+fj5lb0I6K7u7tzNFHvG9dkGAZjx45l5syZLFq0iJiYmCLXF+d90bVrVzZu3FjkC7sTXwT/+4uasqJpb2eQmZnJzp07nZcTEhJYv349oaGhREdHM27cOF544QUaNWpETEwMTz75JJGRkQwaNAgwv1nr168fo0aNYvLkyeTn5zN27FiGDRt22ja1UjWc7X1Tq1Ytrr32WtatW8fcuXMpLCx0zm8NDQ3Fy8tL7xsXda5/b/4dkj09PYmIiKBJkyaA/r1xZed67zz00ENcf/319OzZk969ezNv3jzmzJnDkiVLALNZz8iRI3nggQcIDQ0lKCiIe+65h65du9KlSxeLXpWUtXO9by655BIeeughfH19qVu3LkuXLuXTTz/ljTfeAPS+cVVjxoxh+vTp/PDDDwQGBjo/wwQHB+Pr61us98Xll19O8+bNGTFiBK+88gpJSUk88cQTjBkzBm9v7/J5IeXSU64SWrx4sQGccrr55psNwzDbXT/55JNGeHi44e3tbfTp08eIj48v8hhHjhwxbrjhBiMgIMAICgoybr31ViMjI8OCVyPl5Wzvm4SEhNNeBxiLFy92PobeN67nXP/e/Nu/W10bht43rqo4750pU6YYDRs2NHx8fIw2bdoYs2bNKvIYx44dM+6++26jWrVqhp+fn3HNNdcYBw8eLOdXIuXpXO+bgwcPGrfccosRGRlp+Pj4GE2aNDFef/11w+FwOB9D7xvXc6bPMFOnTnXepjjvi927dxv9+/c3fH19jRo1ahjjx4838vPzy+112I6/GBERERERkSpNa35ERERERMQlKPyIiIiIiIhLUPgRERERERGXoPAjIiIiIiIuQeFHRERERERcgsKPiIiIiIi4BIUfERERERFxCQo/IiIiIiLiEhR+/r/9OhAAAAAAEORvPchlEQAAsCA/AADAgvwAAAALASIwL45/E5D3AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Save CSV"
      ],
      "metadata": {
        "id": "5Ji9gcNaMuQJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.to_csv(f\"data/3_labeled_indicators_{stock}.csv\")"
      ],
      "metadata": {
        "id": "eOT8sh3iMt0j"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "50CpEOZvJTs5"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}