Beginners_Guide_to PySpark.ipynb

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  "metadata": {
    "colab": {
      "name": "Beginners Guide to PySpark.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPRiFrIk3poFvvDKdeo/sex",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/syamkakarla98/Beginners_Guide_to_PySpark/blob/main/Beginners_Guide_to%C2%A0PySpark.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zb8Wv_7_nGni"
      },
      "source": [
        "# <font color='tomato'>Beginners Guide to PySpark</font>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0oETwpjbnP8T"
      },
      "source": [
        "## Installation\n",
        "\n",
        "To run spark in Colab, we need to first install all the dependencies in Colab environment i.e. \n",
        "* **PySpark 3.0.1**\n",
        "* **pyy4j 0.10.09**\n",
        "\n",
        "Follow the steps to install the dependencies:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6iu_Mhl6m-U1",
        "outputId": "d6e15475-e290-4f37-fbb4-b541f807cacb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        }
      },
      "source": [
        "!pip install pyspark==3.0.1 py4j==0.10.9 "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting pyspark==3.0.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f0/26/198fc8c0b98580f617cb03cb298c6056587b8f0447e20fa40c5b634ced77/pyspark-3.0.1.tar.gz (204.2MB)\n",
            "\u001b[K     |████████████████████████████████| 204.2MB 58kB/s \n",
            "\u001b[?25hCollecting py4j==0.10.9\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/9e/b6/6a4fb90cd235dc8e265a6a2067f2a2c99f0d91787f06aca4bcf7c23f3f80/py4j-0.10.9-py2.py3-none-any.whl (198kB)\n",
            "\u001b[K     |████████████████████████████████| 204kB 44.9MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: pyspark\n",
            "  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyspark: filename=pyspark-3.0.1-py2.py3-none-any.whl size=204612243 sha256=246cec1835b2e48951320cd6fc83cb8b5a3bfe0f168b993b4ec02b6d0cbc4e73\n",
            "  Stored in directory: /root/.cache/pip/wheels/5e/bd/07/031766ca628adec8435bb40f0bd83bb676ce65ff4007f8e73f\n",
            "Successfully built pyspark\n",
            "Installing collected packages: py4j, pyspark\n",
            "Successfully installed py4j-0.10.9 pyspark-3.0.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_Y77qU2uqC-B"
      },
      "source": [
        "Check your installation by creatinf a spark session."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nZXXfyQ_oFfx"
      },
      "source": [
        "from pyspark.sql import SparkSession\n",
        "\n",
        "spark = SparkSession.builder\\\n",
        "        .master(\"local[*]\")\\\n",
        "        .appName('PySpark_Tutorial')\\\n",
        "        .getOrCreate()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yqDy5sW3qRfJ"
      },
      "source": [
        "## Reading Data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M8Y4xl9ktpqi"
      },
      "source": [
        "### Download Kaggle Movie Dataset\n",
        "\n",
        "Use the Kaggle API Token(kaggle.json) to download the Movie Dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LEQ2dFuUtuGv",
        "outputId": "b05196a5-d71c-415f-b573-7dca406b316d",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        }
      },
      "source": [
        "from google.colab import files\n",
        "\n",
        "## Upload your kaggle json file (API Token)\n",
        "files.upload()\n",
        "\n",
        "!mkdir ~/.kaggle\n",
        "\n",
        "!cp kaggle.json ~/.kaggle/\n",
        "\n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-aeeb4265-37bb-4c42-ba3d-812c15413302\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-aeeb4265-37bb-4c42-ba3d-812c15413302\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vQ1dWtvtp8ve",
        "outputId": "55379eed-87a5-4d89-8114-acc0f22e4441",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        }
      },
      "source": [
        "!kaggle datasets download -d dinnymathew/usstockprices"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading usstockprices.zip to /content\n",
            " 56% 20.0M/35.5M [00:00<00:00, 24.6MB/s]\n",
            "100% 35.5M/35.5M [00:00<00:00, 55.9MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ptCSjxkrs9Ol",
        "outputId": "94855533-9099-4c2e-c74e-d4c4f7a6294c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "kaggle.json  sample_data  usstockprices.zip\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4HDyH7xuuWoO",
        "outputId": "a246769d-cfcc-46f8-cfc3-3b0b495fbae2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "!mkdir data\n",
        "\n",
        "!unzip usstockprices -d data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  usstockprices.zip\n",
            "  inflating: data/stocks_price_final.csv  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SKkKznovum2U",
        "outputId": "c48715c6-75a5-47fe-b576-9a070db84843",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "!ls -l data/"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 218952\n",
            "-rw-r--r-- 1 root root 224205096 Jul 24 15:28 stocks_price_final.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QZMQsAItvF9I"
      },
      "source": [
        "## Import Modules"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z5elOd3_urwh"
      },
      "source": [
        "from pyspark.sql import functions as f\n",
        "\n",
        "import pandas as pd\n",
        "\n",
        "import seaborn as sns\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "%matplotlib inline"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6nlaWsM6veh_"
      },
      "source": [
        "## Read Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J7AR4YTjeR-6",
        "outputId": "a5dab4f8-606a-4ab4-fbf0-fb88c846aaa9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "# Before changing schema\n",
        "b_data = spark.read.csv(\n",
        "    'data/stocks_price_final.csv',\n",
        "    sep = ',',\n",
        "    header = True,\n",
        "    )\n",
        "\n",
        "b_data.printSchema()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "root\n",
            " |-- _c0: string (nullable = true)\n",
            " |-- symbol: string (nullable = true)\n",
            " |-- date: string (nullable = true)\n",
            " |-- open: string (nullable = true)\n",
            " |-- high: string (nullable = true)\n",
            " |-- low: string (nullable = true)\n",
            " |-- close: string (nullable = true)\n",
            " |-- volume: string (nullable = true)\n",
            " |-- adjusted: string (nullable = true)\n",
            " |-- market.cap: string (nullable = true)\n",
            " |-- sector: string (nullable = true)\n",
            " |-- industry: string (nullable = true)\n",
            " |-- exchange: string (nullable = true)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dGT7jy3DDuLz"
      },
      "source": [
        "from pyspark.sql.types import *\n",
        "\n",
        "data_schema = [\n",
        "               StructField('_c0', IntegerType(), True),\n",
        "               StructField('symbol', StringType(), True),\n",
        "               StructField('data', DateType(), True),\n",
        "               StructField('open', DoubleType(), True),\n",
        "               StructField('high', DoubleType(), True),\n",
        "               StructField('low', DoubleType(), True),\n",
        "               StructField('close', DoubleType(), True),\n",
        "               StructField('volume', IntegerType(), True),\n",
        "               StructField('adjusted', DoubleType(), True),\n",
        "               StructField('market.cap', StringType(), True),\n",
        "               StructField('sector', StringType(), True),\n",
        "               StructField('industry', StringType(), True),\n",
        "               StructField('exchange', StringType(), True),\n",
        "            ]\n",
        "\n",
        "final_struc = StructType(fields=data_schema)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WAThgJoIvcKI"
      },
      "source": [
        "data = spark.read.csv(\n",
        "    'data/stocks_price_final.csv',\n",
        "    sep = ',',\n",
        "    header = True,\n",
        "    schema = final_struc\n",
        "    )"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NCFGHCsUyamR",
        "outputId": "d74d286c-fe98-40b3-8576-64a71630c0c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "data.printSchema()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "root\n",
            " |-- _c0: integer (nullable = true)\n",
            " |-- symbol: string (nullable = true)\n",
            " |-- data: date (nullable = true)\n",
            " |-- open: double (nullable = true)\n",
            " |-- high: double (nullable = true)\n",
            " |-- low: double (nullable = true)\n",
            " |-- close: double (nullable = true)\n",
            " |-- volume: integer (nullable = true)\n",
            " |-- adjusted: double (nullable = true)\n",
            " |-- market.cap: string (nullable = true)\n",
            " |-- sector: string (nullable = true)\n",
            " |-- industry: string (nullable = true)\n",
            " |-- exchange: string (nullable = true)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bUgocSgd_gqy",
        "outputId": "0ef2e836-f2f2-41c2-e671-0ae8c87c9fd2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market.cap|       sector|            industry|exchange|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "us8Ks-FEHTYe"
      },
      "source": [
        "data = data.withColumnRenamed('market.cap', 'market_cap')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a0aFk3S-mN50"
      },
      "source": [
        "## Inspect the data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "heGhvrD_mSZZ",
        "outputId": "5b629e83-b8e2-49a1-b7d2-dfc3f8c568d7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "# prints Schema of thte data\n",
        "data.schema"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "StructType(List(StructField(_c0,IntegerType,true),StructField(symbol,StringType,true),StructField(data,DateType,true),StructField(open,DoubleType,true),StructField(high,DoubleType,true),StructField(low,DoubleType,true),StructField(close,DoubleType,true),StructField(volume,IntegerType,true),StructField(adjusted,DoubleType,true),StructField(market_cap,StringType,true),StructField(sector,StringType,true),StructField(industry,StringType,true),StructField(exchange,StringType,true)))\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "11e0YeMXmhUs",
        "outputId": "87939907-5797-4994-9b29-897f885ce848",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        }
      },
      "source": [
        "data.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('_c0', 'int'),\n",
              " ('symbol', 'string'),\n",
              " ('data', 'date'),\n",
              " ('open', 'double'),\n",
              " ('high', 'double'),\n",
              " ('low', 'double'),\n",
              " ('close', 'double'),\n",
              " ('volume', 'int'),\n",
              " ('adjusted', 'double'),\n",
              " ('market_cap', 'string'),\n",
              " ('sector', 'string'),\n",
              " ('industry', 'string'),\n",
              " ('exchange', 'string')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "94m1hXVPprqU",
        "outputId": "630d15a5-8b20-4b22-ca96-64542fdd0c99",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 87
        }
      },
      "source": [
        "data.head(3)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Row(_c0=1, symbol='TXG', data=datetime.date(2019, 9, 12), open=54.0, high=58.0, low=51.0, close=52.75, volume=7326300, adjusted=52.75, market_cap='$9.31B', sector='Capital Goods', industry='Biotechnology: Laboratory Analytical Instruments', exchange='NASDAQ'),\n",
              " Row(_c0=2, symbol='TXG', data=datetime.date(2019, 9, 13), open=52.75, high=54.355, low=49.150002, close=52.27, volume=1025200, adjusted=52.27, market_cap='$9.31B', sector='Capital Goods', industry='Biotechnology: Laboratory Analytical Instruments', exchange='NASDAQ'),\n",
              " Row(_c0=3, symbol='TXG', data=datetime.date(2019, 9, 16), open=52.450001, high=56.0, low=52.009998, close=55.200001, volume=269900, adjusted=55.200001, market_cap='$9.31B', sector='Capital Goods', industry='Biotechnology: Laboratory Analytical Instruments', exchange='NASDAQ')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IYZ46WYNHc01",
        "outputId": "6d4fa243-b3b4-4b5d-9f45-8d30accf1d01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market_cap|       sector|            industry|exchange|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W9AJoO7JqxWU",
        "outputId": "f1c1d7fe-aa74-4c5f-bdf9-72a04ae009b7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "data.first()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Row(_c0=1, symbol='TXG', data=datetime.date(2019, 9, 12), open=54.0, high=58.0, low=51.0, close=52.75, volume=7326300, adjusted=52.75, market_cap='$9.31B', sector='Capital Goods', industry='Biotechnology: Laboratory Analytical Instruments', exchange='NASDAQ')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ea-TUnvamQvg",
        "outputId": "106304e3-98fa-4b96-8abe-015c94f2d6c0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 205
        }
      },
      "source": [
        "data.describe().show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+-------+-----------------+-------+------------------+------------------+------------------+------------------+------------------+------------------+----------+----------------+--------------------+--------+\n",
            "|summary|              _c0| symbol|              open|              high|               low|             close|            volume|          adjusted|market_cap|          sector|            industry|exchange|\n",
            "+-------+-----------------+-------+------------------+------------------+------------------+------------------+------------------+------------------+----------+----------------+--------------------+--------+\n",
            "|  count|          1729034|1729034|           1726301|           1726301|           1726301|           1726301|           1725207|           1726301|   1729034|         1729034|             1729034| 1729034|\n",
            "|   mean|         864517.5|   null|15070.071703341051| 15555.06726813709|14557.808227578982|15032.714854330707|1397692.1627885813|  14926.1096887955|      null|            null|                null|    null|\n",
            "| stddev|499129.2670065541|   null|1111821.8002863196|1148247.1953514954|1072968.1558434265|1109755.9294000647| 5187522.908169119|1101877.6328940107|      null|            null|                null|    null|\n",
            "|    min|                1|      A|             0.072|             0.078|             0.052|             0.071|                 0|         -1.230099|    $1.01B|Basic Industries|Accident &Health ...|  NASDAQ|\n",
            "|    max|          1729034|   ZYXI|      1.60168176E8|      1.61601456E8|      1.55151728E8|      1.58376592E8|         656504200|      1.57249392E8|       $9B|  Transportation|Wholesale Distrib...|    NYSE|\n",
            "+-------+-----------------+-------+------------------+------------------+------------------+------------------+------------------+------------------+----------+----------------+--------------------+--------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WEfAsBkRtn9W",
        "outputId": "2cb67156-45c4-4a84-8cae-f46e064d1b77",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        }
      },
      "source": [
        "data.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['_c0',\n",
              " 'symbol',\n",
              " 'data',\n",
              " 'open',\n",
              " 'high',\n",
              " 'low',\n",
              " 'close',\n",
              " 'volume',\n",
              " 'adjusted',\n",
              " 'market_cap',\n",
              " 'sector',\n",
              " 'industry',\n",
              " 'exchange']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IMZZZMo_tppK",
        "outputId": "ac3c1bfa-71a9-4e98-94ff-31666476b086",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data.count()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1729034"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JVkU70BotpxY",
        "outputId": "7e9ccad7-c103-450a-ddb3-ad6dda8bb0c0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "data.distinct().count() "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1729034"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RBq6GXzSuZIe",
        "outputId": "c726aa15-3c22-465c-a43b-8d72c6daeec3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "data.printSchema()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "root\n",
            " |-- _c0: integer (nullable = true)\n",
            " |-- symbol: string (nullable = true)\n",
            " |-- data: date (nullable = true)\n",
            " |-- open: double (nullable = true)\n",
            " |-- high: double (nullable = true)\n",
            " |-- low: double (nullable = true)\n",
            " |-- close: double (nullable = true)\n",
            " |-- volume: integer (nullable = true)\n",
            " |-- adjusted: double (nullable = true)\n",
            " |-- market_cap: string (nullable = true)\n",
            " |-- sector: string (nullable = true)\n",
            " |-- industry: string (nullable = true)\n",
            " |-- exchange: string (nullable = true)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ww3XqquewkvB"
      },
      "source": [
        "## Column Operations/Manipulations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b7NNmtMYwka1",
        "outputId": "3ed5dac0-8ebe-4b95-88bb-114a1ce212be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data = data.withColumn('date', data.data)\n",
        "\n",
        "data.show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market_cap|       sector|            industry|exchange|      date|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-12|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-13|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-16|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-17|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|2019-09-18|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+----------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gIpRmPSNxILh",
        "outputId": "665da690-8d48-4609-894c-d2220bc50605",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data = data.withColumnRenamed('date', 'data_changed')\n",
        "\n",
        "data.show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+------------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market_cap|       sector|            industry|exchange|data_changed|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+------------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|  2019-09-12|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|  2019-09-13|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|  2019-09-16|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|  2019-09-17|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|  2019-09-18|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZfMRq0AwxH3R",
        "outputId": "d70a40df-dc81-4568-ed80-e82511ec9423",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data = data.drop('data_changed')\n",
        "\n",
        "data.show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close| volume| adjusted|market_cap|       sector|            industry|exchange|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "|  1|   TXG|2019-09-12|     54.0|     58.0|     51.0|    52.75|7326300|    52.75|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  2|   TXG|2019-09-13|    52.75|   54.355|49.150002|    52.27|1025200|    52.27|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  3|   TXG|2019-09-16|52.450001|     56.0|52.009998|55.200001| 269900|55.200001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  4|   TXG|2019-09-17|56.209999|60.900002|   55.423|56.779999| 602800|56.779999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  5|   TXG|2019-09-18|56.849998|    62.27|55.650002|     62.0|1589600|     62.0|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "+---+------+----------+---------+---------+---------+---------+-------+---------+----------+-------------+--------------------+--------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tEGNIZJUvsbQ",
        "outputId": "26c70865-f0bb-4725-e4a8-9227917d8917",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 185
        }
      },
      "source": [
        "data.select(['open', 'high', 'low', 'close', 'volume', 'adjusted']).describe().show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+-------+------------------+------------------+------------------+------------------+------------------+------------------+\n",
            "|summary|              open|              high|               low|             close|            volume|          adjusted|\n",
            "+-------+------------------+------------------+------------------+------------------+------------------+------------------+\n",
            "|  count|           1726301|           1726301|           1726301|           1726301|           1725207|           1726301|\n",
            "|   mean|15070.071703341051| 15555.06726813709|14557.808227578982|15032.714854330707|1397692.1627885813|  14926.1096887955|\n",
            "| stddev|1111821.8002863196|1148247.1953514954|1072968.1558434265|1109755.9294000647| 5187522.908169119|1101877.6328940107|\n",
            "|    min|             0.072|             0.078|             0.052|             0.071|                 0|         -1.230099|\n",
            "|    max|      1.60168176E8|      1.61601456E8|      1.55151728E8|      1.58376592E8|         656504200|      1.57249392E8|\n",
            "+-------+------------------+------------------+------------------+------------------+------------------+------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HCnsfWXP3_6J",
        "outputId": "456b0ff7-9891-4fe3-a1f2-fac60068e8e0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        }
      },
      "source": [
        "data.groupBy('sector').count().show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+--------------------+------+\n",
            "|              sector| count|\n",
            "+--------------------+------+\n",
            "|       Miscellaneous| 50221|\n",
            "|         Health Care|316175|\n",
            "|    Public Utilities| 72836|\n",
            "|              Energy| 87494|\n",
            "|Consumer Non-Dura...| 78080|\n",
            "|             Finance|303180|\n",
            "|    Basic Industries| 97323|\n",
            "|       Capital Goods|133122|\n",
            "|          Technology|229799|\n",
            "|   Consumer Services|272393|\n",
            "|   Consumer Durables| 48404|\n",
            "|      Transportation| 40007|\n",
            "+--------------------+------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CkyeKRraxIV3"
      },
      "source": [
        "sec_x =  data.select(['sector', 'open', 'close', 'adjusted']).groupBy('sector').mean().collect()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UeASC7qHK9nh"
      },
      "source": [
        "Convert the data into **list**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ujw8raEv2sJv",
        "outputId": "3c53cbd7-3f4c-421a-b996-da288e586e10",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        }
      },
      "source": [
        "for row in sec_x:\n",
        "  print(list(row), end='\\n')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['Miscellaneous', 52.03839496900624, 52.06362854950968, 51.809730336322794]\n",
            "['Health Care', 119.96763306523218, 119.07806125419022, 118.97394778016198]\n",
            "['Public Utilities', 35.580777352394705, 35.58528245861945, 34.7301556850045]\n",
            "['Energy', 24.456589891261007, 24.427350302158175, 23.684714263001084]\n",
            "['Consumer Non-Durables', 43.32860274612677, 43.33038601364613, 42.81762456569033]\n",
            "['Finance', 37.77466706818995, 37.77900231428883, 37.10028522718097]\n",
            "['Basic Industries', 266410.35470107093, 265750.3613671152, 263865.51070311887]\n",
            "['Capital Goods', 60.4885436328285, 60.516554835687764, 59.97512253879351]\n",
            "['Technology', 49.516045118395034, 49.53479888748186, 49.25234033754425]\n",
            "['Consumer Services', 55.078867342590755, 55.055247536473416, 54.36187827846176]\n",
            "['Consumer Durables', 391.03153998497794, 390.10415506572406, 389.6417639493677]\n",
            "['Transportation', 37.30503242702824, 37.29532668104838, 36.80231922791236]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_9auYKi9LE3V"
      },
      "source": [
        "Convert the data into **dictionary**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aK9mZF24JpM9",
        "outputId": "c8677a64-3e13-4e71-f432-fd359b643eb7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        }
      },
      "source": [
        "for row in sec_x:\n",
        "  print(row.asDict(), end='\\n')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'sector': 'Miscellaneous', 'avg(open)': 52.03839496900624, 'avg(close)': 52.06362854950968, 'avg(adjusted)': 51.809730336322794}\n",
            "{'sector': 'Health Care', 'avg(open)': 119.96763306523218, 'avg(close)': 119.07806125419022, 'avg(adjusted)': 118.97394778016198}\n",
            "{'sector': 'Public Utilities', 'avg(open)': 35.580777352394705, 'avg(close)': 35.58528245861945, 'avg(adjusted)': 34.7301556850045}\n",
            "{'sector': 'Energy', 'avg(open)': 24.456589891261007, 'avg(close)': 24.427350302158175, 'avg(adjusted)': 23.684714263001084}\n",
            "{'sector': 'Consumer Non-Durables', 'avg(open)': 43.32860274612677, 'avg(close)': 43.33038601364613, 'avg(adjusted)': 42.81762456569033}\n",
            "{'sector': 'Finance', 'avg(open)': 37.77466706818995, 'avg(close)': 37.77900231428883, 'avg(adjusted)': 37.10028522718097}\n",
            "{'sector': 'Basic Industries', 'avg(open)': 266410.35470107093, 'avg(close)': 265750.3613671152, 'avg(adjusted)': 263865.51070311887}\n",
            "{'sector': 'Capital Goods', 'avg(open)': 60.4885436328285, 'avg(close)': 60.516554835687764, 'avg(adjusted)': 59.97512253879351}\n",
            "{'sector': 'Technology', 'avg(open)': 49.516045118395034, 'avg(close)': 49.53479888748186, 'avg(adjusted)': 49.25234033754425}\n",
            "{'sector': 'Consumer Services', 'avg(open)': 55.078867342590755, 'avg(close)': 55.055247536473416, 'avg(adjusted)': 54.36187827846176}\n",
            "{'sector': 'Consumer Durables', 'avg(open)': 391.03153998497794, 'avg(close)': 390.10415506572406, 'avg(adjusted)': 389.6417639493677}\n",
            "{'sector': 'Transportation', 'avg(open)': 37.30503242702824, 'avg(close)': 37.29532668104838, 'avg(adjusted)': 36.80231922791236}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BKU8_RHHLdSh"
      },
      "source": [
        "convert data into pandas **datafame**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YsCABx96Ljt7"
      },
      "source": [
        "sec_df =  data.select(['sector', 'open', 'close', 'adjusted']).groupBy('sector').mean().toPandas()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NGFoG1DLLpyi",
        "outputId": "a6277432-bff2-42ba-ac2a-dd352e58e954",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        }
      },
      "source": [
        "sec_df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sector</th>\n",
              "      <th>avg(open)</th>\n",
              "      <th>avg(close)</th>\n",
              "      <th>avg(adjusted)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Miscellaneous</td>\n",
              "      <td>52.038395</td>\n",
              "      <td>52.063629</td>\n",
              "      <td>51.809730</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Health Care</td>\n",
              "      <td>119.967633</td>\n",
              "      <td>119.078061</td>\n",
              "      <td>118.973948</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Public Utilities</td>\n",
              "      <td>35.580777</td>\n",
              "      <td>35.585282</td>\n",
              "      <td>34.730156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Energy</td>\n",
              "      <td>24.456590</td>\n",
              "      <td>24.427350</td>\n",
              "      <td>23.684714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Consumer Non-Durables</td>\n",
              "      <td>43.328603</td>\n",
              "      <td>43.330386</td>\n",
              "      <td>42.817625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Finance</td>\n",
              "      <td>37.774667</td>\n",
              "      <td>37.779002</td>\n",
              "      <td>37.100285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Basic Industries</td>\n",
              "      <td>266410.354701</td>\n",
              "      <td>265750.361367</td>\n",
              "      <td>263865.510703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Capital Goods</td>\n",
              "      <td>60.488544</td>\n",
              "      <td>60.516555</td>\n",
              "      <td>59.975123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Technology</td>\n",
              "      <td>49.516045</td>\n",
              "      <td>49.534799</td>\n",
              "      <td>49.252340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Consumer Services</td>\n",
              "      <td>55.078867</td>\n",
              "      <td>55.055248</td>\n",
              "      <td>54.361878</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Consumer Durables</td>\n",
              "      <td>391.031540</td>\n",
              "      <td>390.104155</td>\n",
              "      <td>389.641764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Transportation</td>\n",
              "      <td>37.305032</td>\n",
              "      <td>37.295327</td>\n",
              "      <td>36.802319</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                   sector      avg(open)     avg(close)  avg(adjusted)\n",
              "0           Miscellaneous      52.038395      52.063629      51.809730\n",
              "1             Health Care     119.967633     119.078061     118.973948\n",
              "2        Public Utilities      35.580777      35.585282      34.730156\n",
              "3                  Energy      24.456590      24.427350      23.684714\n",
              "4   Consumer Non-Durables      43.328603      43.330386      42.817625\n",
              "5                 Finance      37.774667      37.779002      37.100285\n",
              "6        Basic Industries  266410.354701  265750.361367  263865.510703\n",
              "7           Capital Goods      60.488544      60.516555      59.975123\n",
              "8              Technology      49.516045      49.534799      49.252340\n",
              "9       Consumer Services      55.078867      55.055248      54.361878\n",
              "10      Consumer Durables     391.031540     390.104155     389.641764\n",
              "11         Transportation      37.305032      37.295327      36.802319"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gru1FywLL3Ih",
        "outputId": "52c1ac20-af6d-4357-a179-9d41ea85acc2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517
        }
      },
      "source": [
        "sec_df.plot(kind = 'bar', x='sector', y = sec_df.columns.tolist()[1:], figsize=(12, 6))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7dec342c18>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BA_lWkHsNKGc"
      },
      "source": [
        "Remove **basic industries** from the plot and view it again..."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dT6IoKDTML4l",
        "outputId": "4fbe465e-33e1-4400-fb31-7354f8d98f83",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        }
      },
      "source": [
        "ind = list(range(12))\n",
        "ind.pop(6)\n",
        "sec_df.iloc[ind ,:].plot(kind = 'bar', x='sector', y = sec_df.columns.tolist()[1:], figsize=(12, 6), ylabel = 'Stock Price', xlabel = 'Sector')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TEwN2D1lKbi7"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lXbvY4Ry6M7O",
        "outputId": "9b81227e-7b05-4d2e-e424-731b7ff017e9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        }
      },
      "source": [
        "industries_x = data.select(['industry', 'open', 'close', 'adjusted']).groupBy('industry').mean().toPandas()\n",
        "\n",
        "industries_x.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>industry</th>\n",
              "      <th>avg(open)</th>\n",
              "      <th>avg(close)</th>\n",
              "      <th>avg(adjusted)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Finance/Investors Services</td>\n",
              "      <td>5.134402</td>\n",
              "      <td>5.136631</td>\n",
              "      <td>4.991354</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Miscellaneous</td>\n",
              "      <td>16.385883</td>\n",
              "      <td>16.359879</td>\n",
              "      <td>16.148959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Investment Bankers/Brokers/Service</td>\n",
              "      <td>58.950581</td>\n",
              "      <td>58.983086</td>\n",
              "      <td>58.157837</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Food Distributors</td>\n",
              "      <td>43.274509</td>\n",
              "      <td>43.273178</td>\n",
              "      <td>42.910476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Miscellaneous manufacturing industries</td>\n",
              "      <td>15.660586</td>\n",
              "      <td>15.650935</td>\n",
              "      <td>15.369819</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                 industry  avg(open)  avg(close)  avg(adjusted)\n",
              "0              Finance/Investors Services   5.134402    5.136631       4.991354\n",
              "1                           Miscellaneous  16.385883   16.359879      16.148959\n",
              "2      Investment Bankers/Brokers/Service  58.950581   58.983086      58.157837\n",
              "3                       Food Distributors  43.274509   43.273178      42.910476\n",
              "4  Miscellaneous manufacturing industries  15.660586   15.650935      15.369819"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oOc73jyIFEFl",
        "outputId": "9912cab7-8acb-464f-937f-22af810d1440",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "industries_x.plot(kind = 'barh', x='industry', y = industries_x.columns.tolist()[1:], figsize=(10, 50))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f7debc86f60>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x3600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NV_3Pz2yaYLf"
      },
      "source": [
        "Remove **major chemicals** and **building products** to view the rest data clearly"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mYKkpXL_FRa3",
        "outputId": "06885893-165a-4866-f5ca-28bc7009b93a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "q  = industries_x[(industries_x.industry != 'Major Chemicals') & (industries_x.industry != 'Building Products')]\n",
        "\n",
        "q.plot(kind = 'barh', x='industry', y = q.columns.tolist()[1:], figsize=(10, 50), xlabel='Stock Price', ylabel = 'Industry')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x3600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HgEJ2d2CHo1-",
        "outputId": "f9dc199e-cf13-40bb-d1c4-3cf151d2a1d4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        }
      },
      "source": [
        "import pyspark.sql.functions as f\n",
        "\n",
        "health = data.filter(f.col('sector') == 'Health Care')\n",
        "\n",
        "health.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+----+----+----+-----+------+--------+----------+-----------+--------------------+--------+\n",
            "|_c0|symbol|      data|open|high| low|close|volume|adjusted|market_cap|     sector|            industry|exchange|\n",
            "+---+------+----------+----+----+----+-----+------+--------+----------+-----------+--------------------+--------+\n",
            "|218|    YI|2019-01-02|6.02|6.11| 6.0|  6.0|  4100|     6.0|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|219|    YI|2019-01-03|6.02|6.05|5.95| 6.05|  4700|    6.05|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|220|    YI|2019-01-04|6.05|6.97|6.05| 6.78| 10300|    6.78|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|221|    YI|2019-01-07| 6.8| 7.0|6.55|  7.0| 10100|     7.0|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|222|    YI|2019-01-08| 7.0|9.76| 6.9| 9.55| 60300|    9.55|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|223|    YI|2019-01-09|9.56|10.8| 9.5| 9.62| 38500|    9.62|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|224|    YI|2019-01-10|9.75|9.99|9.56| 9.84|  6000|    9.84|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|225|    YI|2019-01-11|9.83| 9.9|9.45|  9.9|  2800|     9.9|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|226|    YI|2019-01-14| 9.8| 9.8| 9.5| 9.79|  6600|    9.79|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|227|    YI|2019-01-15| 9.8| 9.8|9.04| 9.31|  8900|    9.31|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|228|    YI|2019-01-16|9.31|9.31|8.52| 8.52|  9500|    8.52|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|229|    YI|2019-01-17|8.47|8.47|8.17| 8.17| 10000|    8.17|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|230|    YI|2019-01-18|8.05|8.05| 7.5| 7.53| 29300|    7.53|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|231|    YI|2019-01-22|7.52|7.74|7.52| 7.74|   400|    7.74|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|232|    YI|2019-01-23|7.91| 8.2|7.91|  8.1|  1700|     8.1|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|233|    YI|2019-01-24|8.55|9.47|8.55|  8.8| 12900|     8.8|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|234|    YI|2019-01-25|8.95|9.25| 8.7|  8.7|  6000|     8.7|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|235|    YI|2019-01-28|8.09|8.79|8.09| 8.49|  2900|    8.49|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|236|    YI|2019-01-29| 8.6|9.03| 8.6| 9.03|   800|    9.03|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "|237|    YI|2019-01-30|9.13| 9.5|8.79| 8.81| 15900|    8.81|  $560.04M|Health Care|Medical/Nursing S...|  NASDAQ|\n",
            "+---+------+----------+----+----+----+-----+------+--------+----------+-----------+--------------------+--------+\n",
            "only showing top 20 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EfxSK3OSbifQ"
      },
      "source": [
        "### How to use Aggregation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hYcg9S7eH1DG",
        "outputId": "02a8da30-bb32-45fa-d952-8956670168c8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 322
        }
      },
      "source": [
        "from pyspark.sql.functions import col, min, max, avg, lit\n",
        "\n",
        "data.groupBy(\"sector\") \\\n",
        "    .agg(min(\"data\").alias(\"From\"), \n",
        "         max(\"data\").alias(\"To\"), \n",
        "         \n",
        "         min(\"open\").alias(\"Minimum Opening\"),\n",
        "         max(\"open\").alias(\"Maximum Opening\"), \n",
        "         avg(\"open\").alias(\"Average Opening\"), \n",
        "\n",
        "         min(\"close\").alias(\"Minimum Closing\"), \n",
        "         max(\"close\").alias(\"Maximum Closing\"), \n",
        "         avg(\"close\").alias(\"Average Closing\"), \n",
        "\n",
        "         min(\"adjusted\").alias(\"Minimum Adjusted Closing\"), \n",
        "         max(\"adjusted\").alias(\"Maximum Adjusted Closing\"), \n",
        "         avg(\"adjusted\").alias(\"Average Adjusted Closing\"), \n",
        "\n",
        "      ).show(truncate=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "|sector               |From      |To        |Minimum Opening|Maximum Opening|Average Opening   |Minimum Closing|Maximum Closing|Average Closing   |Minimum Adjusted Closing|Maximum Adjusted Closing|Average Adjusted Closing|\n",
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "|Miscellaneous        |2019-01-02|2020-07-22|0.147          |1059.98999     |52.03839496900624 |0.1361         |1035.829956    |52.06362854950968 |0.1361                  |1035.829956             |51.809730336322794      |\n",
            "|Health Care          |2019-01-02|2020-07-22|0.072          |186000.0       |119.96763306523218|0.071          |187000.0       |119.07806125419022|0.071                   |187000.0                |118.97394778016198      |\n",
            "|Public Utilities     |2019-01-02|2020-07-22|0.331          |280.0          |35.580777352394705|0.325          |282.220001     |35.58528245861945 |0.325                   |280.67395               |34.7301556850045        |\n",
            "|Energy               |2019-01-02|2020-07-22|0.1            |905.0          |24.456589891261007|0.09           |901.039978     |24.427350302158175|0.09                    |879.057007              |23.684714263001084      |\n",
            "|Consumer Non-Durables|2019-01-02|2020-07-22|0.12           |655.0          |43.32860274612677 |0.12           |664.130005     |43.33038601364613 |0.12                    |664.130005              |42.81762456569033       |\n",
            "|Finance              |2019-01-02|2020-07-22|0.25           |1336.930054    |37.77466706818995 |0.27           |1341.079956    |37.77900231428883 |0.27                    |1341.079956             |37.10028522718097       |\n",
            "|Basic Industries     |2019-01-02|2020-07-22|0.23           |1.60168176E8   |266410.35470107093|0.23           |1.58376592E8   |265750.3613671152 |0.23                    |1.57249392E8            |263865.51070311887      |\n",
            "|Capital Goods        |2019-01-02|2020-07-22|0.13           |4025.0         |60.4885436328285  |0.12           |4037.77002     |60.516554835687764|-1.230099               |4037.77002              |59.97512253879351       |\n",
            "|Technology           |2019-01-02|2020-07-22|0.14           |2704.0         |49.516045118395034|0.13           |2736.0         |49.53479888748186 |0.13                    |2736.0                  |49.25234033754425       |\n",
            "|Consumer Services    |2019-01-02|2020-07-22|0.1            |15437.5        |55.078867342590755|0.134          |19843.75       |55.055247536473416|0.134                   |19843.75                |54.36187827846176       |\n",
            "|Consumer Durables    |2019-01-02|2020-07-22|0.32           |111718.75      |391.03153998497794|0.31           |118750.0       |390.10415506572406|0.31                    |118750.0                |389.6417639493677       |\n",
            "|Transportation       |2019-01-02|2020-07-22|0.08           |274.410004     |37.30503242702824 |0.08           |274.040009     |37.29532668104838 |0.08                    |274.040009              |36.80231922791236       |\n",
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wnEqe6C5ivLN"
      },
      "source": [
        "Get the min, max, avg data w.r.t sectors from **Jan 2019** to **Jan 2020**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "texK2jlleAgi",
        "outputId": "794cc28a-d427-45a4-f1b7-2790cbcf86d2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 322
        }
      },
      "source": [
        "data.filter( (col('data') >= lit('2019-01-02')) & (col('data') <= lit('2020-01-31')) )\\\n",
        "    .groupBy(\"sector\") \\\n",
        "    .agg(min(\"data\").alias(\"From\"), \n",
        "         max(\"data\").alias(\"To\"), \n",
        "         \n",
        "         min(\"open\").alias(\"Minimum Opening\"),\n",
        "         max(\"open\").alias(\"Maximum Opening\"), \n",
        "         avg(\"open\").alias(\"Average Opening\"), \n",
        "\n",
        "         min(\"close\").alias(\"Minimum Closing\"), \n",
        "         max(\"close\").alias(\"Maximum Closing\"), \n",
        "         avg(\"close\").alias(\"Average Closing\"), \n",
        "\n",
        "         min(\"adjusted\").alias(\"Minimum Adjusted Closing\"), \n",
        "         max(\"adjusted\").alias(\"Maximum Adjusted Closing\"), \n",
        "         avg(\"adjusted\").alias(\"Average Adjusted Closing\"), \n",
        "\n",
        "      ).show(truncate=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "|sector               |From      |To        |Minimum Opening|Maximum Opening|Average Opening   |Minimum Closing|Maximum Closing|Average Closing   |Minimum Adjusted Closing|Maximum Adjusted Closing|Average Adjusted Closing|\n",
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "|Miscellaneous        |2019-01-02|2020-01-31|0.16           |690.0          |51.51619596530094 |0.16           |691.099976     |51.54953412269053 |0.16                    |691.099976              |51.21050733851903       |\n",
            "|Health Care          |2019-01-02|2020-01-31|0.072          |186000.0       |146.77561975676196|0.071          |187000.0       |145.63974140826105|0.071                   |187000.0                |145.50092663131548      |\n",
            "|Public Utilities     |2019-01-02|2020-01-31|0.62           |269.459991     |36.67104182710834 |0.66           |269.929993     |36.684334349345605|0.66                    |267.056549              |35.55794068386673       |\n",
            "|Energy               |2019-01-02|2020-01-31|0.13           |905.0          |27.695591382025718|0.13           |901.039978     |27.676750848215654|0.13                    |879.057007              |26.675108967542013      |\n",
            "|Consumer Non-Durables|2019-01-02|2020-01-31|0.22           |441.190002     |44.68703179837432 |0.22           |441.26001      |44.69028854824002 |0.22                    |441.26001               |44.00786604732114       |\n",
            "|Finance              |2019-01-02|2020-01-31|0.284          |1199.030029    |40.304979730179085|0.27           |1196.22998     |40.330617430180055|0.27                    |1196.22998              |39.41408818854872       |\n",
            "|Basic Industries     |2019-01-02|2020-01-31|0.277          |1.60168176E8   |334814.23540859646|0.272          |1.58376592E8   |334289.2550689392 |0.272                   |1.57249392E8            |331916.3926153813       |\n",
            "|Capital Goods        |2019-01-02|2020-01-31|0.21           |4025.0         |61.479283472745024|0.22           |4030.0         |61.526343209090065|-1.022682               |4030.0                  |60.79992564173739       |\n",
            "|Technology           |2019-01-02|2020-01-31|0.14           |2704.0         |49.63989857764513 |0.13           |2736.0         |49.64697306066007 |0.13                    |2736.0                  |49.271465831557585      |\n",
            "|Consumer Services    |2019-01-02|2020-01-31|0.21           |15437.5        |58.50570512458658 |0.201          |19843.75       |58.49787065225812 |0.201                   |19843.75                |57.56926626388146       |\n",
            "|Consumer Durables    |2019-01-02|2020-01-31|0.32           |106250.0       |439.96307151506704|0.31           |103906.25      |436.78385305589006|0.31                    |103906.25               |436.1655366019183       |\n",
            "|Transportation       |2019-01-02|2020-01-31|0.61           |268.190002     |39.514098111525676|0.63           |269.630005     |39.52829761002284 |0.63                    |267.881714              |38.86532091563174       |\n",
            "+---------------------+----------+----------+---------------+---------------+------------------+---------------+---------------+------------------+------------------------+------------------------+------------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b9DRUiPLk2IT"
      },
      "source": [
        "Plot the timeseries data od **technology** sector stock trade"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "61klpU8Lh0YO",
        "outputId": "e3c7fcd8-1437-4138-87b3-0c6bce9d13c6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        }
      },
      "source": [
        "tech = data.where(col('sector') == 'Technology').select('data', 'open', 'close', 'adjusted')\n",
        "\n",
        "tech.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+----------+----+-----+--------+\n",
            "|      data|open|close|adjusted|\n",
            "+----------+----+-----+--------+\n",
            "|2019-01-02|8.51| 8.55|    8.55|\n",
            "|2019-01-03| 8.5| 8.59|    8.59|\n",
            "|2019-01-04|8.72| 8.88|    8.88|\n",
            "|2019-01-07|8.88| 8.86|    8.86|\n",
            "|2019-01-08|8.93|  9.4|     9.4|\n",
            "|2019-01-09|9.46| 9.43|    9.43|\n",
            "|2019-01-10|9.41|  9.4|     9.4|\n",
            "|2019-01-11|9.37| 9.51|    9.51|\n",
            "|2019-01-14|9.45| 9.48|    9.48|\n",
            "|2019-01-15| 9.5| 9.52|    9.52|\n",
            "|2019-01-16|9.53| 9.52|    9.52|\n",
            "|2019-01-17|9.22|  9.5|     9.5|\n",
            "|2019-01-18|9.57| 9.41|    9.41|\n",
            "|2019-01-22|9.31|  8.9|     8.9|\n",
            "|2019-01-23|8.93| 8.83|    8.83|\n",
            "|2019-01-24|8.84| 8.73|    8.73|\n",
            "|2019-01-25| 8.8| 8.93|    8.93|\n",
            "|2019-01-28|8.87| 8.83|    8.83|\n",
            "|2019-01-29|8.82| 8.83|    8.83|\n",
            "|2019-01-30| 8.9| 8.74|    8.74|\n",
            "+----------+----+-----+--------+\n",
            "only showing top 20 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wj5p8ixQkjuT",
        "outputId": "3368021d-add1-4735-c996-b9626cc61d00",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 713
        }
      },
      "source": [
        "fig, axes = plt.subplots(nrows=3, ncols=1, figsize =(60, 30))\n",
        "\n",
        "tech.toPandas().plot(kind = 'line', x = 'data', y='open', xlabel = 'Date Range', ylabel = 'Stock Opening Price', ax = axes[0], color = 'mediumspringgreen')\n",
        "\n",
        "tech.toPandas().plot(kind = 'line', x = 'data', y='close', xlabel = 'Date Range', ylabel = 'Stock Closing Price', ax = axes[1], color = 'tomato')\n",
        "\n",
        "tech.toPandas().plot(kind = 'line', x = 'data', y='adjusted', xlabel = 'Date Range', ylabel = 'Stock Adjusted Price', ax = axes[2], color = 'orange')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Aes8gOAAA6M6E986MqT2WuP8BAAAAhpXnNgAAwAhSQAUA9J7ZqAAAoDveOzOulj7f5BsAAAAAw2rSc0sAAGD0KKACAHrPIDgAAOiOAirG1ZKl7n8AAACAYeW5DQAAMIIUUAEAvedhKgAAdMfkA4yrpUub+7/WtpMAAAAAsD3f+QMAACNIARUA0HsGgQIAQHcmtjQr8cC4mb3vpybbzQEAAADAjiZ85w8AAIweBVQAQO95mAoAAN2ZmFBAxXhaOnPfm4ADAAAAYPhYgQoAABhBCqgAgN4zAA4AALozObG1kATGyWzhoME4AAAAAMPHMxsAAGAEKaACAHqrVg9TAQCgWxNbkqXPbzsFDN6PC6hMwAEAAAAwdHznDwAAjCAFVABAb01NNUVUAADA3Ca2bC0kgXEye99bwRgAAABg+Jj0BmB+Hr6/7QQAwG4ooAIAemvSTFQAANA1K1AxrmbvewVUAAAAAMPH9/4AAMAIUkAFAPSWmagAAKB7kxPJUitQMYZm7/sJg3EAAAAAhs6WZ9tOAAAA0HMKqACA3jL4DQAAujcxkSxRQMUYmr3vrUAFAAAAMHxMnAoAAIwgBVQAQG8Z/AYAAN2b2JIsfX7bKWDwZguoDMYBAAAAGD4mTgUAAEaQAioAoLc8SAUAgO5NTiigYjzN3vcm4QAAAAAYPr73BwAARpACKgCgtwx+AwCA7lmBinFlBSoAAACA4TWpgAoAABg9CqgAgN4y+A0AALo3sWVrIQmMk9n73iQcAAAAAMPH9/4Ao2/Vo20nAICBU0AFAPSWwW8AANC9yYlkqQIqxtDsfW82YwAAAIDhM+GZDcDIW/lI2wkAYOAUUAEAveVBKgAAdG9iIln6/LZTwODN3vdmMwYAAAAYPr73B4Bky7NtJwCgxxRQAQC9ZQUqAADo3sSWZIkVqBhDs/e9z5AAAAAAw0cBFQAkjz3UdgIAekwBFQDQWx6kAgBA9ya3WIGK8TRbQGUFKgAAAIDh45kNAAAwghRQAQC95UEqAAB0Z3oqmZpSQMV4sgIVAAAAwPCa2JIUQwsBAIDR4lMOANBbk1agAgCArsxOPrBEARVjaMmSplVABQAAADB8JrckS5e2nQIYFk+vbTsBAEBPKKACAHprdhCo2agAAGD3Zt87G4jAOCqlWYVqwiQcAAAAAENnYkuy1MRPwIypybYTAAD0hJHNAEBvGQQKAADdmV291XtnxtXSpVagAgAAABhGExMKqICdW7um7QQAAPOmgAoA6K3ZQaBLDAIFAIDdmp18YImBCIypJUu3/u8AAAAAgOFhBSpgVzY903YCAIB5U0AFAPTWxETyvOcle+zRdhIAABhuE1agYswtfb4VqAAAAACGTa0zBVSeWwIAAKNFARUA0FuTE1afAgCAbsyu3momV8bVkqVbCwkBAAAAGA6zE94s8dwSAAAYLQqoAIDemthiACgAAHRjYmYggvfPjKslS61ABQAAADBsPLcEAABGlAIqAKC3rEAFAADdmV15x/tnxpUCKgAAAIDhM/vcUgEVAAAwYhRQAQC9ZQUqAADozmzhyFIFVIyppUu3zmgMAAAAwHCYnC2g8twSAAAYLQqoAIDesgIVAAB0Z7ZwxAQEjKulz986IAcAAACA4WAFKgAAYEQpoAIAessKVAAA0J3ZgQhLvH9mTC2xAhUAAADA0DHxEwAAMKIUUAEAvTU5kSy1AhUAAMzpxzO5ev/MmFqytPkMCQAAAMDw2PJs03puCQAAjBgFVABAb01MNIPgAACA3ZucLaAykytjSgEVAAAAwPCZ8NwSAAAYTQqoAIDesgIVAAB0Z2KmcGSJgQiMqaXP3zogBwAAAIDhMOm5JQAAMJoUUAEAvTWxxUxUAADQjdkCKhMQMK6WWoEKAAAAYOhYgQoAABhRCqgAgN6amEiWGAAKAABzmpwZiOD9M+NqydKthYQAAAAADIcfF1B5bgkAAIwWBVQAQG9NWoEKAAC6MjGR7LFHs8E4WmIFKgAAAIChM1tA9fwXtJsDAACgxxRQAQC9ZQUqAADozsSWZInJBxhjS61ABQAAADB0Zp/XmDgVAAAYMQqoAIDemrACFQAAdGVyS1NAAuNqydKkTidTU20nAQAAAGDW7ApUJk4FAABGjAIqAKC3Jq1ABQAAXZmYMPkA4212BbZJq1ABAAAADI3ZAirPLgEAgBGjgAoA6K2JCbPoAwBANya2mHyA8Tb72XFCARUAAADA0PhxAZVnlwAAwGhRQAUA9M7UVFKnDQIFAIBuTJp8gDE3e/9Pbmk3BwAAAABbTUzMfOdf2k4CAADQUwqoAIDe+fFMVM9vNwcAAP8/e/cdJlV59nH8N1RFEBFQUUQRO3ZUwIq9xN4To8YklkQTTYw1scQaS+yJRvOqSey9N0ABFaSKSO8dll637877x73jzu7O7JyZOWeeMzPfz3V5DezOnLlddmbOeZ67IB9UVUqtOHdGEWvFBCoAAAAAAIDQqa5kzx8AAABAQaKACgAA+Ke6LumNCVQAAABAalVVJCKguMWuHaspoAIAAAAAAAiNKgqoAAAAABQmCqgAAIB/mEAFAAAAeEcnVxQ7CqgAAAAAAADCp6pSak3TVAAAAACFhwIqAADgHyZQAQAAAN5VVXLujOIWKyCMNeMAAAAAAACAe1VVNH4CAAAAUJAooAIAAP5hAhUAAADgXVUVnVxR3FozgQoAAAAAACB0qirZ8wcAAABQkCigAgAA/oklvZEECgAAAKRWTSdXFLnYBLYqCqgAAAAAAABCgwIqAAAAAAWKAioAAOAfJlABAAAA3lVV1heQAMWoFROoAAAAAAAAQod1SwAAAAAFigIqAADgn1jXcBZTAQAAgNTo5IpiF/v9jzXjAAAAAAAAgHvVVaxbAgAAAChIFFABAAD/xLqGt6aACgAAAEiJRAQUOyZQAQAAAAAAhA+NnwAAAAAUKAqoAACAf5hABQAAAHhXVcW5M4pbawqoAAAAAAAAQocCKvhl9lTXEQAAAAANOCmgikQicyORyA+RSGR8JBIZU/e1LSORyMBIJDKj7rZT3dcjkUjk8UgkMjMSiUyIRCIHuIgZAAB4UFVptyymAgAAAM2LRusmUFFAhSIWKyCsooAKAAAAAAAgNKoqWbeEPzascx0BAAAA0IDLCVRHRaPR/aLR6IF1f79J0uBoNLqLpMF1f5ekkyTtUvff5ZKeynmkAADAm2omUAEAAACexM6daT6AYhb7/Y814wAAAAAAAIB7lUygAgAAAFCYXBZQNXa6pP/U/fk/ks6I+/p/o+ZbSVtEIpFuLgIEAAApMIEKAAAA8KaKAirgx+Yb1UygAgAAAAAACI1qCqgAAAAAFCZXBVRRSZ9HIpGxkUjk8rqvbR2NRpfU/XmppK3r/rydpAVxj11Y9zUAABA2TKACAAAAvIk1H+DcGcWMAioAAAAAAIDwqaqSWlFABQAAAKDwtHL0vIdFo9FFkUhkK0kDI5HI1PhvRqPRaCQSiaZzwLpCrMslqUePHv5FCgAAvGMCFQAAAOBNNROoALVoIbVsSQEVAAAAAABAWESjtlbTmsZPAAAAAAqPkwlU0Wh0Ud3tMknvSDpYUkkkEukmSXW3y+ruvkjS9nEP7173tcbHfCYajR4YjUYP7Nq1a5DhAwCAZJhABQAAAHjzY/MBzp1R5Fq1qX89AAAAAAAAwK0qGj8BAAAAKFw5L6CKRCKbRSKRDrE/Szpe0kRJ70u6pO5ul0h6r+7P70u6OGL6SVobjUaX5DhsAADgRVWlFKnrIA4AAAAguVjBCM0HUOxat2YCFQAAAAAAQFjE1i3btHUbBwAAAAAEoJWD59xa0juRSCT2/C9Ho9FPI5HIaEmvRyKRX0maJ+m8uvt/LOlkSTMllUq6NPchAwAAT6qrLPnNPucBAAAAJPPjBCo6uaLItWpd39kYAAAAAFA85s1wHQGARKpj65Y0fgIAAABQeHJeQBWNRmdL2jfB11dKOibB16OSrspBaAAAIFtVVXTQBwAAALyITdyhgArFrhUTqAAAAAAgayWL7Hbx/MweH41m9/yxggsA+S/W+KkV65YAAAAACk8L1wEAAIACEptABQAAAKB5VRRQAZLsNVBFoh0AAAAAZGX0MLv9bnhmj582Ibvnr6jI7vEAwoN1SwAAAP+Mr7tGmzLebRwAfkQBFQAA8E9VJQupAAAAgBc/dnKlAQGKHBOoAAAAAMA9rssAxMTWLdn3BwAAyN7ShXY7d7rbOAD8iAIqAADgn6oqEkABAAAAL2KJSUxwRbFrTQEVAAAAAABAaPxYQMW6JQAAAIDCQwEVAADwTzUTqAAAAABP6OQKmFatrRkHAAAAAAAA3GPdEgAAhF00are1NW7jAJCXKKACAAD+YQIVAAAA4E0sEYHzZxQ7JlABAAAAAACER6zRDQVUAAAgrEZ+abdDP3YbB4C8RAEVAADwTxUTqAAAAABPSEQADBOoAAAAAAAAwqOYJlDF/l8BAEB+Kd3gOgIAeYwCKgAA4J9qJlABAAAAnlRTQAVIsmtIJlABAAAAAACEw48FVEWw7796hesIAAAAAOQYBVQAAMA/VVXFsZAKAAAAZCuWiEADAhQ7CqgAAAAAAEChW7rIdQTeVRfRBCoAAAAARYcCKgAA4B8mUAEAAADeVFVKkRZSy5auIwHcat2mvqAQAAAAAACgEEVrXUfgXVVdo5tWFFCF1qK5riMAABSimhq7XbrQbRwAEDAKqAAAgH+qKulEBQAAAHhRXTe9NRJxHQngVmsmUAEAAAAAAIRGFROoQq9so+sIAACBiLp9+olj7LYkw8mZ5WX+xQIAAaKACgAA+Ke6ioVUAAAAwAuaDwCmVev6zsYAAAAAAABw68cCqtZu4wAAoNhMGme3riZARbMs4Cov9ScOAAgYBVQAAMA/VZWW/AYAAACgeVVVnDsDkr0OmEAFAAAAAAAQDrECKtYuAQBwY8VS1xEAQEGjgAoAAPiHCVQAAACAN5w7A6Z1G6mm2nUUAAAAAAAAkKzxU+s2UiTiOhIAQNDWrnIdAYAwWbLAbivK3cYBBIwCKgAA4B8mUAEAAADeVFVSQAVIXEMCAAAAAJDMzMmuI0Axqqpg3TJMmNwOuFVZ4TqCxNavtdts3yNqa7OPBUDhmD/Tbr8b7jYOIGAUUAEAAP/U1kqtSX4DAAAAUqL5AGB4HQAAAAAAwm5liZvnLd3g5nlR3Koq2fMPo6pK1xGgENVUZ/a4lcv8jSPMqjP8GeXKquWuIwAAIO9QQAUAAPzVim5UAAAAQErVVSQiABKvAwAAAABA8CrK6v+8dnX6j188379YgLCrqmICFVDoJoyy21FDM3t8VUinMhUjiisBAEgbBVQAAMBfJL8BAAAA3pCIAPA6AAAAAAAELz65eF0GBVRAMamqpGkqUOg2rnMdAYBCsWKp6wgAIG0UUAEAAH9RQAUAAAB4Q+EIILXiGhIAAAAA8l78hCcA+a2qknVLwKWKctcRAIB3TEEDkIcooAIAAP6iGxUAAADgDYUjAK8DAAAAAIVr1TLXEXi3dGF2j6+p9icOAO5VVdI0FXCBIgQAAICcoIAKAAD4i8VUAAAAwBs6uQIUUAEAAAAoXEyQCI+aGtcRAPmjukpq09Z1FEDxqeWzCgjU7KmuIwAAhAQFVAAAwF8kgQIAAADe0HwA4BoSAAAAABC8so31f86nYqpo1HUEKEZVlVIr1msAAAAAFCYKqAAAgL/oHg4AAAB4w7kzQCEhAAAAABSC2lrXEXi3aK7rCLybNiF3z7VxfcNbFK+yjazXAAAAAChYFFABAAB/0T0cQC7U5lGHSAAAkuHcGaCQEAAAAAAKQfyEJ+SnTTez23abuY3Di8nj7HbdmuyOU1WZfSyFqLyMdUsgV5g0CAAAkHMUUAEAAH+R/AYgSMsW2+3Yr93GAQCAH0hEALiGBAAAAAA/VFe5jgD5rkVdClkkw1SyWDFStkVN6VgwO7vH59PktFyKRlm3BHLl689cRwAA9WpoZAygOFBABQAA/NWa5DcAAQp7N8ClC11HAADIJxSOACTkAAAAAChcy5a4jgAxZaWuIyh8IwbZ7XfD3cYRVssdvR9k+rys1yCfzZ/pOgLvKspcRwAA9SaOdh0BAOQEBVQAAMBfJIECyJXF811H0NSgd11HAADIJyQiAFxDAgAAAChcTIUKj7WrXEdQ+KJR1xGEW0216wjSQ9NU5DNXBYsFj/d5AABQGCigAgAA/iIJFECufDvYdQRNDR8obVjvOgoAQL4gEQHgdQAAAAAACF62xT3leTTBauMG1xGgEBTznv/KZa4joCAR4VTOtCwAAFAYKKACAAD+ons4gFwZMViqrXUdRUOVFdKwj1xHAQDIF8WciADEcA0JAMi1VXUJkSQlAgBQnFYtT/8xG9b5H0dQ1qxwHQEKQTGuW64K0WunlEJIJ8K274zM1dS4jgAAAISsXRCUAAAgAElEQVQYBVQAAMBfxbiYCsCN1SukaRNcR9FQ7wOkwe9L1VWuIwGCl09JA0BYUTgCcA0JAMi9inK75ZoGABC0YipkKd3oOgLvNq53HQEQfq2KcL2mNkQFF6tD9PlRWWm3xVBcVEyFa2HbY/fblO8ye9yyRf7GkWvr17qOAIlUVriOAADQCAVUAADAX61JAgWQI5u2k0YMch1FQ8edJa1dJY0e6joSIDgdO9ntmK/cxgEUAgpHAAoJAQAAABSufCoqylZZEf2/AsWAPX9vFs4N5rhrVgZz3EwM/chuh33iNg74q9AL4kYNyexxZaV2u2C2b6Hk1LrVriNAIoV+nkxzAgB5iAIqAADgr2LsRgUg91q0kPocLo39ur5zdBj07iNt20Ma+I4UjbqOBghG953sduQXbuNAvTB1xkR6KKACpJYtpQjL1AAAAACQ12qqXUcA5I/Kun2tME0Zaox1S7cS/W643ndcttjt8xcqJtMEY9zw7H62NUW27zZ3uusIkM8KvSATQEFiZxoAAPgnErHkNwDIhUOOteKpcd+4jqReJCIde6Y0f5Y0bYLraIBgRCJ2O2OStLLEbSwwa+kol7eYvAMYuhoDAAAAAIB0rVrmOoLMbNzgOoLUXBZQkYiduICqqrL+z2tW5S4WBIvJLcEoL5V+GO06ivxx9++le6+VRgxq+F4DAECBooAKAAD4p3Wb+qRqAAjazr2lLltLIwa7jqShfkdLHTpKA992HQkQnA4d7Xbkl27jgMnXRAFQNALEUEwIAMiV0jxIVgUAF3h/BJCPlixwHUFmYhOowixWQFVRlvvndvWZtGGdm+dNZM3Kpl+LLyxj6h/QvM07SaOGuI4if1xwpb33/t9D0vUXSW89RxNNAEBBo4AKAJDY+jV2u45u9kgDSW8AcqlFC6nfMdKU8Yk7sbnSpq004BTp+5HS0oWuowGC0WUbqdee0sghriOBJK1c7joCZMplJ1cgTCgmBADkyrLFriMAgHBasdR1BABQPPJiAlXdWs2iedkdJxrNPpYglccViIWpmDhM+575iClmOPBw26sv2+g6kvxw7BnSXc9Kf7xX2qW39Omb0k2XSk/+VZo0Lvzv5QAApIkCKgBAYtMm2G22C2IoLiS9Aci1/sdI0drwTcEZcIoVlQ5+13UkQHD6HSUtmistmO06EjCBKn9RQAUYmnEAAHKlZJHrCAAgnJZTQAUgD610tC5aVprd4/NhepBv65YhT7qPbygcpqKlMMUCuFaRwdS+vgOk6irpuxG+h1OwIhFpzwOkq26T/vaCdNK50szJ0iO3SLdeJg16VyqlIA0AUBgooAIAJMZGMjJB0huAXNt6O6nXHtLwQeHqfNSxkxWXfDNQ2rDedTRAMA48QmrZMnwFjMVoFROo8hbnzyFXd24RpnOMQsVrAQCQK0ygAoDEmEAFIB+VZ1nIlKmp32f3+HVr/IkjSDR+8iao5mZrVgZzXKBY7LSH1GVradQQ15Hkp85bSWddKj34P+lX10vt2kuvPi1df6H0v8elhXNcRwgAQFYooAIAJFZZ4ToC5CMWUgG40O8YafE8acEs15E0dNxZ9nk67CPXkQDB6NBR6t3HNh9qa11HY6oqXUfgxsoS1xEgU5w/A4bXQvaidZ/FtTVu4wCAsKOACgASo4AKKBwV7PPDB61Yq3Fqw7ri3e8A/BCJSAcdKU0eJ63Pg6LVsGrdRup/jHTLo9JfnrDmmsMHSXf8xnVkha90g+sIAKCgUUAFAACyszFusgpdwwG4cNCRUstW0vDBriNpaLsdbcz94Pel6irX0QDB6HuUTT+aMdFtHJ23ttvpPxTnpBgmUOUvikbyR0W56wgKG9eS2Yt1v54xyW0cABB2JYtcRwAA4bSc5ixAwaAgEn5oXYRrNevXuo6godUrXEcA5LeDB1gDyDFfu46kMOy4i3TpH6UHX5TO+ZXraArf7KmuIwCAgkYBFQAAyM7QuMkqJIACcKF9B2nfvtLIL6XqatfRNHT8WdLaVdLoYa4jAYKxX3+p7Sb2+nOpRcv6P48f4S4OV1Yucx0BMkXRSP6YOMZ1BIWtGJNy/LZkvt3WMIEKAJrFBCoASIyCCwBAPL/2/fOp4VllyBoorVnpOgIgv3XvKW3bQxrleA8zl8pKg3+O9ptLJ54b/PMAABAgCqgAAE0xBja5WNehso1u4wiLqkpp8Hv1fycBFIAr/Y+V1q+RJo91HUlDvfvYwuzAt/Nrkwjwqu0mVkQ15is7LwiDd/9rHeWKRXkp5+/5jKKR/DHuG9cRFLagriVj51/FcBpGV2KgcGxYn/o+yMzG9dKGda6jAIDwqa2lgAqAVEtDDs+KIVeAxqnusdaTfzp1cR0B4kUi0sFHSTMmZdeIMJ/2HFctdx0BElk4x3UEKEbkJwHNooAKANBUySLXEYTf329is12SRgyW1q6u/zsLqQBc2ftA63Y0fLDrSBqKRKRjz5Tmz5KmTXAdDRCMfkdbAc/EEBQw7nWQtGiuNPZr15HkDpsh+Y3z5/wxYZRUXeU6isIV1Gth0Lt2u4gNSgB5ZOZE1xEULqZPAUBi61ZzvQOgfmrF+G/dxoFwaMO6pXMUUOWfli1dR4DGDj7SbkcPTe9x8c0FynMw1QmFLZ+K8FA4NtKkC2gOBVQAgKbYSE5t1XLpgeuLe2x6ba30+VtSj171X2MCFYpVrPC0ptptHMWsVWvp4AHS+BHhm8TS72ipfUebQgWkko+dgPY8QOrQURr5hetIpIOOsKlv779YPB1TKaDKby1buY4AXpVtpBg6SEFcS04YWf/ninL/jw8AQZlOAVVgWPcGgMSWM30KRaYYpgdlY8Na1xEgDPxqdpNPex6VFa4jqNd20+LORQH8stW2Us/dpFFD0nscDbUBAChoFFABQVm3xm7zaC0A+BETqFK7+BppZYkVUa0scR2NGxNGSksXSiecU/+11hRQocgtmuc6guLW/xjrlDrmK9eRNNSmrXTUKTa5YulC19Eg7GLXEfmkZUvpoCOl70e6Tz5o0UI67SJpyXxp5BC3seRKsZ6LFopIxHUE8KrtJtK44a6jKFx+F1CtWCr9+0F/jxlmdEEFCsv0H1xHULhKFnH+BQCJrFjiOoLCRdM1APmqVREWUFWH6D27U2cmUAF+OXiANH+WtHSB60gAAEBIUEAFBCEare9kuIYLWuQhCqhS22N/6Y/3SuvXSo/f7joaNz59Q+q8lXTgEfVfYwIVit2CWa4jKG477ipts700YnB6j8vF5s2AU2zKyOB3g38u5LfFeVqI2fcoqapSGveN60ikAw6Vtt9J+uAlqaYIplCtXG6FYwCCtdeBNumyttZ1JIXJz2vJqkrp6XulaG3xXKMuZR0HKCjzZ1IYGZRli6VOXRN/L7Y2sHZV7uLJV/mUBAvAmxU0ZwkM0w8B5KuWLV1HUNy26EIBFeCXg46wZirpNF6sqgwsHAAIDO9dgGdk2ADZStSBZGzc1AM2kpCPWMz3ptee0vUP1P+9mLr/z5oszZwsHXdWw8XT1j51ogLy1YI5riMobpGIdMgx0oyJ0vI0uqauWRlcTDEdO1mByTcDpQ3rg38+5K98LaDaaXepazfp2y9dR2LFRKdfZOe0Iwa5jiZ4q5ZJnbq4jgIofPsfYgnVc6a6jqQw+Xkt+fqz0tzp0qXXSVt18++4YVYS0JRTiggAN2prpVlTXEdRmJYtlrbeNvH3Ksrq/1wMjRiyQSInUHiWL2VtAQDQEJNb3erUJTf7l0Ax2KKztNs+0qgh3vM4N24INCSggUS/l6xNIRNLmLQHeEUBFZCtxXMb/r10o/TKU05CAXzDBCrvevSypCxJqih3G0suffqm1K69dNgJDb/euki6ewPJMIHKvb5H26bOt194f0yuClaOO1OqrJCGfZSb50N+ytcCqkhE6jtAmvp9ODb19u1nU+k+eEmqrnIdTbBWLZe23Mp1FEDh2+dgax7x3QjXkRQmv64lRw2RvvzAmn0ccKg/x8wHQW2KzaZgEHCiRQtp+g+uoyhMJYukrZIUUMUb8mHwseSzhbNdRwDAbyuWSl22Tu/+krSqiBoLAgCQS506W2ObWhLoAV8cPMDWBObNdB1JsCorXEfgHc2D6iVqVJNOw2AgJl9zTQAHKKACsjVnWsO/v/O8tG6tm1gAP2xYJ5XSSSMtW3Z1HUFuLV0ojR8hHX2qtMmmDb/XiglUKHJrVzF90rXOW1kHqeGDvP9bLMrRIkL3ntKeB0hffFD4BR3I3KK5riPIXN+jpWitNGqo60isoOuMi6WVy6SvPnMdTbBWLSu+81HAhXbtpd33lb4b7jqSwtTKhwKqJQuk/zxq06LP/mX2x8snSwOaQDWLAqq8kk8JEmjeDrtI0ye6jqLwbFgvbVwvbbVd6vu+9z9pPfs8STGBHSg8K5ZKXbbxfv/Y2k/J4mDiAYJAEUL2FlBEDeTMFp1t+si6Na4jAQrDAYdJLVtZA65CFj9dO+zITay3kHWWohTEa4ACKsAzCqiAbMUXUM2aIg35SDrmNHfxANli+hRS+fwtW1g4KsF7HROoAJsEArf6H2Mdebx2LcrlIsJxZ9p0ntHDcvecyC+L5+dvIWa37aUeO0ujvnQdiendx5LoP35Vqqp0G8vG9cEct7bGupJ1TqNLNDKzjKQwSNr/UK6Zg5JtAVVFufTU3VLrttIVN0utWvkTV74oCaiAajZdQPPKkvl2u4zupHlv171s38H1OWyhiZ3Pbe1hAlV5qRVRITGSp4HCUl1lawvpFFCVlwYXDxCU6mrXEeROh47BHPfJO6T1FHMUnbWrXEdQnDrVNU1bs9JtHEChaN9B2quPNHqoVFub/fG4LoafkjVYZW2wsM2Y5P8xKaACPKOACsjW7LgCqv8+Zl1AzrjYXTxAtmLJYOlslKB4rF1tU10OOVbq2Knp91szgQrQglmuI0Cfw6Q2baURg7zdP5eLCL37SN16SAPfzt8iGQSrdEN+b0j2O0qaOyO4SRjpiE2hWr1CGvqx21jefiGY465ZZV0oOzOBKnAvP8X7NqT9+tl7Sxi1aGm3VXk65TKba8loVHrxCSseuezG4pvKV1sbTGFfTY00d7r/x0Xw5jA5LO/tuo8ls8/m39JXy+reK71MoBpwil1DkBCV2EJ+LkBBWbnczqm97gvm87oVUCyyXbtINt123RrpqXuKqxgN0soS1xEUp06d7XY1BVR5pdCn9ebr2nPMwQNsz3CmD0ULwz3mISC5so2uIwiPZBOoJn+X2ziQW9Mm+H/MRRRQAV5RQAVko7y0vrOnZNXgP/uttEk7ZyEBWVu2SIq0oIAKiX3xnlRTLR1/duLvZ9s1HCgEJNe4t0k7af9DbMpTqq480WjD87mgtWhhU6jmzwpmQQSFIVmXqXxw8ADboB8ZkilUe+wn7baP9PFrNp3ElWEfN2y+4ZfY1MMtt/L/2Gho4mjpu+Guo4BrW3SWdtrddRSJbbKp3a5b7TaOTGVzLfnVp9KIwdJpP5d6H+BfTPli9fLkyW3ZWDQnmOMieHNnuI4A2dp5Tzunnv6D60gKS8ki+7l29bDufdpFUrvNpFefpoi+sYpyqYTprEBBWVE3vdLL+6MkTRgVXCwAwu2Sa+0c9bWnXUcCFL4tYgVUy+u/VlvjJpZCsn5tsMcvXR/s8TOxannq+3hVnecFVPv1tyasI4dkd5yamvDsg+azjSF8vbiSrIBqzFe5jQO55Xe+UEW5tGKpv8cEChgFVEA25s5ouHm2X39L1gXSEbYN2JLFUpetpVatXEeCsCkvk7780N7rtume+D5MoAIooAqLQ461ST7fj2z+fqtXSGWluYkppt/RUvuO0qB3cvu8yB/53Bloi87S7vtK334RnvPcMy62goIvP3AXQ8ctbTqK3xucq5bZbbFNW3Fhux0tgdZlIR7CgXWf9HjdVG+dYQHVvBnSy/+0wqmf/DSzY+S7JQvsdtPN/D3urCn+Hq9YzasrZsplgfw8Cqjy3mYdpO49pekTXUdSWJYttvNmL+uX7TvYdcS0CdLYr4OPLZ8snidFa11HAcBPsQQrr40Vv/82uFgKUW0RvWfSgCE8gmqu0u9o6YRzbL+4mGV6zZXvhQfIrc23kFq2lNYwgcpX82e5jiB92ZxLRKPSS0/6F0u+a7uJtF8/aexX2U1TnDQ2fxuZIZyWLkh8njB+ROqGwchPpRv8/0xasiA8+RlAHqCACsjGnEYdxH/2WzdxIL/Nme46goZKFklbbes6CoTR15/ZCfyJ5ya/T9gnUHGhgKB16kIBVVjssZ8VLHw7uPn7LXZQqNKmrTTgJ1bctXRh8M/HxnV+6dDRze+ln/oeLS1f0vR6yZVd9pJ695E+fcOmCLtw/hXS/JnSkI/8Pe7K2AQqCqgC9/OrrVPjhy/7d0yaD6QWe82WbXQbR7x8KKBaG8LN25oUBaSZXEuWbpCeusc+O399g036bKxl3XHLy9I/fr6InU8ma3SSqdlTpc07+XvMYvTdCLtdtyZ3z1lZQVfqQrDLXtKsyanfP+HdssXSVtt5v/8RJ1sR/RvPcl0dj3UvoPAsL7Hz8S22TH3fygpp8nfBx5RKbKvH1ToP8tP6HJ6Tu7ZyWXDHPvtSaa8Dgzt+mFWUS68/K91zTWaPz6e1ibDv+ReDFi1tn3M1BVS+mj/TdQTpG5JF0eqYr1I3Gy02Bw+QNqyTJo/L/BgjBkvtN/ctJMhNkVCY1txqauobpcUr2xiO6y/4b8Yk/xsU5XuOCZBjFFAB2ZgzTerarf7vJK0hE2OGuY6gXjRqG8lbp7GRjOJQUyMNfFvapbfUa4/k98u0a3iu0BkRQeve04oGwpTkW6xatLRuiD+Mbn5j1NWkn6NOkVq2kga/G9xzxCdNhqWQBaltu0P+L24dcKhtsH77hetI6p1+sW2IDHrPzfMfeLhNR3nnBX87Rq5aJrVr7//UETS1y1423fDztxNvYmQiVSJCmDZvXBn6sd2GaRJOPlwvz5nqOoL0pXstGY1Kz/1dWr1cuvIWqcMWie/Xo5fdzg7R75DfShba58DmSX4GmZo9Vdppd3+PWYxcTWnx67MK7uy6tyWp52NyV1il2zisZUvpp7+xBOTP3gwurqBN/d5uN67z53gL50htN/XnWADCYcVSqfNWtp6aypTx9vnUslXwcTUnNjUrbDp0tNvlIY0vnwSxJrJ+rf/HDKsgfwdbtJQuvym444fVxDHSbZdLn78lHXaC62iCF/Y9/2KxRWdp9QrXUXhXUe46gtTybQJVyWLpzf/L7LEb1ksv/1PaYRd/Y8p3vfvYvtqoIZk9vnSD9N1wK8SCf1ysf80L2ZrbwjlNv9auvRVCovBMm+B/wfrieRTBA2mggArIxpxpJBKkI9NR5oUsGg1XAdW6NdatjQlUaGzMMEsWOOGc5u8X5hPxqkrptWdcR4FCt31dgubCuU7DyGu1PiYYHnKsbbSOGpr8Povnuems33FLqe9R0jcDbQE7CPFD9x66UZo0Npjngb+23UFaPD+/pya220zat680elh4CkB22s1i+vwt29zItUhE+tlVUlWV9Ma//TvuqmWW5ITcOOfXUttNpJf+4c9rNNUEqmLv7l9bkzhBIJ/fHyV/z3WSmR2SAqoNaSRqt0pzItvnb0njR9jrsteeye/Xrq7AtKyAO9MvWWjTpyIR/465fq0VGjTXQAWppfMa8Ntc1mHz3i572e2iuU7DKCilG6St01z33n1fqc9h0iev2zTSfDMprqO2X5+FC2ZbAyEAhWPFEqnL1t7u+/23VkS5697BxpTK9B/cPn8ye+xnt6zDZi+IJNrqKv+PWQwSraW2a5/7OFxZu1p65m/So3+RWreVbnhIujjDCVT5JH6dZpN27uIodp26SGvyqIAqH6ak5FOTktpa6YW/Z164/saz1kjjkmv9jSvftW5j1/nfjcis6G/MV3ZOccix/sfmh6o8Pd+Z6aAB2tTxuX/OZFq1blpA1aKFtF9/2wdxMaELwZo2wf/9l8Xz8qMJJBASFFABmVq9wv7ruZvrSMJv8Tzpqbulu37nOpLwmT0lXBuvyxbZLSdTiBeNSp++KW2zvbRP3+bvmyoJ1KXP3rTJQECQtt/JbhfkWfeqMHnhkYaTk7Kx3Y42dWDEoOT3WTzPClZcOO5M69g67OPgn6trN+nx26WRXwb/XMjOdjtaQXuYzhEz0fcom/42xeOGWS4KIk6/2Db8B74T/HMlsvV20knn2evQ688llVXLmYScS5tvIZ15iW2qjG6mONerVJ1cZ07K/jny2cQxib+e71P6lswP/jlmh2Ty5MzJ3u+bTjOOGROlt56zje5jz/D+uEJNlitZaNfrfopNMaNxVHamONyEnzvd3XPDHx07WXEk/LVVBuve5/7aEtcy7frtyqrl0rP3+3vMaNQSemLrXwAKw4oSqcs2qe9XWyt9P1Laq4/7ySTTJrh9/mQ6dbFbCqiyF9YiuWIUm2ZZbKJR6evPpFsvk8Z9I532c+n2f0i77uU6styI3/MvL+CmNGHXqUt+TaAaP8J1BKmVLJLKNrqOwpvB70kzJtlk5HRNHid987l04rm2V46GDh4gVZRJP4xKfp+KJO99wwdK3XqEbLJX3B5rvvx+NzYrjb0Ev7hcu22sW4/EE6gOPNz+TfOhQBXelW6wiYi77ePvcRfPk7ZzlPsE5CEKqIBMxTahe+7qNo6wKi+r//PtV1qnw1MvdBdPWI3+KlwTe0oW220mG8koXFO+s2KQE862DhfNCdPvc7yVy6SPX7MEOyBInbpIm3VIvLiB5sWmQA0f6G8RVf9jrft6omTraNQm/Wzbw5/nSlf3ntIe+0tfvB/8NIobHrQONs/eLw16N9jnQnZiBX353ml+74OsE6nXor3Y+2aQRX49etm5wMB33E2EOPl8K2h88Ul/uoWtXCZtyQSqnDryZNsYe+2Z7DeiUp07z5iY3fHz3RcfJv56vm8U5SIJbM40/86lspFOAZXXBMx1a6R/3WcJnpf8Ib2pS3MKsKCkvNQSafwuspg1xa7/d2TdMysuE2fnMYGqILie7lGIMmkc1mUb6cRzpFFD8uf8rLraPi/97lC8ssTOgbdnAhVCKra+lmmTlthaQTQHU2PDorzU/r+7dEt93/kzpbWrpH37BR9XKmEvrpk9NbOJBqgX1iK5YuRXI6h8snSh9NCNtle13Q7Sbf+wAqpsG4nm01R114WyueRyenQqW3TOn8+TmhqbVJkPFsx2HUFDyd4b3n5e2rev1P+Y9I5XUS7993G7/j3lZ9nHV4h221vquKU0ckjy+yxdmPjrMyfb9Kl01qWDVlHhOoLszZqc28/JqspwNTHs3jNxjtGe+9t++5ivch8TGho9zG7LEkxnTdeMSbbu4GcBVXmZNUdx1TwayEMUUAGZmj1VatlS6rGz60jCaeDb9X8+/mzpvuel0y9yF08Y1dZKY7+S9jrQdST1li2y3+suW7uOBMnEkuByOXb5szet622/o1PfN6wTqN541m7Pu9xtHCh8EVkX3vlMoMrIkSfb+cLwQdLzD/tzzIMHWPLniMFNv7dqmXWXStaFZVFd0dV7/5VKA+rWdPxZ0pqVwRw7Xrv20rV3S/sfIr36tPTOC/m1WVdMYota+T5hpXUbK1YaN9zbBl9ZXSe3FSUNmzH47bSf2+v+szeDe47mtG4jXXiVdTn87K3sjlVWah2qmiugmldXLLBZh+yeC/VatJR+frW0brX03ovZHau5c+doNFybN/FiGzVBTj9btlialGQC1eRxwT1vvGhUGvuN/8edVpfoF1TziR472/vckgXBHD8ds5L8DscSUjfGbTR5+XnU1kjP/k3auF76zV+kdpulF8+MkCdZZmJp3SRxvwuoZk+1Tdu2m/h73GISjebu/aqxrbeza9LqajfPD//sUiTd7XMl0iLzde+TzremOa887U+R8sb1drt+bfbHSuSt5yz56Bd/8Pe4C+qSebpTQIUAzM2y+LfB526Ga14ldedWM6c0/V6lj0mJfh4rWytK7Larh/fH8d/ae+neBwUbUyorl9W/j4ZZMRYALVvs37FmTAxHY5B8UOPTz2n21MRfz/dGNumorpI+fFm64zd2TXXxNdL1D/rXhC8f3rtiwrrnH4RSHxKhgxKbbJgPZk12X4zmtYHEvJnBxbAhg9d5sv3a1m2ki36ffqHOe/+TViy197A2bdOPpxi0aCkddIT0w+j03wMiEanvUcHEVWjSKQBdu7r+2iQXZk/1v+lMNrr3tGYVjdeJWrWW9uufHxP+Ct3E0Xbrx2fItAn2b7vT7tkfK2bJfLulgArwjAIqIFNzpkvddyquhQOv1q9pmAx47q+lDh3dxRNWsyZbl+CDjnAdSb2SRdZRs2VL15EgmdnT7PbT13OzADV/lk2QO+YMb+93YZxANX+WJXmedJ7UmQkNyIHtd7LJMWzuZebUC6UzLklc8JSJjp2k3n2kb79o+m8SK5BKtogQW2RYulC66RKbZOd3p7fefWwkey60aStd+WfpsBOkj16V/ve4f5ur8E/7Dtb1LN8LqCTbQKgoS7/r4KevBxOPJG23o3TQkdLg92yKiQt7HSgdeLj00SvS8iWZH2f1crvtnKSIpWxj/UJ7+80zfx401XM36YiTpC/ey6xbZWxDtLnz62VLbMMobNaukt74t/35gEODe56hH1kBdOPua9VVuek0PmW8dM810r/u9f6Y2ESy6mY23aLR+iKeoDpU9qrbcEmW+JQrVZXJJz4NH2S38Z8PXjobv/+S/dtceJWdc6drWgEWUJXUdUL1s4AqWmv/djvt4d8xM5WLRgNBWbpQWrXczXPvsIu9Xy6e6+b54Z9MJ1BxnZdY566Z7+e03UQ651c2feXrz7OPJfZZODeA6Yhjv7YGd0ef5v/ew8LZdg6zHQVUCMCwjzN/7Jxp0j/u9C+WCXHnqfHvqYsx3L4AACAASURBVB++4s+a75CPsj+GX1Ystdsu26S+7/cjpZ33cL/nOz1PCpMmJmkKUqgmjrHPIL+UlUrzczQhJJ+vOyR/JkR9N8ImLjW2sqS+uLTQzZws3Xm19O5/LVH5rmds/a9Flml1+drIjjyocMinAqrvRrjPFfEyMbjjlnZdF5TyUv+OdeFVNoUsHXOnSwPfsfcvPyebFKKDB9j62bjhib+frOHJHvsH21yukLyfZhPCWZODiSORKeOtOURYxBrVLJrb9HsHHl6//4TCMG2C1GsPf8+3YrlP2+3o3zGBAheiTwEgj0SjdtGx026uIwmnjwJILi5Eo4fZidC+fV1HUq9kkXWpRXjVxHUPvu8P3pJus0kO/uxNqe2m0oCfeLt/WBdTu2wjnXiu6yiSq63rwL56hds44I/uO1nCaLFsKgXhlJ9KZ13q3/H6H2uvr8ZdPxenKKCK2bevtPOe0tvPSzf7GJdkm2/HnuHvMZvTsqV0ybXSyRdIwz6Rnr4n992VXHegywfb7lC/yJXPdt3bNvi+/TK9x332Vn0CTxBOu9CmeX4SYKFWKudfYR3uXv5n5pvosSSuZAXi3wzM7LjZKpaE3TMvldp1kF56sv5czqtYwl1zG8ozPWz2BqW5hP9Xnq6fHhRUAVBlhSUm739I0w3iWVOCXW+YP1N65Bbp7zfZlLFLrrWve/l/HfaJ3TbXfa5kkRXGtWuffazJdN3Wps65LqCaN9M2oBsrL63fOI1PPk2VYDFxjBWeHnKcFYNnYubkwnuPWrrQNnq32ta/Yy6eb/9OvXzsfpiuaNQ+x267wl0M2Zo01m79ng7mxY672m22kzzgXqaNgPIlsTzXtspy3fvgAbY28M4L2U+pzqaRQnNKFksvPGwF/+dd5v/xF8yWunaTNtnU/2OjuJVtlEamuXYQs2SB9NitUoct/ItnRpJJqu/+R/r7zdmt45eXSZ+8lvnj/fZjAVW31PddMEvat1+w8XiRD40Rduldfz5Y6KJRW2N77Fb/j52rc5pvv8jN8wQl22Z0X7wv/fPOxMmWkxxN1c21F5+U7r/OroV/91fpylvSL1pIJtaoL9+Edc8/yH2DMPLr9zBo0ahNR9ljP7dxeJmYt8POwU6gylb8XsPBA9J7bHW19J9Hpc23sAYgaF7P3ez6dtSQ9B7X/5hAwslK201cR5DY5297bxyzSbvcFlBNHS/tuEvuni+V7jva7cI5Tb+35/7B7ik1lk/Fu/mobKM1gve7yHXxPDt/6+qhOQoASRRQAZlZssAWT3akgKqJlSXSkA+lQ491HUm41dZaF669D7KLgLBYtjj7jWTkRosWloB+77WpE+MyTQ5eWSKNHmrdabxejHnpGu7C+VeEd6FXqk+amD8rdUJfbKG9siLYmJC5Hr3sdkGCxQ14d/L5/h1rv37Spu2k4Y02EhfNs05jm3Vo/vE9dpZ+f6d008NSt+39iysm1wutkYh01i+kC66UvhsuPfLn7JO/0hF7//KzC1uh2W4He7+PplmUkY11AUy6adFCOvhIadKY5J3aGuvUxX5H3/w//+OJ2WZ7qf/Rdt3iqsNspy7S6RdJP4y212E2tkyQWFtbIw16N7vjZsqPrrf5oH0H6ZxfWkHGiEHpPTZWuNrc+emMSbndEIn32ZuJv/79SGnMMOmEc4J9/lFDpY3rpaNObfq9yeOy7/ybyLLF0jP3WafhuTOkcy+T7vk/6dDjvT2+QSFkM0WRselZu+6VcagpRSJSz93dF1DNTJJ0+nGS69NUBVQfvWoFxhdelVk8PXezqYhBdph1YckCqcvW/l7vblxvt64mUK1aLj1+m/T836VtfZjU2rYuyT/X0z0njbUmRV6mOfitazf7DAlisk1YlJfZratu7ptuZrcLczQVIV2jh7mOILFE594/jM7d82+dZbFpJCJd8Btbk/3gpcyPszigJNrKCunpu61Rw5W3BNP9fcHszKZAAqmMHJJZo4RVy60BQouW0h/SmB7rRaLmWJf+0T5f7/iNJQlnYvB73tdIcmFFia2bbubx+jMMBVTTf7Bu3WHWu4/9DhV6on9FufTs36S3npP6HC4dfqJ/x95qW/8nUCeb9D18YP5OCZJsbTGTtfbaWumNZ63B0759pT/d3/Q+k7/LnwKObAz9WDrmDOnOZ/xvfjthVOKvV5T5+zx+C+ue//A012HzXXNJ7G3a5i6OVBbNtXyH/Q9xG8dkD0WfPXa29bSwNgWPL6BKt4HZ52/aNdvPr3a3t5BPIhHpoCNtElGyc4REDjg0uJgKTcdO0guPWHFfKjvtLs2cEnxMkq0rzpkm7b5vZo9Pt6milHqS8eadbNJvorXGVq1tOmauxBfkLQjp2me+i9YGU0C1zfa2PuIXmsCjwFFABWSidIPd9qSAqon3/me3p13kNo6wmzFJWrtKOvAI15E0VFmR/UYycmPn3tLND1si0EM3Nn/fLz/I7KR24Lu2aHDcmd4f08rPIqW6zYpMO4RXxk1U2S+DTb1cdiaP35j5+FVvjwnroh6swKZlq/AmUhWjNm3tM3fc1w1fO4vnpTfCeuc9E28iZit+kyOXBTPHniFddqNN83jw+twUksSPl8/nTemgbbuDnZetKMnN88VvDJT7/PnS92j7TB3zlbf7b9lVOuk8u7/fSRLxTr3QFqs/dtj1+ZjTpe49pVefrk8CTlfLlrYB0dj3Iy1Jx8WGZTFtYh9ynCVtvfl/9QUHXsSm8jSXiDBzknWsduGrT5tOsS0vtWlb2+4Q/GTXLz+w59l176bfmzTO37WYtavs/+vWy6Tx39qExvtekE44O72CFK+bSNN/sI2wrQOcSBON2sT0xfPcFivPnNR0wvXKEunztxJPVPHy8/7NXzLvphkrWpvucLpbEEoWBjPhqP3mzU+1ip2/+nn+GI1KX38m3X6FTY694ErphgezP+7BR9rt28/n7vyzqtL+H3r3yc3zNRaRTaEKcwFVLHE8VfJAMrHzRFdJyZvXTTlZszJ3SfDLFnu/79ivvSWn5Fqi6Q5P3O7f5NTYOVZZks+/rj6se++4ixVYf/GetHRBZscIasrFy/+0c5Jf3yB13tr/45eXWVJk957+HxvFLRq1xPV0i/M2rLOmQGUbpWvv8n9v6/tvm37t0OOlW5+089kn/2qvu3Qmu5dusIYVfifnZ2P1Civ49pKgu/V2Tc89c72+t2alfSbukuB6MUz2OtBuC3kK1Yql0t+us8Lts38pXXGzv9MPdt3brt8yPV9MZN6MxHt/i+fb9/JVZYWd/8VLtYdYVSk9e7/02VvSUadIv7216b9fba1NZ9hjf3/jDaNbHpEuuCL7KZuJzg/jC6jiPzPCvj8S1sakwwdmlrier1q3sTWaRDp0zG0szRk/ws4lXJ7jrF9jzWpT2WFn24tdNNf/GGpqgt3Xas7ShdL7L0l9DnNfyJZP+g6w34exKfYw4/fvwzrtKYx+frVNVPr0jdT37bWH3TcXexozJtrrNdOpec89lP66W6r1w0jE1lsWzk38/QMPT+/5/PLhy26eNx+lc27XqrUVDfpp8bz0G9Kl2ttePM+KDYECRQEVkKlN2wWToBATW9QK+bpJA4vm2oj4Y06zxMd8FvQi6apllmwSpk2SGCZQ5Y9ttpdueTR18n80at2607FxvfTVJ9ZxJZ3Xs5/dqMZ+Y7fTvs/s8WUb6v+cbnceyTpBuvDBS8lHU9PdIz+0am0Xpgs8LNIid/ofa+dXsUkv0Vqb8LPtDukdJ5P3k1zIdMOo71HS7/9qiQd/u04qSSMpLxMjhwR7/EKxXd3vZbaTEmLXEs0VBVdXSU/fk93zNGf7new9cdSX3h9z/Nl2/vHK08HF1bWbJT4N+0RauSy452lOy5bSz39nHbMz7WDfqUviTlID37GErlx2JIsZPyJ/Jswl6iiejhYtpAuvljasl975j/fHVcUKqJIkIqxfYxueOwc4pag5VZXSoHcafu3d/1hi3SXXSK1aBfv882ZY8k7jz9wN6+17ex6Q/XOUbbT/p5svtWTNw06U7n3OJjS22yz943mZQhaN2gb6rnsFcz4x7BO7/fYL23iJRm2algvRqE1n67Vnw6+/+Zy9bs7+ZdPHJJuSEZsedO5l2a3DddzSEj6nT8j8GC6kShYsWRTM+uROuzf/e7r3QXY73Keih5XLpEf/Yh1Jt+8l3f6UFfv70S0xlgA3f5Y0cUz2x/Ni1hRLYvTj/SpTO+5ia7XpJHWnMmOidWnesC67hLX4zeTYZ2I6quMe42dCbaYaf2b6LZYUl6zgfkOCje6N68M5FXT4oKbJBLvtYxPnPnk9uyTSinLp6brpM8kS1hoX9mbqzF/Y2v6rz6T/2NraYAqovvncilB/ckH9e7TfFtVNWg9yAlWsOHHox8E9R77JtFAvn8yZbuuoR5zs/TEV5TaxcvkS6eo7bJJAMrEC1BlpFtJ/PzLx17fpLt38iHTcWdIX70t3/977+s3nb1kR1ekXpxdLIquW2+03n2efhO91YuY+fevPEWMTMXI94XVa3fn8biEvoNqmu00Mn1igBVRTv5fuvsaKqH5/pzVDikTsHDgTic5zdtvHXi/JkkgzFWsGG691G/8Kul3o2k0a0ej8orlGbRvWSw/fIo0eKp3zK+lnVyW+9lowy8799yyCAiq/mvUMH9zw7xvWN5zQnWkTLRfim6ZWZ3DdFpQVJf4XqNTEJcGH4RqzsXyYAvfdCFtL6riluximjPd2v9h54zyfz2FKN0iP3+rvMb2qrZX++5hdp/7st8E+Vxj2fvxsNLzdjvZfqv3rsBduhjW+/fpbk1svRTi99rDzl1wUa0wdb/sRjfcvvPr2C+nJO/xvet29Z/JryyDOx7zEP/brYApOC9H7L3q/b689/C9WX7W8PsfEKy+5pA9cL40ZlllMQMhRQAVkasddLekjCBPH1Ce+5NP0ig9esqSEk853HUnmqqssieqea4J/rn0Obr4zRez3K9e/A0ygyi+bb5F6GsoRJ1ox1PI0uvIO+cgulk44J714/Cygio1Y9zPZx6tVy6X3/pv755VsU+3Z+6XSjU2/F9aJDmHvkuaX2lp7bXjRfSfrWoiGKsqlUUPsz8mSZIOy856WDBB7Ha1cZhu66XZhiRc/tccvmS4Kxh63YV36j+3dR7ruflv0/tsfgyskj3UULnaxbujNbTJ0q1vcynYseizRamQzxUuvPZN+ElE6IhGbQjVjkk0e8aLtJrZ5H3Qh6k9+arcfvRLs8zRn5z2lw06wxNtMFqC3TDDFZf5M20Q++nQr0sq1RF1vw+qhG7MvHO3RSzr6VGnoR94nfcTOb5N9Fs6oS6xwNYGqz+E2Bao0riHBpHHSgFMy31BKxybtpP7HNP361PH2WZJNQUJVpfT521Y49eErlgB417PSRb/LPBmhpkb61kOR6IoSu85INFkrGzU10itP2SQ0Sdq4TtqxLvFn9hR/n8urpQvtnCT+d3jmJEvOOvHc+mTLeMmuJQ841G796LC4y172+grrhnIiX3zQ/PcrK6y5it9SdT/ctK7Q8PuR2W0UR6O2Bnr7lfY78rPf2hpHEGtT7Tva6yQXyVCTxtpn8O77pL5vUNOld9jF3h8WzvHvmPf/ySb2XXuedMUp0h/Ol2673DZRn7pb+t/jtq466F07/5w0LnH352wnY303IrvH+23w++lNovTb1582/dqmm9l7btgsntc00f73d9qkuLeek177V2bv0RvXSw/fnPp+fr23dOwknXKhNHF0w4kCXsycZM3V0tlbSjWpeuEc6aV/SLvvJ51+UXrxpGNBDgqo+tR93g9821uBeiGLRqUvP5TuvNp1JMEb9pGtA/Q7ytv9q6ukf95lhVdX3GxFFslEozYlKl1du9laSbL399ZtpPMvl665S1q32oqohn6cep184LuWQNijV/oxJfP+i/bzyGYiotcCqv361f85ftJdWYK9jKBM/8GuGYN8L/JFRNqrj13HFpJo1JoPPnyzFXn/+bGGhbuZ7ue9/XzTr8Ve29N8boLxyWt2nhpv//62b+FiPzIVL+dG/Y+xZpSxwsrmrFhqewBzpkmX32TX6MmaZ0yuK8gvhgIqP9TWSt82KqCaNCa/1iDitYlL6s3V1F0vNt3Miof91DKuWVQYi9wSraNJUrv2uY2jOfNmSPs5nno0aZy3n8mWXaXNOvhbBL5ssXTvH6zA2IWvPrVzpHN/7baILVdG+5zI33eANThubsp5y4CbymUrqPxVP/z0N96mdsUaes1M0mzaT1PG2/NlOk3skmvtPeehG/39jNyuZ/KGBH7n1kyfKP3VQ8Fl201tLy2VXF4ThtUHL9neqhfNrWNkI53m0csWp24s37KlTW58+l4rhCyW3EAUjRB/egIh51cXmnjr1ljS/KN/qf9app2aXDnxvOQjpINWW2ObsN8MlF56Mv3HV5RLd/3OTvz6He1/fI0deIS37z9+u3WuzYVWrfN/elgxSnVR95OfWuewDzx2O6iqtJPk3n3S34Ty66Jt9lR/jpOpl//p7sT/shtsk6Px+1h1dfMJ8H7JpEPxD6P9jyNsFs2V7r9OevEJ+3uqopvQb+A6MHuadOdV0pqV9vfmOsMGoUUL20hcvqTh19PtwhJvYACdxt/PYApN7GcqZX7uuNNu0k1/twSQB2/03qktHXOnM5lN8rZw1m4zf87J4jtDJuoS+fXnFs/xZ2f/XM3pO8Bu0/kcO+hIKy4KUuetpMNPtA3XFUtS3z8o5/zKNn5ffCL984/OCQqoBr5rC9qHn+hPfOnaalubTJwPqiqlh26o70ieqdMvtsYGLz7hLTG/OsUEqhmT7Lx6hxx/VsacfL4Ve37xQcMJdmf9IjfP3/8YS4hrbPI4+3om6zG1NbZW8OdfS68/YxNu/vK4dOUt2U+jmDTWpoalEuuO62cBVdkG67w/+L36QiNJat/B/r9m56BbYyKx7so7xxVQvfaMJXwka9KR7FrSz0LQ3fa2wsB86Zi4skR654XU9wtiAlWvPbzfd1yGRbMrllrX8/8+ZtOS7nhaOvq04Db8z7zE/u1zcV09aZwVnMa/lyX7jB/0bjAxxN4r58SKlXxY4/jDvdJlN0oXXCn95HzpgMOkbnXXxkvmS+O+kT56TXr1aVvjfuQWuwZsbKjHxiTJeN2IzoUTz7XGCEH9O3rx5QdNzz/2P8SmL2ebBFxdZYXHUuJiuHS1at30PLF1G+nXN0rHnmk/x2f+ll7ca1dZEd+8mamLP70WCHhxzGn2/vvav9LryP/tF7aW63VSbDRaX2iZ6LOybKMVMG66mb0+/ZjcJyVOHF21zBISEzVx8Essgbt7T5tKOHlc8/dv7MffnTxP6Fi7ys7xXnrSXVOFXBo1VDp4QH2BdnNqa6Xn/m7n4JdcY+93zRn7dWZrZfv2s+dKNb1y74OkO56y897/PW4Tvpsrqq2s8L/Q8ZBjrZjzjiszX6fv6vH9ceckv49em475YfpEi8NFw5h09e5T30ipEFRV2nvzK09Zk9BbHvHvWuSL95s2eNqyq312+zlpZu+DpG7bS/9+oOHXDznOXrvpFkbngpdz335H2zlDqimXc2dYgv+61dIf7rH33uZMHmdTOfI5GX/VcjtXyoVERWwTRtVPlE1XtsUd2RYC+T0VwS8HH2mf78WUqJ2sgCrR+qlL+/dLfZ+gRKP2nrXHfqnvG4nYHrVfE6imT5TuvdbWh/9wrz/HTMealdKb/5Z239ea9RWDIT6vCx00wG5HhbARTSHo2Em64Ir6vydrJtuuvRV/5CI/csFsb+8XyRx+onTVrdbQ5v7rvDcQbWxdo32l7j0zj8mrinI7n3/wem9F3secZtOHUk1dro6b5hhUw7CwSLYOuF8/yzX0UuQZhgKqt55LfV3dvqN03d9s3/bd/9p1VBibTgAZooAKyFTPFJtx6YhGLXnxL7+WxnwlnXqhdTfLR8eekZvniUYt0WLMMOmNf9sm6e/OkW67Qnr+703Ho3u1cb30+79Kv/yTv/EmEt+RK5GOney2Q0fp0T/n5iKhazf/NlmLXZi6SW3RWTrqVGnEF/WTKJozYrAtnp94bvrP5ddiahBFCV59N0IaP0I69edunr/XnvY50Dipa9JY+3cJ2otPpn/B88nrwcQShtdRRbldON55lU2o+NWfrJN3fIfNRCigaui9/0l/+4P9bp14nn0tWVfDIPVLMM2iWxYFVF9+IG3wqdN4LFF0ynfW5SpeTXXT+8d773/+xLDN9tLND9vm9GO3Zj9BpvF7ydCPpTZtsztmMmtXBXNcv1WUe/+MS2eBy4uRQ5p+7cUnbIH47F/6+1yNddnGiqG+/dJ7gVAkIl3wm2DjkqSfXGDnvx++HPxzJdN+c/s3mDFJGj4wvccmKrQbNUQ69DgrxHOh/zHWHXjlMjfPn47r/mYJbA/d2LTANh3tNpPOvcwSUYYlmAIhNfzdj70/Jjt3njnJEoBdJSr06GXJUIPeqf+5nPULbwmNfjjqlMRfn/ydTXNplUG3x7kzbK2g/ea2kX3dfTZZ3A/fDrbjpiqwn/6DdTf18/39oZuso/nF10jnXdbwezvt4a4xxczJ9jOJT6ZbMl8669LkDUBy8fseK17zMwEvKNGo9L8nvN03iAIqr6+P1m2krz5L79i1tTZR4/bf2O/oz38n/fE+74m7mTroCEuQefe/6RU7ZGL+zPppeVvUJRsmm7r06euZTZFNpVMXqcMW9e8DfiTv9j5A6nuUrf+ecYlN7/vNX6QbHpTufEZ65DXpXx9Kj75u0/1ufEj67a0Nj1G6IXlCSmxzvbkN+cXz/HkNt6l7L8r2fbJ7T0veH/Ru4kniubBymU2Di3fwkfZvPnFsZseMRq0A67Yr/C063LevHa+60TVuixY2yeWcX9l6/2O3eU+I/Nt1tk/w+782LCZOxM9uva1aS+dfIZUsSt2tNaaq0pIoDjg08edhomulSc38G0aj0n8etfO1K26u30/IRmxf6q3nEn+/e09/1nOam8gs2XvHNttL/7zbEpu8mDfDCjkl+3fJV9+NsM/Iqd9bp+5rcpT0nWvxU90rK6QjT079mGjUinRHDbFr6FQJouWlVuSYiZ672ufo99+mvm/HLaVr77b3sPEjrIt3sknf/Y+24g0/HX+2NYfYbHNbz3vpyfQT1rqkWOuOSZZcNfCd3CRRrV9j1xW7+TzVNyh77BfuaQDpWLNSevAGa0J06oXSb2/zd42gy9ZWnNW44HG3ffy9fmu7iXTFLVJFo8KSPfe3vdR01+WCtnh+/bTp5my1re0tNp5+FG/CKOmBP9k5zE1/95a0OWNSdlPAXfv4Vcu/yVUTyOGDGr4uamrsuZPlhFSkKPC982r7TBn4jrfGPY298e/0HxMvrAVUhx5v7xV+T6AJsy061/85rH0Cttk+mAnpXi1dKK1e4f09a4ed/Wmw9M3n0t9vsnXQWx6zIqZsNb5eTuWlf9hjLrrGzd67C3NnJC/CyUTXbWw/ZtQQ/46ZD3JZMBafo9HcfmyvPXKTGxmN2hTvbOzX3/aa1q2R7vtjZu8psaZFMdv2kCIBXj9MmyDd8RtbxzrqVGsGkspxZ1l+x0even+eQp9SFN/cON7lN1s+RONmDYmkagKViTZtvTePmjHRcoFOOi/1fVu3sTzqM39h67oP3dS0+K+xNXmSu4OiVyArNoADPX1KtClZZBdULzxsJ0K3/9O6j7X2efRmkGKV9Ef+JPPxpqmsWyNNGGkJwo/dKv3xAummX9iIyMHv2SLJIcdKl14n3fkv6Yk3vR87fsH/r09L+/T1PfwmWrX2/rO6/gGr6H70z9LsgC8UEnXeTvcCPYxSnbj5beN66ck7En8v1vn3idutUGXox3ZxH/S0uZPOtZPlVJNNamulz9+ypKJMFnj8GF29cpk09qvsj5OJ8jLplX9aR7XjznQTgySdfEHTqRvDBzbsUla6IZjnLlkkffqG9/vPmJR8QzhT5WVWmBLbGGuua2eQJo21BYRPXpf6Hi3d9YzU/1jrupyqw0qYC6hi7zdL5ufuOT94yRLt7nhK2sOHxeNMbb1tw4SiTl2yKzCoKJO+8Jgo5VW79tL7dRMDY4mUs6da98hERYWL5lohvl86dZFueMgKBZ++J/PjlG20c7aY0o228Jyqq2UmolHpP495v38s8b5kof+xpDL0Y+8Ju34XUH3+VtMFyy22tKSBXHTt7Xu0vXcunOP9MTvuElw8MVt0lgb8RBrvISkqSIceb4kOb/xfeoWZibq/19ZIx+SosUUisa63I1N0vQ2D7XeyIqryMumzNK4hE+l7lCWfvP184qSGZ++vTwSOJZYlS+KdPzN5Z+9cOfmChgn9u+yVu+dO9P63fIklR6ebuBN/Hnn5zZZY2NvH5J/SjZbketCRUssU6zjTf7ACHj8T6CrKrPDkiJOafm+n3XLTgCGRmZPseiZ+0757T3udJOPHtWQqnbe2yX35UEA18kubeHDmL5q/36abSZv7kDCf6LheHHa8/Ty9JqovX2LroC89aRvidz5tn8O5SCyNRKRzfmlrDkM+DP75Yu81Xbet/1qizdXy8vQ2oL2KROxcKr5AqHE39CC0aGGJQ922t8+OxgUtwwclXwOLT/ZOliA45KOGn5+ZFsPF1vYnjbXkgWyc+jP7jPf72tCrLbtKg99v+LXd97N/h9EZJMMsmG2v03/caddOR5/mT5ySTXdYvzbxRJdIxJo5/epP0owfpAdu8NYoY+N6+yx0kdy790H23wcvNywGSWbCKPtdSdTcRaov/on38WvJjzf4PWvId+al/k24jK1HfvmBFfA0lm035MoKuza96dLm79euvXTNXdKm7aSn7mr+vrU1liB977X1X6sKuFA2HV73V8rLrCDuH3+1tZlbn5COOb1wii/izZsh3f27+r/32Nlb8faHL9uUmuPP9tb87f2XUJtNsgAAIABJREFULJE2WYOG5kRaSPseLP0wJnVjI8n+nU48V7rpYTuvfeAGWw9tPCHw1AvTj8WL7Xey35njzrRC9buutsRSr7pk0dSzZ911xzc5KDwJYqpvkNq1DyYxLtdmTbbfqUVzrXj+9IuSvzdlmrh90TV2TdF4D3PXvf3fH9puRytQjdeipX0+56rQxovqKku+bLupt/v3P8YKrmLi8xCGfmz71tt0t8lhXtedq6v8XUPxk5fE3LdfsElwdz3T9HsrlvobT3mpJaEedET912ZNsb3c+NyT+GuZ0hS/2z/7ra3bv/Yv6U8X2vn5+BHezy2GfpTdVLVWIS2g6rmbTULOxedOWMRPoFq22F0czdnf44TdoMQm13q9Luyxs7dzvGRqa63pxPMPS7vuJd38iO1Be5Fqwmk6xn5tzU9Ou8j78/spyEKP5rTdxP8JqAcPsP3LVDkghWJliU3QzZX4c8TvRyafsthrz9xMGGy7iX2eZGvXvayxlCTd/6f08qY2rJO+bLSe16Zt4rzNbJWX2WSkB2+wv1//gJ1nbOLhPLNDRyu2SlVwN3+mXa8/e3/DAqIJIwu/oCqmTVvp6ju8NbwLolC9Ww/va0ivPWPnF8ef7e3+kYg1pb3yz9KCWdK91zRfNJjNZyyQQwW46grkSHyXj0xUV9vm+O1X2mbBRb+zZNVUHYvDprKifhHer45f5aW2OffpGzZS/caLrWDq8dttg2TlMmnvg6ULr7LkpyfestsLr7JO69vukHqKUmXchnzsRP3MX1g3aL9ddpJ0xSnSb0+XnnvIvpbOiXinLvVFVM8/7H988eIvqmPdJhfMSm+jJYz+9DPp8dusE1HQXfDmzbCNhEnjEn8/PgFk5Bd2UXrPNdLVZ1pX138/YJvIU8b7N9VEsm6Jx52Rurvn9yOtQ8+J52S20ZHOY5J1sI0lnOx1YPrPn633/2cJRRf9PrPO9n5p2VK67Mb6v29Yb/82fY+qX1z/z6PWvcxvBx1pn08lHhdgP3ndknL8sHyJXahd/3PrlhTjRweodKxdbRf2j/zZLjD/dL/0y+vqC9iitfZZ1Fwij18/kyDd/Xt7z8nFYvuVf5Z+db1tGrvW/9j6P2dboLJff+s07udC3onn2GfIzMkNO2H++wGbhDahUWfxt573triVjvYdpD/ea+dbmVi/xjrPxCcnj/zCzhuPiOso7Ffx8DcDm/5cmrNDXVHOd8O9v9f5oarSCjS8/t5t53MB1aK5TbuXX3V77t6vDjzcPt++DWFRzUnnp3f/H4sZfVzwbdFC+vnVtnH+dpJu74l0TlBAtW9fN5tlMV27Sbv0tumn+bAo3qOXTSOKyTQxJxKxa9KKMunNuH/DWEffMcOsc+zc6fUJnckap9TU2M/QpZ339NaNOFdiv0t77p/e4+I/aw4+0v8E1LFf2ft7/PlFMsuX+FeIFivW//Njyf+dXCbqlSySejX6Hb7gyuZ//rnqkLrr3uEvoFq/1qYr7LS7dPSpzd93m+7+/ewyec/uf5z9u37tYQrV4PdsHXT+TJua9od7Uk/29dueB9h/Qz8O9nk262DdjBv78JWmXzv0WCtUiDWo8tOOu0ob1tb//Z0X/H+OdESj9rP3si4aayoRr7xMGjFI6nNY/drI2y/Y+kE2CS5P35u8uMxL85oeO9v5V+Ousbky4BSbRhi/dtKqlRWvff+t9+uutatsrenOqyxp6MKrpNufkvbq41+svfvY2sqIQcnv0/9Y6Xd/tYYX9/0xdYHmDQ9aQaYr518hVVVI7zyf+r4jBltTl0SNZUo3Sq806vw7Y6J9ZiWaLDVrik0V2K+fdILHZAevNu9k5/QvPNJ0ik2mDYOqq+31/+dfSa8/K+3QK/VjtuxqRVTNrX8uXyo9cL29F+x/SGaxBe3d/6S+z6wpNmHi689scvufH/W/qYqfFs215Csp/QT0UUMtsSz+/MXL9KkhH1mDxUOOtUlPqc5/Fs61ibpHnJT5efG+/WzNL50kuJ67Sbc9KfUdYPE+dFPDz5iuWRQqpdK6jb0nXXefvXbvu9bOPRoXcSXidQJVIrvtY//fn74RzH5FvOk/WLLjDjlouOOX3j5+jqYrnQaZpRtsyk1jX30qPXijTe+85VE7D2tOptMeex9gzRk+b9TcJqhpY4km2B1ybOIGZq588FLdtdPvvd3/wCMa/vwjLez8++0XbC96zwMsFyWdHJdWrXPbUCcdXhpxXnu3dNVtia8730twvZGNMV/XNfw9rv5rE0bZenh8Edqm7er/nOo98+jTpL88YY0JjznD9oye/Kvtob72TOpGZdvtaOdz69c2/LrXXImWIU0njEQsJ2jW5GCO73Ufc/6sYJ4/kfgCqqfvyc3Ux3TtF4ICqq7dvE83T7Rm41VFueWxffK6ncdec3d6eWav/sufJtYb10sv/8P2N44/K/vjZSLbAoDlSzJ7XL+jrWmnn/lUBx1hn52Np1BlMgHQtfimmYnWu2prLO/A1f7dpu0Sr5FKTZtMB2WXvf3LB+veU7r5YWnzLaSHb7FiZy8GvZN4cnD3Hf2JK2bq99Y0+ov3rUnLHU+l3vurbfS7cfzZqQdBlCyydYKp4xt+lj5+u01Bne5zU+6YypB9Jm7WwfY9YqJRacp3dg4XtHTWkeZOl864JP1BGQcebmuxVVW2bhumBhRABkJ6xQMUuFlTrMDinRdsc/WuZ216Uz52kottkkipi5aSiS3ef/amdOvl0u/Olh660UbSz5thC+/n/tqKiJ54yyZM/fI6q3Dfcdf0LspiG/RP39uwm3aQfvJT28Q86lRbqJLS34zYsqv9/3vtAJypreI6GcQvoD7wJ+tekkgux/qma7MO1nH1hHOse+q/7pX++FPpv4/ZyXkQF4T3/dEW2G98qPn7nXeZ9Nib0n3PW8e2k86z34up39sm8t9vkq49V7rhYjuRfv9F62yebBSsF146B3z2hsXR5/DMn8erF5+wTe545WXSsE+lAw6z3/tcWzzfNlX9vjAvL7WF3GGfeH9M/IL+6CHW6e2Q4+o3WTess01Yv51/uV38vvxk6vsunGNFC8ecnvnzRaNWMPjkHdItv5QGv2vFczc/XP+e+cFL3jr5Zqu21v6Nbr3M3vNOvdAWEJJNY3v+4ebfR7Ltyhu0I0+27sZ/+bW9LwbpwBy8p3i1b1y3v2yTUX5ygW0u+9nlasCpllDWOGHw8ptsEe3/2bvv6KiqLQzg+6TSey+hV2kK0gQFREFFRBAsKKKioqJiwy7Ks/cndsX68Nl7FxUrKsLDQi+iKEgvoYSUOe+Pb473zJ07M3daEvH7rZWVZDKTaXfOPWXvfe6b6ly25Ad8Bo88IXX3b+RWEDn32tjXc9uyEYEwa38VmWQ91s/eFWnaKnQX15snI0DszyR2gtq8HgHG8VSetfvcj92SeNX6eH31EYISh53k7/qpDJbKycUim3uHnVjBb+vWBL+nYMe6qtURNOJefCgPqtVwdm/xEyRrAu8/TvEuA01bYjH8i/cxZvTDq780OI5dNKedJ3LbJUgafmAaFk2evQ+L8K8/g0XAT97ETndzP0eb41WJ3q33oThufi3FQgzJ9O2btRHpEkwa9fvae2nUTOSwkSJffYhdOkXQ5rTuKHLZHai4dcvFSMYWiTyWVSp6ILBZYF29LL2LXEel4fySjFp1Rer7qNxWmuZ8jAQWv7uUJxL8pTUSfufMwq490yY5O1RE23mocYvEF7FTcVy5kwDLMrjd1rZzePBQefPSYyJ7doucOjn2XJufaoZ+bdvk/7qrg7trV6+J3Ve+/ih2cO5/H8Lrf8MjOO+WVtKc26gYu56kQscDvN+7L94LL2Ax/BS8Fq+nYXzv3s1jzsfOe2d4LdSny/Kf0T845KjY1/3s3fCkqO9m47MxYJiTUFupCvpO152NKqrffxFfINLJ5yPQ0SsIbWc+At/9GHZS+nYKj6X/UAS3fvJW6OUHHoL3N1bV+aJC7HJ01RnYIWzwsSI3zcBcdqp3qs3Kws60P8QogNGph8ilt2Oe8JaLRX5ZGvm6ZT330qAJ+vBffRT++XL7aa5Iz4He7cNrT4UX6nnnBYyj+g8NvXznDsxz16wjctolqV9XysnF/928HlXVbfEmUAUCKKJ17ZkYZ9Sqi0JFF93s7/ZNWjhzE5Wt4h9aY4xy/TlI5jnjMuyunJMb3+NLtcX/w3czpvjxWySViHjPWxQXY373tktwHr3sduyWmGgCQjoVFeK9vO1SJEQnEiTz2lMij96CgNVrpjuX9xoQ/Xbff45+cJdeIuMm+zvmZ96Pc8TIJM77HQ/AexGrzXKrWFlkwhTsqPfrChynpanD/pjTPqAfEvhuuyx2cGpSnx0lcuTxSKb7/vMk/o8PvyxFVfqyLH4Xr/3KoFCgcdVpSIoq2BP9ek/fi91tXngk9PKZ9+Nv7TqjkKlZr4kmmbHkmLNQDNJWp4F38aBkeY1FGuWlZieCVHn3RexY797RNZIqVZ25LRGsS864A7s09h+KavjxFmJr1SH+oMo1q5yf//w9PUlpewuwlh5LpEKdf6wW+ebjlD4k+foj7Bhhz338+C3O/5HiO2IVPTWatEBcwR3/wfvYuiOKkV5/DuaIPnnTO+5lwhSMUdw7jNxztb8CUuWxP2L0OTS1feB4267dO5FAU1rsuJ09u5CAU954tZ+RguXNulMqLfkx8u5TxcUiz04PvaxuQ5EKlbyvH83WTei7L/gGiesnnx9/v+TPNanZGf2lxzHHeerk1I/d/SpMYE6ppARz2/dcJXJlgn31AcMwPvn6w8Ru76V6LcSEfDs79HJTLK+sXmO/7GKvDZo6P191Ouaa7fPEO89j/WrseaX3+GyHjsAx4FVEuV4jFJdPN6/CNsmoXV/k8rtwzn7gX5irjGZXPtaYvYoTpGqeq2AP+vN3Xo5z5pQ7sQtrpL6d1iiu/+Jj4UnK1Wrgc2dESuS97WmRO58LjTE55fxg8ZtLRe69NvLuY4nasiG1/8+PvTGKVdnn7akTRe66Eonwsaxaktx4Kp7YkrzW6E8lonlbFHes2xCxS7Ne/3sUVCXy8DeaXSIqB8z2s4kGJxTsRpWfT9/CyXLS1LKvxJGMrz7yV2E2FrtzVLcBKjs0b4sAJPdEabLM5O6ufHRQLrkl9bs2uI0YF3r/T8RIrInEJFFNO0+kRZoqSXttBdvvcCSVPHQjdumybdmIJJjSkshOFY3yREadLnLsqSJLfxT5+mMs9H3+Hibe+xyKAM9UVelv11lkwuXOTjXRZGQEK+E0DB0Y7diGnb9+W+l8/+Gb0A5nIoFGlaogAefrKFvar1iEQVNpTQA8fruzpbEIgk337EKVnFS0L9EESpyABXsCf9Tpif/P4mJUyP39Fwz4zdemJCtJfz0LA+U8qzpr645Y+GjbKbXBIjVq47NuJ8hG8t6LIrkVRQYOjz+Za28BPosfv4HXqEp1LLQecpQTDG5/jh6chgCLdGxlLIJ27tn7ENDVtjN2IWvYNPptfv7eqdTipWlLHAt+KoH9NbCPc2CpNe4jWvXmSEadgSSxd1/A8xBJLmj87yLbCghIdoefFu2QEPLhK8n9H1tuBZGhozHxbVdK6zkAgQ9ffeBM9L/8OD4vhw4XeWVG6h6DYU/6L1/obzeU5T9jQfDim0OrU/7+CxYSlMJj3rIRf5/9DtqB/brjeXQ60P/Cl9YiT96D76ddInLl+LienhxylMhnwQrGybT9fpQUi7z3AhZQIyVlujVM4c60mVloq0yBAj/WrUn9ImCvgbEDOCPZuC69lZoHjwhPdDZto5vZHW7tb0gm8vue+nHMyQg4+s/9CE7xYveJa3kEkcSza1CN2jgn796Jxb/CAvy+tyC5XeJ69EegfDp3HCspwVhy+c9oo/73NS7fGiEB4NtPcQxGEi0RJR7DTsJ9zbxf5ForIb3NfiLXPSjy9D3OY43Ur2nSInq1U7N48b+vETDe51BUXUx1AYIOce72lG4dDyi7hItIlv2EvrOfx1Wxsr+g4z27EIC9conIqsVYNDELnBUqhSZrFUVJAs7KEmnexknmi8dVpyPw/sCDcTzG+7pnZTuVXLOy409W/vAVjNOrpXhOSCQ8ePmzd/3telCaCvein+4nQNFeEDfBTWtWikyfivNBuy447vwUPfIT2KY1+m/mnLltM4Lxfvg2PJA6UBJaTfS0izEnkejn+PdfUjP2bdYG7ZsJck8Vu+DNfh5BO30HI7nnjWdDd5yuVRf9NHeiu1/bt6L6+lwrYNkshDd37c5QtToWwS+73bnsgWki51+fvrG2bfY7OL8deLDIU3eH/93ue+RWxGOdbPVHP30bx4Bd9OaMy0RatkMixey3kQhVozY+1/2Hxq6w36AJCnU9dCMKMxj521E11m8hgRbtMJb5Ofg52L4FwTeloWp19HHc8wLtOqN/E+lY1xrHzsszMG/VrQ+KmHnND0dTXBw9YMydpNf3UFTZjaVlO5Er7hK592okx517bdnsVu/HsJOQoPjfh6Nfr6TYOzhh5WIcvwOPdsYgv63A8TRyfOh1AwHMp+7YJnLF3fFVOo8lEECl5D27Md84aDjG6/buPX6DMbTGfPZrT2Per2lLkQtuwE7X8Z4H2nfD9z6D8D1/m8gz96Ev3LYzklRKe0dDL2t/DZ0f3bxBZMadKCbjVal5/R94L39ZiuPixHNFKqW5gF4iNqzFef/LD7GrYd2GaCsaNxe59xp//8PMjW5YiyTqk84NDcqOFry6aL7IY7ej7T/7Sv8Bqr8sFRl/UXK7budWEOnQDcdyIvoMFmnZQeTRW6PPxTz/MOaoYs1Fx6NyVRRj6toLOzVefy7WfQ6Koy/29L2YL/PzGnbtjbW4d19I7nH74beI0rKfMPdY1mPI5knscJGsOg2QFPXWzOjXM/MlA44S+df5zuWfvo0ClaNO819ENZlCVZWqYP74AVd19rZdElv/SETfwdETt0tT7XoiJ06M7zZ9DnUKrohgXm7EqSiQk8hnIVIygl/XTMD7mupd4959PvIOsn689hTOPXawebKW/YSYEPt1XvtreCK8UVISuXhtJFlZ2H20W2/0h76djXid5x5EMaxuvdHOG01bihwzLnztaOViJERPjjH3n2WNEXeUsx1YqtfC+OvHOJOcI4nn+QUCSE4szYBteweqbr2xrpXuXVr27EJS0qL5+IrFa13voRtFrp0ePmf96K0iV92T2nmIvXucQiu2/O2YJ1j6Y/jjbdoyvp1GVy9HQdg9u0XOn4rk/kR0PABFNKOtVcSyeEFw99rRZbszZzy7j27egKSSLz/AHFrNOiLDT3YKir41E+MGP7vJNG2JpHp7h/kVi5L/XPQagJ37bF99iJi5eBOKS1ukPljPQ7Bj+udWQs9bM3H89TkU7VlpG3wskvzf8diFSimR1h2QpJhOHbql/n9WrS5yya1o+56+F+fqI4737oN9/AbakmEnhfcHUjH/vXgB1iI3b8DrfayPnYaumYB5iswIY+4ho5yYmGf+LXK6a2fp9t2cuRl7jveQozA2/uRNxJdNm4S1p2NOSW1xuNI06zWREaf4S8TNykYcS89DRM4ZHv26N0/GnEvPQxAb5Gd9yNY4jtiSMWcml4xeqy42FphxB+Y01q3BnMPfqdgJkTCBiig+NYMLrqY6eTwWzMEk9bbNWAg79tT07yYUzdZNWEBOJmhh5v0IFqxY2QkAi0cggOAK0xls3lbkgmmJPR6/zKDh1Ml4P+6+UuTCf6X3PlPJTI74rW4dr3oeSUTVaoqMnYSB4mtPOZcHAiJP3IWF34wM/P7gv7CQvV/3+CqCmcWju69CJ7lrr9CAQa0RZPLy47H/1+5dmABZNB+Jct9+igW5jEwEyHTYX+TkYMXuOR+LvP0cBoitOmKA2ONgVOmKh/1ZvvBfie/GZlSrgddwv+7OZQV7RP74BbtR5W9PvAra4GOQQNW2k/ffK1cV6Tcksf/th11p+eTzRR67LXRgPOt1BJe3bJ/+BKq7rxaZcBnaQhNM0mug/8CDTX+K/L5aZO1qfP9jNaqplQQrHWdkBKvRtxfpNxRbLTdunlglnV+Wovqe7YRzRJ68S+TxO0QuTHHbOeAoTLpHW9jd9KfIwnkYcMfzmdm8AQtvX7yHz2jTliLjL8YgMFKlS5Pk8Ox0BN2lUlEhquy89yImDcZfhKA+P4PFLj2R5BIpcL5JSxH5OHqF+1VLMdFgAlv97MSjNd6b778Umf9l6Ocqz1qQ9bP4U6M22sgGTfwlzaWCeT1eewoTo606lF0lu1Ts8HPUiaiYk0oDhom8/3LoxK8IJhwOOUrkm08xqb96OSZcSqPC8l1XINDTqxKSSOjxNuWO8ADx3ArhFYUnTMFz+vw9BFPeNxWTQgOHobpmrPZ49ttIXhl3YWiymV/dD8IuMO+/lPxisLG3AP3kNasQvGwqkH/5Adq/seeJ+O1+pzrJ/+AjEcT8gY+Evz9W+6+2H49ufXAsJLLTwbVnYcfOI8ak/nGJhPbntEYf0U9y8CM3o3J2qqrhVqiEyoUP34TCG24b14n826rc5XWcxDPGizb+CgRwnvwroaoAVbUKC1CxTATn0CNGh/d/K1dFn96M9X78DkEb3fslvjC6twCJJCZhatVi51iyk+sinXcfuw2T/0ePTez+/apQUeSEiVgkcb+HVaoi+PfM4JxCpOOmdYyEVTvJoUpVkVefxHm1fVcsRBxwUGraEPtYipTQFSgR2bwRRQTSLVVtdar19rnY3Wa/8M9KIICqo6uW4GvlYgTYmOIZDfMQGNEyOEZqlIf/ceVpsavIi2AskkgCVb2GIu+/iKCkBk2R7HDgIbh/P5q3SS4I4sXHsONF557Ojm2pUq8RAm3MLh/P3ocCIvY4+LHbcM6OlsiYbkce7+969iJjXmvMnYhgXGF2S6hYGXMA8SZUue0tQBGdOa5K3Z17Yicqu7Lmts0ICrd3LTzo8Pjv03b9OfgcDRjmzO9FCpp79BaRAweIdOru/fdjT8U8QKoSXPK3YY7R8GqvatRGMsIHL4f3Z44Ygz6x3x2M8rdhXmvuF5gD04HQsY3p11SvhUQkk/w9YhzG1fY87qL5Io/cIjLxan/3nYx5X6Kv77Vg/9sKJP4Zw05Chdyfv3cuW7PSKcpgq1oDr+GQUSI/zsU44Y1n0Z/b/yCRQUdHD6Du3k9k6Bi0e8adl2OsPWmq/wSBo090EqguOQltZvtumIts1yW9iRGHDkdQjy0jE0ntXkUBVi9DQPXyhQjMuOTWxINH7rpc5KwrQ4P6jG2bEWBma9oK82NelYbdGjQRufIeVKidPhVzNn0GJ/Y4YwmUiLz1XGK3rVQZweXuQCu3Rs3Cx8olxQg8qVEbbZN5v955XqRiJexSPdvqU777PD4Xp5wfniSZqEAA7cJbMxHAY4w8Df34VUucy/zMPyxegL7pqiVIyDvrShyLfuba1v8R5Y8Kj+epe9Bejp4gctixyc/Fp8KObSL3XRd62aO3IKBw4lV4j03/Tmu0+S88gvmws69CXytdEtn5o6QEAcmz3xZZOB/vXbc+mJPq0A2/r45jt+GFwaDbZm1QtMrvmHX1MlTvbtBE5Pwb4gtabNEOc7zJ6to7sd22jPqNRa68W2Ti0ZGv8+nbWBdp3xXz8t36piboSCkU2mjTCYUdn7obyWDjLgwtXBbpc/3Vh2gb/BQdysjAuTTRApLx8JtAdftlWPc78viyrYZdlm3UlDvQFn/wcvREjTv+4z0Pe+blyQV3J2J/j8Kz7VKYQBWrWNCBAxA/UB6ccWn8u6N0PjD8fyTTd/JKRojHqZOxvhlrl854rF+L+e1eAxEDEK8VixCUfez40LiHVPBKlPdKsNBa5PmHkruvqjVQEGzwCBRi/fojrBu5P+tDRuKcbieJTL4RhTRuuSj6fVSwzrtm7TtVAgGsyybjoMNSl0BlxswioUUxX3sKSXB1rPWn91/CfMuJ56CAWGmw56eOHY94mGfvC991OhklJfi8moSpVUvwPuXkoh2O2k+PoHAv4ocud/UP1qzEfPbxZ6fmsYugGLrXmPamC0S2bcF65OO3h/6tWWv/CVTzvkSQeNXq6Nslk+Bw/FkiN5wr8maE9adYc6GFezG+qNsQ6+xlKVYsQqAE49fZ7wb71Bq7c548CfOJmZlOAtUbz6JPme1zzXvgsND39N/XomCQXZA4XgcchOKGdjJSrbq4LNUxKulkjwFPvxQJ8a8+6cwV16qLGMCyUqUq5urMbs1urTqmNoFq9TIkkdmaRCl099vKxO+rQkUUqnrybmywsH0r2jr3fMis1zHG9iq4l0z7UrBb5KUZiK2q3xi7TvkpkCsiUrMujpUD+olMHh3+d3sefc7HWGeJtN4acCVX5uQi4fPgI0U+fBkJdPO+wHrB0WMTLw75Zxp2NPTrnqtFLrwx9nzvtdP9z4GcdonId59iJ9p3nsex0GsgYun8FA7yin2y1+mUdRymojhshYoi51yDY/39FzGXfs7VZbuuRhQnJlARxSV4Qounod+2BYFT877EwuDEq0O37vajqBCBD7+vin69N55FBaGsbKc68XezcZk7K/mykzEZ2qQFvpq2xPdGzfwtgj18Exbwzrw8sYDrz95Bh8gOFPfbaUvU6uXOY23WBgvg99+ApJ3yYmd+/Mk7qRSpKmt2DiYVGjYVef0ZXDbrdZElC7DY8sy/cdkvS53KVg3zkADUqTsWNPwcV7t3YqLpvw85QZB7diEwfflCHKebPar5mCok/5ku8twDzmSOiPcW9LkVMInZ51AE23w7G5Pv/5mOzPiuvfC3Tj38BfWbCpKNmqVvMaRCRQwUBwzDYnaiwWi5wUDKSAOQgUenp3rK5g1IlLKTonoNxESJHZywcR0CDkrDqsWYnDrdSnyI1D7fey0ClPKtClRXjHd+rlUPCVJdeqK9bdwcC7tESnrAAAAgAElEQVSpqpyUkRG+UJWTg3PKjeenvjJMRiYCMW68IPJ1fpqL6iOHHRv7/2kRWfazyMevi8wPBmod0BdVtv1UgezRH4mFb83E65wqixfgc7/+D7y+x58dX5X78Rdjy+VHb/X+e16MHQZuuwRtW0VrEaw4wiJEIIDJ6nlfoJ3dvAHHRftumMioXhPnNPP4Vy5Ccp0xZ5ZIr0GRg1VKYyt0w0w6Lf0RVaRzK+A8sWNr6Pbxtg9eQUBYqhOt/AYBR9O2Ex7/sp+S/1/GX7tQPeb9d7NY1aSFU4E53Zq1Rv/vhAhVL8352VRtc+s5wLt4QPVamBg74ngc25+8gaDp159BkMeg4ZEnCpf8gCqDkao4eikqdIJ7d+bjc7/s5/CFEz+2b8VCj0mW+m0V2hOzuGE/368+RKBg556o2FwWKlVGIYhY1d5/X4XA2szgucDseJYKuRVE9u+b2K5EB/TFecAdtJ0OLzyCvm7fwdgFMpK2ndGmeS0CJqN7P/SjX38Gk93GykUi029IbXXUaDIy8J5F6xu+9hTGBGdcFv63PoNDF+0fvx3VUA8eGrrjZCQ7d+A8uSKYMPXrcizkKoV2oe9h6Ee02Q8BuxeO9u77G30HYzEukcXeeB1wkPMe1qoTOoegFALrF82PXFTF79i4Uw8EPWxYi8/VnI8RsPaf6XgMfQaLdOia3BilQROM2+3/YWLPXnwME+PJVJiORzqqAiarXRf/Ox60sQL9fl2Oc9KFo53PdKUqSJLq3g/jkhbtkl9oaJlg4Y2LbsbYZ95XInM/cwqPNGnh7EzlVYDFaB2hYIdf0x5BQYdvPsb5ViQ0mCUZSqH9nvsZft+vOypC2otHcz9DAIU9Voxk1uuYf8jOwVdODhb6Q37Oxvec4HUys7zHQGYnvHEX+h9L2glU5jkMOQ5B5Vs3oY+69Ed82QlVbayEqjyfCVU3T0aC3zGn4H+ZILjMTJE+hznJJ3sLMNbeW4Dggic9dhpKxOgJSLp/7DbnsqU/Yrw+6rTQPuii/4l89xmeq9d508w5RSoOEI/dO7FguvFP57JI57ihY1AkwR2oV7kqgntfjrKr7M58kf99hZ2mlizAGLFBE5FhJ2LM3Lg5dgxwF0Jp3saptNxvqMjHb6IQiHHSuZgvfeJOZ7z181z0/6tWR2BeqpQUY6E8hMZrYgeeNWqGQIrZb4u8+KhzeW7F6EmrGZlORfb1a3H7rz7E7p6Nm2NOrc8g70DUY0/Fa2cK7Gxch4CHeJJ3W1mVjkedIbLkf5gH++RNfD6bt8G5rEM3JEunstp2Xmv0H9xJswceHJpAtXUTzt1zZuG9HXchKikn01f4baXItPNEJlweevmaVUh6cvfPlEK/zD4Oo6leS2TK7UiimHEnzgtDjkv88Xop2CPy+G1OgE4icyR9D0MShPkMFhejfbCff+9B4e3/1k34Ou+60L7h/K8wTrYDMRYvwBpQr4Een6UkTDsPhUDcu4+ZQkN3TPH3f1YtQfu2eAH65+MuRDBMpo/jK387+hvmeN2zK3zXG9MeNG4uctFN/nb2jFdRMLD+kzdFDh/lL4inqBCJgju24TamIvPKxUges1/XHdtQBfqHb5Fcefol3smHqbB5A4Kp3cmV0WzdFNxt6gP8XLMOzvt+dvSLxowXusSxA9m6NTjHV62O9zvefvHYSclVUza69Ez+f8Saz7z9Wew4/9m7Ig/fjHne/kPxOU/FLsO16yFR9qNXcQ64fiLmtc2OAXUijGeuewCFNJ++19/99ByAMXA6duSwA/D8Fpg86VwUqLITtEtDIgUs0qllewS1TYgyfxqpiFUiyVPx7EThVzufSXNuO/MxX7LBmgeK9fjKco3erU0C42p3e5Ns4rnZWTpR/Yc6c/fRjsF4vPAIxtSjJySWQPXqkxh7Dx6R2gQqe9cFo35jkfoecycfvoJ+Y6rktcLXcWcg2fxBq3hwRiYS6ew17Q7dMJcdq1CEfTxl56ZuXmZnvsgTd+CxJqNrgrv//PU4IqxH2vND776I3RXtceFrTyOQedDw8AQqrZNLvI7E7j+pDOwyOW1ScuuSWmOefNF8zKEs/QHFFJRCLNXQMUiibNUhGCuUwGd4wmVI1nOvMQ08GrFidjHhZLVo691fLCpCAkHLduHrgHk+2jitRd57AX2olu1FzpuKvloyzPxEpHbAnXjg9uZ/MGdx6W3pL7C57Ofwwsx+Eiq3bcaY4vP30TesVhOFbw52JSTaHn7bKSLg53jr3k/k+UecNdeKlUTuuSq5tbpKVbDmsmAOfs/JRbLkA9Mwn1aemT7OT3PDk0sbN0dBCvO6nnl52e9+fPhI7MLkldxuz6/5pbXI5vWYo7IToG6/DG1lRddcYKSx4tezkKCajKxsrJlWq4G2Ln9b+DrD7p0oHuUl0R22F80Xeepeka0bMTdxzCnxxf5dGiHmyUufwZifsotb+lGpMnZHHTgcBYI+exfrmgOPxtx4VZ/zcR+8gn7gbyviu/9UyclFDPLdV4hMvjn6deMpenrQYfjavhVxYd9+ikKDrzyBHfZ6DsCmAJFi2mp5FO189Bb0Exs0iV1484FpONfZO9HHkpEhctzpIg2bYLf4my9Ce+Nl5SL//5eolPxtEqiUUkNF5N8ikikij2ut42i1icrQS4+hczRyvMjhx8VfNWzel6jwZVcIsBec7Aoob83EdU+7GAMSY+pEBE8ddQJOiDu2oeLo77/g68sPnMrdKgMTOU1aIOO+SQuRpi1wkrVP6uvXovOUaKXWZ6dj4H3m5QgweP3p9CWeFBej42XvclNUiIHPudc6lQEjVXm95SJk2teqiwWjWnWDv9fBQC8VizDGZWOxO8PAKNXoUqVgNyYYM7OsoLgoz0UpdOBNAtWrTyIgof9QJ4Hq9mdF1v2GKiIL5yFQYdZrmFRp2wnVRDp1R3KVVydx0lT87YdvUDXZVNT+8w9nQf+so8JvZ2+5fcQYTGK16hC9qp9Rqy6q5g89DsHPX3+MTui8L7FI23MAkqmat018x7bSFgjgfYhmzy4sohbsDq0sOijGlrGJmP22kzg1YFho4MbY81Dta1Mw0Kh2PVQHLg3XTMdgwd7FIZKd2zAIadwcC88iCCpvHEw8TfcEQ+cDvSfjGjZF1c5EAv9j8VO1qs+h0Rf5zQTavybh81ypCipCDxwW/8D/6LEI1nvJFVC2eX3oBOMN5zkBU39F90Zw1xUY1F90s8h+CexoUK0GzrnuCrNGrECzrZuQjNLvcJGLTwyfIAqUYGJy/lf42rYZfYqO+6OiVNc+zoLeysX4XlKC/sBbM0MX2GfciWDDE8+J/3kaWuMxmp1I9u5xdiQpMN/3WH+LUc1x2IkizdqKLJqHyXmRyJUwX3oMu5ZFSt5JlFfg3OIFCJgpLAz/WyRHnZjaBCoRVJyNlEBlqj8fd0bpVTG9+Ba0NbEq6kUKCjkkRnBXVlZwO/JDMNn1yZuYMPv8PQT2DhqOSkyZmaHV18ZPDj8/v/gYFkNaWJM7BbtFPnsPwSKmn/zbStzfWZdjMieSQACL7Xai1JoVTkC3CM5fTVshQDGvFQK5atd3dpkRwTHvfqxrVonUqBU7QK8ojuMxmsEjkMwazUM3om2/9LbQMUWq9B7kJFCtXu6/avpZVyJ46LlSqAI763UkCI8+00mguuh4jCtKip32ulEzTPLffwMSVoy3/4sEA68Fcj+UEjnpPJGpVgXG7z9H8lGtuiLnXoNJ//Lg1MloF244N/xvnXo4P5vFgk/fwsLzey+ikvegoxFgoJTTb3j2PozN1gb7s1nZOE4OH4XgkdYd/QXPBQKhk+enXSJSv0nqq8t6UQrBWlMn4nm0jnPBx2sHqrefw+VeO9HWa4S+wdFj0bf+5mME2H/zCQIdew9Cv81dWCWRavQioYl9g0fg/hs0Sf9xGWvxxMxrfPgKxqnpCka1eQUj/boC7bY7MN4O+lq8AN8PPDi4A28HBNakcn5BBP/Xiwnm/uhVvK6NmzvJO0bVGuiPDDgK54Pvv8Bx9dpT+GreBm1dj4PDd1OL95h3a9QMwVAjTxOZcjLOudESJONlJ1Cdd53I9OtRkd+48h70e8x4IZrnH47//lWGk0yVnYMFt6xsZzeWSAEcC+ch2No+TqIlstWsg6BHE/i4bbOTTLX0R2cxvWIlJPjZBUO8bNuMXbc79QgPCOo/JHT3nmo1saNGo7zUJVANOU7ksJFYDH7ybmcXsVWLEfxvV/u+8zkkGX032zmXFxZGTlyNl72Lwb+vFfnjV8xpxZpfqFIVhRK8zkWDhocnUO3eKfK/OfjsLZ6P8V7dhghkOvBgzNvGmquyE6gyM0XGnBkaKDdoONrPV55wLlvwTWorvRptO4cXsXjyboyl9jsAySJml8vsHLQDdvBf30P9V+Gv3whVnUeMw3Hw6VsIAn/lCSTvNHQ9jsxMBKFdFNz97YJpkStx7srHTg4ikSudHjEaX0WFGL8tXoCv919CAF5WNs7rJqGqWRt/SSbRDDomPGjbDjr5/D30DQIBHENHHZ+az8TV96HYxr1XO5+NH79DImylyiKX34XPqK3XQP8JVCJ4nBdOw9zGyzOcz7+bHex426U4P3kFD9i2bEB/9o9fEazx7guJvRcZGZhzuTVYlXrisPDr9I5QAGX/vviyZeeIHDYi9LLHbnPmAhOZp376XgQrNGsbOg4rKkR/vecAkbNdc+/tumBOcvvWyAH2v/+CNYMFc9CvOP5s9B/8Jgm+/xIq6xZYQbl2gLvdZz1sJNbaUpmAaFvzi3OfU07B/OgBfaPf5om7UFhu4tWhj3vAMMw5GMt+wvhgzy68Rocek1zfL9YuKlecis9kh/0xB1lSgrnVBk1D71cHsJ7z2btYl9Eawaxjz3OqwieqpCR0B7N43HM1jvOLbk4seStVCXa16uI1S2dl6+o1RY48AX2En7/HHO47z4u884JI1544lpKVkYG+VMcD0JbYfZZIQaxNWiDg+OtZIk/eFfs+srIw95+q3Tg2rkM/aMEcJwiySnX/n/9BwzGPNHc2zh8isXe7T8bKxQgiXBTccW1vQep3l48kUBL/HHGi8wGx+Amq3r4VSYN+RTpGtUbQ9Ia1wa91SAYwv3ut+6drN7I3nkV/pVIV9H/M94pVRCpXQR82VeN9rXFOefu/sa+brHiOq0AAfYJ0+/FbrIskmti77CfM2aW6mGhfj/khr92nzA7kPfpjfX7hvNQ9hqxsxAS5eX2GmrbELjp2YpVbphXXVKVq6hKobpwksnWzU8wjUX4KLgYCCCRftwZztH+uwc/r1oQWuisuwpzIz/OcXYVFRG57GjEO9o7bDZqIjPNYl1q+EPEzfnc0SpQO4Pg/6wpn/OzXzh0Yl5pdpkxhxDr1McfX8QDM1acqmXT/vpivfmtm6OWjJ+CzOCOJRBe3SMVPrp0eub3wkyT6xF0oQNJzAGICUjUOGX4yxud+dyK3mbnvRHcPee9FFABxx55sXo/zlt1/ueMykSGjRY6xdrraEZw/XL0sNBEyEMDx9dk7GFeUlGAsMuZMrO/GipWMN5YyO0eknzUfefHNmAe468rot4ul5wAngSq3Ah575wNj74b54L+wFt4hyd0bE7X2V5H7pvrbmS+RBKVUq1oD4xxTgMQWa924pATxcGtWOglTa1Y5nyd7bmjzepExZ2Hu+vxR0f/vzAcwf9iuS2gMYiIyMnC/1WqJvDJDJH9H6Lpa5wMjP0/7/BJPn/3uq7DGdPldya/PxHLqhZhPs3didyepRVO9JubQDh8p8uZMrMt/8T5+P3xk7Pnflx7DfM3xZ6Mfbr+2bls3oU+bmSWSmRH8ORPfE+2f798XbcVDN2INKdWq18R4dtBwxFTPnY2NAZ57EOtRHfbH3Or+fULndiM9nxvORfGw9jGKVK79FXHnNr8FNA86HOsWD0wTufnC0L8V7EYi8qdv+ftfRKXob5FApZTKFJEHROQwEfldROYqpd7UWjMtkUpXfnAQvXgBOuJ+ZGWL3PBwePW+WBrmOQFjQ8cEE5qai9x6CRbIVy5CoocJ+BDBQv2z00VuujC0EzXsJGTum52B6jQITZIIBHDC/X2Vk1T16woExxgVK4dW/z92HDqNiZpyh7PryHsRtmVNlVsuQuXH3oOwkGVXHO/SE5W3HroRSRGjJ4TfPjsXHe8fvgkPXs3MEqlZG0EpJsnKJFglou9gBAt/GUdVwERNGpnc7StWDp8cUgqBTo2aIcBxbwEmiX6eh4WfFx8VeVHwenXqgYW4jq4BZP3GuG2/ISIXBKuJ3jzDe0G/qBDHq6lo128Iti1PhFIIUsprjYnXRfPwGfv8PQRxN2iKQI1ELJiDicDtaQhCdnvwX5hwilQ1aVdw0DjzAXy5xbP7Tiz2wLTvYCQY1K4XmkBVsbLImVNEbgkGFxx6TPIBI341yhO5+t8ItI/VUb/GCoo2CVSHeCTzpUvfwyL/rfcgVC21zwdGoARBYkXmqwiJIV4/exl4NAKNRLAosysfk8rGUI+tm7//3Jl8Nm1mSQmCO3oPSnxRIiMDlVk2XIwJEBEMvhZ889cGkSIiUqECFo7sydgv3kcQxub1IpvWO5cfeQISGpKpztSlJ86p9nEdyc4doTsv3vRE+PFeUoIFE5NAnb8dE4CdemBBpXPP6Al7pqJm70EIvr8gOBF02sUirzyJPkIsd12JZKi9BaHJUoV741tgzIwx1KhYGYP6/fvg92jVpC6YhsqCsSripYLXJEesxXX3uSwVcisgETBa4KJXdbad23HOXb1cZHmKd8U652oEQSRSHdFPUqaR1xqVcI+bIPLFByKz33KSegYMc16Tbr29Fz4+eVPkQ1e7NmUcJk7bdxVp3Exk4fzQ+xt5mlPN+pelVrLUSvQ1TFB+Zqazy2bTYKJU05b+AjBMQJy98GySTmJ9Xl58TKReYywgZJpJvkwnGT4jw/nZvtw8bqNWXUzoRdvFKTNL5LLbEZBtJ1D9/gva0C0bcIwlyl48uPF8VDEaOMxfklj7riLXPYgdW1K1YOtlxKkoPmH3cw/oh9c/KwuVrUSQcNCtT/gi4OtP4yuvVeKPoX4jPIY3nsXvMx/AhPd5U50KhH76TCbR7+M38N43bZnaAIH+Q5H88cgtznjZyMrCZ2XhPEyO9jkUv29ej4CwLz7Aua5hHo4BM05bsQjnvV6DMGZs0Ta+hcmf5mJh8+fvsbuhoRRe03qNRB6JUREsFeo3Rl/p7efwnOLhVWXcFLLIzIxcMVkp7D7RZj8kHf/wLRb2PnoVgal5rfE+mMWEH79FP7xZa38VN91q1sHYqbx58z/4TLbrkp7ddW3drcCUOvVx7ti6SWTyGBzvXXs7f/d6jcf56JslwyuJrGCPE6CzermzK7d7lwdbjdpIlhs8AsEV33+O8cdLj+OrVUfMVRmpWqDLzMSii520nAp25dScXMynTZ+K3S1FkKh43QMiLz/u9Hs2/Yn+sHvscM8LznircK9rnGUuMz8XOn8LGacFk/dNAtWmP70XUO+5Gm2LPRaNp32sUTt6QlWsHfquuz9yIYz6jZEAYnZeufrf6amCm5GBc8So07FjUp9DRY6fKPLe86GVYLOycL1OPTCPu3VT5GDOokKM1XbuwJh35w6RXeZn6/ed+bjM/M34ZSmSxTof6O85DB6B8/IO13Gdk+u8ht98gs/YwvlYpKxdD0kDPQ5Gmx1P4kRzV+KteV3s/twRY9C3MkGYzdqIHH0Szu352xEElgoDPOZRlv2EiqhHnRA63yCC/rO9228iAeS5FdBf6TcEgYqfvoW5PrP4awcr2Ym6XoFIf6zGe/fNJ07iwuoYlU6zc5zd3kaMwzl42U9OQtVrT4m8JggyiDjXHny/Z7/t7MTptUuvOwFHBJ+ZvNZOUnnnA3HujrdCbDRmfu0/9zsBRZ+8ifu94AbvMVsiAa/ZOQgSrF4TFXy91HM9r+U/4/MfzYw7nQStJi2QQJUo+/w3YhzGiZWrOjuXR9pJxqvYzcFHOIV5TN+vsEBk4jXxB+TntcLYNjNLZMG34WsP0x6NPrboexiC7Pod7v33G87FYxoxDm2c30RH4+UZODZHT8Bcn/t8ZMZ+FSohMTIeWuNztys/uCPYTo+f853dwkySe0YGns/8rxHkYaxcjCQ2u6CDCeTu3g8Jr4b9WE3wVY1aKEzoLmzg11szsXb32wqRLRtx2StPYO0hIyN0vmHYSahcXKeBM+d23dk4Jlt1dMYE33+Br6rVkWBz8BH+2gj7mJk+FUmh9mfgkVvQ57Tb2XgKau3ZibmJeAuTZGREDzL76qPQPlhRkdNnixQY1LVXehOojIxMBNt36YX+4OfvYdxszw1+/4WzlmvE0y9o2hKBxK8+6bSlkZJTzP8+6DB/CVQiON+aBKpn/o0xRpVqOL6qVA/+Xl2kajXsLBntsV95Gr43bo619uIiZx7ZbfMGJM+b/ryRlYWiF/nbMbf26K0Yv5jPS0aGFTzn+j0zE2tc9u/u2xn/vhZzESEFkiLMo8+ZJbJ5Y+hOXW/NdAormN1tvb67LzMuPkmkWy9/xQlnvY42KdXFwAz7Pd2yEUHWdr/34ZswFxTPTlX2/3ztKSRKmSQpe7dZlYF+c71GmAOr1xDzqfUaiVwXbJPTldTmTg5wUwrnMZNc5U62sn+P5fZLkajhLoJSlh69FTu5uucG06FBE/Q33P5cg/c7ViBsnQY416WaV+JSpB2SWnVE8rq9Tr96GfqifpKCUsVu/68+wxm3GPZjsdcZvvwAbVBWtms37hyRLFMsJttpq7Kyw4PBL78T6wImgeqx24Jtrev9W/sbdpHbsDb6cykqxHXWrUFQ/Z+/O9/tpPMq1dCXO6AvjqUXg0UMN61HoUv3Gmitukh0GXaiU+T3nAj98dsuwVhl7CQU70gX81r6SZ4pKkT/dWGwkOVvK/AcK1bG7YcGCxPXaxhff+KrD0U6RSj+6nb0WMyX2v2ZnFyM7f51vv/7jCVSAlW0sWeDps7PWuO85U4EnTMLcxbDTkqsiMXuXThe3G1TlWr4v3bi+Ya10ftlRtXqyc3Jv/IE1q+6ufpVl5+K73aMT/+hSFBaaM0hrfsNa7buoqhXn4EE+CrVRAYfi7Y23jhJL8VFkeeGDznSSaBq0BTFQP3uoByJu+02xfJM3zQSUxTXz3uYDu+9iL7G6Akii38ITQYtr4aM8k6gsueU9xZg/GOSpH5bIfL7amfslpOL8+dfBU5bIw7gvGBf4eYn/cefffoWYhVHnR5eXCYRSqG4UrXqKGjjjuNNhlcBhSHHoV1J9850Iji3n3OtyK0XOfFPifRhatdHHNOQ40TeeAZre5+8JXLkGOc6Woe3vzc94cwVzHrNmd94eYYzbjIuO1ki+mu8l+HEWJixnz1ONL/buvbCutID0+J/3vGo2wBxbUeegHPUd7OxKcATd6KfFWvX7JHj0Rd48bHY79FNM9Cf/2Vp5CLi0bTtjDni+6aGrp9cexbWogYe7S+ujqgU/S0SqESkp4is0FqvEhFRSj0vIseICBOoqHQVBQfXm9dHv54IBvyrlqCDnsigwCymjTkTHTRj905UgvvsXZzw9+/rbE/erQ8CzF54xKmumpWNhZ7DRyH49NWnnJ1ejIzgrlP1G2GRxyjYjYXhNcGkqt9XOX8bOkaS0rZz7OukyuYNmMjo3k/k5snhfzfBx5Eq9pltSk3ywJaN+Npqvm/C91+WYkDkN/vayykXoDP+9SyninHhXid5yPzv5x5EAJ0dQJuR6QqazXR+Nn/Lsjp0o88UKSlCJf03/xP/Yz3totjJNrkVnMAMORufnZ/nYZLm+8+R1BBrIrNiZe/kqakTMTi3BxmpqjCeleUsVO3eiUWpOR+HLpbG4/7g9qT2ZEOiSXax/LYCj7tdF+9FLVNNSSkE61WshNf3nqtT/1jad0Xn/YgxOK4jsSuc9LMSKMyAb/tWDFD/OpY9jnGvz4AJ3IomOwfVNE0CVWlUqTceucUJ0Iq1tXCsQc/xZyG4avsWkcnHY0K0uDC+RSgvvy7H4/vX+ZjwcldBatAk/DYPBwOS61gL4tc/lJpdunIrYBBqJvCWL8Skw4BhqAorgooq+dtQ8chUOt+4DpNnteqFPq6R45N/TCKYpIw10Js8Jjyx0WuyZtZr+MqtiPe9ez8EkcQK/rWrxZ95uRMUaRx0OBZQ337OmYiy5xnsQLG9e3D/VWvgfv/6quj63bospwKS13IqYCI4pwLa0mhJUfHo0hNJSrNed6qyqxjnj0RddjuSp3NyMPHw28rYO26ma4dCkywUqW3yul+7Yl+q27SMTCTmmUDiO69AoNGufKdSXSrflyrV8BkfMlLkh+9EPnkjtFq/OxjUuP9VTKL+stR5Pdp1wfmoZXsExNkJVCJYdDUJVCbRsGIlJEn1G4LveS2R6JFIhTm7srTd9znnGvQlt20J3bXBMLuEiojcf33892vY7c3ho6InUE253dnNwn4/r09iB7tIj+WEiQgEjafSYFYW+qAb9yDZvkIlvFem6p2fsZrn/7UmDYedGP73U6zFvD27Echk3sujx+Jc/kOwstvtzwaD0D4P/z/xGDraSaDq0A3JpNk5TkChn/6kCQD85E18ZWSg2EEqNWqGCdFzjwn/W89D0PdfvMDZZbd2ffQNh5+MAMNP3wptuy6+OfKCZzTm/di4Du1Sp+5IPJ5xR+j1Djw4egLV1k0IYMitKJKb5ELDkcfj3JsK974ksmoRkrFMYG+0AMTsHCRf9+iPz8d3s7Ez1QuPhF4vIwNBhKmctH73BSQqlBSLFJc4486SYue7/bP57sUscreKsJPSfx/CmNAeF151L467bz6JnRCSLHusatrO9t3Qfv/wjVPIRiT+KpqpYPcV7r4KAUUm2FYECRldemLuZ+2vaNtiqV0PC1pDjsPu5CaZyt6JKVoyVnngbgdzKyJwOc8AACAASURBVIicf4OzsGouGztJRBTaqVVL0M5VrhoafBFrZ7R4eAUf2CZMQT/M9FmS5U6o+vZTBC21bO99/VhBz/2GOOPw0lioNapUxRzXoGNELh/n7zamzXnuwegVr3Ny8Z5XqSZSuRoW4M3P7z6P65x2Seh8aiy5FdDX8LpfkyT9+O3oyw8chirQLdolPubwqqg8ekJ4Qvwx45wEqradQgNpUpVA5ZXgM2FK5F15lBI54WyRaZPwe6IJB+Z/teqArzFnidx9Jea716zyDnb0MnUizq+9ByG5IJHXpUIlZ85RBOfoJT8g6Nv029zadnLahq9nRS4kEOk806o9+qpVqmP8kYzbL3MSQ225FUROv8RJoMrOQVBkqhOZMzIwhqhey/v1N5+Trr3QrotgbixW4MuV9yARLJU78NrBMCaBymYnGXklVtlrQmat5+Tzw3dx88Mk+0y+EfO1WzYgifqhG3F5rGAiE0daOcL5fchojF0SrVTvt/8fz9ziBy8jsHP3zujJNJlZeH0qV8UOIUavQU6AypaNzrzjLcHdq6vVdNaTeg5Av0jE6SPUqO09d3DVvclVrX/zP9hVt/V+TtGrQAA7uQQCoXPBx5wSfvvxF4usWIgxhZ0QdNYVaKPjeWx24PCfvzvjYWPZjziXdDlQ5PP3sctBPG3CpOsTK/LgJdd6rF5rJib4237+9tpXt97OzoOlpU4DFPsZfjLGFKYdefgmzNXY8/LxJi1m56BS95cfYH4jUt8vEfZ7/MM3mA+PtEaRlR1MrKrmJFbZ44gxZyFhqm5DrLEtmBN5bdn0ASP1zTesw/eadbAmHCjB4woE8LP5/JjLtfm90HU91+2MlYux1jBouMhVZ4QnytvMHFhV6xgzcz+J6rg/+gp+inM+/zBe02590E6mml0kaopHO7R4Afrthxwhcs2Z8f//917EuKR+Y/Tr6jVyEqXq1I8dFBhPOxdpZ5cn7kIMxR6r0v2j76BYye6dCJbfvRPJXdF+37xeZE3wdzsRLJZN6xHI3W+I91xcWVjyAz5bHfaPnXA584FgMmLwS9nJixlo4+y/u3cHOGGi9/t8zZmYI24WY9eKEePSk6TklVDjtcO8CNY5s3NCb3PjBbjMz4446VC/CeZ27HmhbOt1stc37d0mEnHt/eHt9aolTntsM8mPsZw3IvS2tethLaddFyRVNMxD4pT7fk0ClQjOuZ0PFHnh0fBdpOwg9Uj98ZHjRQ4dgXOhSaD670PWuaNEpMQ674Rc7jrXRGOv2TRu7hTj8XLhaPRZMzNxvh9+Ms4ZzdslV9DWrL/7KZyYkYGEQffOL42bIxbOzI3cdokr1iMzcmyIfT0jkf6MffsLjvNui8+6MnRX2XhdMArvmdfOLIccFZpAddXpOH5iFVw86bzkdtX812P4rLt3VBp/cfA8tdNZ0xh3IQqE2Z/75QvRvz56LOYBzS5UNeugjT3goNTt1OUVX2Gr60pWatoSxVFM8eZE2P1Zc66v2xBz/ksizNuIiNzxLPrtn70bGpM5bVIwWdo6Buw1mrCce9cF7sTOaMVub3oc8yXu3clLy9P3Btd6fMZMxoq/EBGZdKzznCtXRZLUoOH4ntcK569o7Vk8bd3ZV4UWiRNBYmBWdnJ9h4MOx1jHFEIWibze5dc5w7FGXNvadd1rw4B0qlIV69ZXecQCxhs32ygPc5arlyEu0z4/nzcCcV61rbkzu9CKiVERQSyR+77HXYjzbElx6Ln4r9+tc3Gkn831zc7IjYPrS5164DVIxy5UXkxRrWPHi6xajF2pvAqt26rXxvzKt59izSGWqtVD4xPjbc/rNRK56h5nwwQRrKNOvBrHvVmLfuhGzIvnb3Pm11K1Yy9RHP4uCVSNRcQu7fS7iISkfCulzhKRs0RE8vISWEAg8sMECvhJ/mnfDQN9d4fdrzadUP2rRYTA0PEXo9JxxcpIIjEn6cpVsUNH4+aoojU0eEKqVBmLPfEkgFSohMQGO7nBBELbJ612XTAx67WI7a66XqlKeAB+y+BzbBNhEilZNzzsVD9psx/eF7sTaTq6bWK8r0o5E/mRqskHAsjG3roJFfXdmjTH90gTZiJ4jQaPwIT73M9CF3fsAJTeg1ydvODPJSXhlxcWOJcbQ6xJineeDw9YMxMekSYb7G3nW3XA442ldn1UATnkSAycflmCwDYToNHYqp5qnmu7CO9LzbpYuMprjUCvN571rvabbAWuSlVQHeXgIxCMaSqL2BV1zMAuUqWfq/+NCYOqNZAY8dLjiS/+mYFUpAHVrU87P3/+HnarszUMVtIZdToqxqRTt95YyO05IPxv7snFhnloy+yF8P5DEFTdMA8LuH8d38XOAMXruDffa9XDQnCkCl+2MWdiEOb12d7PtYCfWyF8R49ErFkZDL6rJZLTEQvXXgvbIqGDkv2647Wyg/bswM0e/TGpnZ0b/B6sSJhl/Wwut69z3dnh7bipFlelGtrqug2Dk2b/RZKOl+sewOJVbgUnADDR4LmOB2DhxU5ENufinFxMRJnXxlShFMFn7aDD8f2+6zAx23OAM0EyYWjoAmWycnJxnCycL9LQCsa0zzUHHISF7fpNQidHjIFHYyE+r7XI8LF4n+MZjJrnc8oF4clTRqXKONZ/motjKMeaADRtw9FjIx+HqdKmE5K4WnicX6q4Fi+atnR2HMvKRkBOszaYhIiWmBmN6ZtFCr6zK+z1PwILHV7XdVf8rlw1tJJKvDp0wzFkB0aa4F4/O5/2ORRJMYePwqRGXmt8Ds8+KnYSZiz2opJSWHD6M7jLXI06OH9v3YjPq5/jp00nTNL4neDPyHR2K1v7K9orkfD2WQTHTFY2+tAt2uGcW1Qocp5VJcfs6NDKOgbtvu251yJhqk795JPjeg3Ecx1iTRKZz3anA0ODbb0SqI46EckfYyfhcbv7eH8lIkToE65agnOxHbzXtKX3Y+1xMILgm1h/twPMz74K7Vrt+iKXeCQYxcO02YNHILls8f9QoWlvAYKEY6lWE/2y3oOcgIXiIkyyJZrEZxas3VX3vLTeD/0s02/IyBA5Y4qz61+tuiKHj8RXMomk2Tnoz2zZgABQc+yY/pKfz3bbTqg0N+UOVFhfvRTBku5KiomwPx85uThGV7sS2M24x2tcm52DXUr7Dsak+I0X4PJEE7yGn4I2+8RzkIBqzvsz7gg9J4vgGHIHNHXvhwAyEXxuo1Ug9ytSH6htJwQQ1vMothJpQadKVSfgumV7BJB19xnwXa2Gs3vQ2l9FXnsaFZ/7DxU5dTLGsRvWilzjscDSphMCIu0AQhOEG2kMbwc0Z2UHi3lkhX43P9u/ezHBivYu2ravPwoPpslrhddo2EkI5Lz/evQNE2GO8zadol9PxBk7H3UCzutjz8MOAV5zA2b8k6g2ndAO2udoc16N9Fh35WM+q2GeE6jfdzDOCx264TqfvxdfESCzW95RJ6AqsFdgS5v9cF/2sW369K19vK6tgmOleHYssJk+pz0GN++rvfCZW8Fpc20HH4EEquZtRLr1xc7SWzdHD1BJVKsOGD+ZvrmtQVOc93oPwhzgtPPCr2POSy3i2PnTff8i/nacN4Wj7KD/XgPTU2W5Vt3QxD8R51xhz1m523qjVQckNtu7hWRZY61jx6ONrRyc8/srYapq9LHsu8/jM9jnUOcyr10CTd/THv8cfIR3ApW5v8vvwuOOd9GwdUcEr9iFFMzP9ny21/hGKSSDPXkX+oVuqUgWtMe4ZhcsO6nKjGvtHdgizZ81b4sgnXqNvP8eTbUaGLc8MC2++blRZ2Cuqko1VDZ/9Unv3eLifSw9D3ECsrz6ju27om244m4c85s3oC/3wA3h161YKTSYVwTzIZ++LXKszwRDN3u+1syPZ+eEt4NKocr0rNcQFOlOlPDaNSsRSiFJ3SuByuyaYwfORupbmXbsxsecyuMmCSFW4G0s7vnonNzw4m3d++H8Mv4i7/9ht6816zjjn0TktcZ4vXY9vH616zvnVT+75uYFx4hmbcPtuATnZww7eSqvNRLg7SQKM+/p5/N6yJFYV6vbEHNrdnKU+fmvy4LtvD2uWThf5J6rQuf57fdi0lT0jf9c4yQqnDrZ+R/mul4JoyLJBxJOf9UZu3Y+EGOdyTcGC9gFTRgaPpdhzqX9Dnd2EjPPdeRp3vP3sZjzavd+CHTK3yayYrHTNt0x0zmPbViH8Y/XblKRdmbz0x/xktca40v7NWgaPM73O0Dk5Aui74ox8wF8Nu1duMx4NtcjOD4e7jFP9VooiBZNVjbeH5NAdc10rK3k5OI89r+vEy9cNnQMChV5tc9+xgRmfilSO3LXfxHsuGc3Cvvlbw/u+hn8nr/d+nkHkn3t3WsOH+n8bNbg7OPCThw7YSI+t42aiZx1ZPhjMY9xwpTEjy0v5rx969PO+9CsNebf7cc3Ypyzq/SNj+O4z8l1bv/IO86utF7f9+4N3d3WfDeFps66AvMXS34QuTdGsvTtzzqfO68EKnudJRH9hzqFX0+5AOfEatWdQOY7ZybXFj74ZnLFSY483vl5/774DEUSKflvyYJgQSfrs5eRGdxBqor3bWIJlDgJWFeMD/97/cZOgZhbnvQXxHusx/+JRzxzA3c957SlO7aJvDIjcj957mdOIRw7kSRawrPNPufZxl+M9n/1sui3T+ScF0msdtzrWB0yyhlbdeuDQF8RkYlXiaxcgv5pWbjgBrwPa1Y5uwLZu/McMQYJjCIitz1j7eZofxWF7/Bovgr2iHz0Km7vNba8xerb22OiCVOCiZKNRSaPjvz4jzwBcykNm2IdNt5CDief7+yY3G9IeAJVLErhMbjN+djZWcvMX/61q6G9u4V1eWaMz7c9R3vYsdET2voNQV+7XWfvgsWJuu4BjMd/+s7f9SPd98CjnbmRzCysaxWZ5OUosU/25YbX5y2eBIVeA53A9Fut5JtEkqdGnynyUjD4f8yZTuKsu4CZ/Zg77I/7+mM1dop0x9TZ4ini46VhUxTnHTkeSRiGveOwXRSuay/E3F0cPMZbdRSZdB3mcBbOcxKoprgK2aVC9/6IpaleC7ubisReW7bjG5N10rnOz+Mne5+jjewcp1CV3Y7VqIX3c721HvX5+87P9lgkbEnadUG0NetbnnT6zAcejOID8RgyKvZ1YvlprrPe41eP/pi3jeToscEip63Qh01FUdsO+3tf7k6eEsH4srgo+bXCrr2wPmfO+36Nu9D78iHHYX5wU4JFRWM58ZzQBM9I7HlZcx4Vccbg8WreFkV2lvzgFDM45Cis2Wze4H0bE4uRkyvy4Bs4VxQWIvlOJLU7jz73INpyuz9p1tb8MH16s9FDopRy4rmPPzt64ahGebh+70Fo//3u/mjigUYkMJ9s4mxNYv5194ePX9b+hj5h4+ZOMWH3rmpEpUDpaJnJ5YRS6jgRGaq1nhD8/RQR6aW1nuR1/R49eujvv//e609E9E+nNb78BCCY9jHVu0oEAuH3byYF7cu1RpUzdwchEMBjSuXjinZfyTzWuO7f5/tCREREVFLir2pUpD6GVx+nNAVKkOjjpz+X7GMt6+dK5VM8x6Dn7T3GJMl+3srjmMAUo6hQKfHXKp5xZaTX1ev26WgbvO4r2vvqfqyBAJIaM7MwGZ4R5zEWaVxZXBy+CJ7sY42H53MtQTFI97nI6/zk9XlL1xg60vsi2t/rWlKC2yZ6bAVKRESFzxcEAuGvS3ExLgt7rBJ++5Li5Ko8FhWGB+kVFzsVre3HX1ISfl2v23s911TwfKxF4YmCJpjEfd29Bcnt+LK3IDyY3Ow0Y9+X1riuu8r23gJcz36sxcU43hMNlAwEk8bdyUxez7W4CJ83+3jTGpe7779wLy5LtG0oKgxWQ7aPoQDuz+t4d3/evG6firahpMT7s+1uk0uzbSguxu3t1yVQgsROd3GT/G1IZrPvq6gQz80+BrTG7ZPZ8S5/W/j9797lFJoxSkpwfnMH6ezYhoVe+3Ut2IPfE/0cFu5Fm+cOMNu+Jbwy78587JZpP9aiQgRZu3cC8rp9PLZvxXO135e9BXgf7HZAaySpu+8rfzuek31smSDLRAP/i4vxens912o1Xe/LbrQN9vsSCCBov5rXMVg18c/hrnzcj33eMsHu7mNo2+bQAknm9lnZoY+1pASPtXqChcK0xn25d6nesQ1BDfb7srcA74v7dd26Kfz2O3fgc5lo4aTdu3BM2cdQoASPy/26bN8SPAZ9vC9bNkZOyvHD67lGel925YcfQ9s24zNgH4Ommn2igavJvi9FhfgcuNs8r9vHY9tmPH/7fSnYg/fRnUTgdV/52zDWstuxwr34SrR9Ly7G++L+vGzdhOMq1nk/EEA7FnYMbsVnONHEjUhtdsEef0nKu3fhPBrSjpWgUEoySc5e58Kd+fhchrXZheHv645t4Z8Br3NpPDyfa0Bk1w6Px7oDnyu7jxHPuTRZe3bh+PfzvmzbjPOTfS7d+CeuH0+iim33ThxDdptXVIgEiKYtQ9+D7VvxOO02d+smBKu5g/7W/obgukT7yevXokK8fS7cuA6P1V3Yae1v4QUXt2zE581+XfcW4Pkm2mYVF+MYsIsuBALYIaJmndDXausmnDvt13VvgcgvS1EoyP5sbPwTgdGp2mlDBO/hrnzvc6G7j5O/DTs42eeHQADXTaZ99/psR3pfduWHn3e9zsW/LkcbYieoupnEqr92gTO/l4hs24L7t/+v1jgu3H2s1ctRHM0+l0Q6l/75e+iufvHasBbPyX5fdmxD22DfV1EhCuk0bRV63dXLEDhqH0N/rMbjTXSHwO1bcWzbySMlJdgdsk3n0GP4j9XhO20X7EYyl13ATmu8h3mtEu8n/7Ear5XdR/ljNV4vux0KlKBwb6sOofe1ZSPGDnaCauFefA4SLbpTsAfBwXmtnfY5EEASQKsOocfQlo14H91t9qol4e/Vovl4XxM976xchHGxfWwW7sXxZic+BwJ4X5q0CG/HRJJrB7x4tdnLf8b7ah9Dewtwjg5pc0twXLVsH3re3r4Vx2SiOyrlb0Mb736uf6wOLx6zfi3abLsd25mPhG77tQ4EUPSvQ7fEj/f1a7FDYkibvd0pSmJojTbbfv20RiHeOg1Dx8sb/0Tfw08RDC/xtNk7tuF9st+X4iK8ru6CI3+sRqB9oruabd+C84O7n+zV9/R6rF59nKJCvN6JjgujjQmqVAt9rnsL0Pd0P9b1f4S3F17n0mQFSlCwwP0Z2rAW50L7GM7fjufmHit5nffjkb89vO/rNSYoLsYx7L7u5vXh7bjXfHQ8du/C++K+L6/55KJCJ6HViLROsGdXcgmpXvPRkZ5rxMfqmk8uLsJjTfS4KinBbvfuY9jruRYXiYgK7UtojcflnhvaswtFSBKdT17/Bx6T/R4WBxO07ccVCOD9rlQ5/HVxrxMkS2u8h+7XumA3nr99DJmdjd3rWpHWNEwydSL2FuCYst+D4mK0YzXrhI8f3POeWzbi8bo3CfH6bMfD6/Yb/0TbYLevgQDe11S2jUQWpdQ8rbVnJY6/SwJVHxG5Xms9JPj7lSIiWutbvK7PBCoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKif45oCVTlqKxvVHNFpI1SqoVSKkdEThCRN2PchoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj+4RLcZ750aa2LlVKTROQDEckUkSe01gvL+GERERERERERERERERERERERERERERERERERUTn3t0igEhHRWr8rIu+W9eMgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIior+PjLJ+AERERERERERERERERERERERERERERERERERE6cIEKiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLaZzGBioiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj2WUygIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJ9FhOoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiGifxQQqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiItpnMYGKiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPZZTKAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIion0WE6iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIaJ/FBCoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi2mcxgYqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI9llMoCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKifRYTqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhon8UEKiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLaZzGBioiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj2WUygIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJ9ltJal/VjSDml1EYR+bWsHwftE+qIyKayfhBERKWEbR4RUTi2jURE3tg+EhH5xzaTiCgc20YiIm9sH4non47tIBFROLaNRETe2D4SUSTNtNZ1vf6wTyZQEaWKUup7rXWPsn4cRESlgW0eEVE4to1ERN7YPhIR+cc2k4goHNtGIiJvbB+J6J+O7SARUTi2jURE3tg+ElEiMsr6ARARERERERERERERERERERERERERERERERERpQsTqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhon8UEKqLoHi3rB0BEVIrY5hERhWPbSETkje0jEZF/bDOJiMKxbSQi8sb2kYj+6dgOEhGFY9tIROSN7SMRxU1prcv6MRARERERERERERERERERERERERERERERERERpQV3oCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKifRYTqGifopRqqpT6VCm1SCm1UCl1YfDyWkqpj5RSy4PfawYvb6+UmqOU2quUutT1vy5USv0c/D+To9znUKXUUqXUCqXUFdblk4KXaaVUnXQ9ZyL65ypnbd4MpdQPSqkflVIvK6WqpOt5ExFFU87axqeUUr8opRYEv7ql63kTEcVSztrHL6y2ca1S6vV0PW8iokSUszZzkFJqfvB/PK2UykrX8yYiiqaM2sYnlFIblFI/uy4fHbxtQCnVIx3Pl4jIrwTax7HBtZSflFJfK6W6Wv/Ls0/ocZ+nBv/vcqXUqdblNyml1iildqbzORMR2cpZO/i+wpr1QqXUw0qpzHQ+dyKiSMpZ2zg7eHuzLlMvnc+diCia8tI+KqWqWu3iAqXUJqXUvel+/kRUPiitdVk/BqKUUUo1FJGGWuv5SqmqIjJPREaIyHgR2aK1vjV4oqyptb48OCBoFrzOVq31ncH/00lEnheRniJSKCLvi8hErfUK1/1lisgyETlMRH4XkbkicqLWepFSan8R2Sois0Wkh9Z6U3qfPRH905SzNq+a1npH8Hp3i8gGrfWtaX4JiIjClLO28SkReVtr/XK6nzcRUSzlqX10Xe8VEXlDa/1Mmp46EVHcykubKSJLRORXETlUa71MKTVNRH7VWs9I7ytARBSutNvG4HUPFpGdIvKM1rqTdXkHEQmIyCMicqnW+vt0PW8iolgSaB/7ishirfVWpdQRInK91rpXHOPoWiLyvYj0EBEdvL/uwf/XW9B/XK61ZqE7IioV5awdrKa13qGUUiLysoi8pLV+vhReBiKiEOWsbZwtHDsTUTlRntpH1/XmichFWuvP0/fsiai84A5UtE/RWq/TWs8P/pwvIotFpLGIHCMiTwev9rTghCta6w1a67kiUuT6Vx1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            "text/plain": [
              "<Figure size 4320x2160 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GRpy_6Fn29rJ",
        "outputId": "4870da3e-6c78-4dc3-aa12-1ce4cb1c543f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.select('sector').show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+-------------+\n",
            "|       sector|\n",
            "+-------------+\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "|Capital Goods|\n",
            "+-------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FTlxRGkw6jCu",
        "outputId": "43028000-9185-4b58-ed0d-30f9e5bd91dd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.select(['open', 'close', 'adjusted']).show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------+---------+---------+\n",
            "|     open|    close| adjusted|\n",
            "+---------+---------+---------+\n",
            "|     54.0|    52.75|    52.75|\n",
            "|    52.75|    52.27|    52.27|\n",
            "|52.450001|55.200001|55.200001|\n",
            "|56.209999|56.779999|56.779999|\n",
            "|56.849998|     62.0|     62.0|\n",
            "+---------+---------+---------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EsZfCrIZ6qkd",
        "outputId": "f1a63443-ed6c-432c-b220-81283a574ee5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.filter(data.adjusted.between(100.0, 500.0)).show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+----+------+----------+----------+----------+----------+----------+------+----------+----------+-------------+--------------------+--------+\n",
            "| _c0|symbol|      data|      open|      high|       low|     close|volume|  adjusted|market.cap|       sector|            industry|exchange|\n",
            "+----+------+----------+----------+----------+----------+----------+------+----------+----------+-------------+--------------------+--------+\n",
            "|  93|   TXG|2020-01-24| 95.459999|     101.0| 94.157997|100.790001|328100|100.790001|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  94|   TXG|2020-01-27| 99.760002|104.892998| 97.019997|103.209999|334900|103.209999|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|  95|   TXG|2020-01-28|104.620003|108.269997|103.297997|106.620003|245400|106.620003|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "|6893|  ABMD|2019-01-02|315.940002|320.709991|307.029999|309.959991|590000|309.959991|   $13.39B|  Health Care|Medical/Dental In...|  NASDAQ|\n",
            "|6894|  ABMD|2019-01-03|    307.25| 311.73999|293.660004|302.290009|665300|302.290009|   $13.39B|  Health Care|Medical/Dental In...|  NASDAQ|\n",
            "+----+------+----------+----------+----------+----------+----------+------+----------+----------+-------------+--------------------+--------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IYWm7iDy8dHC",
        "outputId": "df39d2c1-b00c-4b47-af0a-4afb44b1382d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "from pyspark.sql.functions import col, lit\n",
        "\n",
        "data.filter( (col('data') >= lit('2020-01-01')) & (col('data') <= lit('2020-01-31')) ).show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+\n",
            "|_c0|symbol|      data|     open|     high|      low|    close|volume| adjusted|market.cap|       sector|            industry|exchange|\n",
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+\n",
            "| 78|   TXG|2020-01-02|76.910004|77.989998|71.480003|72.830002|220200|72.830002|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "| 79|   TXG|2020-01-03|71.519997|76.188004|70.580002|75.559998|288300|75.559998|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "| 80|   TXG|2020-01-06|75.269997|77.349998|73.559998|75.550003|220600|75.550003|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "| 81|   TXG|2020-01-07|     76.0|77.279999|    75.32|75.980003|182400|75.980003|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "| 82|   TXG|2020-01-08|76.089996|76.949997|72.739998|74.839996|172100|74.839996|    $9.31B|Capital Goods|Biotechnology: La...|  NASDAQ|\n",
            "+---+------+----------+---------+---------+---------+---------+------+---------+----------+-------------+--------------------+--------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i5LKNfTGAEl0",
        "outputId": "1c9066c5-e8ab-4447-e236-0582bcad6eb1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        }
      },
      "source": [
        "data.select('open', 'close', f.when(data.adjusted >= 200.0, 1).otherwise(0)).show(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+---------+---------+-----------------------------------------------+\n",
            "|     open|    close|CASE WHEN (adjusted >= 200.0) THEN 1 ELSE 0 END|\n",
            "+---------+---------+-----------------------------------------------+\n",
            "|     54.0|    52.75|                                              0|\n",
            "|    52.75|    52.27|                                              0|\n",
            "|52.450001|55.200001|                                              0|\n",
            "|56.209999|56.779999|                                              0|\n",
            "|56.849998|     62.0|                                              0|\n",
            "+---------+---------+-----------------------------------------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "exczz-BFBd9N",
        "outputId": "43641b12-f454-4d4c-b64f-f945117faf01",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        }
      },
      "source": [
        "data.select('sector', \n",
        "            data.sector.rlike('^[B,C]').alias('Sector Starting with B or C')\n",
        "            ).distinct().show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+--------------------+---------------------------+\n",
            "|              sector|Sector Starting with B or C|\n",
            "+--------------------+---------------------------+\n",
            "|         Health Care|                      false|\n",
            "|       Capital Goods|                       true|\n",
            "|Consumer Non-Dura...|                       true|\n",
            "|    Public Utilities|                      false|\n",
            "|   Consumer Durables|                       true|\n",
            "|             Finance|                      false|\n",
            "|      Transportation|                      false|\n",
            "|       Miscellaneous|                      false|\n",
            "|   Consumer Services|                       true|\n",
            "|              Energy|                      false|\n",
            "|    Basic Industries|                       true|\n",
            "|          Technology|                      false|\n",
            "+--------------------+---------------------------+\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3MBAUrelDvBO",
        "outputId": "1e0e48c0-fdb1-4f57-de76-8db6350a17eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        }
      },
      "source": [
        "data.select(['industry', 'open', 'close', 'adjusted']).groupBy('industry').mean().show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "+--------------------+------------------+------------------+------------------+\n",
            "|            industry|         avg(open)|        avg(close)|     avg(adjusted)|\n",
            "+--------------------+------------------+------------------+------------------+\n",
            "|Finance/Investors...| 5.134401785714286| 5.136630739795919| 4.991354066964286|\n",
            "|       Miscellaneous| 16.38588266938776| 16.35987909030613|16.148959322959183|\n",
            "|Investment Banker...| 58.95058094575029|58.983085960826294|58.157837258903065|\n",
            "|   Food Distributors|43.274508569354644| 43.27317810574859|42.910476083578644|\n",
            "|Miscellaneous man...|15.660586409948984| 15.65093486096939|15.369818847193866|\n",
            "|    Ophthalmic Goods|108.50137892138572|108.54045987608258|108.52516121052633|\n",
            "|        Broadcasting|24.916787464825223| 24.91738845539514|24.699102029625255|\n",
            "|Agricultural Chem...|22.046413928996614|22.042051076318053|21.635093418154767|\n",
            "|Biotechnology: Bi...|24.808083192324542|24.803587149935442| 24.74507997827319|\n",
            "|Other Specialty S...| 84.80718810562882| 84.80276550929834| 84.55525036482379|\n",
            "|Biotechnology: El...| 33.36891734535045| 33.33611913546892| 33.21022605613573|\n",
            "|Other Consumer Se...| 43.67010744224583|43.658688711464606|  43.4349898087902|\n",
            "|Electric Utilitie...| 41.35569183903091| 41.37105559357328| 40.39245735242015|\n",
            "|     Specialty Foods| 65.22351357692312| 65.22317585370249| 64.18661875197694|\n",
            "|    Plastic Products| 31.69500596129026| 31.70773089354834| 31.40776585092165|\n",
            "|Precision Instrum...|24.476071367346933|24.506250015306108|24.506250015306108|\n",
            "|        Water Supply|  40.5804830820354| 40.58487374462944| 40.17332791487649|\n",
            "|               Banks|21.441229607680004|21.440168331039978|21.029210073439987|\n",
            "|Farming/Seeds/Mil...| 27.74014344411733| 27.74297949099047|27.022539238958878|\n",
            "|Medical/Nursing S...|  71.0372895288078| 71.09947781274889| 70.77964412074775|\n",
            "+--------------------+------------------+------------------+------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zkSdYUdRGkkk"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}