03_Visualize_Reviews_Dataset_Glue_Spark.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "# Visualize full Amazon Customer Reviews Dataset with Spark and AWS Glue Interactive Sessions\n",
    "\n",
    "In this notebook, we will query the full reviews data using AWS Glue interactive sessions with PySpark. With [AWS Glue](https://aws.amazon.com/glue/) interactive sessions, you can rapidly build, test, and run data preparation and analytics applications. Interactive sessions provides a programmatic interface for building and testing extract, transform, and load (ETL) scripts for data preparation. This is a powerful tool for data engineers and scientists who are doing interactive development on large datasets which require distributed computing because they do not need to manage infrastructure for Spark clusters.\n",
    "\n",
    "In the data science lifecycle, exploratory data analysis (EDA) is an important step for data scientists and engineers to gain an intuitive understanding of their datasets. This intuitive understanding then guides decisions which come further in the ML lifecycle like model training, deployment, and monitoring. In this notebook, we will use PySpark and Spark SQL to do EDA and associated visualizations of the Amazon reviews dataset.\n",
    "\n",
    "**Please Note: if you are running this workshop on your own AWS Account (not an AWS lead workshop), you will need to update your SageMaker execution role IAM permissions via the documentation [here](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-notebooks-glue.html).**\n",
    "\n",
    "![glue-interactive-sessions](./img/gis.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Dataset Column Descriptions\n",
    "\n",
    "- `marketplace`: 2-letter country code (in this case all \"US\").\n",
    "- `customer_id`: Random identifier that can be used to aggregate reviews written by a single author.\n",
    "- `review_id`: A unique ID for the review.\n",
    "- `product_id`: The Amazon Standard Identification Number (ASIN).  `http://www.amazon.com/dp/<ASIN>` links to the product's detail page.\n",
    "- `product_parent`: The parent of that ASIN.  Multiple ASINs (color or format variations of the same product) can roll up into a single parent.\n",
    "- `product_title`: Title description of the product.\n",
    "- `product_category`: Broad product category that can be used to group reviews (in this case digital videos).\n",
    "- `star_rating`: The review's rating (1 to 5 stars).\n",
    "- `helpful_votes`: Number of helpful votes for the review.\n",
    "- `total_votes`: Number of total votes the review received.\n",
    "- `vine`: Was the review written as part of the [Vine](https://www.amazon.com/gp/vine/help) program?\n",
    "- `verified_purchase`: Was the review from a verified purchase?\n",
    "- `review_headline`: The title of the review itself.\n",
    "- `review_body`: The text of the review.\n",
    "- `review_date`: The date the review was written.\n",
    "- `year`: The year derived from the review date."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to the Glue Interactive Sessions Kernel\n",
      "For more information on available magic commands, please type %help in any new cell.\n",
      "\n",
      "Please view our Getting Started page to access the most up-to-date information on the Interactive Sessions kernel: https://docs.aws.amazon.com/glue/latest/dg/interactive-sessions.html\n",
      "It looks like there is a newer version of the kernel available. The latest version is 0.37.4 and you have 0.37.0 installed.\n",
      "Please run `pip install --upgrade aws-glue-sessions` to upgrade your kernel\n",
      "There is no current session.\n"
     ]
    }
   ],
   "source": [
    "%stop_session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Additional python modules to be included:\n",
      "seaborn\n",
      "psutil\n",
      "Previous number of workers: 5\n",
      "Setting new number of workers to: 10\n"
     ]
    }
   ],
   "source": [
    "%additional_python_modules seaborn,psutil\n",
    "%number_of_workers 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Authenticating with environment variables and user-defined glue_role_arn: arn:aws:iam::124111238543:role/sagemaker-studio-vpc-firewall-us-east-1-sagemaker-execution-role\n",
      "Trying to create a Glue session for the kernel.\n",
      "Worker Type: G.1X\n",
      "Number of Workers: 10\n",
      "Session ID: 6d5dd9b6-6741-4100-bea7-914be1ff3f98\n",
      "Job Type: glueetl\n",
      "Applying the following default arguments:\n",
      "--glue_kernel_version 0.37.0\n",
      "--enable-glue-datacatalog true\n",
      "--additional-python-modules seaborn,psutil\n",
      "Waiting for session 6d5dd9b6-6741-4100-bea7-914be1ff3f98 to get into ready status...\n",
      "Session 6d5dd9b6-6741-4100-bea7-914be1ff3f98 has been created.\n",
      "<pyspark.sql.session.SparkSession object at 0x7fd4ccbc25d0>\n"
     ]
    }
   ],
   "source": [
    "spark"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set Seaborn Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set_style = \"seaborn-whitegrid\"\n",
    "\n",
    "sns.set(\n",
    "    rc={\n",
    "        \"font.style\": \"normal\",\n",
    "        \"axes.facecolor\": \"white\",\n",
    "        \"grid.color\": \".8\",\n",
    "        \"grid.linestyle\": \"-\",\n",
    "        \"figure.facecolor\": \"white\",\n",
    "        \"figure.titlesize\": 20,\n",
    "        \"text.color\": \"black\",\n",
    "        \"xtick.color\": \"black\",\n",
    "        \"ytick.color\": \"black\",\n",
    "        \"axes.labelcolor\": \"black\",\n",
    "        \"axes.grid\": True,\n",
    "        \"axes.labelsize\": 10,\n",
    "        \"xtick.labelsize\": 10,\n",
    "        \"font.size\": 10,\n",
    "        \"ytick.labelsize\": 10,\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Helper Code to Display Values on Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def show_values_barplot(axs, space):\n",
    "    def _show_on_plot(ax):\n",
    "        for p in ax.patches:\n",
    "            _x = p.get_x() + p.get_width() + float(space)\n",
    "            _y = p.get_y() + p.get_height()\n",
    "            value = round(float(p.get_width()), 2)\n",
    "            ax.text(_x, _y, value, ha=\"left\")\n",
    "\n",
    "    if isinstance(axs, np.ndarray):\n",
    "        for idx, ax in np.ndenumerate(axs):\n",
    "            _show_on_plot(ax)\n",
    "    else:\n",
    "        _show_on_plot(axs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Set Glue Database and Table names to query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "database_name = \"default\"\n",
    "table_name = \"amazon_reviews_parquet\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 1. Which Product Categories are Highest Rated by Average Rating?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------------+------------------+\n",
      "|product_category        |avg_star_rating   |\n",
      "+------------------------+------------------+\n",
      "|Gift_Card               |4.731363105858364 |\n",
      "|Digital_Music_Purchase  |4.636945897383845 |\n",
      "|Music                   |4.440540705473373 |\n",
      "|Books                   |4.340540167594962 |\n",
      "|Digital_Ebook_Purchase  |4.312491185831222 |\n",
      "|Grocery                 |4.3122209651867776|\n",
      "|Video_DVD               |4.307379993803094 |\n",
      "|Tools                   |4.26214078611011  |\n",
      "|Musical_Instruments     |4.251038036164822 |\n",
      "|Automotive              |4.246242829469048 |\n",
      "|Shoes                   |4.2414026795449224|\n",
      "|Outdoors                |4.239963115827751 |\n",
      "|Sports                  |4.229078730400938 |\n",
      "|Luggage                 |4.223774961905526 |\n",
      "|Toys                    |4.218104581238039 |\n",
      "|Digital_Video_Download  |4.207548770783551 |\n",
      "|Kitchen                 |4.20729367860571  |\n",
      "|Video                   |4.20092865030212  |\n",
      "|Beauty                  |4.187224635589001 |\n",
      "|Home_Improvement        |4.182261666996131 |\n",
      "|Home                    |4.1785132920622035|\n",
      "|Baby                    |4.164214487790478 |\n",
      "|Health_&_Personal_Care  |4.161769909446729 |\n",
      "|Jewelry                 |4.144090266004357 |\n",
      "|Pet_Products            |4.143657113028479 |\n",
      "|Watches                 |4.140102367791976 |\n",
      "|Camera                  |4.130621179490526 |\n",
      "|Apparel                 |4.105233930306817 |\n",
      "|Lawn_and_Garden         |4.093072570558454 |\n",
      "|PC                      |4.088439919438485 |\n",
      "|Furniture               |4.083872539490592 |\n",
      "|Office_Products         |4.072724600234801 |\n",
      "|Video_Games             |4.060589907801332 |\n",
      "|Electronics             |4.036143941340712 |\n",
      "|Mobile_Apps             |4.0350316122744765|\n",
      "|Personal_Care_Appliances|3.9783471379461504|\n",
      "|Home_Entertainment      |3.9091972569584508|\n",
      "|Wireless                |3.892277254145134 |\n",
      "|Digital_Video_Games     |3.8531262248076406|\n",
      "|Mobile_Electronics      |3.763966945292367 |\n",
      "|Major_Appliances        |3.71618455949887  |\n",
      "|Software                |3.5673316088678444|\n",
      "|Digital_Software        |3.5393303553935973|\n",
      "+------------------------+------------------+\n"
     ]
    }
   ],
   "source": [
    "df = spark.sql(\"\"\"SELECT product_category, AVG(star_rating) AS avg_star_rating \n",
    "    FROM {}.{} \n",
    "    GROUP BY product_category \n",
    "    ORDER BY avg_star_rating DESC\"\"\".format(database_name, table_name)\n",
    ")\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Store number of categories for later\n",
    "num_categories = df.toPandas().shape[0]\n",
    "\n",
    " # Store average star ratings for later\n",
    "average_star_ratings = df.toPandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "# Create plot\n",
    "barplot = sns.barplot(y=\"product_category\", x=\"avg_star_rating\", data=df.toPandas(), saturation=1)\n",
    "\n",
    "if num_categories < 10:\n",
    "    sns.set(rc={\"figure.figsize\": (10.0, 5.0)})\n",
    "\n",
    "# Set title and x-axis ticks\n",
    "plt.title(\"Average Rating by Product Category\")\n",
    "plt.xticks([1, 2, 3, 4, 5], [\"1-Star\", \"2-Star\", \"3-Star\", \"4-Star\", \"5-Star\"])\n",
    "\n",
    "# Helper code to show actual values afters bars\n",
    "show_values_barplot(barplot, 0.1)\n",
    "\n",
    "plt.xlabel(\"Average Rating\")\n",
    "plt.ylabel(\"Product Category\")\n",
    "\n",
    "# Export plot if needed\n",
    "plt.tight_layout()\n",
    "# plt.savefig('avg_ratings_per_category.png', dpi=300)\n",
    "\n",
    "# Show graphic\n",
    "#plt.show(barplot)\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Which Product Categories Have the Most Reviews?\n",
    "## _This query takes a minute or two.  Please be patient._\n",
    "\n",
    "Note that in this cell, you are using PySpark syntax to process the data in your Glue table while the previous section was using Spark SQL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------------+-----------------+\n",
      "|product_category        |count_star_rating|\n",
      "+------------------------+-----------------+\n",
      "|Books                   |20726160         |\n",
      "|Digital_Ebook_Purchase  |19180765         |\n",
      "|Wireless                |9038249          |\n",
      "|Video_DVD               |7135819          |\n",
      "|PC                      |7004337          |\n",
      "|Mobile_Apps             |6807166          |\n",
      "|Home                    |6228567          |\n",
      "|Music                   |6177781          |\n",
      "|Apparel                 |5906460          |\n",
      "|Health_&_Personal_Care  |5332883          |\n",
      "|Digital_Video_Download  |5173743          |\n",
      "|Beauty                  |5115721          |\n",
      "|Toys                    |4981601          |\n",
      "|Kitchen                 |4882831          |\n",
      "|Sports                  |4860054          |\n",
      "|Shoes                   |4379475          |\n",
      "|Automotive              |3516476          |\n",
      "|Electronics             |3120938          |\n",
      "|Office_Products         |2646491          |\n",
      "|Pet_Products            |2643670          |\n",
      "|Home_Improvement        |2640654          |\n",
      "|Lawn_and_Garden         |2559261          |\n",
      "|Grocery                 |2402478          |\n",
      "|Outdoors                |2305596          |\n",
      "|Digital_Music_Purchase  |1852184          |\n",
      "|Camera                  |1838760          |\n",
      "|Video_Games             |1808486          |\n",
      "|Jewelry                 |1767753          |\n",
      "|Baby                    |1764893          |\n",
      "|Tools                   |1748610          |\n",
      "|Watches                 |978042           |\n",
      "|Musical_Instruments     |920729           |\n",
      "|Furniture               |792214           |\n",
      "|Home_Entertainment      |743700           |\n",
      "|Video                   |437409           |\n",
      "|Luggage                 |349132           |\n",
      "|Software                |342135           |\n",
      "|Gift_Card               |149086           |\n",
      "|Digital_Video_Games     |145431           |\n",
      "|Mobile_Electronics      |105159           |\n",
      "|Digital_Software        |102084           |\n",
      "|Major_Appliances        |96901            |\n",
      "|Personal_Care_Appliances|86686            |\n",
      "+------------------------+-----------------+\n"
     ]
    }
   ],
   "source": [
    "from pyspark.sql import functions as f\n",
    "df_raw = spark.sql(\"SELECT * FROM {}.{}\".format(database_name, table_name))\n",
    "df = (\n",
    "    df_raw\n",
    "    .select(\"product_category\", \"star_rating\")\n",
    "    .groupBy(\"product_category\")\n",
    "    .agg(f.count(\"star_rating\").alias(\"count_star_rating\"))\n",
    "    .orderBy(\"count_star_rating\", ascending=False)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Store counts for later\n",
    "count_ratings = df.toPandas()[\"count_star_rating\"]\n",
    "\n",
    "# Store max ratings for later\n",
    "max_ratings = df.toPandas()[\"count_star_rating\"].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "# Create Seaborn barplot\n",
    "barplot = sns.barplot(y=\"product_category\", x=\"count_star_rating\", data=df.toPandas(), saturation=1)\n",
    "\n",
    "if num_categories < 10:\n",
    "    sns.set(rc={\"figure.figsize\": (10.0, 5.0)})\n",
    "\n",
    "# Set title\n",
    "plt.title(\"Number of Ratings per Product Category for Subset of Product Categories\")\n",
    "\n",
    "# Set x-axis ticks to match scale\n",
    "if max_ratings > 200000:\n",
    "    plt.xticks([100000, 1000000, 5000000, 10000000, 15000000, 20000000], [\"100K\", \"1m\", \"5m\", \"10m\", \"15m\", \"20m\"])\n",
    "    plt.xlim(0, 20000000)\n",
    "elif max_ratings <= 200000:\n",
    "    plt.xticks([50000, 100000, 150000, 200000], [\"50K\", \"100K\", \"150K\", \"200K\"])\n",
    "    plt.xlim(0, 200000)\n",
    "\n",
    "plt.xlabel(\"Number of Ratings\")\n",
    "plt.ylabel(\"Product Category\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "# Export plot if needed\n",
    "# plt.savefig('ratings_per_category.png', dpi=300)\n",
    "\n",
    "# Show the barplot\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. When did each product category become available in the Amazon catalog based on the date of the first review?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------------+-----------------+\n",
      "|product_category        |first_review_year|\n",
      "+------------------------+-----------------+\n",
      "|Books                   |1995             |\n",
      "|Music                   |1995             |\n",
      "|Video                   |1995             |\n",
      "|Video_DVD               |1996             |\n",
      "|Video_Games             |1997             |\n",
      "|Toys                    |1997             |\n",
      "|Sports                  |1997             |\n",
      "|Pet_Products            |1998             |\n",
      "|Software                |1998             |\n",
      "|Camera                  |1998             |\n",
      "|Home                    |1998             |\n",
      "|Wireless                |1998             |\n",
      "|Office_Products         |1998             |\n",
      "|Home_Entertainment      |1998             |\n",
      "|Electronics             |1999             |\n",
      "|Digital_Ebook_Purchase  |1999             |\n",
      "|Musical_Instruments     |1999             |\n",
      "|Lawn_and_Garden         |1999             |\n",
      "|Health_&_Personal_Care  |1999             |\n",
      "|Home_Improvement        |1999             |\n",
      "|Shoes                   |1999             |\n",
      "|Outdoors                |1999             |\n",
      "|PC                      |1999             |\n",
      "|Grocery                 |1999             |\n",
      "|Baby                    |1999             |\n",
      "|Tools                   |1999             |\n",
      "|Automotive              |1999             |\n",
      "|Beauty                  |2000             |\n",
      "|Furniture               |2000             |\n",
      "|Digital_Music_Purchase  |2000             |\n",
      "|Kitchen                 |2000             |\n",
      "|Major_Appliances        |2000             |\n",
      "|Apparel                 |2000             |\n",
      "|Digital_Video_Download  |2000             |\n",
      "|Personal_Care_Appliances|2000             |\n",
      "|Watches                 |2001             |\n",
      "|Jewelry                 |2001             |\n",
      "|Mobile_Electronics      |2001             |\n",
      "|Luggage                 |2002             |\n",
      "|Gift_Card               |2004             |\n",
      "|Digital_Video_Games     |2006             |\n",
      "|Digital_Software        |2008             |\n",
      "|Mobile_Apps             |2010             |\n",
      "+------------------------+-----------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT product_category, MIN(year) AS first_review_year\n",
    "    FROM {}.{}\n",
    "    WHERE year >= 1995\n",
    "    GROUP BY product_category\n",
    "    ORDER BY first_review_year \n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def get_x_y(df):\n",
    "    \"\"\" Get X and Y coordinates; return tuple \"\"\"\n",
    "    series = df[\"first_review_year\"].value_counts().sort_index()\n",
    "    # new_series = series.reindex(range(1,21)).fillna(0).astype(int)\n",
    "    return series.index, series.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": [],
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2004, 2006, 2008,\n",
      "            2010],\n",
      "           dtype='int64')\n",
      "[ 3  1  3  7 13  8  3  1  1  1  1  1]\n"
     ]
    }
   ],
   "source": [
    "X, Y = get_x_y(df.toPandas())\n",
    "print(X)\n",
    "print(Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = plt.gca()\n",
    "\n",
    "ax.set_title(\"Number Of First Product Category Reviews Per Year for Subset of Categories\")\n",
    "ax.set_xlabel(\"Year\")\n",
    "ax.set_ylabel(\"Count\")\n",
    "\n",
    "\n",
    "ax.plot(X, Y, color=\"black\", linewidth=2, marker=\"o\")\n",
    "ax.fill_between(X, [0] * len(X), Y, facecolor=\"lightblue\")\n",
    "\n",
    "ax.locator_params(integer=True)\n",
    "\n",
    "ax.set_xticks(range(1995, 2016, 1))\n",
    "ax.set_yticks(range(0, max(Y) + 2, 1))\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# fig.savefig('first_reviews_per_year.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. What is the breakdown of ratings (1-5) per product category?\n",
    "## _This query takes a minute or two.  Please be patient._\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------------+-----------+-------------+\n",
      "|product_category      |star_rating|count_reviews|\n",
      "+----------------------+-----------+-------------+\n",
      "|Apparel               |5          |3320651      |\n",
      "|Apparel               |4          |1147254      |\n",
      "|Apparel               |3          |623483       |\n",
      "|Apparel               |2          |369608       |\n",
      "|Apparel               |1          |445464       |\n",
      "|Automotive            |5          |2301688      |\n",
      "|Automotive            |4          |526898       |\n",
      "|Automotive            |3          |240023       |\n",
      "|Automotive            |2          |147843       |\n",
      "|Automotive            |1          |300024       |\n",
      "|Baby                  |5          |1078545      |\n",
      "|Baby                  |4          |289129       |\n",
      "|Baby                  |3          |150753       |\n",
      "|Baby                  |2          |101427       |\n",
      "|Baby                  |1          |145039       |\n",
      "|Beauty                |5          |3254946      |\n",
      "|Beauty                |4          |741443       |\n",
      "|Beauty                |3          |398405       |\n",
      "|Beauty                |2          |264029       |\n",
      "|Beauty                |1          |456898       |\n",
      "|Books                 |5          |13662131     |\n",
      "|Books                 |4          |3546319      |\n",
      "|Books                 |3          |1543611      |\n",
      "|Books                 |2          |861867       |\n",
      "|Books                 |1          |1112232      |\n",
      "|Camera                |5          |1085596      |\n",
      "|Camera                |4          |344163       |\n",
      "|Camera                |3          |144596       |\n",
      "|Camera                |2          |92396        |\n",
      "|Camera                |1          |172009       |\n",
      "|Digital_Ebook_Purchase|5          |11612150     |\n",
      "|Digital_Ebook_Purchase|4          |4311745      |\n",
      "|Digital_Ebook_Purchase|3          |1701301      |\n",
      "|Digital_Ebook_Purchase|2          |749678       |\n",
      "|Digital_Ebook_Purchase|1          |805891       |\n",
      "|Digital_Music_Purchase|5          |1467877      |\n",
      "|Digital_Music_Purchase|4          |231676       |\n",
      "|Digital_Music_Purchase|3          |70507        |\n",
      "|Digital_Music_Purchase|2          |28743        |\n",
      "|Digital_Music_Purchase|1          |53381        |\n",
      "|Digital_Software      |5          |46410        |\n",
      "|Digital_Software      |4          |16693        |\n",
      "|Digital_Software      |3          |8308         |\n",
      "|Digital_Software      |2          |6890         |\n",
      "|Digital_Software      |1          |23783        |\n",
      "|Digital_Video_Download|5          |3122980      |\n",
      "|Digital_Video_Download|4          |984221       |\n",
      "|Digital_Video_Download|3          |449260       |\n",
      "|Digital_Video_Download|2          |251930       |\n",
      "|Digital_Video_Download|1          |365352       |\n",
      "+----------------------+-----------+-------------+\n",
      "only showing top 50 rows\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT product_category, star_rating, COUNT(*) AS count_reviews\n",
    "    FROM {}.{}\n",
    "    GROUP BY  product_category, star_rating\n",
    "    ORDER BY  product_category ASC, star_rating DESC, count_reviews\n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare for Stacked Percentage Horizontal Bar Plot Showing Proportion of Star Ratings per Product Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "160796570\n"
     ]
    }
   ],
   "source": [
    "# Create grouped DataFrames by category and by star rating\n",
    "grouped_category = df.toPandas().groupby(\"product_category\")\n",
    "grouped_star = df.toPandas().groupby(\"star_rating\")\n",
    "\n",
    "# Create sum of ratings per star rating\n",
    "df_sum = df.toPandas().groupby([\"star_rating\"]).sum()\n",
    "\n",
    "# Calculate total number of star ratings\n",
    "total = df_sum[\"count_reviews\"].sum()\n",
    "print(total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Apparel': [3320651, 1147254, 623483, 369608, 445464], 'Automotive': [2301688, 526898, 240023, 147843, 300024], 'Baby': [1078545, 289129, 150753, 101427, 145039], 'Beauty': [3254946, 741443, 398405, 264029, 456898], 'Books': [13662131, 3546319, 1543611, 861867, 1112232], 'Camera': [1085596, 344163, 144596, 92396, 172009], 'Digital_Ebook_Purchase': [11612150, 4311745, 1701301, 749678, 805891], 'Digital_Music_Purchase': [1467877, 231676, 70507, 28743, 53381], 'Digital_Software': [46410, 16693, 8308, 6890, 23783], 'Digital_Video_Download': [3122980, 984221, 449260, 251930, 365352], 'Digital_Video_Games': [80677, 20406, 11629, 7749, 24970], 'Electronics': [1796672, 542181, 240859, 180668, 360558], 'Furniture': [447763, 153678, 73574, 43853, 73346], 'Gift_Card': [129709, 9859, 3156, 1569, 4793], 'Grocery': [1662278, 293389, 161497, 105265, 180049], 'Health_&_Personal_Care': [3359016, 782025, 400572, 278066, 513204], 'Home': [3897623, 960326, 500884, 324345, 545389], 'Home_Entertainment': [395254, 138172, 60898, 46242, 103134], 'Home_Improvement': [1660254, 419488, 189490, 124792, 246630], 'Jewelry': [1081479, 270579, 159735, 100852, 155108], 'Kitchen': [3129752, 732976, 350188, 242361, 427554], 'Lawn_and_Garden': [1546990, 401137, 194777, 135055, 281302], 'Luggage': [216857, 61488, 27872, 17887, 25028], 'Major_Appliances': [49704, 15158, 6718, 5475, 19846], 'Mobile_Apps': [3747383, 1375672, 614333, 314750, 755028], 'Mobile_Electronics': [52373, 18112, 9754, 7320, 17600], 'Music': [4296015, 1018968, 405541, 202861, 254396], 'Musical_Instruments': [582772, 161623, 68231, 40906, 67197], 'Office_Products': [1586632, 419489, 194113, 138717, 307540], 'Outdoors': [1436837, 418103, 179395, 109599, 161662], 'PC': [4166576, 1185891, 520947, 366603, 764320], 'Personal_Care_Appliances': [49310, 13782, 7107, 5381, 11106], 'Pet_Products': [1645587, 381294, 216639, 151284, 248866], 'Shoes': [2647584, 850452, 405263, 243424, 232752], 'Software': [154057, 58696, 30693, 24672, 74017], 'Sports': [3046077, 838841, 381388, 229890, 363858], 'Tools': [1118325, 300861, 126637, 75055, 127732], 'Toys': [3160447, 788495, 395143, 233754, 403762], 'Video': [263744, 81794, 39030, 21697, 31144], 'Video_DVD': [4702079, 1138174, 540591, 296845, 458130], 'Video_Games': [1040615, 321861, 155496, 95999, 194515], 'Watches': [582164, 176290, 80381, 52864, 86343], 'Wireless': [4845345, 1507668, 818151, 600436, 1266649]}\n"
     ]
    }
   ],
   "source": [
    "# Create dictionary of product categories and array of star rating distribution per category\n",
    "distribution = {}\n",
    "count_reviews_per_star = []\n",
    "i = 0\n",
    "\n",
    "for category, ratings in grouped_category:\n",
    "    count_reviews_per_star = []\n",
    "    for star in ratings[\"star_rating\"]:\n",
    "        count_reviews_per_star.append(ratings.at[i, \"count_reviews\"])\n",
    "        i = i + 1\n",
    "    distribution[category] = count_reviews_per_star\n",
    "\n",
    "# Check if distribution has been created succesfully\n",
    "print(distribution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Sort distribution by average rating per category\n",
    "sorted_distribution = {}\n",
    "\n",
    "average_star_ratings.iloc[:, 0]\n",
    "for index, value in average_star_ratings.iloc[:, 0].items():\n",
    "    sorted_distribution[value] = distribution[value]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  5          4          3         2          1\n",
      "Gift_Card                 87.002804   6.612962   2.116899  1.052413   3.214923\n",
      "Digital_Music_Purchase    79.251144  12.508261   3.806695  1.551844   2.882057\n",
      "Music                     69.539775  16.494078   6.564509  3.283720   4.117919\n",
      "Books                     65.917329  17.110352   7.447646  4.158354   5.366320\n",
      "Digital_Ebook_Purchase    60.540599  22.479526   8.869829  3.908489   4.201558\n",
      "Grocery                   69.190145  12.211933   6.722101  4.381518   7.494304\n",
      "Video_DVD                 65.894034  15.950152   7.575739  4.159929   6.420146\n",
      "Tools                     63.955084  17.205723   7.242152  4.292266   7.304774\n",
      "Musical_Instruments       63.294628  17.553808   7.410541  4.442784   7.298239\n",
      "Automotive                65.454392  14.983694   6.825669  4.204294   8.531951\n",
      "Shoes                     60.454370  19.419040   9.253689  5.558292   5.314610\n",
      "Outdoors                  62.319548  18.134270   7.780851  4.753608   7.011723\n",
      "Sports                    62.675785  17.259911   7.847403  4.730194   7.486707\n",
      "Luggage                   62.113184  17.611677   7.983227  5.123277   7.168635\n",
      "Toys                      63.442395  15.828144   7.932048  4.692347   8.105065\n",
      "Digital_Video_Download    60.362101  19.023384   8.683462  4.869395   7.061657\n",
      "Kitchen                   64.097078  15.011292   7.171823  4.963534   8.756273\n",
      "Video                     60.296885  18.699661   8.922999  4.960346   7.120110\n",
      "Beauty                    63.626339  14.493421   7.787856  5.161130   8.931253\n",
      "Home_Improvement          62.872834  15.885762   7.175874  4.725799   9.339732\n",
      "Home                      62.576561  15.418089   8.041721  5.207378   8.756252\n",
      "Baby                      61.111070  16.382240   8.541764  5.746921   8.218005\n",
      "Health_&_Personal_Care    62.986868  14.664207   7.511359  5.214178   9.623388\n",
      "Jewelry                   61.178174  15.306380   9.036047  5.705096   8.774303\n",
      "Pet_Products              62.246309  14.422905   8.194631  5.722499   9.413656\n",
      "Watches                   59.523415  18.024788   8.218563  5.405085   8.828148\n",
      "Camera                    59.039570  18.717125   7.863778  5.024908   9.354619\n",
      "Apparel                   56.220663  19.423716  10.555951  6.257691   7.541979\n",
      "Lawn_and_Garden           60.446746  15.673939   7.610674  5.277109  10.991532\n",
      "PC                        59.485659  16.930810   7.437492  5.233943  10.912096\n",
      "Furniture                 56.520460  19.398546   9.287137  5.535499   9.258357\n",
      "Office_Products           59.952292  15.850762   7.334731  5.241544  11.620671\n",
      "Video_Games               57.540672  17.797262   8.598131  5.308252  10.755682\n",
      "Electronics               57.568334  17.372373   7.717520  5.788901  11.552873\n",
      "Mobile_Apps               55.050560  20.209174   9.024798  4.623804  11.091664\n",
      "Personal_Care_Appliances  56.883464  15.898761   8.198556  6.207461  12.811757\n",
      "Home_Entertainment        53.146968  18.578997   8.188517  6.217830  13.867689\n",
      "Wireless                  53.609333  16.680974   9.052096  6.643278  14.014318\n",
      "Digital_Video_Games       55.474417  14.031396   7.996232  5.328300  17.169654\n",
      "Mobile_Electronics        49.803631  17.223443   9.275478  6.960888  16.736561\n",
      "Major_Appliances          51.293588  15.642769   6.932849  5.650096  20.480697\n",
      "Software                  45.028132  17.155801   8.971020  7.211189  21.633858\n",
      "Digital_Software          45.462560  16.352220   8.138396  6.749344  23.297481\n"
     ]
    }
   ],
   "source": [
    "df_sorted_distribution_pct = pd.DataFrame(sorted_distribution).transpose().apply(\n",
    "    lambda num_ratings: num_ratings/sum(num_ratings)*100, axis=1\n",
    ")\n",
    "df_sorted_distribution_pct.columns=['5', '4', '3', '2', '1']\n",
    "df_sorted_distribution_pct"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "categories = df_sorted_distribution_pct.index\n",
    "\n",
    "# Plot bars\n",
    "if len(categories) > 10:\n",
    "    plt.figure(figsize=(10,10))\n",
    "else: \n",
    "    plt.figure(figsize=(10,5))\n",
    "\n",
    "df_sorted_distribution_pct.plot(kind=\"barh\", \n",
    "                                stacked=True, \n",
    "                                edgecolor='white',\n",
    "                                width=1.0,\n",
    "                                color=['green', \n",
    "                                       'orange', \n",
    "                                       'blue', \n",
    "                                       'purple', \n",
    "                                       'red'])\n",
    "\n",
    "plt.title(\"Distribution of Reviews Per Rating Per Category\", \n",
    "          fontsize='16')\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.04,1), \n",
    "           loc=\"upper left\",\n",
    "           labels=['5-Star Ratings', \n",
    "                   '4-Star Ratings', \n",
    "                   '3-Star Ratings', \n",
    "                   '2-Star Ratings', \n",
    "                   '1-Star Ratings'])\n",
    "\n",
    "plt.xlabel(\"% Breakdown of Star Ratings\", fontsize='14')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. How Many Reviews per Star Rating? (5, 4, 3, 2, 1)\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+-------------+\n",
      "|star_rating|count_reviews|\n",
      "+-----------+-------------+\n",
      "|          5|     99530924|\n",
      "|          4|     27996469|\n",
      "|          3|     12900929|\n",
      "|          2|      7700647|\n",
      "|          1|     12667601|\n",
      "+-----------+-------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT star_rating, COUNT(*) AS count_reviews\n",
    "    FROM {}.{}\n",
    "    GROUP BY star_rating\n",
    "    ORDER BY star_rating DESC, count_reviews \n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "chart = df.toPandas().plot.bar(\n",
    "    x=\"star_rating\", y=\"count_reviews\", rot=\"0\", figsize=(10, 5), title=\"Review Count by Star Ratings\", legend=False\n",
    ")\n",
    "\n",
    "plt.xlabel(\"Star Rating\")\n",
    "plt.ylabel(\"Review Count\")\n",
    "\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. How Did Star Ratings Change Over Time?\n",
    "Is there a drop-off point for certain product categories throughout the year?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average Star Rating Across All Product Categories\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----+----------+\n",
      "|year|avg_rating|\n",
      "+----+----------+\n",
      "|1995|4.6204    |\n",
      "|1996|4.6111    |\n",
      "|1997|4.4348    |\n",
      "|1998|4.361     |\n",
      "|1999|4.2886    |\n",
      "|2000|4.2629    |\n",
      "|2001|4.2037    |\n",
      "|2002|4.1698    |\n",
      "|2003|4.128     |\n",
      "|2004|4.0695    |\n",
      "|2005|4.0734    |\n",
      "|2006|4.1061    |\n",
      "|2007|4.1733    |\n",
      "|2008|4.1312    |\n",
      "|2009|4.1171    |\n",
      "|2010|4.076     |\n",
      "|2011|4.0571    |\n",
      "|2012|4.1271    |\n",
      "|2013|4.2077    |\n",
      "|2014|4.2358    |\n",
      "|2015|4.2549    |\n",
      "+----+----------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT year, ROUND(AVG(star_rating),4) AS avg_rating\n",
    "    FROM {}.{}\n",
    "    WHERE year >= 1995\n",
    "    GROUP BY year\n",
    "    ORDER BY year\n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "df.toPandas()[\"year\"] = pd.to_datetime(df.toPandas()[\"year\"], format=\"%Y\").dt.year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yCaEQQly/fl0er2nTplqnN+Qc4+XLl6JGjRp68/v7+4vw8HCdWa5duyby58+vc/revXunuV0assxCGHYZ3M8//yxfYqXrkXR6zTwNHd8Qbdu2lac9ePBguqbVxpAboHh6eooTJ05kaFpt+5UDBw6keTOaZs2a6f1OYYxzr8xuo0n3Gzdv3tR6Lpn0u4wh54JpbWMqlUp8++23WqfN7P5TiOSf/4ULF+ocjywHC1g5SPny5QUAUb9+/WSva3aE2k5k1Wq1fCBu1KiR3vmPGDFCANJJ9dOnT5MNe/HihShUqJB84vP555+LDRs2iJCQEHH48GExduxY+dr4okWLav3CqzmoFilSRLi4uAgvLy8xbdo0cfLkSXHmzBkxZ84c8fz5cyGEEPHx8cLKykrUr19f/Pzzz2Lv3r0iNDRUHDlyRCxdulRUq1ZN3tn16NFD5zJ9+umn8ng1atQQa9euFefOnRN79uwRQUFBApD6XtG209eIiYkRFSpUkNdN9+7dxZo1a8SZM2fE8ePHxeTJk+WDoru7u94TI13u3r0rZ3BwcMjQCcKNGzdEWFiYPJ9BgwaJsLCwZA/NFz4hjLOOk55carbPVq1aic2bN4vQ0FCxe/dusXbt2nQth6EFrMaNG8vjafsildnlCwsLE/v27ZPHmTRpUqr1+e+//2pdF/oKWF5eXqJEiRLC1dVVjB8/Xhw5ckScO3dOLFq0SBQsWFCex969e7Uu908//SSPU6hQITFv3jzx999/i2PHjolx48YJR0dHUbRoUeHl5ZXmSYsuSbejxo0bp2vahIQE4ejoKC9rUmPGjBFA8uKDNpcuXZLf/+eff041POlJZO3atcXSpUvFkSNHxNmzZ8WiRYtE2bJl5eHbtm1LNX3SLx/ly5cXKpVK9OjRQ+zatUuEhoaKLVu2iN27d6druVPKqgKWZn8VFBQk512zZo18Jx8AIjg4WLRq1UrY2NiIQYMGif3794vQ0FCxZMkS+XhgbW2ts2+idevWyQWhokWLipkzZ8qfn02bNolmzZrJ7zVixIgMr6NixYoJAKJt27YGT5OR42BShw4dkosc1tbWolevXmLLli0iNDRUnDx5UixatEi0bdtW2Nrappo2PcewnTt3yuvQxcVFTJgwQRw/flycPn1a/PLLL8kKaPPnz0/1XnPmzJGH16xZUyxbtkwcP35cnD9/XgQHB4tffvlFNGrUSHzyySfJpouJiZH/xq6uruKrr74Se/bsEaGhoeL06dNi9erV4vPPPxcFChTIUAEr6XZdo0YN8ezZs3TPQwjjF7A++ugjYWtrK/Lnzy/mzJkj/v77b3H06FExZswYuYhoa2srQkJCUs2jXbt28nt069ZNbN68WZw5c0aEhISI7du3i++++0589NFHWr+AZebc6N9//xVhYWGidevWApD6m0p5jAkLC0v3uk3ad6GXl5eYMWOGOH36tDhx4oT4/vvv5cKrSqUSu3btSjat5j31ZUoPQwtYGzZskMfr06eP1unTOsdISEhIdlyvU6eO2LBhgzh37pzYvn17sjtnFitWTGuh4u3bt/LfE5Du9rx7925x7tw5sXr1alGpUiUBSHdM1LddGrLMQqRdwPrhhx/kebm5uYlvvvlGBAcHi/Pnz4tDhw6JGTNmiOrVqyf7Ueju3bsiLCxM3g+0bt061d/w7t27enOlpDmfcHZ2FgkJCemaVpugoCBRtGhRMWrUKLFu3Tpx+vRpERISIjZu3CgGDhwo96fp5eWV7DxLCCEePXokwsLC5L9FpUqVUi1fymLxiRMn5AJN3rx5xaRJk8SOHTtEaGio2LFjh+jWrZu8nnUdj4xx7mWMbTTpPrh8+fLC1tZWfPHFFyI4OFicO3dOrFmzRpw6dUoeP60C1vTp05PN7/fffxcHDhwQ586dE6tWrUqWV9sPRJnZf2okJiYKNzc3+dyGLB8LWDlE0lZCS5cuTTbs999/l4ddvXo11bQjR46UT9ZTFqY0kha6tH1h1XS06+vrq/PAd/78efnE6Jtvvkk1POmvQvnz59d7K+bExERx69YtncOFEOK7776TT8Ju3ryZavjWrVuTHZC0dTY5Y8YMeRxAewHrm2++kU8ezp07pzVLeHi48PHxEQBE165d9ebWpUWLFsmyVK5cWXz33Xdi9+7d8pciQxh64mSMdZzyFtnjx483OKcuhhSwQkJC5F+XS5QoofVva4zlS08n7oYWsACI3Llzay0e3Lp1Szg4OMgn6SlFRETIw4sXL651uzh58qR88qfvpEWflStXytN//fXX6Z4+aavHx48fy69fvnxZfl1bYUpDX6Fr//798jwWL16sdfro6Gi5xaSvr2+qVkJJvxTrm09mZFUBC9DeQjYiIkK4urrKJ/0qlUpry8RLly7Jnx1Na62knj9/LnLnzi1/kdTVwkqzX7SyshLXr19Pc/lS+vfff+Xl+fHHHw2aJjPHQSGk7UJznHNyctL7d3nw4EGq1ww9hsXFxcnv4+LiorXAnvSY4eTklOqzXKtWLQFIBUt9rdxevnyZ7P8HDx6UM+orUMXHx4u3b9/qHK7LgwcP5IIMILXQbN++vZgzZ444e/asiI2NNWg+xi5gaeYVERGRapykRcvKlSsnGxYdHS1/sdX3BUuI1OtaCOOcGxmzE/dnz57Jf5/8+fNr3Y6T5ilQoIDWm6AYK5MhBaz4+Phkx4y//vpL6/RpnWPMnTtXHq9Hjx4iMTEx1Tia/RYA8dVXX6UaPnr0aHm4ttaRcXFxyX4807VdGnoepq+Adf78eXlfXbJkSfHw4UOd89H2dzZWJ+6PHj2Sl6dGjRqZmpfG7du3tf59NC5fvixcXFz0/s0N7cQ9Li5ObqXUtGlT8f79e63jLVy4UF7O/fv3JxtmrHMvY2yjSc8trKysxL59+/Quv77t4OrVq/L+b8KECVrzqNVqucDn4uIiXr16JQ/L7P4zqXr16gkAonTp0nrHI8vAAlYOoWkd5ejomOqk8+XLl/JOc8yYMammDQ0N1fvFR4jklxqmbFZ+7949YW1tneYJsRBCfPXVV/KJU0pJT/6TnqBkVEJCgvwr9owZM1INb9q0qbzOdP1KnJiYKLeu0lakiIyMlL/MzZkzR2+e+fPnC0D6lTcqKirdy/P8+fNkv+qlfJQsWVJ8/vnnIjQ0VO98DD1xMkRa6zjpyWXJkiWN8sucrgJWQkKCuH37tpg/f77c4s3a2lps3bo1w++V1vJlVQHrt99+0zmfzp07CwDCw8Mj1bBp06bJ89i5c6fOeWj2Fxk9eZ09e3aa+wx9NL/eAxCXL19ONqxcuXIC0H5poBDJLzWsV69equGawlS7du30Zrh27ZrOk9GkX4pTtuQxlqxsgaVLjx495PE6deqkczzNpYUff/xxqmGaX/wLFCig9w5z8fHxokCBAjq/lKcl6XFJ16WeKWXmOCiEEAsWLMjUdm3oMWzdunXyeNOmTdM5XtJC8fTp05MNK1GihADS38It6R0aM1KgMsSOHTvkL5cpH/b29qJWrVpi5syZer+wZEUBa+PGjTrnM2jQIHm8pK2wHj9+LL+urbWmPsY6NzJmAStpKxF9rZ8nTZokj6ft0srsKGBFRUWJI0eOiLp168rj+Pr6JtvvpOccw9/fXwBSAf/du3dax4mPjxelS5cWgNRiPul7xcbGCnd3dwFILVF0FVgePnyY7HKrrCpgdenSRQDSD2znz5/XOx9tjFXAStoiOmm3AFlt+PDhAoAICAjQOtzQAtZff/0lAOnqhrRajH7yyScCSP1DtLHOvTK7jQqR/NwiaWtFXfRtB3369BGA1IpNX0Hx9evXckvWpJf4ZWb/mVKnTp3kY4i+LGQZ2Il7DpCQkIDVq1cDkDpPzJUrV7LhHh4eaNasGQBg1apVqTqlrlChAkqXLg0A8nxS0rzu6OiIzz77LNmwXbt2Qa1Ww8nJCZ9++qnerLVr1wYgdSCbtLPXpOzs7NChQwe980kpMTERT548wY0bN3DlyhVcuXIF//zzDwoWLAgAcueSGgkJCXIHj5rOFrVRqVTo3r27zvc9evQo3r59CwBo37693oyaZY+Pj8/QXfHy5MmDkydPYuHChahQoUKq4Tdv3sTcuXNRsWJFdO/eHe/fv0/3e+iT3nWcUqdOnWBtbW3UTEWKFJE7q7SxsUHx4sUxePBgvHz5EiVKlMDmzZvRunVrg+aV2eUzFpVKha5du+ocXrFiRQDAq1ev8ObNm2TDNJ1X58mTR+9nsUePHpnKmPSGDy4uLumePuk0KTuK1txt7uLFi/jnn39STXvixAl535HyznTv3r2TO8hP6/Po7++PPHnyAABOnz6tc7z03P3OFHTu3FnnsI8++ihd4yXt+Fdj+/btAIAWLVrovcOcjY0NqlWrBkD/+tUlaWfr7u7uaY6f2eMgAPmmAs7Ozujfv3+6M2ukdQzTfE5VKhX69Omjc7wOHTogd+7cyabR8PHxASB1GKyrM2NtNNMB0p3CskKLFi3wzz//YOjQofJnTCM2NhbHjx/HyJEjUaxYsWy7M6S7u7veY0HSv0PSde3p6Qk7OzsAwIoVK5CQkGDwexr73MgYNMvm5uaGtm3b6hyvX79+qabJailvLOPi4oK6devK+3Rvb29s3bpV535H3znGkydP5ONJx44d4erqqnU8Gxsb9O7dG4DUUfv58+flYaGhofLNeHr27Kmzw/qCBQuicePGaS9wJiQmJmLPnj0ApE7ZP/744yx9P32Sng+k7IzdWF6/fo07d+7g6tWr8vmZm5sbAODatWuIj4/P8Lw1x7Q6dero/C6gofmcpjymGePcyxjbaEqZPX/ZsWMHAKkTdX03aHBzc5NvnJR03WRm/5mSh4cHAOkYkvLclywPC1g5wL59+/Dvv/8CgM47f2hef/ToEQ4fPpxquGYnd/bsWdy+fTvZsNjYWGzevBkA0KpVq1Q7Vc3dJz58+AAbGxutd8nRPFq0aCFPp7kjR0olSpSAg4NDmssthMDKlStRr149uLi4oECBAihdujTKlSsnPy5evAgAqU7w79y5I9/1R1MQ0KVSpUo6hyW984aPj4/eZQ8ICJDH1bXsabG1tUX//v0RGhqKx48fY+3atRg9ejRq1aqV7DbEK1euRKtWraBWqzP0PhqZWccplS9fPlNZ0kOlUqFTp07JtjdtjLl8xpInTx54enrqHK45iANIdefQK1euAAACAwP13r66XLly8klFRiTdB0RFRaV7+qTTpCw0dOnSRT5R0nbHRU2Rwt7ePtWd6S5cuCAXJjTz0ffQ/E31fR6zc7s1Bn13g9Sc8Bs6XsrtS61Wy5+HBQsWpLl+N27cCCBj+7tXr17Jzw0pYBnjOHjhwgUA0jHByckp3Zk10jqGaT6nRYoU0fuFyc7OTv5iqplGo2fPngCkO0MVL14cffr0wZo1a/Do0SO92WrWrImiRYsCAIYPH45PPvkEU6dOxcmTJw26+5qhChYsiF9//RX//vsvQkNDMW/ePPTp0wclSpSQx3nz5g169uyZZYW0pD7++GPY2NjoHB4YGCjvE5Pe/dHe3h6dOnUCAGzcuBHFixfHV199hd27d6f5JcrY50bGoNmOKlSokOycIaW8efPKd2pLue1ltyJFiuDLL79EWFgYAgMDdY6nb1+ddBmqVKmi9/2SDk86XdLtonLlynrnoetO3cZy7949efurVatWlr5XWpKeDxjzh9OwsDD06dMHPj4+8PDwQPHixREQECCfm2nu4JiYmJipu3xrPqf79u1L85g2Y8YMAKk/o8Y49zLGNppSZs5f7t+/L/+QNHbs2DTXjWY9Jl03mdl/ppT0PMDYP9CT6WEBKwfQ/ILp6ekp36I+pRYtWshfSrT94pm0xUfKL427du2SdzTaqvnPnj3LSGx8+PBB6+uGfFmJiYlB8+bN0b17dxw5ckTrLaiTSjk86cEurV9c9A039rKnR/78+dGpUyf8/PPPOHbsGJ4+fYqxY8fKB89Dhw5hzZo1GZ5/ZtdxSob8XdNr3759CAsLQ1hYGE6fPo2lS5ciMDAQQghMmjQJX3zxhc5pjb18xpLWF+ekJ0cpC5Sa7Tqtbdra2jpZISy9kraqyMiXLU2hAUCqYl3hwoXlE/KULULj4+Pl25Q3b948WUEGyJrPY1Zst1lJ3/aTdNsxZLyUrZRevXqVoV9QM7K/S1oAMuSzZ4zjoKagmbSVUkaktc1oinPe3t5pzitfvnzJptHo06cPvvnmG9jY2ODt27f4888/0bVrVxQqVAjFixfHqFGjtLags7W1xY4dO+Dv7w8ACAkJwTfffIOaNWvCzc0NTZs2xerVqzP944eGlZUVKlSogMGDB2PJkiW4efMmzp07h5o1a8rjjBo1KlWx1NjSWtc2NjbyPjHlup47dy5atmwJQPpS9/PPP6N58+bw9PRE5cqV8fPPP8stsZNS8vxAF2Nse1ll0KBB8vH8ypUruH37Nt68eYO7d+9i+vTpaWbW97lLugxpzUez3CmnS8888ubNq3d4ZiX9QS2z+6vMSnoMT3psz4wlS5agQoUK+PPPPw06x8jM+VlGPqe6vlNk5tzLGNtoSpk5fzHW/iuj+8+Ukq5zfcV3sgy6f24ii/D27Vu5+evLly8NalWxefNmzJ8/P1lT36JFi6JatWo4ffo0Vq9ejQkTJsjDNF8idX0x0Jzo5smTR+uv2roUKVJE6+uGXGY2efJkufl0nTp1MGTIEFSoUAH58uWDo6Oj/AWsdu3aOH78OIQQBudKj6Qn+efPnzd4p6q5LM2YPDw8MGXKFAghMG3aNADAhg0bdLZGSIux17GxLx8EpFYkml+JAaBq1aro1q0bWrRogf3792P+/Plo2LBhqsteAdPZhsxR0l/1NK1WDKVWq3H58mUA0sle/vz5U40TFBSEY8eO4d69ezh9+rR8Kdq+ffvw8uVLeRxt89ZYsGABqlevblAmfSd5WbHdmquk67dfv34YNmyYQdNlpLVf0i8CaX2BNtZx0FgM3Wb0XZJhiMmTJ+N///sfVq1ahYMHD+LMmTP48OED7ty5g5kzZ2LOnDn47bffMHDgwGTTlSlTBmFhYdixYwd27NiBY8eO4fbt24iOjsa+ffuwb98+zJw5E7t37zao0JFeFStWxN69exEYGIjbt2/j9evXOHDggNb9tLFkZl3nypUL27dvx9mzZ7F+/XocOXIEFy9ehFqtxrlz53Du3DnMmDEDW7dulfdVgPHPjYwps9teVvD29k7WUj29sutzZ6x5WIoCBQogT548ePHiBS5dugS1Wp2p4+b169cxcOBAJCQkwNvbG19++SXq168PPz8/uLq6yufZS5cuRd++fQEgU+dnms/pp59+iunTp2d4PsZkrO0rM3+HpMf77777zuCuXVIeUzO6/0wp6XmA5tJ6slwsYFm49evXIyYmJl3TREVFYfPmzan6dgoKCsLp06flX0grVaqEd+/eYdeuXQCk/ji0FWg0v75ERkbC398/y7/wCSGwePFiAFLT6UOHDulssqvri0/SL6xJ+1rRRt/wpL88eXl5ZUlhKr369+8vF7BSXg5qKGOsY6XY2tpi2bJlKFWqFCIjIzF69Gi0aNEi2bZrzsunj7u7O54+fZrmNq1WqzPV5D4gIAAeHh549eoVjh07hrdv3xp8QnHgwAH5Fzpdlz506NABX3zxBeLi4rBq1Sr5pEZTTM+dOzeaN2+earqkn0cnJ6dMfRmi1JL+ciyEyNL1m7SAlda2aqzjYJ48efDo0SNERESkL2w6adajIa0VNK0PdP1q7+vri2+++QbffPMN4uPjERISgvXr12PBggWIiYnB4MGDUaVKlVR95FhbW6NNmzZo06YNACAiIgJ79+7FvHnzEBoaitDQUAwYMABbtmzJxJLq5uzsjC5duuDHH38EkPpYpasVYEqGXkqS1rpOSEiQ9/W61vUnn3wiXxoWGRmJI0eOYNmyZdi8eTOePXuGdu3a4c6dO3B0dASQ/edGhvDw8EBERIRRtj1zknQZ0lr2pC1+kk6X9Lzx33//1XsZdlrvoVKpIITI8PadtBV0Vu+vDFG7dm1s3rwZ79+/x9GjR1G/fv0Mz2vZsmVISEiAtbU1jh49KvfRm5Kxzs08PT3x5MkTxMXFZfiYZoxzL2Nso8aU9HzK1tY208f79O4/U9KsN29vb4O6mSHzxksILZzmMggfHx+sWbMmzYemwKLt8omOHTvKfURovihu2rRJ/mKgqzNAzYlxbGxssj6hssqrV6/knXeHDh10Fh6ioqJw48YNrcOKFSsm7wDT6lBd3zIl/VJw8uRJvfPJLklbtGT0VxxjrGMl+fj4yK1D7t69iyVLliQbbqzlM7VfYcuWLQtA6gBd34lxWFgYYmNjM/w+KpVK7ow0OjoaixYtMnjaOXPmyM979eqldRx3d3e5I9T169cjISEB79+/x7Zt2wBIHbRr68g3MDBQ/puYyufRktjZ2cnbWFav36JFi8qXOd68eVPvuMY6DmpujnHu3LksvYxL80Xg3r17er/wxMfHyy0cDfnyYGtri+rVq2P27NnyMVwIIfdFpo+Pjw969+6N06dPy+th586dWXrptL5jlaZfnbT6SUlr29C4ePGi3stfL126JPcBZsi6dnV1RcuWLbFp0yYMHToUgFRIOHHihDyOsc6NjHmc0Szb+fPn9a6PZ8+e4f79+8mmMWdJl+Hvv//WO+7Zs2e1TqfppBqQLr3VJ63hmu1bX3FeCKHzR8giRYrIl0MfO3ZM73vpYsztStOpOADMnj07U/O6evUqAOlmIrqKV4D+c3PA8OXTfE7PnTuX4X4AjXHuZYxt1JiKFi0q/zBp7OO9IfvPlDT7es26JsvGApYFu3fvnrxTadeuHTp37pzmQ9Pp8aFDh/D48eNk8/Py8pLvnLJ27VokJibKJ8G+vr6oUaOG1hwtW7aUDxSZPXAZIulJl75fXxcvXqzzBM3Gxka+m8jevXt1fokQQmDFihU636Nhw4byl6zffvstyy4zS898kx7UNZ31JqUp3OkrYBhjHSttxIgR8t3upk2bliynsZYv6a9AmSkIGUuDBg0ASP1jaC6P1MYYd/4aNmyYXESaOHGiQa391q5dK7foDAgI0NvJvqZg/vz5cwQHB2Pr1q1yUUFXMd3LywtVq1YFIBXh0/o1lNKvVatWAKTLPPbt25dl72Nrayv/LfV9GTTmcVDTT8eHDx+wcOHCrFo0NGzYEIC0X9fXgfnGjRvlvkE00xhKsy8A0ncDCltbW9SpUweAtJ9Mb0e7xjpWaS6ji4yM1PkjQlxcHDZt2mTQe7169Uq+o5Y2S5culZ8ba10b69zIkGO2oTTL9ubNG/nmPNosWbJE/lumd32Yovz588v9vq1fv17nzUfUajWWLVsGQPohJekdnytWrCi3wlqxYoXObf3x48fYv3+/3jya7VtfEWbPnj06P39WVlZyK+SjR4+m+1J+wLjbVfPmzeW71+7YsQMrV640eFpNyy0NzTmXvnOziIgI+bJxXQxdPs0xTdOXYEYY49zLGNuoMVlbW8t37t2/f7/Wu0IbgyHHqnfv3snHgbQ6uCfLwAKWBfvrr7/kA2hat4zX0IyXmJio9QCj+WIYERGB1atXy/02dO3aVeevGaVKlZKvjV67di1mzpypN8O9e/cy1bm4l5eX/MvTmjVrtB6cQkJC8O233+qdz4ABAwBILUgGDhyo9VeTmTNn6r1FrZubGz7//HMAwKlTpzBixAi9v778+++/8qVr6bFnzx507NgxzZOUV69eyb9mANB623BNh5937tzROR9jrWMleXh4yH2/3L9/P1kh0ljLl/QWwfrWZ3bp2bOnXFQaPny41pOB06dPY968eZl+Lz8/P/z8888ApJZqDRo0wKVLl3SOv379evnOaXZ2dlixYoXeX0hbtmwp36Fw1apVcjG9QIEC8hdsbcaPHw9AOuFp37693i/gsbGxmDdvXrovP8vJhg0bJheGe/fuLf9arsuuXbvkPs/SS3OJ6eXLl3V+CTHmcbBbt24oUKAAAGDcuHE4evSoznmkdbc/fdq0aSO3Ppo8eXKyu5tpPHz4EKNHjwYgXQ6btIUDIN1pVl9xPekX6KR9Kh0/flxvsTkuLk5ebhcXlzQ7JU5p0KBBmDJlSpqX9wQHB2P58uUApMsJUxZJkn7Gf/nlF63zGDlyZKof4vQZOXKk1ktzjh49KhcsK1asmOwOc3fv3tW7HQC617Wxzo00x+xnz55lurP73r17yz+6jRo1Suv6u3TpEqZMmQJA2t9qLjM1d0OGDAEg/SiS9DwpqYkTJ+LatWsApO4Ykrb0tbe3lz+HFy9elI9/SSUkJKB///5ptuTRbN9///231tYtT58+1XsTGgAYPXo0rKysIIRA586d9e6TtA0z5FzQUCqVCqtWrZK3rd69e2P+/Pl6z4dfvHiBoUOHon379oiPj5df19yp9NatWzh16lSq6T58+ICuXbum2TpUs3x3797VW1jv2bMnChUqBEBap2m1aDtx4kSqfYKxzr0yu40a29ixY2FtbY3ExES0b99e7zamVquxatWqZONkZv+Z1Llz5+S/oaahBVk4QRarWLFiAoDw9vYWarXaoGnUarXw8fERAETZsmVTDY+KihLOzs4CgHBzcxMABABx5coVvfN9+fKlKFq0qDx+7dq1xeLFi8Xp06fF+fPnRXBwsJgxY4Zo2LChsLKyEu3atUs1jzp16ggAok6dOmkux5AhQ+T3qlSpkli9erUICQkRBw4cECNHjhQODg4iT548omTJknrn2bhxY3k+NWrUEOvWrROhoaFi7969olu3bgKA+OSTT+Rxli1blmoeMTExokqVKvI4H330kZg7d644ceKEuHDhgjh06JCYM2eOaN26tbCzsxMVK1ZMc/lS2rFjR7L5f/PNN2LLli3izJkz4vz582Lv3r1i/PjxwtvbWx6vYsWKIj4+PtW8goKCBABhb28v/vjjDxEWFiZu3bolbt26Jf7991+jruPDhw/L8zh8+HC6l1ubnj17yvO8d++e3nEjIiKEg4ODACBKliyZ7HNirG2oRo0aAoDw9PQUq1evFteuXZPX58uXL+Xx0loXmuXy9fXVu0x//vmn3uWfMmWKPLxw4cJi/vz54uzZs+L48eNi/PjxwtHRUfj5+QkvLy8BQPTq1Uvv+6Vl2LBh8vvZ2NiI7t27iw0bNoizZ8+KkydPiiVLlogGDRrI49jb24sNGzYYNO9evXoJAMLZ2VnY2toKAGL06NHpypQvXz7x/fffiwMHDogLFy6IEydOiGXLlom+ffsKd3d3AUBERkYmmz6tdWwMEyZMSNdnw9fXVwAQPXv2TDXM0M+ZocuVNJs2mzZtEiqVSgAQDg4OYuDAgWLbtm0iNDRUnDlzRmzcuFF89dVX8jFhx44daS6fNufPn5dzBAcHax3H2MfBQ4cOCRsbG3l77t27t7xsp06dEkuXLhXt27cXdnZ2qeabnmPYzp075XXo6uoqfvjhB3Hy5Elx5swZMXPmzGT78vnz56eaHoDImzevGDRokFixYoU4deqUOH/+vNizZ48YOXKkcHR0FACEi4uLePDggTzdhAkThJWVlahTp46YPn262Lt3rwgNDRUnTpwQS5cuTXa8GzZsmEHrM6l27doJAMLOzk60adNGzJo1SwQHB4vz58+Ls2fPitWrV4vOnTsLKysr+X1mzZqldV7VqlWTx+nZs6c4dOiQCA0NFWvXrhX169cXAET16tX1btOaz81HH30kbG1tRYECBcTcuXPlfeLYsWPlY4SNjY04c+ZMsuk1n60yZcqIcePGiS1btoizZ8+Ks2fPik2bNomOHTvK7x8YGCgSExOTTW+Mc6Pg4GB5+q5du4rTp0/Lx5hbt26l+280b948eX558+YVs2bNEn///bc4efKkmDhxonBxcREAhEqlErt27dI6D0OPV2lJuu+aMGFCpqZPaz+akJCQbJuqX7++2LhxowgNDRU7d+4Ubdu2lYcVK1Ys1XFBCCHevHkjChYsKI/XpUsXsWfPHhEaGirWrFkjKleuLJ9T6Nsur1y5Iu9n3N3dxaxZs0RISIg4efKkmD59usiXL5/w9PQUJUqU0LtP+fHHH+X3cXNzE+PGjZOPdYcPHxazZs0StWrVEnXr1k017bhx4+Rpp06dKi5evChvU48ePTJk9aeye/duefsBIAICAsSPP/4o72eOHTsmVq5cKXr06CFy5colj/f69Wt5HmfPnk22TJMnTxZHjx4Vf//9t5g/f768TjTnXrrW8aJFi+Thw4cPF+fOnZOXLzw8PNm4p0+fFvb29gKAsLa2FkFBQWLDhg3i3Llz4uzZs2Lbtm3iu+++E+XKlRMAxJw5c1K9nzHOvYyxjaZ1/E5J37mFEELMmjVLnl/u3LnFl19+Kfbs2SPOnz8vTp06JVavXi2++OIL+ZgaFhYmT5vZ/afGN998IwCIPHnyiLi4OIOWi8wbC1gW6sSJE/KHfsCAAemadvDgwfK0586dSzVcU+DQPD766COD5hsRESFq1aqVbFpdj969e6eaPj0n/2/evBGBgYE65+/h4SGOHj2a5jxfv36d7IQ95ePjjz8W586dk/+/du1arfN59+5dsgOLvke9evUMWp9JnThxQi4sGvJo1KiRePHihdZ5XbhwQT5Qp3wkPYAZYx0rXcASIvn2vnr1aqMunxDJv4imfCQ9Ic+uAlZiYqIYMGCAzuXKkyePCAkJEYUKFRIAxMCBA9Nch2n5/fffhYeHR5rbpb+/vzh27JjB8036xU3zuHDhQprTJSYmiokTJ8pfEPQ9nJ2dxYcPH5JNzwJW2ifA27dvN+hvbmVlJQ4dOpTm8ulSsWJFnceMrDoO7t27Vy5u6nuklJ5jmBBCLFu2TOe+GJC+SE2ZMkXrtIYcB3Lnzi327NmTbLqkf1t9j9atW6f6XBhi6NChBs0fkIqf06dP1zmvf/75J1khL+Vj9OjRaW7TST83ixYt0rlPsLOzE2vWrEk1fdLPlr5H6dKlxd27d7UuR2bPjdRqtahatarB26EhJk+enKyImPJhb28vli9frnN6cyxgCSEVFJMWPrQ9/P39UxU4krpy5YrIly+fzul79epl0L525syZOufh4eEhjh07ZtA+ZfLkyWke67RN/+jRI537cEP3YdpcunQpzXWseXh6eorffvst1Y8PEydO1DvdqFGj0lzHkZGRyYrHSR/attvTp0/L50VpPbR9Nox17pXZbdTYBSwhhFi4cKFwcnJKc73Y2dklK6obY/8phBBFihQRAMSQIUMMWiYyfyxgWaj//e9/8gd///796Zr24MGD8rRDhw5NNXz37t3Jdiz6TjC12blzpwgKChJFixYVTk5OwtbWVnh5eYnq1auLUaNGiaNHj2qdLr0n/+/fvxc//vijKFeunHBwcBAuLi7C399fjB49Wjx8+NDgecbFxYlZs2aJihUrChcXF+Hq6ioCAwPF1KlTRXR0tLhw4YK8LlJ+GUjp+PHjol+/fqJUqVLC1dVV2NjYCA8PD1G5cmUxZMgQsXv3bpGQkGDQ8qX04cMHsX37djFy5EhRp04dkT9/fmFvby+/R4UKFcSAAQMMOok7f/686NKliyhcuHCyL1ApD2CZXcemUMAKDw+XW+8EBAQk+4XHWNvQoUOHROvWrUX+/Pnl90p5Qp5dBSyNbdu2icaNGwsPDw/h4OAgihcvLoYOHSovV+7cuQUAMWbMGL3vZ6jXr1+LOXPmiKZNm4pChQrJ67NYsWKic+fOYs2aNene9pO2lAGkX/HS4+7du+Krr74SlSpVEh4eHsLa2lq4urqKMmXKiKCgILF8+XLx7t27VNOxgGXYCfDbt2/FjBkzRP369UXevHmFra2tcHR0FEWKFBEtWrQQM2fOTNb6JyMWLFggAKkYExMTk2xYVh4HX79+LaZMmSKqV68uPD09hbW1tciVK5eoUKGCGD58uDh79myqadJ7DBNCiHv37olhw4YJf39/4ezsLBwdHUWxYsVE//79xeXLl3VOd+XKFfHTTz+Jli1bijJlysgZ3dzcRNWqVcWECRPE06dPU00XGRkpNm3aJAYNGiSqVq0qChcuLBwcHISDg4Pw8/MTHTt2FDt37jQ4vzb3798XCxYsEN26dROBgYHC3d1d2NjYCEdHR5E/f37RsGFDMXnyZIO2jUePHolBgwYJX19fYWdnJ7y8vETTpk3llkHpKWAJIX1J7dixo8ifP7+ws7MTBQoUED169BBXr17V+v4JCQniyJEjYuzYsaJevXqiePHiwtXVVdja2oq8efOKxo0biz/++CPVtqlNRs+NhJB+JBs/frz46KOPhIuLS7IfTTLq0qVLon///qJYsWLC0dFRODs7C39/fzFs2LA093vmWsASQjqu/PXXX6Jp06byfsvT01PUrVtXzJ07V8TGxqY5j5cvX4qvvvpKlChRQtjb24s8efKIevXqyT+SGbqv3bt3r2jSpIlwd3cX9vb2okiRImLIkCHi/v37QgjD9yk3b94Uw4cPFwEBASJXrlzCxsZGeHl5iTp16ohJkybp/Kzdvn1b9O3bVxQvXlxuiZjefZguBw8eFEOHDhWBgYHC29tb2NjYiFy5colSpUqJoKAgsXr1ahEdHa1z+l27donGjRsLd3d3YWdnJwoWLCjatm0r7+sNWcdPnz6V969JCzC6ttuYmBjxxx9/iObNm8v7CAcHB1GoUCHRuHFjMXnyZHH9+nW9y22Mc6/MbKNZUcASQlqXEydOFDVq1BB58uQRNjY2wtnZWZQsWVK0a9dO/PHHH+L58+fJpjHG/vPUqVPy8qR1NRBZDpUQWdSrNFEOsXLlSvlW67dv30axYsUUTkSUOY8ePZL7fFi8eDH69u2rcCIi7aKiolC0aFE8f/4cK1eu1NmBPxERkSnjuVf69evXD0uWLEGTJk2wd+9epeNQNmEn7kSZpOlU1cvLS+td/YjMTdKOgjV3eiMyRS4uLvLNFKZMmaK3U2AiIiJTxXOv9Hnw4IF858aJEycqnIayEwtYRHo8fvxY751MFi9ejN27dwMAevToofeuaUSm4P3794iIiNA5/MKFC/jxxx8BSHfcKlu2bHZFI8qQgQMHomjRorh27Ro2btyodBwiIqJkeO5lfFOnTkV8fDw6dOiAKlWqKB2HspGN0gGITFlwcDC++uordO7cGXXr1oWvry8SExNx584drFu3Dlu3bgUA5M2bF2PHjlU2LJEBnj9/Dn9/f7Rp0wZNmzZFqVKlYG9vjydPnmDv3r1YsmQJoqOjoVKp0rytO5EpsLW1xbJly3Dw4EEkJCQoHYeIiCgZnnsZlxACvr6+mDBhAvr06aN0HMpm7AOLSI9ly5ahd+/eesfx8fHBrl278PHHH2dTKqKMCw8PR5EiRfSOY2dnh0WLFqFHjx7ZlIqIiIjIMvHci8h4WMAi0uPFixfYuHEj9u3bh2vXruH58+eIjIyEm5sb/P390bJlSwwcOBCurq5KRyUySHx8PLZs2YK9e/ciJCQEz58/x6tXr+Dk5AQ/Pz80bNgQX3zxBXx9fZWOSkRERGT2eO5FZDwsYBERERERERERkUljJ+5ERERERERERGTSWMAiIiIiIiIiIiKTxgIWERERERERERGZNBawiIiIiIiIiIjIpLGARUREREREREREJo0FLCIiIiIiIiIiMmksYBERERERERERkUljAYuIiIiIiIiIiEwaC1hERERERERERGTSWMAiIiIiIiIiIiKTxgIWERERERERERGZNBawiIiIiIiIiIjIpLGARUREREREREREJo0FLCIiIiIiIiIiMmksYBERERERERERkUljAYuIiIiIiIiIiEwaC1hERERERERERGTSWMAiIiIiIiIiIiKTxgIWERERERERERGZNBawiIiIiIiIiIjIpLGARUREREREREREJo0FLMqxhBCIjY2FEELpKGkyl6zMaVzmkhMwn6zMaVzmkhMwn6zMaXzmkpU5jctccgLmk5U5jctccgLmlZUsGwtYlGNFR0fjypUriI6OVjpKmswlK3Mal7nkBMwnK3Mal7nkBMwnK3Man7lkZU7jMpecgPlkZU7jMpecgHllJcvGAhYREREREREREZk0FrCIiIiIiIiIiMiksYBFREREREREREQmjQUsIiIiIiIiIiIyaSxgERERERERERGRSbNROgARERERERFRUmq1GvHx8emeLjY2Vv7Xysp022uYS07ANLLa2trC2tpakfcm08ECFhEREREREZkEIQSePn2KN2/eZGj6xMRE2NjY4MmTJyZdGDKXnIDpZHVzc0O+fPmgUqkUy0DKYgGLiIiIiIiITIKmeOXt7Q0nJ6d0FyvUajViY2Nhb29v0i12zCUnoHxWIQQ+fPiAZ8+eAQB8fHyyPQOZBhawiIiIiIiISHFqtVouXnl6emZ4HgDg4OBg0oUhc8kJmEZWR0dHAMCzZ8/g7e1t8uuMsoZpt1UkIiIiIiKiHEHT55WTk5PCScgUabaLjPSNRpaBBSwiIiIiIiIyGezjiLThdkEsYBERERERERERkUljAYuIiIiIiIiItHrz5g0mT56Ma9euJXs9PDwcKpUKGzduVCgZ5TQsYBERERERERGRVm/evMHUqVPxzz//JHvdx8cHp0+fRv369RVKRjkN70JIOZbq2jXkW7IE1uXLA/7+QLFiQIECgBXrukREREREZLliY2Nha2sLq0x897G3t0fVqlWNmIpIP35TpxzLdvJkFPjjD9gPHgzUqwcULgw4OUnFrBYtgGHDgN9+A3btAq5fB2JjlY5MRERERERm4vTp02jVqhXy588PZ2dnBAYGYsWKFQCA9+/fw9vbG7/88kuq6dq3b49q1arJ/7969Spq164NBwcHlChRAqtWrUKbNm1Qt25dg7P4+fnh888/x/Tp0+Hr6wtHR0e8evUK169fR+fOnVGoUCE4OTmhTJky+OWXX5CYmAhAukywePHiAIBOnTpBpVJBpVIhPDxc6yWEmveZN28efH19kTt3brRp0wbPnz9PlscYy0Q5D1tgUY4VP24cXtnawvP1a1iHhwPh4VKR6vp16ZGSSgUULCi11NL2cHPL5iUgIiIiIsoBhAA+fDBsXLUaiImR/rW2Ns77OzlJ3wXS6f79+6hRowYGDhwIBwcHnDx5En379kViYiK6deuGZs2aYf369fjqq6/kaSIjI7Fr1y5Mnz4dABAdHY3GjRvDzc0NK1euBABMnDgRb968QbFixdKVZ9OmTShRogR+/fVXWFtbw9nZGZcuXUKpUqUQFBQEV1dXXLx4ERMmTEBUVBQmTJgAHx8fbNy4Ee3bt8ekSZPQoEEDANLlgxEREVrfZ/v27bh16xbmzZuHFy9eYMSIEfjiiy+wdu1aoy8T5SwsYFGOJcqUwcMxY+Di7w8nJycgIQF4+BC4c0f7IypKGv7wIXDkSOoZenjoLm75+PDSRCIiIiKi9BICqFkTOHXKoNGtATgbO0ONGsDx4+kuYnXu3Fl+LoRA7dq18ejRIyxYsADdunVDhw4d0KlTJ9y6dQslSpQAAGzZsgXx8fHo2LEjAODPP//Ev//+i5MnT8LPzw8AUKlSJRQvXjzdxZ74+Hjs2bMHzs7/raEGDRrIRSkhBGrWrIkPHz5g7ty5mDBhAuzt7REYGAgAKFGihEGXDAohsH37dtjb2wOQWnFNmTIFiYmJsLKyMuoyUc7CAhaRho0NUKSI9GjYMPkwIYDnz3UXt/79F3j1SnqEhKSet4MDULSo9uKWnx9gZ5cti0hEREREZHYy0PrJFLx+/RoTJkzAtm3b8PjxY6jVagCAp6cnAKBRo0Zwc3PD2rVr8e233wIA1q5di3r16iFv3rwAgJCQEJQrV04u9ADSZXofffRRuvPUrVs3WfEKAGJiYjB16lSsWrUKDx48QHx8vDwsKioKLi4u6X6fOnXqyMUrAChTpgzi4+Px7Nkz5MuXz6jLRDkLC1hEhlCpAG9v6ZHkenRZVBRw96724tb9+1Iz5mvXpEdKVlZAoULai1tFiwK5c2f98hERERERmSKVSmr9ZOAlhGq1GjExMXBwcIC1wpcQ9urVC6dOncJ3332HsmXLIleuXPj999+xbt06AICdnR3atm0rF7BevnyJ4OBgLFy4UJ5HREQEvLy8Us3b29sb0dHR6cqjKYolNWbMGCxatAgTJkxAxYoV4ebmhm3btmHSpEmIiYnJUAHLLUXXKnb//2N9TEwMAOMuE+UsLGARGYOLC1C+vPRIKT4eePBAd+utDx+kItf9+8ChQ6mn9/SEfYkScB4wQOpgnoiIiIgoJ1GpAGcDLwzU9H3l4GC8PrAyICYmBjt37sTMmTPxxRdfyK9rOkfX6NSpE5YuXYrLly/j9OnTsLa2Rtu2beXhPj4+uHjxYqr5P3v2DK6urunKpNJShNuwYQMGDBiAMWPGyK/t2rUrXfNNL2MuE+UsLGARZTVb2/9aVKUkhHT5oa7i1vPnwMuXsH75EgXi44H/vxaeiIiIiIhMV2xsLBITE+XWR4DUQfv27duTjVe3bl3ky5cPa9aswenTp/Hpp58id5IrMCpXroy//voL9+7dQ5EiRQBIfUpdunQJNWvWzHTO6OjoZBnVarXc2bpGyhZUmZXVy0SWiwUsIiWpVEC+fNKjRo3UwyMjgYsXIerUgWtoKKLv3gUCArI/JxERERERGSx37tyoXLkypk2bBi8vL9jY2GDatGnInTs3nj17Jo9nbW2Njh07YtmyZXj27Fmq4lHv3r0xefJktGjRAhMnTgQAfP/998iXLx+sjHCTqEaNGmHRokUoU6YM8uTJg/nz5yM2NjbZOPny5ZP76ipWrBjs7e1RXtuVJwbK6mUiy8Wtg8iUuboCtWoh8f87lbf56y+FAxERERERkSFWr16N4sWLo2fPnhg6dCjat2+PHj16pBqvS5cuePr0KZycnNCiRYtkwxwdHbF//354eHggKCgIX331FUaNGoUSJUoka6mVUXPmzEGdOnXwxRdfoG/fvihXrhy++eabZONYWVnh999/R3h4OBo0aIDKlSvjyZMnGX7PrF4mslxsgWXBpk2bhrFjx2LYsGGYPXu2zvHevHmDcePGYfPmzXj16hV8fX0xe/ZsNGvWLPvCkl4JPXvCOjgY1itXAlOnKno9PxERERERpa148eI4ePBgqte///57+Y6EAFC1alUIIXTOp2zZsjh+/Lj8/1evXmHEiBEYMWKEwVnCw8O1vp43b15s2bIl1ev9+vVL9v+WLVuiQ4cOqTrGT5lb2/u0adMm1XjGWCbKeVjAslAhISFYsGBBmk074+Li0KhRI3h7e2Pjxo0oUKAA7t+/n+rOEaQsdbNmSMidGzYREcC+fQCLi0REREREOcJPP/2EvHnzws/PDxEREZgxYwbUajX69OmjdLQMs8RloqzHApYFioqKQlBQEBYtWoRJkybpHXfp0qV49eoVTp06BVtbWwCAn59fNqSkdLG3x8tmzZB3zRpgyRIWsIiIiIiIcggrKytMmjQJjx8/ho2NDapUqYJDhw6hUKFCAICEhASd06pUqlStpkxBWstEpA0LWBZoyJAhaN68ORo2bJhmAWv79u2oVq0ahgwZgm3btsHLywtdu3bFmDFjMrWjE0IgOjo6w9NnB00+U88JSBlftG6NvGvWQGzfjujwcMDbW+lYqZjLOmVO4zOXrMxpXOaSEzCfrMxpfOaSlTmNy1xyAuaTNTtyau7cp1ark11ilx6aS9WEEBmeR3ZIT86RI0di5MiRqV7XTKdpiKCNr68v7ty5k4mkWbNO01ombdRqNRITExEdHY3ExMRUwx0cHNgJvIVTCX0X25LZWbt2LSZPnoyQkBA4ODigbt26CAwM1NkHVunSpREeHo6goCAMHjwYt2/fxuDBgzF06FBMmDAhwzliY2Nx5cqVDE9P2pXu2RPOV6/i4fDheNatm9JxiIiIiIiMysbGBoUKFYK9vb3SUczG+fPndQ6zs7NDgIXcxTw2NhYPHz7U2eIsICCA242FYwHLgjx8+BCVKlVCcHCw3PdVWgWskiVLIiYmBvfu3ZNbXM2cORM///wzIiIiMpzFXFpghYeHw8/PD46OjkrH0UuTtdTRo3AZNQqJ/v6ICQkBVCqloyVjLuuUOY3PXLIyp3GZS07AfLIyp/GZS1bmNC5zyQmYT9bsyBkbG4snT57Az88PDg4OGZqHEAKxsbGwt7eHysTOlZMyl5yA6WSNiYlBeHg48ufPr7VQxRZYlo+XEFqQ0NBQPHv2DBUqVJBfU6vVOHbsGObOnYvY2NhUlwX6+PjA1tY22ev+/v54+vQp4uLiYGdnl6EsKpUKTk5OGVuQbObo6Gg2Wa26dAHGj4fVP//AKSwMqFpV6Uhamcs6ZU7jM5eszGlc5pITMJ+szGl85pKVOY3LXHIC5pM1K3NaWVnBysoK1tbWGe7ORHMJmqn2/aRhLjkB08lqbW0NKysrODo6ZrjASeaN5UkL0qBBA4SFheHixYvyo1KlSggKCsLFixe17mxq1KiB27dvJ7uG+ObNm/Dx8clw8YqyUO7cQIcO0vMlS5TNQkRERESUBXiREGnD7YJYwLIgrq6uCAgISPZwdnaGp6enfN1zjx49MHbsWHmaQYMG4dWrVxg2bBhu3ryJXbt2YcqUKRgyZIhSi0Fp6dtX+nftWiAqStksRERERERGoumM/MOHDwonIVOk2S70dVpPlo2XEOYwDx48SHZdcKFChbBv3z6MGDEC5cuXR4ECBTBs2DCMGTNGwZSkV61aQIkSwK1bwMaNQK9eSiciIiIiIso0a2truLm54dmzZwAAJyendPe5pFarERsbK8/PVJlLTkD5rEIIfPjwAc+ePYObm5vJry/KOixgWbgjR47o/T8AVKtWDWfOnMmeQJR5KhXQpw8wdqx0GSELWERERERkIfLlywcAchErvRITE5GQkAAbGxuT7tDbXHICppPVzc1N3j4oZ2IBi8gc9egBjBsHnDgB3LgBlCqldCIiIiIiokxTqVTw8fGBt7c34uPj0z19dHQ07t69i8KFC5v8XR3NISdgGllT3niMciYWsIjMUf78QLNmwM6dwNKlwE8/KZ2IiIiIiMhoMnonQs3Nqezt7U36TnXmkhMwr6xk2Uy7rSIR6abpzH35ciADv04RERERERERmQsWsIjMVfPmQN68wL//Anv2KJ2GiIiIiIiIKMuwgEVkrmxtpb6wAKkzdyIiIiIiIiILxQIWkTnr00f6d9cuICJC2SxEREREREREWYQFLCJzVro0UL06oFYDf/2ldBoiIiIiIiKiLMECFpG503TmvnQpIISyWYiIiIiIiIiyAAtYROauY0fA2Rm4eRM4eVLpNERERERERERGxwIWkblzcQE6dZKeszN3IiIiIiIiskAsYBFZAs1lhOvXA+/eKZuFiIiIiIiIyMhYwCKyBNWqSR26f/gArFundBoiIiIiIiIio2IBi8gSqFT/tcLiZYRERERERERkYVjAIrIU3bsDNjbA338DV68qnYaIiIiIiIjIaFjAIrIUefMCLVpIz5cuVTYLERERERERkRGxgEVkSTSXEf71FxAXp2wWIiIiIiIiIiNhAYvIkjRtCvj4AC9eADt2KJ2GiIiIiIiIyChYwCKyJDY2QK9e0nN25k5EREREREQWggUsIkvTp4/07759wKNHymYhIiIiIiIiMgIWsIgsTfHiQO3aQGIisHy50mmIiIiIiIiIMo0FLCJLpOnMfelSqZBFREREREREZMZYwCKyRO3bA7lyAXfvAkePKp2GiIiIiIiIKFNYwCKyRE5OQJcu0nN25k5ERERERERmjgUsIkuluYxw0ybgzRtFoxARERERERFlBgtYRJaqUiUgIACIiQHWrFE6DREREREREVGGsYBFZKlUqv9aYfEyQiIiIiIiIjJjLGARWbJu3QBbWyA0FLh0Sek0RERERERERBnCAhaRJcuTB2jTRnq+dKmiUYiIiIiIiIgyigUsIkvXp4/078qVQGysslmIiIiIiIiIMoAFLCJL16gRUKgQ8OoVsHWr0mmIiIiIiIiI0o0FLCJLZ20N9OolPWdn7kRERERERGSGWMAiygl695b+PXAAuH9f2SxERERERERE6cQCFlFOUKQI0KABIASwbJnSaYiIiIiIiIjShQUsopxC05n7n38CiYnKZiEiIiIiIiJKBxawiHKKzz4D3NykSwgPHlQ6DREREREREZHBWMAiyikcHYGgIOk5O3MnIiIiIiIiM8ICFlFO0rev9O+WLcDLl8pmISIiIiIiIjIQC1hEOcnHH0uPuDhg9Wql0xAREREREREZhAUsopxG05n7kiXSXQmJiIiIiIiITBwLWEQ5TVAQYG8PXLoEnD+vdBoiIiIiIiKiNLGARZTTuLsDbdtKz9mZOxEREREREZkBFrCIciJNZ+6rVwPR0cpmISIiIiIiIkoDC1hEOVG9eoCfH/D2LbB5s9JpiIiIiIiIiPRiAYsoJ7KyAnr3lp7zMkIiIiIiIiIycSxgEeVUvXoBKhVw+DBw547SaYiIiIiIiIh0YgGLKKcqXBho3Fh6/uefymYhIiIiIiIi0oMFLKKcTNOZ+7JlgFqtaBQiIiIiIiIiXVjAIsrJWrUCPD2Bx4+B/fuVTkNERERERESkFQtYRDmZvT3QrZv0nJ25ExERERERkYliAYsop9NcRrh9O/D8ubJZiIiIiIiIiLRgAYsopytXDqhcGYiPB1asUDoNERERERERUSosYFm4adOmQaVSYfjw4TrHWbZsGVQqVbKHg4ND9oUk5WlaYS1ZAgihbBYiIiIiIiKiFFjAsmAhISFYsGABypcvn+a4uXLlQkREhPy4f/9+NiQkk9G5M+DoCFy7Bpw9q3QaIiIiIiIiomRYwLJQUVFRCAoKwqJFi+Du7p7m+CqVCvny5ZMfefPmzYaUZDJy5wbat5eeszN3IiIiIiIiMjE2SgegrDFkyBA0b94cDRs2xKRJk9IcPyoqCr6+vkhMTESFChUwZcoUlC1bNsPvL4RAdHR0hqfPDpp8pp4TyJ6sVkFBcFixAmLtWkRPngw4O6d7HuayTpnT+MwlK3Mal7nkBMwnK3Man7lkZU7jMpecgPlkZU7jMpecgPlkdXBwgJUV2+hYMpUQ7PDG0qxduxaTJ09GSEgIHBwcULduXQQGBmL27Nlaxz99+jRu3bqF8uXL4+3bt5gxYwaOHTuGq1evomDBghnKEBsbiytXrmRiKSjbCYGybdvC4eFDhE+YgJctWyqdiIiIiIiIyCABAQGwt7dXOgZlIRawLMzDhw9RqVIlBAcHy31fpVXASik+Ph7+/v7o0qULfvzxxwzlMJcWWOHh4fDz84Ojo6PScfTKrqw2P/8Mu++/h7pGDcTu35/u6c1lnTKn8ZlLVuY0LnPJCZhPVuY0PnPJypzGZS45AfPJypzGZS45AfPJyhZYlo+XEFqY0NBQPHv2DBUqVJBfU6vVOHbsGObOnYvY2FhYW1vrnYetrS0+/vhj3L59O8M5VCoVnJycMjx9dnJ0dGRWjX79gB9+gPXJk3B69AgoWTJDszGXdcqcxmcuWZnTuMwlJ2A+WZnT+MwlK3Mal7nkBMwnK3Mal7nkBMwrK1kmlictTIMGDRAWFoaLFy/Kj0qVKiEoKAgXL15Ms3gFSAWvsLAw+Pj4ZENiMikFCgCffio9X7pU2SxERERERERE/48FLAvj6uqKgICAZA9nZ2d4enoiICAAANCjRw+MHTtWnuaHH37A/v37cffuXZw/fx7dunXD/fv30a9fP6UWg5TUt6/07/LlQEKCslmIiIiIiIiIwEsIc6QHDx4kuzb49evX6N+/P54+fQp3d3dUrFgRp06dQpkyZRRMSYpp0QLw9gaePgV27wZatVI6EREREREREeVwLGDlAEeOHNH7/1mzZmHWrFnZF4hMm60t0KMHMGOGdBkhC1hERERERESkMF5CSESp9ekj/btzp9QSi4iIiIiIiEhBLGARUWr+/kC1aoBaDfz1l9JpiIiIiIiIKIdjAYuItNN05r5kCSCEslmIiIiIiIgoR2MBi4i069gRcHYGbt4ETp5UOg0RERERERHlYCxgEZF2rq5Ap07S86VLlc1CREREREREORoLWESkm6Yz9/XrgchIZbMQERERERFRjsUCFhHpVr06UKoU8P49sG6d0mmIiIiIiIgoh2IBi4h0U6mSd+ZOREREREREpAAWsIhIvx49AGtr4MwZ4No1pdMQERERERFRDsQCFhHplzcv0KKF9JyduRMREREREZECWMAiorRpLiP86y8gLk7ZLERERERERJTjsIBFRGn79FPAxwd4/hzYuVPpNERERERERJTDsIBFRGmzsQF69pSeszN3IiIiIiIiymYsYBGRYfr0kf7duxd4/FjZLERERERERJSjsIBFRIYpUQKoVQtITASWL1c6DREREREREeUgLGARkeE0nbkvXSoVsoiIiIiIiIiyAQtYRGS49u0BV1fgzh3g2DGl0xAREREREVEOwQIWERnO2Rno0kV6zs7ciYiIiIiIKJuwgEVE6aO5jHDjRuDNG0WjEBERERERUc7AAhYRpU/lykDZskBMDLB2rdJpiIiIiIiIKAdgAYuI0kel+q8VFi8jJCIiIiIiomzAAhYRpV/37oCtLXDuHHD5stJpiIiIiIiIyMKxgEVE6ZcnD9C6tfScrbCIiIiIiIgoi7GARUQZo7mMcOVKIDZW2SxERERERERk0VjAIqKMadQIKFgQePUK2LZN6TRERERERERkwWyUDkDA9u3btb6uUqng4OCA4sWLo0iRItmciigN1tZAr17ApEnSZYQdOyqdiIiIiIiIiCwUC1gmoE2bNlCpVBBCJHtd85pKpULNmjWxdetWuLu7K5SSSIvevaUCVnAwcP8+4OWldCIiIiIiIiKyQLyE0AQEBwejcuXKCA4Oxtu3b/H27VsEBwejSpUq2LlzJ44dO4aXL19i9OjRSkclSq5oUaB+fUAIYNkypdMQERERERGRhWILLBMwbNgwLFy4ENWrV5dfa9CgARwcHPC///0PV69exezZs9GnTx8FUxLp0KcPcOgQ8OefwKhRSqchIiIiIiIiC8QWWCbgzp07yJUrV6rXc+XKhbt37wIASpQogRcvXmR3NKK0tW0L5M4N3L8PqyNHlE5DREREREREFogFLBNQsWJFfPnll3j+/Ln82vPnz/HVV1+hcuXKAIBbt26hUKFCSkUk0s3REQgKAgDYLF+ucBgiIiIiIiKyRCxgmYAlS5bg3r17KFiwIIoXL47ixYujYMGCCA8Px+LFiwEAUVFRGD9+vMJJiXTo2xcAYL1jB6zfvlU4DBEREREREVka9oFlAkqVKoVr165h//79uHnzpvxao0aNYGUl1RjbtGmjYEKiNFSoAAQGQnXxIjz27AGqVlU6EREREREREVkQFrBMhJWVFZo2bYqmTZsqHYUoY/r0AYYORd7Vq6EePBgoUkTpRERERERERGQhWMAyEQcPHsTBgwfx7NkzJCYmJhu2dOlShVIRpUOPHkicMQP2Dx4g8bPPgKNHpc7diYiIiIiIiDKJfWCZgIkTJ6Jx48Y4ePAgXrx4gdevXyd7EJmF3LkRu2MH4t3dYXXpEtCqFRAdrXQqIiIiIiIisgBsgWUC/vjjDyxbtgzdu3dXOgpRpojixXFrzhz4Dx4M1bFjQOfOwKZNgA13NURERERERJRxbIFlAuLi4lC9enWlYxAZRXTp0ohdvx6wtwe2bwf69QNSXBZLRERERERElB4sYJmAfv36YfXq1UrHIDKaxFq1gPXrAWtrYPly4MsvASGUjkVERERERERmitf1mICYmBgsXLgQBw4cQPny5WFra5ts+MyZMxVKRpQJrVoBS5YAvXoBM2cCXl7A118rnYqIiIiIiIjMEAtYJuDy5csIDAwEAFy5ciXZMJVKpUAiIiPp2RN4+RIYNQoYOxbw9AT691c6FREREREREZkZFrBMwOHDh5WOQJR1Ro4EXrwApk4FBg4E3N2B9u2VTkVERERERERmhH1gEVHWmzxZanmVmAgEBQEHDiidiIiIiIiIiMwIW2AppG3btli2bBly5cqFtm3b6h138+bN2ZSKKIuoVMDvvwOvXgGbNgFt2gCHDgGffKJ0MiIiIiIiIjIDLGApJHfu3HL/Vrly5WJfV2T5rK2BVauAN2+AgweBZs2A48cBf3+lkxEREREREZGJYwFLIX/++af8fNmyZcoFIcpO9vbAli1AgwZASAjQuDFw8iRQuLDSyYiIiIiIiMiEsQ8sE1C/fn28efMm1evv3r1D/fr1sz8QUVZydQV27wZKlwYePZKKWM+fK52KiIiIiIiITBgLWCbgyJEjiIuLS/V6TEwMjh8/rkAioiyWJw+wfz9QqBBw4wbw6adAZKTSqYiIiIiIiMhE8RJCBV2+fFl+fu3aNTx9+lT+v1qtxt69e1GgQAElohFlvUKFpCJWrVpAaKjUsfuuXYCDg9LJiIiIiIiIyMSwgKWgwMBAqFQqqFQqrZcKOjo6Ys6cOQokI8ompUsDe/YA9epJdyXs2hVYvx6w4a6JiIiIiIiI/sNviQq6d+8ehBAoWrQozp49Cy8vL3mYnZ0dvL29YW1trWBComxQqRKwbZt0GeGWLcDAgcCiRQDvzElERERERET/j31gKcjX1xd+fn5ITExEpUqV4OvrKz98fHyMUryaNm0aVCoVhg8fbtD4a9euhUqlQps2bTL93kQGq18fWLMGsLICliwBxo5VOhERERERERGZELbAMiHXrl3DgwcPUnXo3qpVqwzNLyQkBAsWLED58uUNGj88PByjR49GrVq1MvR+RJnSti2wcCHQrx/w00+Apyfw5ZdKpyIiIiIiIiITwAKWCbh79y4+++wzhIWFQaVSQQgBAFD9/yVUarU63fOMiopCUFAQFi1ahEmTJqU5vlqtRlBQECZOnIjjx4/jzZs36X5Pokzr2xd4+RIYMwb46iupiNWnj9KpiIiIiIiISGEsYJmAYcOGoUiRIjh48CCKFCmCs2fP4uXLlxg1ahRmzJiRoXkOGTIEzZs3R8OGDQ0qYP3www/w9vZG3759cfz48Qy9Z1JCCERHR2d6PllJk8/UcwLmk9UoOT//HLYREbCdPRuif3/EOTtD3bKlkRJKctT6zCbmkpU5jctccgLmk5U5jc9csjKncZlLTsB8sjKncZlLTsB8sjo4OMDKir0kWTKV0DT3IcXkyZMHhw4dQvny5ZE7d26cPXsWpUqVwqFDhzBq1ChcuHAhXfNbu3YtJk+ejJCQEDg4OKBu3boIDAzE7NmztY5/4sQJdO7cGRcvXkSePHnQq1cvvHnzBlu3bs3wMsXGxuLKlSsZnp5yOCHg++OPyLN9OxLt7HDrt98QVamS0qmIiIiIiMhEBQQEwN7eXukYlIXYAssEqNVquLq6ApCKWU+ePEGpUqXg6+uLGzdupGteDx8+xLBhwxAcHAwHB4c0x4+MjET37t2xaNEi5MmTJ0P5tbGzs4O/v7/R5pcVoqOjER4eDj8/Pzg6OiodRy9zyWrUnCtWIKFbN9js2IGSX36JmD17ID7+2PRyZiFzyQmYT1bmNC5zyQmYT1bmND5zycqcxmUuOQHzycqcxmUuOQHzyWpra6t0BMpiLGCZgICAAFy6dAlFihRBlSpVMH36dNjZ2WHhwoUoWrRouuYVGhqKZ8+eoUKFCvJrarUax44dw9y5cxEbG5vs7oZ37txBeHg4Wia5RCsxMREAYGNjgxs3bqBYsWLpXiaVSgUnJ6d0T6cER0dHZjUyo+Vcvx749FOojhyBY5s2wIkTQKlSmZ/v/8tx6zMbmEtW5jQuc8kJmE9W5jQ+c8nKnMZlLjkB88nKnMZlLjkB88pKlokFLBMwfvx4vH//HoDUF1WLFi1Qq1YteHp6Yu3atemaV4MGDRAWFpbstd69e6N06dIYM2ZMsuIVAJQuXTrV+OPHj0dkZCR+/fVXFCpUKANLRGQkDg7Atm1AvXrA+fNA48bAyZNAwYJKJyMiIiIiIqJsxAKWCWjSpIn8vHjx4rh+/TpevXoFd3d3+U6EhnJ1dUVAQECy15ydneHp6Sm/3qNHDxQoUABTp06Fg4NDqvHd3NwAINXrRIrIlQvYsweoVQu4eVMqYh0/Lt2hkIiIiIiIiHIEdtFvojw8PPD06VN8/vnnRp/3gwcPEBERYfT5EmUZb29g/36gQAHgn3+AZs2AqCilUxEREREREVE2YQsshV29ehWHDx+GnZ0dOnbsCDc3N7x48QKTJk3CggUL0t0HljZHjhzR+/+Uli1blun3JDI6X1+piFWrFnD2LNC2LbBjB8A7jRAREREREVk8tsBS0Pbt2/Hxxx9j6NChGDhwICpVqoTDhw/D398f169fx5YtW3D16lWlYxKZjjJlgN27AWdnIDgY6N4dUKuVTkVERERERERZjAUsBU2aNAlDhgzBu3fvMHPmTNy9exdDhw7F7t27sXfvXjRt2lTpiESmp0oVYMsWwNYW2LABGDIEEELpVERERERERJSFWMBS0I0bNzBkyBC4uLjgiy++gJWVFWbNmoXKlSsrHY3ItDVqBKxaBahUwIIFwLffKp2IiIiIiIiIshALWAqKjIxErly5AADW1tZwdHQ0Sp9XRDlChw7A779LzydPBmbNUjYPERERERERZRl24q6wffv2IXfu3ACAxMREHDx4EFeuXEk2TqtWrZSIRmT6BgwAXr4Exo0DRo4EPD2BHj2UTkVERERERERGxgKWwnr27Jns/wMGDEj2f5VKBTU7qSbSbexY4MULqQVWnz6AuzvQsqXSqYiIiIiIiMiIeAmhghITE9N8sHhFlAaVCpgxQ2p5pVYDHTsCx44pnYqIiIiIiIiMiAUsIjJ/VlbA4sVSy6uYGOnfixeVTkVERERERERGwgIWEVkGW1tg3TqgVi3g3TugSRPg1i2lUxEREREREZERsIBFRJbD0RHYsQP46CPg2TOgcWPgyROlUxEREREREVEmsYBFRJYld25g3z6geHEgPFxqifXqldKpiIiIiIiIKBNYwFKYWq3GsWPH8ObNG6WjEFmOvHmB/fsBHx/gyhWgRQvg/XulUxEREREREVEGsYClMGtrazRu3BivX79WOgqRZSlSRCpiubkBp08D7dsDcXFKpyIiIiIiIqIMYAHLBAQEBODu3btKxyCyPAEBwO7dgJMTsHcv0LMnkJiodCoiIiIiIiJKJxawTMCkSZMwevRo7Ny5ExEREXj37l2yBxFlQrVqwKZNgI0NsHYtMHQoIITSqYiIiIiIiCgdbJQOQECzZs0AAK1atYJKpZJfF0JApVJBrVYrFY3IMjRtCvz1FxAUBMybB9vcuYG2bZVORURERERERAZiAcsEHD58WOkIRJavSxfg9WtgyBDYTpkCr7g4YOJEpVMRERERERGRAVjAMgF16tRROgJRzjB4MPDiBTBhAgrPmIHYUqWAfv2UTkVERERERERpYAHLhHz48AEPHjxAXIo7pZUvX16hREQW6NtvEf/0KWx//x12AwcCefIAbdoonYqIiIiIiIj0YAHLBDx//hy9e/fGnj17tA5nH1hERqRSIX76dLx99Ah5duwAOnUCdu0CGjZUOhkRERERERHpwLsQmoDhw4fjzZs3+Pvvv+Ho6Ii9e/di+fLlKFGiBLZv3650PCLLY2WF++PGIaF1ayAuTmqBdfq00qmIiIiIiIhIBxawTMChQ4cwc+ZMVKpUCVZWVvD19UW3bt0wffp0TJ06Vel4RJbJxgZxf/4JNG4MvH8PNGsGXLqkdCoiIiIiIiLSggUsE/D+/Xt4e3sDANzd3fH8+XMAQLly5XD+/HkloxFZNnt7YPNmoHp14M0bqZh165bSqYiIiIiIiCgFFrBMQKlSpXDjxg0AwEcffYQFCxbg8ePH+OOPP+Dj46NwOiIL5+ws9YEVGAg8eyb1hfXggdKpiIiIiIiIKAl24m4Chg0bhoiICADAhAkT0LRpU6xatQp2dnZYtmyZsuGIcgI3N2DfPqBWLeDmTaBRI+DYMSBvXqWTEREREREREVjAMgndunWTn1esWBH379/H9evXUbhwYeTJk0fBZEQ5iLc3cOAAULOmVMRq0gQ4ckQqbhEREREREZGieAmhCfjhhx/w4cMH+f9OTk6oUKECnJ2d8cMPPyiYjCiHKVRIKmLlzSt16N68udTBOxERERERESmKBSwTMHHiRERFRaV6/cOHD5g4caICiYhysBIlgP37pZZXp04Bn30GxMYqnYqIiIiIiChHYwHLBAghoFKpUr1+6dIleHh4KJCIKIcrXx7Ys0fq4D04GOjSBUhIUDoVERERERFRjsU+sBTk7u4OlUoFlUqFkiVLJitiqdVqREVFYeDAgQomJMrBqlYFtm0DmjUDtmwB+vUDli4FrFj3JyIiIiIiym4sYClo9uzZEEKgT58+mDhxInLnzi0Ps7Ozg5+fH6pVq6ZgQqIcrkEDYP16oF07YPlyIFcu4NdfAS0tJomIiIiIiCjrsICloJ49ewIAihQpgho1asDGhn8OIpPTujWwbBnQvTswZw6QOzfw449KpyIiIiIiIspRWDFRUEJCAtRqNerUqSO/9u+//+KPP/7A+/fv0apVK9SsWVPBhEQEAOjWDXj3DhgyBJg0SSpijR6tdCoiIiIiIqIcg525KKh///4YOnSo/P/IyEhUrlwZ8+bNw759+1CvXj3s3r1bwYREJBs8GJgyRXr+5ZfAokXK5iEiIiIiIspBWMBS0MmTJ9GuXTv5/3/99RfUajVu3bqFS5cuYeTIkfj5558VTEhEyYwdC4wZIz0fMABYt07ZPERERERERDkEC1gKevz4MUqUKCH//+DBg2jXrp3cmXvPnj1x9epVpeIRkTZTpwIDBwJCSJcW7tqldCIiIiIiIiKLxwKWghwcHBAdHS3//8yZM6hSpUqy4VFRUUpEIyJdVCpg3jyga1cgIQFo3x44elTpVERERERERBaNBSwFBQYGYsWKFQCA48eP499//0X9+vXl4Xfu3EH+/PmVikdEulhZSXcmbNkSiIkBWrQAQkKUTkVERERERGSxWMBS0HfffYdff/0VxYoVQ5MmTdCrVy/4+PjIw7ds2YIaNWoomJCIdLK1BdavB+rVA6KigKZNAV7yS0RERERElCVslA6Qk9WpUwehoaHYv38/8uXLhw4dOiQbHhgYiE8++UShdESUJgcHYNs2oGFD4OxZoFEj4MQJoGhRpZMRERERERFZFBawFObv7w9/f3+tw/73v/9lcxoiSjdXV2DPHqBOHeDKFamYdfw4UKCA0smIiIiIiIgsBi8hJCLKLA8PYP9+oFgx4N49oHFj4MULpVMRERERERFZDBawiIiMwccHOHBAanl17ZrUJ9a7d0qnIiIiIiIisggsYBERGYufHxAcDOTJA4SGSncp/PBB6VRERERERERmjwUsIiJj8vcH9u0DcuUCjh0D2rcH4uKUTkVERERERGTWWMAyEW/evMHixYsxduxYvHr1CgBw/vx5PH78WOFkRJRuFSoAu3YBjo5SB+/duwNqtdKpiIiIiIiIzBYLWCbg8uXLKFmyJH766SfMmDEDb968AQBs3rwZY8eOVTYcEWVMzZrA5s2ArS2wfj0wcCAghNKpiIiIiIiIzBILWCZg5MiR6NWrF27dugUHBwf59WbNmuHYsWMKJiOiTGnaFFi9GrCyAhYvBr78kkUsIiIiIiKiDGABywSEhIRgwIABqV4vUKAAnj59qkAiIjKa9u2BRYuk57/8AkyerGweIiIiIiIiM8QClgmwt7fHu3fvUr1+8+ZNeHl5KZCIiIyqTx9g1izp+bffAr/9pmweIiIiIiIiM8MClglo1aoVfvjhB8THxwMAVCoVHjx4gDFjxqBdu3YKpyMioxg+HPj+e+n5sGHAsmUKhiEiIiIiIjIvLGCZgF9++QVRUVHw9vZGdHQ06tSpg+LFi8PV1RWTM3m50bRp06BSqTB8+HCd42zevBmVKlWCm5sbnJ2dERgYiBUrVmTqfYlIi+++kwpZANC3r9TJOxEREREREaXJRukABOTOnRvBwcE4ceIELl++jKioKFSoUAENGzbM1HxDQkKwYMEClC9fXu94Hh4eGDduHEqXLg07Ozvs3LkTvXv3hre3N5o0aZKpDESUhEoFzJwJvHsHLF0KdO4M7NwJNG6sdDIiIiIiIiKTxgKWCalZsyZq1qxplHlFRUUhKCgIixYtwqRJk/SOW7du3WT/HzZsGJYvX44TJ06wgEVkbCoVsHAhEBkJbNgAtGkDBAcDNWoonYyIiIiIiMhksYBlAn7T0aGzSqWCg4MDihcvjtq1a8Pa2trgeQ4ZMgTNmzdHw4YN0yxgJSWEwKFDh3Djxg389NNPBk9HROlgbQ2sXCkVsfbuBZo3Bw4fBj7+WOlkREREREREJokFLBMwa9YsPH/+HB8+fIC7uzsA4PXr13BycoKLiwuePXuGokWL4vDhwyhUqFCa81u7di3Onz+PkJAQgzO8ffsWBQoUQGxsLKytrTF//nw0atQow8skhEB0dHSGp88OmnymnhMwn6zMmU4rVsC+dWtYnzoF0bgxYoKDIUqWlAebTE4DmEtW5jQuc8kJmE9W5jQ+c8nKnMZlLjkB88nKnMZlLjkB88nq4OAAKyt2823JVEIIoXSInG7NmjVYuHAhFi9ejGLFigEAbt++jQEDBuB///sfatSogc6dOyNfvnzYuHGj3nk9fPgQlSpVQnBwsNz3Vd26dREYGIjZs2frnC4xMRF3795FVFQUDh48iB9//BFbt25NdXmhoWJjY3HlypUMTUuUk1hFRaHkwIFwvn4dcXnz4sbixYjz8VE6FhERERGRWQkICIC9vb3SMSgLsYBlAooVK4ZNmzYhMDAw2esXLlxAu3btcPfuXZw6dQrt2rVDRESE3nlt3boVn332WbLLDdVqNVQqFaysrOQWVmnp168fHj58iH379mVomcylBVZ4eDj8/Pzg6OiodBy9zCUrc2bQ8+dwaNIEVjduILFYMcTs3w/ky2d6OfUwl6zMaVzmkhMwn6zMaXzmkpU5jctccgLmk5U5jctccgLmk5UtsCwfLyE0AREREUhISEj1ekJCAp4+fQoAyJ8/PyIjI9OcV4MGDRAWFpbstd69e6N06dIYM2aMwf1oJSYmIjY21qBxtVGpVHBycsrw9NnJ0dGRWY2MOdPJ1xc4cACoWRNWd+7AqU0b4OhR4P9PEEwmpwHMJStzGpe55ATMJytzGp+5ZGVO4zKXnID5ZGVO4zKXnIB5ZSXLxAKWCahXrx4GDBiAxYsX4+P/78T5woULGDRoEOrXrw8ACAsLQ5EiRdKcl6urKwICApK95uzsDE9PT/n1Hj16oECBApg6dSoAYOrUqahUqRKKFSuG2NhY7N69GytWrMDvv/9uzMUkIn0KFpSKWLVqAWFhQLNmwLZtSqciIiIiIiIyCWxfZwKWLFkCDw8PVKxYEfb29rC3t0elSpXg4eGBJUuWAABcXFzwyy+/GOX9Hjx4kOxSxPfv32Pw4MEoW7YsatSogU2bNmHlypXo16+fUd6PiAxUvDgQHAy4uwNnzsC+UyeoMtESkoiIiIiIyFKwBZYJyJcvH4KDg3H9+nXcvHkTAFCqVCmUKlVKHqdevXoZnv+RI0f0/n/SpEmYNGlShudPREYUEADs3Qs0aADrI0dQ9JtvgNWrATbXJiIiIiKiHIwFLBNSunRplC5dWukYRKS0Tz4Btm+H+PRTuB09ClG0KPDZZ0Dv3kCDBoCBfdkRERERERFZChawTMSjR4+wfft2PHjwAHFxccmGzZw5U6FURKSYevUQu2EDxIgRcLxzB1i7VnoULAj07Ck9SpRQOiUREREREVG2YAHLBBw8eBCtWrVC0aJFcf36dQQEBCA8PBxCCFSoUEHpeESkkMQGDfDP2rUoGxMDh7VrpUsJHz0CJk+WHjVrSq2yOnQAXF2VjktERERERJRl2Im7CRg7dixGjx6NsLAwODg4YNOmTXj48CHq1KmDDh06KB2PiJSkUiGxQgVg7lzgyRNg3Trg008BKyvgxAmgb18gXz6pRdaRI0BiotKJiYiIiIiIjI4FLBPwzz//oEePHgAAGxsbREdHw8XFBT/88AN++uknhdMRkclwcAA6dgR27wYePACmTgVKlgQ+fAD++guoV0+6k+HEiUB4uNJpiYiIiIiIjIYFLBPg7Ows93vl4+ODO3fuyMNevHihVCwiMmUFCgBffw1cvw6cOgX07y9dRnjvHvD990CRIlKH7ytWSAUuIiIiIiIiM8YClgmoWrUqTpw4AQBo1qwZRo0ahcmTJ6NPnz6oWrWqwumIyKSpVEC1asDChcDTp8DKlVLhSqUCDh0CevSQLjHs3x84eRIQQunERERERERE6cYClgmYOXMmqlSpAgCYOHEiGjRogHXr1sHPzw9LlixROB0RmQ0nJyAoCDhwQGqJ9cMPQNGiQGQksHix1Ol76dLSpYePHyudloiIiIiIyGAsYClMrVbj0aNHKFy4MADpcsI//vgDly9fxqZNm+Dr66twQiIyS76+wLffArduSZ279+oFODsDN28C33wDFC4MNG0qdQofE6N0WiIiIiIiIr1YwFKYtbU1GjdujNevXysdhYgskZUVUKcO8OefQEQEsHQpUKuWdLfCffuAzp0BHx9g8GAgJISXGBIRERERkUliAcsEBAQE4O7du0rHICJL5+oK9O4NHDsmtcwaPx4oVAh48wb4/Xfgk0+AcuWAGTOk/rSIiIiIiIhMBAtYJmDSpEkYPXo0du7ciYiICLx79y7Zg4jI6IoXB378UeorKzgY6NoVcHAArl4FvvwSKFgQaNUK2LIF+P+7pBIRERERESnFRukAJN15EABatWoFlUolvy6EgEqlglqtVioaEVk6a2ugYUPp8eaN1CfWsmXAmTPAjh3SI08eqXP43r2Bjz5SOjEREREREeVALGCZgMOHDysdgYgIcHMDBgyQHv/8IxWyVqyQ+s769VfpERgoFbK6dpUKW0RERERERNmABSwTUKdOHaUjEBEl5+8P/PQTMHkysH+/1An89u3AxYvAsGHA6NFAy5ZSMatpU6XTEhERERGRhWMfWCbi+PHj6NatG6pXr47Hjx8DAFasWIETJ04onIyIcjQbG6BZM2DDBuDJE2DOHKBCBSA+Hti8WSpiFSoE23HjYPPihdJpiYiIiIjIQrGAZQI2bdqEJk2awNHREefPn0dsbCwA4O3bt5gyZYrC6YiI/p+nJ/D550BoKHDpEjBiBODlBTx9CtvZs+HfvTtUly4pnZKIiIiIiCwQC1gmYNKkSfjjjz+waNEi2Nrayq/XqFED58+fVzAZEZEO5csDM2cCjx4BW7ci0d8fds+fw6FxY2DfPqXTERERERGRhWEBywTcuHEDtWvXTvV67ty58ebNm+wPRERkKDs7oHVrxBw4gHeVKkEVFQU0bw4sXqx0MiIiIiIisiAsYJmAfPny4fbt26leP3HiBIoWLapAIiKidHJzw+05c5DQtSugVgP9+wPjxgFCKJ2MiIiIiIgsAAtYJqB///4YNmwY/v77b6hUKjx58gSrVq3C6NGjMWjQIKXjEREZRNjaIm7hQmDCBOmFKVOAbt2A/+/Xj4iIiIjMzO3bsF6zBrZPnyqdhAg2Sgcg4Ouvv0ZiYiIaNGiADx8+oHbt2rC3t8fo0aPxxRdfKB2PiMhwKhXw/feAn5/UCmv1aqmfrC1bAA8PpdMRERERkT5RUcCRI8DevdLjzh3YAyjYsCFQr57S6SiHYwHLBKhUKowbNw5ffvklbt++jaioKJQpUwYuLi5KRyMiyphevYCCBYF27YBjx4Dq1YHduwFeFk1ERERkOoQArlyRbsKzdy9w/DgQF/ffcFtbqKtVw7POnVFYuZREAFjAMgkrV65E27Zt4eTkhDJlyigdh4jIOBo2BE6ckDp1v3EDqFYN2LED+OQTpZMRERER5VyvXwMHDvzXyurJk+TDixQBPv0UaNIEqFcPsdbWeP/PP8pkJUqCBSwTMGLECAwcOBCtWrVCt27d0KRJE1hbWysdi4go88qVA86cAVq0AC5cAOrWBdasAVq3VjoZERERUc6gVgOhof+1sjpzBkhM/G+4o6N0eWDTptKjeHGpWwiNDx+yPzORFixgmYCIiAjs3bsXa9asQceOHeHk5IQOHTogKCgI1atXVzoeEVHm5M8vXUbYqZN0GeFnnwGzZwNDhyqdjIiIiMgyPX0K7N8vFaz27wdevkw+vEyZ/wpWtWoBDg7K5CRKBxawTICNjQ1atGiBFi1a4MOHD9iyZQtWr16NevXqoWDBgrhz547SEYmIMsfFBdi2Dfj8c2DBAmDYMODuXeCXXwC2OCUiIiLKnPh44NSp/1pZXbiQfHiuXECjRlLBqkkToFAhZXISZQILWCbGyckJTZo0wevXr3H//n38w2uNichS2NgAv/8udeQ+Zgzw66/AgwfAypWAk5PS6YiIiIjMS3j4fwWrgweByMjkwytW/K+VVZUqgK2tIjGJjIUFLBOhaXm1atUqHDx4EIUKFUKXLl2wceNGpaMRERmPSgV89RXg6wv06AFs2QLUrw9s3w54eyudjoiIiMh0RUcDR4/+V7S6fj35cC8vqXVV06ZSayueW5GFYQHLBHTu3Bk7d+6Ek5MTOnbsiG+//RbVqlVTOhYRUdbp1AkoUEDqzP3vv6U7FO7eDZQqpXQyIiIiItMghHQnZ83dAo8eBWJi/htubS2dQ2laWX38MWBlpVxeoizGApYJsLa2xvr167XeffDKlSsICAhQKBkRURaqWVPqq6FZM6k/rGrVpH6yatVSOhkRERGRMt69ky4H1LSyun8/+fCCBf8rWDVoALi5KRKTSAksYJmAVatWJft/ZGQk1qxZg8WLFyM0NBRqtVqhZEREWaxUKelWzq1aSf82bAgsXw507qx0MiIiIqKsl5godbiuaWV16hSQkPDfcDs7oE6d/4pW/v5SlwxEORALWCbk2LFjWLJkCTZt2oT8+fOjbdu2mDdvntKxiIiylpcXcOgQ0K0bsHkz0KWL1CnpmDE8QSMiIiLLk5gIq4MH4bdgARxDQoBnz5IPL1nyv76s6tQBnJ2VyUlkYljAUtjTp0+xbNkyLFmyBO/evUPHjh0RGxuLrVu3okyZMkrHIyLKHo6OwPr1wJdfArNmAWPHAvfuAfPmSXcvJCIiIjJ3r18Dy5YBv/8Oh1u34KB53dlZuhywaVOpcFW0qIIhiUwXvxUoqGXLljh27BiaN2+O2bNno2nTprC2tsYff/yhdDQiouxnbQ3MnAkUKQIMGwYsXAg8eCAVtlxdlU5HRERElDHnzgHz5wNr1sidsAtXVzxv2hS5eveGQ4MG0qWCRKQXC1gK2rNnD4YOHYpBgwahRIkSSschIjINX3wBFC4sXUq4dy9Quzawc6d010IiIiIicxAdDaxdC/z+OxAS8t/r5csDQ4Yguk0bPHz4EP7+/ixeERmI99hU0IkTJxAZGYmKFSuiSpUqmDt3Ll68eKF0LCIi5bVuLd0q2tsbuHgRqFoVCAtTOhURERGRfrduAaNGST+89ekjFa/s7ICgIODkSem85n//A1xclE5KZHZYwFJQ1apVsWjRIkRERGDAgAFYu3Yt8ufPj8TERAQHByMyMlLpiEREyqlcWbozYenSwKNHQI0aQHCw0qmIiIiIkktIALZuBRo3ljpgnzlT6u/Kzw+YNk06j1m5EqhenTeoIcoEFrBMgLOzM/r06YMTJ04gLCwMo0aNwrRp0+Dt7Y1WrVopHY+ISDlFiki3k65TB4iMBJo1A/78U+lUREREREBEBPDjj9L5ymefST+0qVRA8+bArl3A7dvSXZW9vJROSmQRWMAyMaVKlcL06dPx6NEjrFmzRuk4RETKc3cH9u0DunaVfuHs0wf47jtACKWTERERUU4jhNTNQadOUp+d330ntbDKkwf4+mvgzh2p785mzaQb1BCR0bATdxNlbW2NNm3aoE2bNkpHISJSnr291PS+SBFg8mTp187wcGDxYnZ8SkRERFnv7VtgxQqpU/Zr1/57vXp1YPBgoH176XyFiLIMC1hERGQeVCpg0iSpP4mBA6WTyIcPgc2bpVZaRERERMZ26ZJUtFq5Enj/XnrN2Rno1g0YNAj46CNl8xHlICxgERGReenXT2qy3749cOSI1Ln77t1SYYuIiIgos2JjgY0bgfnzpb44Nfz9pdZW3bsDuXMrl48oh2IBi4iIzE/jxsDx41Inqf/8A1StKvU3UamS0smIiIjIXN27ByxYACxZArx4Ib1mYwO0bSsVrmrX5l0EiRTEAhYREZmnjz4CzpyRiliXL0t3Kly3DmjRQulkREREZC7UaulmMfPnSy26NTeJKVgQGDAA6NsX8PFRNiMRAeBdCImIyJwVLCi1xGrcGPjwAWjdWjoBJSIiItLn+XPgp5+AEiWkH8N27ZKKV40bA1u2SK2xxo9n8YrIhLAFFhERmbdcuaTLBwcPlu5KOGQIcPcuMH06YMXfaYiIiOj/CQGcPi11yr5+PRAXJ73u7g707i3dJKZECWUzEpFOLGAREZH5s7UFFi4EihQBxo0DfvkFuH8f+OsvwNFR6XRERESkpKgoYPVqqZX2pUv/vV65svQDWKdOPF8gMgMsYBERkWVQqYBvvpHuRti7t3T3oMePgW3bAC8vpdMRERFRdrt2TWpt9ddfwLt30msODkCXLsCgQVIBi4jMBgtYRERkWbp2BQoUANq0kS4TqF5d6pSVlwQQERFZvvh4uB04APuRI4Fjx/57vUQJqWjVsyfg4aFcPiLKMBawiIjI8tSpA5w6BTRrBty+DVSrJrXE+vhjpZMRERFRVvnwAfZNmqDY339L/7eykm7wMmgQ0KAB+8YkMnP8BFu4adOmQaVSYfjw4TrHWbRoEWrVqgV3d3e4u7ujYcOGOHv2bPaFJCLKCv7+wJkz0uUBL18CDRrAevNmpVMRERFRVkhMBHr2hPXffyPBxQXxX38NhIcDmzcDjRqxeEVkAfgptmAhISFYsGABypcvr3e8I0eOoEuXLjh8+DBOnz6NQoUKoXHjxnj8+HE2JSUiyiJ58wKHD0u/vsbGwr57d/gsWAC8f690MiIiIjKmCROAjRshbG1xZ+ZMxH/7LVCokNKpiMiIWMCyUFFRUQgKCsKiRYvg7u6ud9xVq1Zh8ODBCAwMROnSpbF48WIkJibi4MGD2ZSWiCgLOTsDmzYBQ4cCAPIvWgTHMmWA6dOluxIRERGReVu5Epg0CQAQN2cOoipUUDgQEWUFFrAs1JAhQ9C8eXM0bNgw3dN++PAB8fHx8GDnhkRkKaytgV9/RezSpYgpVAiqFy+AMWOAIkWAn35iIYuIiMhcnTwJ9O0rPf/6a6i7d1c2DxFlGXbiboHWrl2L8+fPIyQkJEPTjxkzBvnz589Q8UtDCIHo6OgMT58dNPlMPSdgPlmZ07jMJSdgPlmjW7VCeJkyKBkaCueZM2F15w7w9dcQP/+M+KFDkTBgAODqqnRM81mfZpITMJ+szGl85pKVOY3LXHIC5pPVFHOq7t2DQ5s2UMXFIaF1a8SNG2eSObUxl5yA+WR1cHCAFfs6s2gqIYRQOgQZz8OHD1GpUiUEBwfLfV/VrVsXgYGBmD17dprTT5s2DdOnT8eRI0fS7DtLn9jYWFy5ciXD0xMRZbmEBHjs2wefJUvg8OCB9FLu3Pi3Wzc869gRic7OCgckIiIiXayiolC6Tx843r2L9/7+uLlwIRIdHZWORQoKCAiAvb290jEoC7GAZWG2bt2Kzz77DNbW1vJrarUaKpUKVlZWiI2NTTYsqRkzZmDSpEk4cOAAKlWqlKkc5tICKzw8HH5+fnA08YOduWRlTuMyl5yA+WTVmjMhAdYbNsD2p59gdesWAEB4ePzXIitXLtPIaYLMJSdgPlmZ0/jMJStzGpe55ATMJ6tJ5UxIgH27drA+cACJ+fMj9tgxCB8f08uph7nkBMwnK1tgWT5eQmhhGjRogLCwsGSv9e7dG6VLl8aYMWN0Fq+mT5+OyZMnY9++fZkuXgGASqWCk5NTpueTHRwdHZnVyJjTuMwlJ2A+WVPl7NsX6NULWLsW+OEHqG7ehN3338Put9+AkSOBL75QpJBltuvThJlLVuY0PnPJypzGZS45AfPJahI5P/8cOHAAcHKC1Y4dcCxWLNUoJpHTAOaSEzCvrGSZWJ60MK6urggICEj2cHZ2hqenJwICAgAAPXr0wNixY+VpfvrpJ3z77bdYunQp/Pz88PTpUzx9+hRR7NSYiHISa2sgKAi4dg1YtQooVQp49QoYPx7w85PubvTundIpiYiIcra5c4F58wCVSjpe846DRDkGC1g50IMHDxARESH///fff0dcXBzat28PHx8f+TFjxgwFUxIRKcTaGujaFbh6VToxLl0aeP0a+Pbb/wpZb98qnZKIiCjn2bsXGDZMej5tGtCmjaJxiCh78RLCHODIkSN6/x8eHp5tWYiIzIamkNWpE7B+PfDjj8A//0iFrF9+kS4tHDoUyJ1b6aRERESW78oVoGNHIDER6N0b+PJLpRMRUTZjCywiIiJ9rK2BLl2AsDBgzRrA3x948wb47jupRdYPP0j/JyIioqzx7BnQsiUQGQnUrg388Yd0CSER5SgsYBERERnC2hro3FkqZK1dC5QpIxWuJkyQClkTJ7KQRUREZGwxMcBnnwHh4UCxYsDmzYCdndKpiEgBLGARERGlh7W1dFlhWBiwbp1UyHr7Fvj+e6mQ9f33LGQREREZgxBAv37AqVOAmxuwcyfg6al0KiJSCAtYREREGWFlJfXFERYm9ZFVtqxUyJo4USpkTZggdf5OREREGTN5snRDFRsbYONG6cYqRJRjsYBFRESUGVZWQIcOwOXLwIYNQECAVMj64QepkPXddyxkERERpdf69dKNUwBg/nygQQNl8xCR4ljAIiIiMgYrK6B9e+DSJelX4nLlgHfvpLsX+vlJJ+GvXimdkoiIyPSdPQv07Ck9HzkS6N9f2TxEZBJYwCIiIjImKyugXTvg4kVg0yagfHmpkDVpEgtZREREaXnwAGjVSuq8vUULYPp0pRMRkYlgAYuIiCgrWFkBbdsCFy78V8iKjPyvkDV+PPDypdIpiYiITEdkJNCyJfDvv9Jxc/Vq6eYpRERgAYuIiChrJS1kbd4MfPSRdII+ebJUyBo3joUsIiIitRro2lXqUzJvXmDHDsDVVelURGRCWMAiIiLKDlZWwGefAefPA1u2AIGBQFQUMGWKVMj65hvgxQulUxJZlgsXYNezJ9yDgwEhlE5DRPp89RWwcyfg4ABs2wYULqx0IiIyMSxgERERZScrK6BNG6mQtXXrf4WsqVOlQtbYsSxkERnD2bNAvXqw2bgRRceOhf1nnwF37iidioi0WbgQmDlTer58OVClirJ5iMgksYBFRESkBJUKaN1aKmRt2wZ8/DHw/j0wbRocy5RB/rlzpUsNiSj9zpwBGjUC3r5FYqlSSLS1hXVwMBAQIF2+GxendEIi0jh4EBgyRHr+ww9Ax47K5iEik8UCFhERkZJUKuluS6GhwPbtQIUKUL1/D59ly+BQoQKwcSMvfSJKj1OngMaNpbt/1q6NmGPHcG3tWqjr1pXuajZ+vNTy8ehRpZMS0Y0bQPv2QEKC1P/V+PFKJyIiE8YCFhERkSlQqaQ7L507h9j16xFboACsnjwBOnQAmjcH7t5VOiGR6TtxAmjSRGq9WLcusHs34OKCWF9fxO7cCaxaBXh7A//8Iw3v1Qt4/lzh0EQ51MuXQIsWwJs3QLVqwJIl0rGQiEgHFrCIiIhMiUoFdfPmuLpuHeK//hqwswP27AHKlgUmTQJiY5VOSGSajh3D/7V33/E13f8fwF/3ZsdM1Gis2DGCIHZLSQSlX2K2tGYRM0ZVqZ3atb4oqkZrtUq1RYuqfo3ahCR2atNErRCJjPv+/fH55Uqs0l73nJO8no9HHs09udJXzl3nvM/n8/6gcWPVU65BA2DjRiBbtoc/N5nUCI+TJ4FevdTtZcsAHx914myxaJedKKtJSgJatQLOnlX9H9evV83biYiegQUsIiIiHRJXVySPHKmWE2/QQE19GjkSqFQJ+PVXreMR6ctvvwFNmqg+cgEBwI8/Au7uT76vhwfw2WdqqmGlSsDNm0D37kC9ekBUlF1jE2VJIkBIiJrGmyOHWnkwXz6tUxGRAbCARUREpGdlygC//KKmPuXPr/qFNGwIdOwIxMRonY5Ie9u2AU2bAvfvq+mDP/zw9OJVejVrAgcPAtOmqZFau3ap3lgffaR+FxG9HFOnAosXq1V5v/lGjTAmInoOLGARERHpXfqpT336qNsrVqji1mefAampWick0sbWraqHTkKCKmKtXw+4uT3/v3d0BAYPBo4fB1q0UI2kJ01SJ9QbN76s1ERZ13ffAcOGqe9nzVLTfomInhMLWEREREaROzcwZw6wbx9QpQpw5w7Qu7dqfnv4sNbpiOxr82a18EFioipirVv3z3voFCmiTqy//x4oXBg4f179ztatgcuXbRqbKMs6fFiNHhZRF2P69tU6EREZDAtYRERERuPvD+zfD8yeDeTMCRw4oLYNGADExWmdjujl27QJ+M9/1KIGb70FfPst4OLy73/vW2+p0VhDhgAODsDatUDZsmqkSErKv//9RFnVlSuq4Hz/PtCoETBzptaJiMiAWMAiIiIyIgcHoF8/Na2wfXu1gtrs2WpFta+/Vle4iTKjDRuAli1V8aplS2DNGtsUr9Jkz6569Bw+rEY33rsHhIYC1aurwjERvZj4eFUcvnoVKFdO9b1ydNQ6FREZEAtYRERERvbqq8CqVcCWLUDJksC1a6qg1bgxcOaM1umIbOv774HgYCApCWjVShVrnZ1fzv+rYkXV2H3BAjV998gR1fi9b181fZeI/p7FArz3nioIv/KKWiE0Vy6tUxGRQbGARURElBkEBgIREcCYMWo0ypYtgK8vMHas6hFEZHTffad6UiUnA23bqsKtk9PL/X+azUCPHmr1z3ffVSMb587lSEei5/Xxx6o/nbOzeg0XL651IiIyMBawiIiIMgtXV2D0aFXIatRITbEaM0aNJNm6Vet0RP/c2rWqaJWSArz9tlqF82UXr9LLlw/48ktg2zagdGngzz8fjnQ8e9Z+OYiMZNkyYOJE9f2iRUDdutrmISLDYwGLiIgosylVCvj5Z2D1ajXF8MwZVdB6+201xZDISL75BmjXThWvOnRQhSSt+uc0aAAcO6ZGNqaNdKxQAQgLUwVjIlJ27gTef199P2KEGsFIRPQvsYBFRESUGZlM6qT/xAmgf381FWr1ajX1ac4cIDVV64REf2/VKuCdd9Tz9b331IgOrZs/u7gAo0apkY4BAapwNXIkULky8Ntv2mYj0oPoaLXAQnKymvY7bpzWiYgok2ABi4iIKDPLlQuYNQs4cADw9wfi4tTqhTVqAAcPap2O6OmWLwc6dlTFq86dgcWL1eqbelGqlBqBtXIlkD+/WhH0jTeATp2A69e1Tkekjdu3gWbNgBs31GfOsmXqAgoRkQ3w3YSIiCgrqFIF2LMHmDdPFbUOHQKqVwf69FEnHER68uWXasSVxQJ07w588YW+ildpTCY1NffkSSAkRN3+8kugTBnV88di0Tohkf0kJwNt2qjXQ6FCatVQd3etUxFRJsICFhERUVbh4KBOsk+eVL2ERFRBy8dHjSLhimqkB0uWqBFXIkDPnsCCBfofwZE7t3ot7dmjphLeuqX6/7z+OhAZqXU6opdPRI3u/eUXIFs24McfVQ9GIiIb0vnRABEREdlcgQJqeta2bWqkSEyMKmgFBgKnTmmdjrKyL74AunVTJ8MhIaoopPfiVXo1aqjputOnq5P43bsBPz/gww+B+Hit0xG9PLNnq2KzyaQuiFSurHUiIsqEDHREQERERDbVoAFw9KhaQc3VVRW0KlZUDaoTErROR1nNwoVquqAI0LcvMHeusYpXaRwdgYED1QIKLVuq1ROnTAHKlwc2bNA6HZHtbdwIDBqkvp86FXjrLW3zEFGmZcCjAiIiIrIZFxe1xHlUFNCkCZCUBIwfD1SoAPz8s9bpKKv47DM1XRAABgxQozlMJm0z/VuFCwPr1gE//AAUKQJcuAA0bw4EBwOXL2udjsg2IiKA9u0f9qtLK2QREb0ELGARERERULy4uor+7beAlxfwxx+qoNW2LXDlitbpKDObMwfo3Vt9P2gQMGOG8YtX6TVvDhw/DgwdqkZnffcdULas+jtTUrROR/TPxcSoFQfv3VMrcM6dm7leu0SkOyxgERERkWIyAa1aqSbvAweq6Vtr1qgm7zNn8mSbbG/WLNX4GVAFnmnTMucJcLZswOTJwOHDQO3a6oR/0CDA3x/Yv1/rdEQvLiEBaNECuHgRKFVKXfxwdtY6FRFlcixgERERUUY5cqgm1IcOATVrqpPtgQPVyfa+fVqno8xi+nQgNFR9/9FHwKRJmbN4lZ6vL7BzJ/D554CHBxAerl5jvXsDt29rnY7o+YgAXbsCe/eq5/GGDYCnp9apiCgLYAGLiIiInqxyZbWK2oIFD0+2a9UCevUCbt3SOh0Z2dSpwODB6vuPPwY++STzF6/SmM2qV9DJk8B776liwGefwc3PDwUWL4b5t9+AO3e0Tkn0VI4TJwKrV6spsWvXAqVLax2JiLIIFrCIiIjo6cxmoEePjCfbCxYAZcrAYcUKdZvoRUyapKYLAsDo0cC4cVmneJVevnzAsmXAr78CZcrAFBuLgvPmwfXNN4HcudXU3XffVQ3t9+zhyqCkCx4//wznTz5RN+bPV72viIjshAUsIiIi+ntpJ9u//aYaUF+/DpcePVC6Vy+YLl7UOh0ZRViYmi4IAGPHAmPGZM3iVXpvvAEcPYqkGTNwMyAAliJF1PZTp4Dly9WqjLVrAzlzAn5+qqD8+edqRGRysqbRKWsx79sH73Hj1I0PPgC6ddM2EBFlOY5aByAiIiIDqVdPnThPnw4ZNw45Dh2C1KsH/PgjUL261ulIz9IKVoAqZI0YoWkcXXFxQUqPHjj32msoW7Ys3OPjgQMHMn7FxqrXXni4KmABgKurKmr5+z/8KlVKjZwksqVTp+DSrh1MSUlIadZMTSMkIrIzFrCIiIjoxTg7A8OGIfGttyAtW8L99Gmgfn1gxQqgZUut05HeiKjCVdrIjUmTgA8/1DSS7uXNCzRtqr4AtQ8vXcpY0Dp4EIiLU9ML9+x5+G9z5QKqVlUF5bSiVqFCHOlG/1x0NNCgAUzXr+N+mTLAF1/A0cFB61RElAWxgEVERET/iHh749Tnn6PihAlw2LwZaNVKNeceNIgny6SIACNHqibtgHp+DBmibSYjMpmAIkXUV6tWapvFApw5k7GodeSIagD/66/qK03+/BlHafn7A6+8os3fQsZy4QLQoAFw9SosZcvizOzZKJU9u9apiCiLYgGLiIiI/jFLtmx48M03cP/oI2DePFWcOHsW+O9/1QpVlHWJAMOHqxFXADB9OjBwoLaZMhOzGShTRn117Ki2JScDUVEZi1oREUBMDLBhg/pK4+2dsaBVtSqQI4cmfwrp1OXLqkfbxYtA6dJI3LABKVyBlog0xCNLIiIi+nccHYE5c4CSJYHBg9XKVOfPA19/rRpPU9YjoqYJTp2qbs+cqZqR08vl5ARUrqy+3n9fbbt/X/XNSl/UOn1avUbPnwfWrFH3M5nUyofpi1qVKqk+W5T1XLumRl6dOweUKKFG9Hl4ACxgEZGGWMAiIiKif89kUqNrihUD3nkH+Pln4LXX1IiPwoW1Tkf2JKIKmTNmqNtz5gB9+mibKStzd1erGNau/XDb7dvAoUMZi1qXLgEnTqivL79U93NyAnx9M/bTKlpUkz+D7Cg2FmjYUE1RLVpUFa8KFlTFUCIiDbGARURERLbTogWwYwfQvDlw7BhQo4YqYlWponUysgcRVcicNUvd/uwzoFcvbTPR43LnVgWKhg0fbouJeXzlw7/+Ag4fVl/z5wMA3NzdUaJKFZhmzACqVdMmP708N24AgYGqkFmwoCpeFSmidSoiIgAA19glIiIi26pWDdi7FyhfXk1Dee014McftU5FL5sI0L//w+LVggUsXhlJ/vxAs2bA2LHApk1qFM65c8A33wAffKBWGs2RA6b795F71y641qqltt+9q3VyspXbt4FGjdTFhwIFVPGqeHGtUxERWbGARURERLZXtCiwe7e6kn//PvCf/wCzZ2udil4Wi0VNE5wzR00nXbQI6NFD61T0b5hMqtF7mzbAlCnA9u3A7dtI2LsXt+rXhyklBZg2DShbVhW5RLROTP9GXBzQuLEabZc3L7BtG1C6tNapiIgyYAGLiIiIXo5cuYCNG1UzaRHVxLt/fyA1VetkZEsWCxASoqYLmkzA4sVAt25ap6KXwWyG+Prij2nTkLh2rRqdc+UK0K6dGrlz6pTWCemfuHcPePNNYN8+wNMT+OUXoFw5rVMRET2GBSwiIiJ6eZyc1FSyyZPV7f/+V/XJundP01hkIxaLGmm1cKEqXi1dCnTurHUqsgNL48ZAZCQwZgzg4qKKHr6+wPDhQHy81vHoeSUkAG+9BezapS46bN0KVKyodSoioidiAYuIiIheLpMJGDoUWLMGcHVVTd1ffx24elXrZPRvpKbCOSQE+OILwGwGvvoKeO89rVORPbm5AaNHA1FRQNOmQHIyMHGiGr2zfj2nFepdYiLQsqWaHpo9O7B5MxfcICJdYwGLiIiI7KN1a3WilDcvcOSIWqHw6FGtU9E/kZoK77Fj4bh8OeDgAKxYAXTooHUq0kqJEqowvX696n938aIqjLz5JhAdrXU6epKkJNXfbPNmwN0d+Okn9Z5MRKRjLGBlYpMmTYLJZEJoaOhT7xMVFYVWrVrB29sbJpMJM2fOtFs+IiLKgmrWVH1WfHyAy5eBunXViRMZgwiwfTtc3nwTeTZtgjg4AKtWAe3ba52MtGYyqcUajh9X0widnNRru3x5NUorIUHrhJQmORl4+21VdHR1VavE1q2rdSoior/FAlYmdeDAASxYsAAV/2YO+/3791G8eHFMmjQJBQoUsFM6IiLK0ooVA37/HXjjDdULq1kz1QCc9EtENeSvUwdo0AAOO3fC4uSEpC+/VKM4iNK4uwOffKL6YwUGAg8eAOPGqULWxo1ap6PUVDXVd906wNlZjZpr0EDrVEREz4UFrEzo3r176NChAz7//HN4eHg8877+/v6YOnUq2rdvDxcXFzslJCKiLM/DA/j5Z9Xw22IBevcGBg/mCoV6k5qqepdVqaIKjXv2AC4uSO7ZE1Hr1iG1RQutE5JelS6tpqetWQMULAicO6eeQy1aAOfPa50ua7JYgK5dgdWr1Qi5tWuBoCCtUxERPTcWsDKhPn364M0330RAQIDWUYiIiJ7O2RlYvFiN1gCA6dNVnyyuYKa95GRg2TKgQgWgbVsgPFw1ef7gA+D8eSRPn46kV1/VOiXpncmkXtMnT6rnjqMj8P33qsn7J5+o0VlkHxYL0KsX8OWXqm/d11+rgiIRkYE4ah2AbGv16tU4fPgwDhw4oGkOEUGCznsdpOXTe07AOFmZ07aMkhMwTlbmtC2b5QwNhYOXF5x79oRp/Xqkvv46HqxZA9hwanuW26f/VGIiHL/6Co4zZsB84QIAQHLnRkrv3kgOCQE8PfWR8wUYJWumzmk2A2PGwNS2LZwHD4bDjh3Axx/DsnQpkj79FJaXcNHVKPsTsENWETgNHgynzz+HmM1IWrwYqUFBwP37L/RrjLJPmdP2jJLV1dUVZjPH6GRmJhGub5tZXLp0CdWqVcPWrVutva/q16+PypUrP1dzdm9vb4SGhj6z6fvzevDgASIjI//17yEioqwjW3g4Sg4eDMc7d/CgQAGcnTkTiSVLah0rSzAnJOCVtWuRf/lyOP/1FwAg2dMTMe+8g+utW8OSPbvGCSnTEIHH5s0oPGMGnG7cAADcatAAlwYNQjL7sdqeCArNnIn8K1ZATCacHz0aNznyijKpChUqsC1OJscCViayfv16tGzZEg4ODtZtqampMJlMMJvNePDgQYafPcqWBSyjjMA6f/48vL294ebmpnWcZzJKVua0LaPkBIyTlTlt62XkNEVHwyU4GOazZyE5c+LBV1/ZZHRGVt6nz3T7NhwXLIDT3Lkw/X8xwVKwIFIGDkRK587AUzIYZX8Cxsma5XLGxcEpLAyO8+fDlJoKyZYNycOGIaVvXzW9WC857eClZRWB05gxcJo2DQDwYO5cpHbu/I9/nVH2KXPanlGycgRW5scphJlIw4YNERERkWFbly5d4OPjgw8//PCZxStbM5lMcHd3t9v/799wc3NjVhtjTtsySk7AOFmZ07ZsmtPXF9i7FwgOhmnHDrgGB6sVCt9/3ya/Pkvu0yeJjQVmzADmzgXu3lXbSpYEhg2D+d134ezsjOcpIRhlfwLGyZplcrq7A3PmAD16AL17w7R7N5xHjoTzypXqefnGG/rIaUc2zzpuHPD/xSvMmQOX3r1t8muNsk+Z0/aMlJUyJ5YnM5EcOXKgQoUKGb6yZcuGPHnyoEKFCgCA9957Dx999JH13yQlJSE8PBzh4eFISkrClStXEB4ejrNnz2r1ZxARUVaXJw+wZQvQsaNaBa9HD2DYMNWEmP6dy5eB0FDA2xuYNEkVrypUAFauBE6cALp1s8noF6LnVrEisGMHsHQpkDeveh42aAC88w5w9arW6Yxr8mRg9Gj1/fTpQJ8+2uYhIrIBFrCymIsXL+LatWvW21evXoWfnx/8/Pxw7do1TJs2DX5+fujevbuGKYmIKMtzcVGrZaWdgE2eDLRrB+h8erpuRUerQmDx4sCsWWo/+vsD69cDR48Cb7+tVogj0oLZDHTqBJw6pQotZjOwahXg46NGCqakaJ3QWGbMUEV/AJg4ERg4UNs8REQ2wiOVTO6333575m1vb2+wDRoREemSyQSMGQOUKKFGBn37rRpB9P33QL58WqczhqgodQK7atXDEWz16gEjRgABAWofE+mFh4eaVti1K9C7N7BvHzBoELBkCTBvHlC3rtYJ9W/ePLXPAHUBIK2QRUSUCXAEFhEREenbu+8CW7eqk9u9e4GaNdU0I3q6Q4eA4GA1PXDFClW8atIE2LkT+O03IDCQxSvSrypVgN9/Bz7/XE0pjogAXntNjdKKidE6nX4tWvRwquCwYQ9HsBIRZRIsYBEREZH+1asH7NmjpsCdOwfUqgX8+qvWqfRn506gcWOgWjXgu+/UtuBg4OBBYNMmjmAh4zCbge7d1bTC999XBdcvvwTKlFGjtFJTtU6oL199paYJA2rK4IQJLFITUabDAhYREREZQ5kyagRW7drAnTtAUJBq/JzViQCbNwOvv66+Nm8GHBxUE/yoKGDtWqBqVa1TEv0zefIACxeqAnaVKuq136+f6uG2d6/W6fTh66+Bzp3Ve0GfPsCnn7J4RUSZEgtYREREZBx58wLbtqmG7ikpQJcuwMiR6sQtq7FY1Cgrf3816mrnTrWCYI8ewOnTakRGuXJapySyjRo1gP37VY+n3LmBI0fUSMz33wf++kvrdNr57jugQwf1ftC9OzB7NotXRJRpsYBFRERExuLqCqxcCQwfrm6HhakTuMREbXPZS0qK6mtVsaKaHnjoEODmBoSGAn/8ASxYoKZaEmU2Dg5ASIiaVti5s9q2aJEanblw4cOFCrKKDRtUMT81VfUKXLBATb0kIsqk+A5HRERExmM2A598AnzxBeDoqFbZCwjI3CMxHjxQTa19fB5OD8yZUxXyLlwAZswAChbUOiXRy5cvn1qZcNcuVci9eRPo2VMt8HDwoNbp7GPLFqBVKyA5WRWxFi9m8YqIMj2+yxEREZFxde0K/PwzkCsXsHu3mlJ0+rTWqWzr/n01LahkSTU9MDpa9QUKC1OFq08+UVMribKaOnXUCMSZM4EcOYADB4Dq1YHevYFbt7RO9/L89hvwn/8ASUlAy5ZqurCjo9apiIheOhawiIiIyNgaNgR+/x3w9gbOnlVFrB07tE7178XFARMnqr9rwADg8mXAywuYPl0VrkaMUL2AiLIyR0f1+jh1Sk0lFgE++wxulSsjz/r1qgCcmezeDTRrpqZMN2sGrF4NODlpnYqIyC5YwCIiIiLjK1dOrUhWvbqaThQQACxfrnWqf8Th9m04jR8PFCmipgdev66KWPPnqx5XAwcC2bJpHZNIX159Vb3mt28HypWD6a+/4B0WBreCBdX7wbRpQESEsRd82LcPaNIEiI8HGjUC1qxRCzcQEWURHGtKREREmUP+/Ork9b33gLVrVVPj6Ghg1Chtc6WkAHfuqBFVd+4883vn69fhu2kTHBIS1L/18QE++gh4+22OsiB6HvXrA+HhSJo2DTJ7Nlz+/FOtXLptG/DBB2oUY6NGQFAQEBiopuMaweHDKvPdu8Abb6jVB11dtU5FRGRXLGARERFR5uHuDnzzjSr6TJkCjBmjilizZr347xJR04+eo/D0zO9fYApT2oGZpWJFmEeOVKsMsjEz0YtxckLKgAE4ERiIcg4OcNuxA9i8WfWOunoVWLpUfZlMQLVqqjAUFKSawOuxl9SxY6rYdueO6vv1ww/qvY6IKIvR4Ts0ERER0b9gNgOTJwMlSqhmzl99BZfz55GrZUs4HD2qVvN73iJUaqrtcrm5qWbzOXOq/z7h+yQ3N5zPkQOFOneGO6cJEv07JhOkTBnAz0/1yUpMVCsXbt6sviIiVOP3AwfUogi5cqmeemkFraJFtf4LgBMn1BTImzeBGjWATZuA7Nm1TkVEpAkWsIiIiChz6tFDnYC2aQOHnTtRcufOf/Z7zGZVaHpG4em5vn+OKYAp9+/j7okTamQIEdmWq6sqBgUEAFOnAleuAFu2qGLW1q2qSLRunfoCgDJlHhaz6te3/6inM2dUQe36daBKFbXias6c9s1ARKQjLGARERFR5hUUBOzejdQBA5AYEwPXvHnh4On5YoWn7NlZUCLKjAoWBLp0UV+pqcChQw9HZ+3dq1Y2PHUKmD1bNUt/7TWgcWP1vlKhwst9Xzh3DmjQALh2DfD1VYU2rjpKRFkcC1hERESUufn64sGGDTh54gTKli0Ld/aOIaJHOTioVUyrVwdGjgRu3wZ+/VUVs37+Gbh40X7N4C9eVI3aL18GypYFfvnFOM3miYheIhawiIiIiIiI0sudWy2iEBysFnQ4derh6KyX2Qz+yhU18urCBaBUKVUwy5fPdn8XEZGBsYBFRERERET0NCYT4OOjvl5mM/iYGKBJE7VyarFiagTYq6++3L+NiMhAuC4zERERERHR80prBj91KnDsmBo1tWQJ0K4d4OmpVjBdtw7o2RPw9n5Y+Nq0Cbh//4m/0uH2bbg2a6ZGehUpoopXhQrZ9+8iItI5jsAiIiIiIiL6p7y8gM6d1dc/aQZ/8yZK9+4N8+nT6nf9+qsqfBERUQYsYBEREREREdnCP2gG7+rmBnN0NCRfPph+/RUoUULrv4KISJdYwCIiIiIiInoZnqMZvBlASq5cSN6wAW5lymgcmIhIv1jAIiIiIiIietme0gw+aedOnK5YEcXLl9c6IRGRrrGARUREREREZG//3ww+pXZtPDhxQus0RES6x1UIiYiIiIiIiIhI11jAIiIiIiIiIiIiXWMBi4iIiIiIiIiIdI0FLCIiIiIiIiIi0jUWsIiIiIiIiIiISNdYwCIiIiIiIiIiIl1jAYuIiIiIiIiIiHSNBSwiIiIiIiIiItI1FrCIiIiIiIiIiEjXWMAiIiIiIiIiIiJdYwGLiIiIiIiIiIh0jQUsIiIiIiIiIiLSNRawiIiIiIiIiIhI11jAIiIiIiIiIiIiXTOJiGgdgkgLFosFycnJcHJygtms71quUbIyp20ZJSdgnKzMaVtGyQkYJytz2p5RsjKnbRklJ2CcrMxpW0bJCRgrK2VuLGAREREREREREZGusXxKRERERERERES6xgIWERERERERERHpGgtYRERERERERESkayxgERERERERERGRrrGARUREREREREREusYCFhERERERERER6RoLWEREREREREREpGssYBERERERERERka6xgEVERERERERERLrGAhYREREREREREekaC1hERERERERERKRrLGAREREREREREZGusYBFRERERERERES6xgIWERERERERERHpGgtYRM8gIlpHeC4Wi0XrCERET8T3Udsyyv40Ss4HDx5oHYE0ZJTnKdmeUR771NRUrSMQ6QoLWERPcO/ePQCAyWTSOMmz3bx5EwBgNuv/pXzx4kUcO3YMgHFOFI1Czwdhj2bTc1ayrbSDbr0/5n/99RcA9T6q5xOF6Oho3Lp1S/efSwBw7tw5rFmzBnfu3NE6yjOdOnUKgYGBOHv2rNZRnik+Ph5JSUm4desWAGN9hur19f/oa13v+1Sv+9GIkpKSADwsXut13/75558AAAcHB11/Np05cwbh4eFax6AsRP9nvUR2Fh4ejnfffRfR0dFaR3mmyMhIBAYGYtGiRVpH+VtRUVHw9vZGr169AOi34Hb+/HksXrwY48aNQ3R0tG4PamJjYxEZGYndu3dDRHR7Qnvq1CmMHj0anTt3xqJFi3Dy5EmYTCbdnSjExMTg9OnTWsd4LufOncP8+fMxaNAgbN261Vp80ZvTp09jyJAhaNWqFcLCwnDu3DmtIz3R6dOnUbx4cfTo0QOAfk8Ujh49ilKlSuG7777TOsrfOnbsGKpXr44jR47g+vXrAPRZHAgPD0fNmjWxa9cuXV9cOX78ONq2bYv69esjKCgIe/fu1e1naPr3/Dlz5iAiIgImk0l3n6UnTpxAv3790KJFCwwfPhyHDh3S5T69fPkyDh06BEDfF1TPnj2LCRMmoFOnTli0aBHOnz+vdaSnOnnyJHr27ImgoCD07NkTkZGRuty30dHR8PLyQtOmTQHo+7OpTJky2LNnj9ZRKAvR37s1kYaOHj0Kf39/lCxZEiVKlMjwMz0dgB0/fhyvvfYa6tevj4YNG2od55nCw8NRo0YN1KlTB7dv38Yvv/wCQF/7EwAiIiJQt25dLFu2DPPmzUO9evVw9epVrWM95tixY3j99dfRsWNHdOjQARUqVMCmTZsQFxendbQMjh8/jho1auD48eM4c+YMFi1ahMDAQGzbtg1ms1k3j/+JEydQvXp1jBw5ElFRUVrHeaa05+gPP/yADRs2oF+/fli8eDEsFotu9iegctauXRu3bt2CxWLBTz/9hFWrVkFEdJUTUM9TNzc3REREoGfPngDUiYKeChlHjx5FnTp1MHToUHTt2lXrOM906dIlNG/eHJ06dcLEiRNRsmRJAEBKSgoA/RSIjh49itq1a2PIkCFo06YNJkyYAEB/F1eOHz+OunXronTp0ggODoa3tzdGjx6NxMRE3b2WIiMjUatWLVy+fBm3b9/Gxo0bUa9ePWzevFlXBYKTJ0+iZs2auH//PhwdHXHo0CHUqVMHX331ldbRMjh16hSqVauGkJAQ7Nq1S+s4TxUZGYnatWvj6NGjOHPmDBYuXIjJkycjPj5e62iPSftscnFxQYkSJRATE4Pp06cjOTlZd6+n2NhYFCpUCGfPnkXjxo0B6POzqXbt2hg6dChCQkK0jkNZiRCRiIhERESIu7u7fPzxx9ZtcXFxEhsbq2GqxyUlJUmHDh2kZ8+eIiJisVjk4MGDsnbtWomNjZWEhASNEz4UHh4u7u7uMnr0aImPjxdvb28ZMGCA1rEec/nyZSlZsqSMHz9e4uPjRUSkRIkSsmLFCo2TZXThwgUpUqSIjBkzRs6cOSNXrlyRwMBAyZcvn0ybNk3++usvrSOKiEhKSop07NhROnToYN125MgR6datmzg4OMiGDRtERCQ1NVWriCIicuXKFaldu7ZUqlRJqlevLt26dZOIiAhNMz3N+fPnpVSpUjJ8+HBJSkoSEZFhw4ZJyZIldfWaj46OlqJFi8qIESOs27p16yb9+/cXEZHk5GStoj3Rpk2bpHTp0jJp0iTx9fW1vq+KiNy9e1fDZMqJEyfE0dFRxo0bJyLqNbNt2zZZsGCB7N69Wy5fvqxxwoxWr14t9evXFxGVdcSIEdK+fXsJDg6Wbdu2aZxOOXLkiDg7O8uwYcNEROTXX3+VokWLyurVqzVOllFCQoK0bNlSQkJCrNu++OIL6dChgyQlJcn169c1TJfRvXv3JCgoSIYMGWLddujQIfHw8BAXFxf55ptvRET793wRkd69e0uLFi2st2NiYuTjjz8WBwcHmTdvnoio4yotXbt2TerXry916tSRJk2aSKNGjWTHjh2aZnqSixcvSrly5ayvJRGRuXPnSvHixeXKlSsaJnvcH3/8ISVKlMjw2TRmzBjp2rWriKjnsIg+nqMWi0X27NkjZcuWlZUrV0rp0qWladOm1p/rYd+mfTalPfYWi0XWrl0rEyZMkFWrVsmpU6c0TkiZmb4uNRFpJDY2FnXr1kWNGjUwfvx4AEBISAiCgoLw+uuvo1mzZtapEKLxVZrU1FScPn0ajRo1AgAEBgaia9eu6NSpE6pVq4bp06cjNjZW04yAmhPv5+eHgQMHYsyYMXB3d8ewYcOwYsUK7N+/X+t4GURFRSFnzpzo0qUL3N3dAQDlypXDuXPn0K9fP/z000+62KcHDx5E8eLFMXjwYBQrVgxeXl7o06cP4uLi8Pnnn2P9+vUAtH+OWiwWXLp0CYULF7Zuq1y5MiZOnIgePXqgdevWupgGc/LkSeTIkQPLli1D7969ceTIEcycORORkZGa5npUamoqvv/+e/j5+aFfv37W/RYaGoqkpCScOXNG44RKamoqtm7dioYNG2Lw4MHW56GbmxsiIyNRv359dOnSBb///rvGSR/y9fVF1apV0b17d3Tp0gV79uzB4MGD0bVrV6xYsQLJycmaZbNYLPjmm2+QmpqK1q1bA1Dv94MGDcLQoUPx3nvvoVOnTtbpb3pw6dIl5MqVCwBQt25dHDx4EG5ubjCZTAgICMDixYsBaPcedfPmTbz//vsYNGgQJk6cCEA9Bzw9PbFx40ZNMj1NUlISoqOjUb58eeu26Oho7Ny5E/7+/vD398fSpUsBaP+en5iYiEuXLqFmzZrWPFWqVEGDBg1Qq1YtdOzYEfv27dP8PR9QfYXy5MljvZ0vXz6MHz8e48ePR58+fbBp0ybNpz1evnwZDg4OmDJlCvr37w8HBweEhYVh586dmmV6lIhg+/btKF26NHr16mUdGdStWzcAavSgnhw4cAB16tRB//79rdvi4uJw8OBB1KhRA40bN8bmzZt1MULcZDKhYsWKKFeuHOrVq4fJkyfj9OnTCA4ORteuXbFw4ULcv39f04z/+9//kJqairp168JiseCNN97ApEmTMH/+fEyYMAFNmzbltEJ6eTQrnRHpTJs2baRKlSqyaNEiqVGjhgQEBMj06dNl7ty54uvrK2XLlrVeodHy6lxiYqIEBgbKunXrZMSIERIUFCRRUVESHx8vH330kVSoUEEWL14sItpeSdq7d6/1amaao0ePSrly5WTatGkiokbq6MGXX34pOXLkkGPHjomIyLRp08TJyUk6duwoderUkZIlS8qUKVM0zztlyhTx8vLKsG3Lli3StWtXeeutt6RAgQLW56jW+vTpI7Vq1ZKbN29m2H7x4kVp1aqVNG3aVO7cuaNROiUhIUF+//136+3FixdLlSpVpFu3btbngoj2V+NFRJYuXSqzZs3KsC0mJkZy584t27dv1ybUE0RHR0tkZKT19tixY8XV1VUmTJggo0aNknbt2knx4sXljz/+0DDlQ/Hx8VKxYkU5cuSIxMfHy8KFCyVPnjxiMpmszwEtX/d//vmn9OjRQ1xcXKRChQoSHBws4eHhkpSUJOvWrZNGjRpJmzZtdDFaTERkxYoVkj9/flm0aJE0bdpUbty4Yf3ZJ598Io6OjhmeH1rYv3+/9fu0x3bdunXi6uoqv/32m1axHmOxWOTtt98WX19f+fbbb2XIkCHi7u4uS5culY0bN8qECRPEbDbrYmRObGys1KpVS8LCwqwjQv/44w/x8vKStWvXSuPGjaVDhw6SkpKi+fvpmDFjpHDhwtZRLGl5kpKSpFevXlK2bFm5du2alhFFRI1gT7Nx40brSKz//e9/1u1px3haHett3LhR5s+fb71tsVjk7t27UrBgQVmzZo0mmZ7m1q1bcvLkSevtKVOmiKurq8ycOVPmz58vISEh4uzsnOGzX0uJiYni5+dnHbH+66+/Su7cuTN8Nmk9onnMmDHi4OAgJUqUkFatWsmpU6ckJSVF9u/fL23atJFq1apJTEyMphkpc2IBi7K8tOk4IiLvvPOOODg4yH/+858MUwevXLkiRYsWlcGDB2sR0SrtQCs4OFiqVKkiXbp0keXLl2e4T5cuXcTPz0+LeBmk/2BNf8Dav39/3RRa0ueqVq2aeHp6SlBQkDg7O8uWLVusPxs4cKAUK1bssWKMvaTlPH78uBQtWlQGDhwoMTExcuDAAcmWLZt8+umnIiJSvHhxWbBggSYZH/X1119L5cqV5dNPP5W4uLgMP1u6dKl4eXnJxYsXNUr30KMnU0uXLrUWsdKmE44dO1aOHj2qRbwnSsuckJAgPj4+sm/fPuvPvv/+e833a1q+xMREadq0qfUAXERk586dki9fvgyvL60kJSVJcnKyNGrUSHbu3CkiIu3atZOcOXNKqVKlrNMetRYbGyshISFSrVo1OX78eIafzZgxQwoUKKCbqYTnz5+X5s2bS9WqVTNMJRRRBddSpUrJ119/rWVEEXn8dX/u3DmpWrWqjBw5UkT0MY1IRGTbtm3Stm1badGihZQsWTLD+/uDBw+kfPnyMnr0aO0CphMaGioVK1aUd955R6ZMmSLZs2eXPn36iIjI1KlTpXz58poVg9M/nvv27ZM6depI3759rSfXaT//5ZdfxMvLS44cOaJFzGc+7zZt2iSNGzeWoKAga9FywIABsnfvXnvFs3rS45j+NVW1alX5/vvvrbeXLVum2ZSyJ2V98OCBvP/++xk+h9IKrl9++aU941mlf+zT9mWnTp3ku+++ExGRt99+Wzw9PaVIkSIZpsDa26P7MywsTHx9fR97zaxZs0by5Mmjm4IgZS6OWo8AI9LK/fv34erqitTUVDg5OQEAVqxYgWLFisHX1xd58+a13jd//vzw9vbG3bt3NcuZlJQEV1dXAMCMGTMQFBSEpUuXws/PDwCsq9EFBQXhxIkTePDgAVxcXDTJ+uDBA7i5uWX4mcVigdlsRs+ePbFp0yYsWbIEffv21WQVvSft0wMHDmDjxo24desWHjx4gNq1ayMhIQFubm4IDAzETz/9hPj4eHh4eGiW09vbG0OGDMGUKVOwcuVKJCQkWKfDpKamwsXFBTdv3rRbvjTnz5/H1q1bYTabUahQIQQFBaFt27bYuXMnFixYADc3N7Rr1w6enp4AAH9/f7i7u9v99fSknGnPvdTUVDg4OKBTp04AgNmzZ2PWrFmIi4vDt99+a53CpUXWggULWpu4pmc2m2E2m61/w/Dhw7FkyRLs27dPk5yP7lMXFxf8+OOPMJvN1te/p6cn8ufPb30uaJGzcOHCaNSokfV938/PD2fPnsXChQuxY8cO/Pjjj4iIiMCkSZPg6OiITz/9VJOcafszb968GDt2LM6cOWNdXCTt+VqyZEl4eHjA2dnZbhmflbVo0aJo2LAhwsLCkJKSgnPnzqFYsWIAgOzZsyN37tx2/1x60mOf9hxN+/zx9vZG48aNMW/ePPTt2xf58uWza8ZHc6a95hs0aIAGDRrgxo0bqFu3LgoWLGjNnZKSgpw5c+LVV1/VNKuXlxeaNGmCGTNmYMKECdi9ezd++uknjBw5EkOHDgUA5MqVC25ubnafmnX79m3kzp0bZrPZ+pqpXr06mjdvjm+++QbTpk3DgAEDrPvVx8cH2bJls3sD8vQ5094r06Q9R5s0aQKTyYTZs2djwoQJcHV1xffff2/9zLJnTgcHB6SkpMDR8eFpZPrjuPTT8EaMGIH//ve/1tUUtcia9tgDan86Oztj/vz5Gfa3yWTCq6++mqH1gT1zPpoFAMqXL4/w8HB8++232L59OzZt2oQbN27g3XffRbt27fD111/bPeej+3PEiBF488034ePjA+Dhsb6Xlxfy5s1rbctBZFPa1c6ItBMRESEBAQFSv359KV26tHz22Wdy+vRp68/v37+f4f7Jycny1ltvydSpU0XEflOKnpTz3LlzIiKydu1a8fb2lsqVK0tkZKQ8ePBARNQIp6CgILs3dn5WVpGH+yw5OVmCgoIkICDArvmelnPevHly5swZ68+XLl0qFStWzPBvQkNDpW7dunad8vZozrlz51qvFl+9elU2b96c4cprXFycBAQEyKpVq0TEfs/RY8eOSZ48eaRmzZpSokQJyZ49u3Tu3Nk66qpbt25SoUIFCQ0NlbNnz8r169dl6NChUrp0abs2nX9Szu7du8vVq1et90l/ZfGLL74QJycnyZUrl92vxj9PVhE1JSJv3ryye/duGT9+vLi6usqBAwd0lfPRq7XDhg0Tf39/uzagflrOtFFL48ePF5PJJMWKFZNDhw6JiNq38+bNk+joaE1zdu3aVf7888+n/psBAwZIYGCg3Ue0Pilrly5d5NatWyKipmEXKFBAKlasKHv37pWIiAgZNWqUeHt723WE4Is8Ry9duiSVK1eWMWPG2H0E1tMe+/Q5W7ZsKYMGDZJr165JQkKCjBo1SooUKWL36bhPytqpUye5ffu29T6Pjrrt2rWrtGrVynqcYg/Hjx+XYsWKWUfViWQccT9q1CipUaOGNG/eXMLDw+XMmTMybNgwKVq0qF2nED4p56PPv/Sf5z/++KN4eHhI7ty5M0wz1ENOETUyuHjx4vLdd9/JpEmTxNXVVQ4ePGi3nCIvvk9FRIYPHy6VKlXS1WO/aNEiMZlMUqpUKetnU2JiomzcuDHDcasWOf9uNOXgwYOldu3a1s8EIltiAYuynNOnT0vevHklNDRU1qxZI2PGjBGTySStWrWSXbt2PXb/lJQU+fjjj8XLy8uuJzNPyxkcHGw9GPj555+lVKlSUrhwYQkICJDg4GDJnTu33ac7PWufpu8xlPaBd/jwYTGbzdZiix5y7t69W0TUSUyePHmkSZMmMmfOHOnZs6d4enradZ8+67FPvz/TJCQkyEcffSReXl5y/vx5u+W8e/eu1KpVS/r16yciauWkn376STw9PaVhw4bWgtvYsWPltddeE5PJJFWrVpUCBQrI4cOHdZGzcePGcvbsWet9U1NTJSUlRfr37y8eHh5279fzIlnv3r0rfn5+Ur9+fbufJLxIThG1guYHH3wgHh4edn0tPStno0aN5OrVq5KcnCwhISHW3khpJzb2LGI8K2dQUNBjnz0XLlyQIUOGiKenp92naDwra0BAgLXosnz5cmncuLGYTCYpX768lCxZUrevexH1eDdq1Ejq169v10LL8+YMCwsTf39/yZcvnzRo0EC8vLzsuj//LmtgYOBj+zQ8PFwGDBgguXLlsusKrxcvXpTKlStLqVKlpEKFCjJ27Fjrz9I/tkuWLJEmTZqIyWSSChUqSNGiRe26T5+V80kFl9TUVAkNDZUcOXLoZn8+mjM1NVXq1q0r5cuXF3d3d7teVHnRrCIiJ0+elIEDB4qHh4ddC4LPypm+OPThhx/avQCY3vPmTHPixAkJDQ21+2c9ZS0sYFGWM2DAAGnfvn2GbZ07dxY3Nzdp3bq19SqHiGqa2Lp1a8mXL5/dDxSfltPV1VWCg4OtHwyJiYkybtw4GTBggAwbNkxOnDhh15zPypq2Tx/98L106ZK0bdvW7leOnzfnli1bpGrVquLn5yfNmjWz64Hi8+RMf0B48OBB6dChg92LQiKqcFalSpXHlp8/deqUvPLKK9KsWTPrtpiYGPnpp59k165dcunSJV3lbNGiRYYDsf3794vJZLL7gbfIi2W9efOmFC1aVDw9Pe164P2iOffu3Su9e/eWSpUq6S5n+ueoll5kf/7+++/StWtX8fHx0aRXz99lbd68uXWbxWKRQ4cOyZkzZ+zezPdF9mlaz8aLFy/avVfP3+V86623rNs2btwokydPlvnz52uyEMLfZW3ZsqW1SHD79m356quvxM/Pz67PU4vFIpMnT5amTZvKli1bZPTo0eLj4/PUIpaI6osVFRVl19E3z5Pz0QLBsWPHpGDBgnYtaLxozuTkZKldu7YmBYwXzRoZGWkdFWzPrM+T096zKJ7kRffnsWPHZODAgeLr62v3z3rKWljAoiyndevW1saiacPcw8LCpFGjRlKmTBkZMWKEiKgPj927d0toaKhERUXpNqcePG/W9Fe/Hp2mqYecw4cPt97XYrFIXFycLnM++tgvWbLErsPJ09y7d08KFiyY4WAmbYrG0aNHJVu2bDJmzBi753rU8+QcP358hn+j1bD3F806ceJETYrWL5pz9+7dj02B1EvOcePG2T3Xo150f27fvl2zxu2Z9XWv1ep4z5NTL43aX3Sf3r9/X5P30mvXrsnSpUtFRF08STvxTv+8TD+dUCvPk/PRUUNarN77ojkXL16syTGJyItnjYyM1GSlvOfJqfXK1yIvvj+PHDmii1U8KXNjAYuynIEDB8qrr75q7Rly7do18fDwkK1bt8pnn30m7u7u1h4dFotFs4Oc58n56EgWrQ7A/0lWLfxdTjc3N81XcBMxzv4UEfn000+lUKFC8uOPP1q3pb1mwsLCpEaNGnLjxg3NV/V63pxpIzG0XOr9ebKmXyVVK8+T0569rp7meR97LR9zEeM87iKZa58aJedff/1lfR/V+/vTX3/9pfk+Te/q1atPPPFev369LooEaZ6VM20f62G/Pi3n2rVrNUz1ZEbJ+qzHXuvjp/SMsj8pc+MqhJTlhIaGYt++fciTJw/eeOMN7NixAx06dEBAQAD8/PwQFhaGixcvonDhwjCZTNaVqvSY88KFCyhUqJD139h7Nb9/k1WvOdMee73n1GJ/Xrt2DZcuXcKtW7cQEBAABwcHBAcHY+/evZgyZQqcnZ0zrO72yiuvIC4uDq6urhlWVdJzzrRVlez1WvqnWbNly2aXfP82p71XIPo3j7093z+N8rj/m6xG2adGyenm5mZ9H9X7+5Obm5vm+xRQK6KlrS7Xo0cPAMDq1ashIrhz5w5mzZqFy5cvw8vLyzA57bFfjbI/jZSVOYlsSMvqGdHLdvLkSRk2bJh07NhRpk6dap3jfvfuXZk0aZJMmDBBli9fbr3/4cOHpVSpUnbveWSUnEbKypy2dfToUSlatKiULl1acuXKJWXKlJFVq1ZJUlKSHDhwQJo1ayb+/v7WxvxJSUkydOhQqVev3mMrUjGnsbIyZ9bMaaSszJl1sz6a08fHR1auXCk3btwQETW9KW3U0tWrV2XUqFFiMpnEw8PDrr2kmDPrZmVOIttiAYsyraioKMmdO7e0adNGevXqJYULF5bKlSvL/Pnzrfd5dFju0KFDpXLlynad9mKUnEbKypy2FRsbKz4+PjJ8+HCJjo6WK1euSLt27aR06dIyduxYSUxMlPDwcOnVq5c4OjpKpUqVpGbNmuLh4WHX5r1GyWmkrMyZNXMaKStzZt2sT8tZtmxZGT16tHXKbfppd++++67kzJnTrr1NmTPrZmVOIttjAYsypbt370pQUJAMHTrUuu3y5cuSJ08eyZ8//2MNm3fs2CH9+vWTHDly2PXgyyg5jZSVOW0vKipKvL29H7vC9uGHH0r58uVl2rRpYrFY5N69e7Jnzx4ZP368zJ8/3+5NXI2S00hZmTNr5jRSVubMulmfldPX11emTJki8fHx1u2LFi2S3Llz233FXua0PaNkZU4i22MBizKl+Ph48ff3l5UrV1pvi4i0adNGGjZsKLVr15ZNmzZZ779r1y4JCQmRyMhI5jR4Vua0vfDwcClUqJDs2LFDRDKuINm/f38pWrSo3ZfLfhKj5BQxTlbmtC2j5BQxTlbmtD2jZP27nMWKFcuQ888//5Q//viDOQ2eU8Q4WZmTyPZYwKJMx2KxSExMjHh5ecnUqVOt2y9duiTlypWTZcuWScWKFaV79+4Z/l1CQgJzPoVRsjLny+Pv7y9vvPGG9XZiYqL1+2rVqkn79u21iPUYo+QUMU5W5rQto+QUMU5W5rQ9o2R93pxarzbInLZnlKzMSWRb9lsWiuglS01NBaBW58mXLx+GDx+OoUOHolu3bhg5ciTKli2LOnXq4L333sPIkSPxyy+/4MaNG0hJSQEAuLq6MqdBszKnbcXHx+Pu3buIi4uzbluwYAGioqLwzjvvAABcXFysuV5//XXEx8fbJZsRcxopK3NmzZxGysqcWTfrv8mZtpoacxovp5GyMifRy8cCFmUKp0+fxsyZM3Ht2jXrtpCQECxZsgQRERE4ePAgRo4ciYULFwIA/vzzT3h4eMDT0xOOjo7MaeCszGlbx48fR3BwMOrVq4eyZctixYoVAICyZcti1qxZ2Lp1K9q0aYPk5GTrku6xsbHIli0bUlJSICLMadCszJk1cxopK3Nm3azMmTVzGikrcxLZif0HfRHZ1pkzZ8TT01NMJpN89NFHj63OlpCQkGEYrIhI3759pXXr1pKQkJBhRQ3mNFZW5rStqKgoyZMnjwwcOFBWrFghgwYNEicnJ2uTzvj4ePnhhx+kUKFC4uPjIy1atJC2bdtKtmzZJCIiwi4ZjZTTSFmZM2vmNFJW5sy6WZkza+Y0UlbmJLIfFrDI0O7duyddu3aVzp07y9y5c8VkMskHH3yQoUCQ/uT/xIkTEhoaKjly5JBjx44xp4GzMqdt3bhxQxo1aiT9+/fPsL1+/frSr1+/DNvi4uJk6NCh0r17d+nbt69dl1A2Sk4R42RlzqyZU8Q4WZnT9oySlTmzZk4R42RlTiL7su+cJCIbM5vNqFq1KvLkyYN27drhlVdeQfv27QEAQ4cOxSuvvAKTyQQAuHv3LrZu3YojR45gx44d8PX1ZU4DZ2VO20pOTsbt27fRunVrAIDFYoHZbEaxYsVw8+ZNAICoix7IkSMHJk+enOF+zGncrMyZNXMaKStzZt2szJk1cxopK3MS2RcLWGRobm5u6NSpE7JlywYAaNu2LUQEb7/9NkQEw4YNQ548eZCamoqEhASEhISgY8eO8PDwYE6DZ2VO28qfPz+WL1+OUqVKAVAN581mMwoWLIgLFy4AUM3nTSYT4uLikDNnTus25jR2VubMmjmNlJU5s25W5syaOY2UlTmJ7IsFLDK8tMJA2htxu3btICJ45513YDKZEBoaimnTpuHcuXNYuXKlJkUhI+U0UlbmtK20gxqLxQInJycA6mpcbGys9T4TJ06Ei4sL+vfvD0dHR00ObIyS00hZmTNr5jRSVubMulmZM2vmNFJW5iSyHxawKNNwcHCAiMBisaB9+/YwmUx499138cMPPyA6Ohr79++Hm5ub1jENkxMwTlbmtC2z2QwRsR60pA0dHzVqFMLCwnDkyBG7r4r5JEbJCRgnK3PallFyAsbJypy2Z5SszGlbRskJGCcrcxK9fJzQSplK2tBXEUG7du3w2muv4fr16zh8+DD8/Py0jmdllJyAcbIyp23J/y+T7OjoiMKFC2PatGmYMmUKDh48iEqVKmmc7iGj5ASMk5U5bcsoOQHjZGVO2zNKVua0LaPkBIyTlTmJXi6WVinTMZlMSE1NxQcffIDt27cjPDzc7o3Qn4dRcgLGycqctpN2Nc7JyQmff/45cubMiV27dqFKlSoaJ8vIKDkB42RlTtsySk7AOFmZ0/aMkpU5bcsoOQHjZGVOopeLI7Ao0ypfvjwOHz6MihUrah3lmYySEzBOVua0naCgIADA77//jmrVqmmc5umMkhMwTlbmtC2j5ASMk5U5bc8oWZnTtoySEzBOVuYkejlMkjZ+kCiTST+3W8+MkhMwTlbmtK34+HhrI3o9M0pOwDhZmdO2jJITME5W5rQ9o2RlTtsySk7AOFmZk8j2WMAiIiIiIiIiIiJd4xRCIiIiIiIiIiLSNRawiIiIiIiIiIhI11jAIiIiIiIiIiIiXWMBi4iIiIiIiIiIdI0FLCIiIiIiIiIi0jUWsIiIiIiIiIiISNdYwCIiIiIiIiIiIl37P2ivvO1e8/UkAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(12, 5)\n",
    "\n",
    "fig.suptitle(\"Average Star Rating Over Time (Across Subset of Product Categories)\")\n",
    "\n",
    "ax = plt.gca()\n",
    "# ax = plt.gca().set_xticks(df['year'])\n",
    "ax.locator_params(integer=True)\n",
    "ax.set_xticks(df.toPandas()[\"year\"].unique())\n",
    "\n",
    "df.toPandas().plot(kind=\"line\", x=\"year\", y=\"avg_rating\", color=\"red\", ax=ax)\n",
    "\n",
    "# plt.xticks(range(1995, 2016, 1))\n",
    "# plt.yticks(range(0,6,1))\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"Average Star Rating\")\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# fig.savefig('average-rating.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average Star Rating Per Product Categories Across Time\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------------+----+-------------------+\n",
      "|product_category      |year|avg_rating_category|\n",
      "+----------------------+----+-------------------+\n",
      "|Books                 |1995|4.6114             |\n",
      "|Video                 |1995|5.0                |\n",
      "|Music                 |1995|5.0                |\n",
      "|Books                 |1996|4.6135             |\n",
      "|Music                 |1996|4.6                |\n",
      "|Video                 |1996|3.8333             |\n",
      "|Video_DVD             |1996|4.0                |\n",
      "|Toys                  |1997|4.0                |\n",
      "|Books                 |1997|4.4341             |\n",
      "|Music                 |1997|4.6794             |\n",
      "|Video_DVD             |1997|4.6667             |\n",
      "|Video_Games           |1997|3.5                |\n",
      "|Sports                |1997|4.0                |\n",
      "|Video                 |1997|4.4697             |\n",
      "|Video                 |1998|4.4179             |\n",
      "|Wireless              |1998|4.5                |\n",
      "|Books                 |1998|4.3014             |\n",
      "|Video_DVD             |1998|4.2628             |\n",
      "|Music                 |1998|4.5456             |\n",
      "|Home_Entertainment    |1998|5.0                |\n",
      "|Office_Products       |1998|4.5                |\n",
      "|Software              |1998|2.6667             |\n",
      "|Sports                |1998|2.0                |\n",
      "|Camera                |1998|5.0                |\n",
      "|Video_Games           |1998|4.3077             |\n",
      "|Pet_Products          |1998|2.5                |\n",
      "|Home                  |1998|4.4                |\n",
      "|Toys                  |1998|4.375              |\n",
      "|Automotive            |1999|3.2                |\n",
      "|Sports                |1999|4.4821             |\n",
      "|Office_Products       |1999|3.8852             |\n",
      "|Video_DVD             |1999|4.0912             |\n",
      "|Music                 |1999|4.4561             |\n",
      "|Outdoors              |1999|5.0                |\n",
      "|Home_Improvement      |1999|4.4324             |\n",
      "|Video_Games           |1999|4.1349             |\n",
      "|Wireless              |1999|4.1471             |\n",
      "|Lawn_and_Garden       |1999|4.5                |\n",
      "|Baby                  |1999|4.5536             |\n",
      "|Health_&_Personal_Care|1999|4.0                |\n",
      "|Toys                  |1999|4.5267             |\n",
      "|Camera                |1999|4.3421             |\n",
      "|Home_Entertainment    |1999|4.1876             |\n",
      "|PC                    |1999|3.7917             |\n",
      "|Grocery               |1999|5.0                |\n",
      "|Video                 |1999|4.3053             |\n",
      "|Home                  |1999|4.1429             |\n",
      "|Digital_Ebook_Purchase|1999|5.0                |\n",
      "|Musical_Instruments   |1999|4.5                |\n",
      "|Books                 |1999|4.2177             |\n",
      "+----------------------+----+-------------------+\n",
      "only showing top 50 rows\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT product_category, year, ROUND(AVG(star_rating), 4) AS avg_rating_category\n",
    "    FROM {}.{}\n",
    "    WHERE year >= 1995\n",
    "    GROUP BY product_category, year\n",
    "    ORDER BY year \n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "def plot_categories(df):\n",
    "    df_categories = df[\"product_category\"].unique()\n",
    "    for category in df_categories:\n",
    "        # print(category)\n",
    "        df_plot = df.loc[df[\"product_category\"] == category]\n",
    "        df_plot.plot(\n",
    "            kind=\"line\",\n",
    "            x=\"year\",\n",
    "            y=\"avg_rating_category\",\n",
    "            c=np.random.rand(\n",
    "                3,\n",
    "            ),\n",
    "            ax=ax,\n",
    "            label=category,\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(12, 5)\n",
    "\n",
    "fig.suptitle(\"Average Star Rating Over Time Across Subset Of Categories\")\n",
    "\n",
    "ax = plt.gca()\n",
    "\n",
    "ax.locator_params(integer=True)\n",
    "ax.set_xticks(df.toPandas()[\"year\"].unique())\n",
    "\n",
    "plot_categories(df.toPandas())\n",
    "\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Average Star Rating\")\n",
    "plt.legend(bbox_to_anchor=(0, -0.15, 1, 0), loc=2, ncol=2, mode=\"expand\", borderaxespad=0)\n",
    "\n",
    "# fig.savefig('average_rating_category_all_data.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7. Which Star Ratings (1-5) are Most Helpful?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+------------------+\n",
      "|star_rating| avg_helpful_votes|\n",
      "+-----------+------------------+\n",
      "|          1| 3.832321447446916|\n",
      "|          2| 2.570054308423695|\n",
      "|          3|2.0687386156454313|\n",
      "|          4|1.6800495805381743|\n",
      "|          5|1.6912020931303722|\n",
      "+-----------+------------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT star_rating, AVG(helpful_votes) AS avg_helpful_votes\n",
    "    FROM {}.{}\n",
    "    GROUP BY  star_rating\n",
    "    ORDER BY  star_rating ASC\n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "\n",
    "chart = df.toPandas().plot.bar(\n",
    "    x=\"star_rating\", y=\"avg_helpful_votes\", rot=\"0\", figsize=(10, 5), title=\"Helpfulness Of Star Ratings\", legend=False\n",
    ")\n",
    "\n",
    "plt.xlabel(\"Star Rating\")\n",
    "plt.ylabel(\"Average Helpful Votes\")\n",
    "\n",
    "plt.show()\n",
    "\n",
    "%matplot plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 8. Which Products have Most Helpful Reviews?  How Long are the Most Helpful Reviews?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------------------------------------------------------------------------------+-------------+-----------+------------------+----------------------------------------------------------------------------------------------------+\n",
      "|product_title                                                                           |helpful_votes|star_rating|review_body_length|review_body_substr                                                                                  |\n",
      "+----------------------------------------------------------------------------------------+-------------+-----------+------------------+----------------------------------------------------------------------------------------------------+\n",
      "|Kindle: Amazon's Original Wireless Reading Device (1st generation)                      |47524        |5          |12906             |This is less a \\\\\"pros and cons\\\\\" review than a hopefully useful commentary about the Kindle compar|\n",
      "|BIC Cristal For Her Ball Pen, 1.0mm, Black, 16ct (MSLP16-Blk)                           |41393        |5          |863               |Someone has answered my gentle prayers and FINALLY designed a pen that I can use all month long! I u|\n",
      "|The Mountain Kids 100% Cotton Three Wolf Moon T-Shirt                                   |41278        |5          |1566              |This item has wolves on it which makes it intrinsically sweet and worth 5 stars by itself, but once |\n",
      "|Kindle Keyboard 3G, Free 3G + Wi-Fi, 6\" E Ink Display                                   |31924        |5          |23069             |UPDATE NOVEMBER 2011:<br /><br />My review is now over a year old, as is the \\\\\"Kindle Keyboard\\\\\" a|\n",
      "|Kindle Fire HD 7\", Dolby Audio, Dual-Band Wi-Fi                                         |31417        |4          |13594             |I've been an iPad user since the original came out. I also have an iPad 3. I have worked in IT for t|\n",
      "|Kindle Fire (Previous Generation - 1st)                                                 |28611        |4          |29778             |UPDATE November 2012 - With the [[ASIN:B007T36PSM Kindle Fire HD]] out now, I highly recommend it ov|\n",
      "|Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)|27550        |2          |2849              |I really don't like writing bad reviews. I admire people who have the courage to put pen to paper an|\n",
      "|Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series)|27550        |2          |2849              |I really don't like writing bad reviews. I admire people who have the courage to put pen to paper an|\n",
      "|Wheelmate Laptop Steering Wheel Desk                                                    |26132        |5          |572               |My husband Brad always warns me not to try and update my Facebook page while I'm driving. \\\\\"You'll |\n",
      "|Kindle Wireless Reading Device (6\" Display, U.S. Wireless)                              |24714        |1          |10222             |I was DELIGHTED to upgrade my Kindle 1 to K2...until I got down to using it every day.<br /><br />Ha|\n",
      "+----------------------------------------------------------------------------------------+-------------+-----------+------------------+----------------------------------------------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT product_title, helpful_votes, star_rating,\n",
    "           LENGTH(review_body) AS review_body_length,\n",
    "           SUBSTR(review_body, 1, 100) AS review_body_substr\n",
    "    FROM {}.{}\n",
    "    ORDER BY helpful_votes DESC LIMIT 10 \n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 9. What is the Ratio of Positive (5, 4) to Negative (3, 2 ,1) Reviews?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------------------------------+\n",
      "|positive_to_negative_sentiment_ratio|\n",
      "+------------------------------------+\n",
      "|                  3.8331995107663768|\n",
      "+------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT (CAST(positive_review_count AS DOUBLE) / CAST(negative_review_count AS DOUBLE)) AS positive_to_negative_sentiment_ratio\n",
    "    FROM (\n",
    "      SELECT count(*) AS positive_review_count\n",
    "      FROM {}.{}\n",
    "      WHERE star_rating >= 4\n",
    "\n",
    "    ), (\n",
    "      SELECT count(*) AS negative_review_count\n",
    "      FROM {}.{}\n",
    "      WHERE star_rating < 4 \n",
    "    )\n",
    "\"\"\".format(database_name, table_name, database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 10. Which Customers are Abusing the Review System by Repeatedly Reviewing the Same Product?  What Was Their Average Star Rating for Each Product?\n",
    "## _This query takes a minute or two.  Please be patient._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+----------------------+---------------------------------------------------------------------------------------+---------------+------------+\n",
      "|customer_id|product_category      |product_title                                                                          |avg_star_rating|review_count|\n",
      "+-----------+----------------------+---------------------------------------------------------------------------------------+---------------+------------+\n",
      "|38118182   |Video_DVD             |Pearl Harbor                                                                           |4.2308         |260         |\n",
      "|33132919   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |5.0            |220         |\n",
      "|52895956   |Books                 |Frankenstein                                                                           |3.0299         |201         |\n",
      "|29088361   |Music                 |In The Zone                                                                            |4.9672         |122         |\n",
      "|23974294   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |5.0            |114         |\n",
      "|50432389   |Music                 |In The Zone                                                                            |5.0            |100         |\n",
      "|50440254   |Music                 |The Beatles 1                                                                          |5.0            |94          |\n",
      "|32330663   |Music                 |Reprise                                                                                |5.0            |82          |\n",
      "|43622173   |Music                 |Sinner                                                                                 |4.9756         |82          |\n",
      "|2840168    |Camera                |(Create a generic Title per Amazons guidelines)                                        |5.0            |78          |\n",
      "|23999101   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |5.0            |76          |\n",
      "|50891233   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |5.0            |74          |\n",
      "|23969117   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |4.1818         |66          |\n",
      "|50894327   |Digital_Music_Purchase|pitch: a' = 443 Hz                                                                     |1.0313         |64          |\n",
      "|52773547   |Music                 |Oops!... I Did It Again                                                                |5.0            |64          |\n",
      "|51903243   |Video_DVD             |Lost in Translation                                                                    |1.0            |54          |\n",
      "|52895956   |Books                 |Fahrenheit 451                                                                         |5.0            |52          |\n",
      "|14539589   |Music                 |Soundtrack                                                                             |5.0            |49          |\n",
      "|48199647   |Digital_Ebook_Purchase|2010 ABNA Quarterfinalist 11                                                           |4.2979         |47          |\n",
      "|50310728   |Books                 |Seductive Poison: A Jonestown Survivor's Story of Life and Death in The Peoples Temple |5.0            |46          |\n",
      "|49974934   |Books                 |Goose Hunting: Improving Your Skills                                                   |5.0            |45          |\n",
      "|24349371   |Video_DVD             |Shania Twain - Up (Live in Chicago)                                                    |4.9545         |44          |\n",
      "|52895956   |Books                 |The Razor's Edge                                                                       |5.0            |44          |\n",
      "|50440254   |Music                 |Rubber Soul (1990)                                                                     |5.0            |44          |\n",
      "|50719680   |Music                 |Rainbow                                                                                |5.0            |44          |\n",
      "|50440254   |Music                 |Revolver                                                                               |5.0            |42          |\n",
      "|49629036   |Books                 |Dead Poets Society                                                                     |3.9048         |42          |\n",
      "|35799690   |Music                 |Rubber Soul (1990)                                                                     |1.9048         |42          |\n",
      "|50736950   |Music                 |Greatest Hits                                                                          |3.9268         |41          |\n",
      "|52895956   |Books                 |A Princess of Mars                                                                     |5.0            |41          |\n",
      "|6215457    |Camera                |(Create a generic Title per Amazons guidelines)                                        |5.0            |40          |\n",
      "|35799690   |Music                 |Sgt. Pepper's Lonely Hearts Club Band                                                  |1.95           |40          |\n",
      "|50440254   |Music                 |Magical Mystery Tour                                                                   |5.0            |38          |\n",
      "|51410940   |Books                 |ELECTRONIC PUBLISHING: The Definitive Guide, 2003 Ed.                                  |5.0            |38          |\n",
      "|35799690   |Music                 |The Beatles (The White Album)                                                          |2.1053         |38          |\n",
      "|50345651   |Music                 |Very Best of                                                                           |5.0            |38          |\n",
      "|50736950   |Music                 |Ultimate Collection                                                                    |4.7838         |37          |\n",
      "|35799690   |Music                 |Revolver                                                                               |2.1111         |36          |\n",
      "|35087745   |Music                 |Britney                                                                                |5.0            |36          |\n",
      "|51283859   |Books                 |Blonde: A Novel                                                                        |1.0            |36          |\n",
      "|34871301   |Video_DVD             |From Hell (Two-Disc Special Edition)                                                   |5.0            |36          |\n",
      "|49669148   |Books                 |Downriver (Turtleback School & Library Binding Edition) (Laurel-Leaf Books)            |4.1111         |36          |\n",
      "|34462751   |Music                 |One Heart                                                                              |5.0            |35          |\n",
      "|52773547   |Music                 |So Real                                                                                |1.0            |35          |\n",
      "|50310728   |Books                 |Seductive Poison: A Jonestown Survivor's Story of Life and Death in the People's Temple|5.0            |35          |\n",
      "|19390454   |Digital_Ebook_Purchase|2010 ABNA Quarterfinalist 11                                                           |4.0            |35          |\n",
      "|19650457   |Music                 |Real Life                                                                              |5.0            |35          |\n",
      "|35799690   |Music                 |Abbey Road                                                                             |2.3529         |34          |\n",
      "|33049536   |Music                 |TP-2.com                                                                               |5.0            |34          |\n",
      "|50205849   |Music                 |Ultimate Collection                                                                    |4.6176         |34          |\n",
      "+-----------+----------------------+---------------------------------------------------------------------------------------+---------------+------------+\n"
     ]
    }
   ],
   "source": [
    "# SQL statement\n",
    "df = spark.sql(\"\"\"\n",
    "    SELECT customer_id, product_category, product_title, \n",
    "    ROUND(AVG(star_rating),4) AS avg_star_rating, COUNT(*) AS review_count \n",
    "    FROM {}.{} \n",
    "    GROUP BY customer_id, product_category, product_title \n",
    "    HAVING COUNT(*) > 1 \n",
    "    ORDER BY review_count DESC\n",
    "    LIMIT 50\n",
    "\"\"\".format(database_name, table_name)\n",
    ")\n",
    "\n",
    "df.show(50, truncate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stopping session: 6d5dd9b6-6741-4100-bea7-914be1ff3f98\n",
      "Stopped session.\n"
     ]
    }
   ],
   "source": [
    "%stop_session"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "python_glue_session"
    }
   },
   "source": [
    "# Conclusions\n",
    "\n",
    "Through this notebook, we have seen how you can use AWS Glue interactive sessions in SageMaker Studio to process large datasets at scale for ETL and EDA tasks. Benefits of this development paradigm include...\n",
    "\n",
    "1. natively distributed processing which can scale with your datasets \n",
    "2. no need to manage cluster infrastructure\n",
    "3. integration with SageMaker studio for a one stop shop for the ML lifecycle"
   ]
  }
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