whatsTrending.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4547 entries, 0 to 4546\n",
      "Data columns (total 28 columns):\n",
      " #   Column                       Non-Null Count  Dtype  \n",
      "---  ------                       --------------  -----  \n",
      " 0   video_id                     4547 non-null   object \n",
      " 1   last_trending_date           4547 non-null   object \n",
      " 2   publish_date                 4547 non-null   object \n",
      " 3   publish_hour                 4547 non-null   int64  \n",
      " 4   category_id                  4547 non-null   int64  \n",
      " 5   channel_title                4547 non-null   object \n",
      " 6   views                        4547 non-null   int64  \n",
      " 7   likes                        4547 non-null   int64  \n",
      " 8   dislikes                     4547 non-null   int64  \n",
      " 9   comment_count                4547 non-null   int64  \n",
      " 10  comments_disabled            4547 non-null   bool   \n",
      " 11  ratings_disabled             4547 non-null   bool   \n",
      " 12  tag_appeared_in_title_count  4547 non-null   int64  \n",
      " 13  tag_appeared_in_title        4547 non-null   bool   \n",
      " 14  title_x                      4547 non-null   object \n",
      " 15  tags                         4339 non-null   object \n",
      " 16  description                  4458 non-null   object \n",
      " 17  trend_day_count              4547 non-null   int64  \n",
      " 18  trend.publish.diff           4547 non-null   int64  \n",
      " 19  trend_tag_highest            4547 non-null   int64  \n",
      " 20  trend_tag_total              4547 non-null   int64  \n",
      " 21  tags_count                   4547 non-null   int64  \n",
      " 22  subscriber                   4525 non-null   float64\n",
      " 23  kind                         4547 non-null   object \n",
      " 24  etag                         4547 non-null   object \n",
      " 25  channelId                    4547 non-null   object \n",
      " 26  title_y                      4547 non-null   object \n",
      " 27  assignable                   4547 non-null   bool   \n",
      "dtypes: bool(4), float64(1), int64(12), object(11)\n",
      "memory usage: 870.4+ KB\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('always')\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import pie, axis, show\n",
    "import seaborn as sb\n",
    "\n",
    "df = pd.read_csv(\"USA_trending_videos.csv\")\n",
    "df.head()\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 7560x1080 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAHY4AAAQwCAYAAABWEO/SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdMXHDABREwVhjEmEkLCEQDCZgLGKURhwUAi5SPPnPKLvlVcfg3Y7j+AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoLNMHwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAuBrhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQu08fOMO6rse2bdM3AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIDru70al3e/eId936cvAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD/2CXDsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAk4RjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQu08fAAA4w8/ze/oCACf4/HpMXwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAP1mmDwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAXI1wLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMSEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYsKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAx4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAgF/27l/FrioM4/D7iRdgxBCCWuYGJKilIMQ/jVaCjYMIabwBuwFtrG0Ei8HYCHZaCBLSWAmmErukESPRDIzY2C6LbGVInCLwnjjI88Bmr/PtdRbrDn4AAAAAAAAAAAAAAABAmXAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECZcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQJlwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAmXAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEDZzsKxM3MwM3dm5sdjs8dn5urM3NjeZ7b5zMxHM3NzZn6YmWeO/Wdv239jZvZ2dV8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJadhWOTfJrk5Xtm7yW5tta6kOTa9jtJXklyYXsuJ/k4uRuaTbKf5LkkzybZ/zs2CwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABwWu0sHLvW+jbJ0T3j15Jc2dZXkrx+bP7Zuuu7JI/NzPkkLyW5utY6Wmv9nuRq7o/RAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACcKjsLx57g3Frr9rb+Ncm5bf1kkp+P7bu1zU6a32dmLs/M9Zm5fnh42L01AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMADeNjh2H+stVaSVTzvk7XWxbXWxbNnz7aOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB4YA87HPvbzJxPku19Z5v/kuTpY/ue2mYnzQEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAATq2HHY79Ksnett5L8uWx+Vtz1/NJ/lhr3U7yTZJLM3NmZs4kubTNAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABOrUd3dfDMfJ7khSRPzMytJPtJPkzyxcy8k+SnJG9s279O8mqSm0n+TPJ2kqy1jmbmgyTfb/veX2sd7erOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANOwvHrrXePOHTi/+ydyV594RzDpIcFK8GAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALBTj/zXFwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA+L8RjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAABOy80EAACAASURBVAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBYC/2Lt7FruqMAzDz6uDH7FQCWkcBQOWloMIdsbCLhYKdhYBS8E02qUWhPSBFFYiBEF/gNaBaONHFRSig8Ug0U4wsCzcVRBJzOMZkeuq1t5r7XXe8wtuAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKDuWcOzMvD0z38zM1zPz4cw8NDOnZ+bqzFyfmY9m5oHt7IPb8/Vt/+njmBkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4E7tPBw7M/tJ3kpysNZ6Nsn9SV5P8l6Si2utZ5LcTHJu++Rckpvb+4vbOQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACA/6ydh2M3e0kenpm9JCeS/JTkxSRXtv0Pkryyrc9uz9n2z8zM7HBWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIC7svNw7FrrMMn7SW7kz2Dsr0m+SPLLWuvWduzHJPvbej/JD9u3t7bzJ2+/d2benJlrM3Pt6Ojo3/0TAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB/Y+fh2Jl5PMnZJKeTPJHkkSQv3+u9a61La62DtdbBqVOn7vU6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIB/bOfh2CQvJfl+rXW01vo9ycdJXkjy2MzsbWeeTHK4rQ+TPJUk2/6jSX7e7cgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHfuOMKxN5I8PzMnZmaSnEnybZLPk7y6nXkjySfb+tPtOdv+Z2uttcN5AQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADuys7DsWutq0muJPkyyVfbDJeSvJPk/MxcT3IyyeXtk8tJTm7vzyd5d9czAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADcjb3j+NG11oUkF257/V2S5/7i7G9JXtvFXAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADfcd9wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP83wrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAB/sHc/r5rWZRzHP9fhJFFkKg6mTlCEFC0KZRbWokUuoqImpIQgMgt0EUJLlxG0q8VkIERhTkRQ9muiCMJFq34wkURokEThxJiD/cSoMK4Wcw+dRMZ74HrO8Tm9XvBw7vv7fJ+Zz3/wBgAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAw4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgGHCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAw4RjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACGCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDDhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAYcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADDhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIYJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAMOFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBhwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMOEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAhgnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAME44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAw4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgGHCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAw4RjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACGCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDDhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAYcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADDhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIYJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAMOFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBhwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMOEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAhgnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAME44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAw4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgGHCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAw4RjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACGCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDDhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAYcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADDhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIYJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAMOFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIBhwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMOEYwEAAAAAAAAAAAAAAAAAAAAANtta1QAAIABJREFUAAAAAAAAAAAAAAAAhgnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAME44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABgmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAw4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgGHCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAw4RjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACGCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDDhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAYcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADDhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIYJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADDuQcGxVXVFVD1bVr6rq0ap6U1VdVVU/qKpfL3+vXO5WVX2mqh6rql9U1U0HsRkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYK0DCccmOZHk+939uiRvTPJoknuSPNTdNyR5aHlPkrcnuWH53Jnkvv2fCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACw3r6HY6vq5UnekuQLSdLd/+ruPyc5nuSB5doDSd6zPB9PcrLP+3GSK6rq2n2eDQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACw2r6HY5O8Osm5JPdX1c+r6vNV9dIk13T32eXOE0muWZ6vT/L4nt+fWc4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAF6QDiIcu5vkpiT3dfeNSZ5Ocs/eC93dSfpS/tGqurOqTlfV6XPnzo2NBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC4VAcRjj2T5Ex3/2R5fzDnQ7J/qKprk2T5++Ty/e+TvHLP748uZ/+juz/X3ce6+9iRI0c2Nh4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4Pnsezi2u59I8nhVvXY5uiXJI0lOJbl9Obs9ybeX51NJPljn3ZzkL919dj83AwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABcit0D+n/vTvLlqrosyW+S3JHzEduvVtVHkvwuyW3L3e8leUeSx5L8fbkLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPCCdSDh2O5+OMmx5/jqlue420k+uvFRAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABDdg56AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAYSMcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGDYqnBsVT205gwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgGT3Yl9W1YuTvCTJ1VV1ZZJavro8yfUb3gYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAsJUuGo5NcleSjyW5LsnP8t9w7F+TfHaDuwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAttZFw7HdfSLJiaq6u7vv3adNAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABb7aLh2Au6+96qenOSV+39TXef3NAuAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICttSocW1VfSvKaJA8n+fdy3EmEYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnmVVODbJsSSv7+7e5BgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgMNgZ+W9XyZ5xSaHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAcFrsr712d5JGq+mmSf1447O53b2QVAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAWWxuO/fgmRwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHCarwrHd/cNNDwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOCxWhWOr6m9Jenm9LMmLkjzd3ZdvahgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwLZaFY7t7pddeK6qSnI8yc2bGgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAsM12LvUHfd63krxtA3sAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALbe7ppLVXXrntedJMeS/GMjiwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAttyqcGySd+15fibJb5McH18DAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHAIrArHdvcdmx4CAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHBY7Ky5VFVHq+qbVfXk8vl6VR3d9DgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgG20Khyb5P4kp5Jct3y+s5wBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPAsa8OxR7r7/u5+Zvl8McmRDe4CAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANhauyvvPVVVH0jyleX9/Ume2swkAAAAAAAAAAAAAAAA4P/FO79x70FPAGADvnvr3Qc9AQAAAAAAAAAAAAAAAAAADtzOynsfTnJbkieSnE3y3iQf2tAmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICttrvy3ieS3N7df0qSqroqyadyPigLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMAeOyvvveFCNDZJuvuPSW7czCQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgO22Nhy7U1VXXnipqquS7G5mEgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAdlsbf/10kh9V1deW9/cl+eRmJgEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAbLdV4djuPllVp5O8dTm6tbsf2dwsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIDttSocmyRLKFYsFgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADgeewc9AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgMNGOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAMOFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADgP+zdMa6WRRSA4TN4gwuwxEISVsAStCGx0ER2QEJrB2ugggXQUJpcOgu3YEK0tLmddrdAe+JPMwVQUbzwwc3zVHNmpjg7eAEAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEhGMBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGLCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMeFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATjgUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAiAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADEzo5eAAAAAAAAAAAAgI/r4fmdo1cAIPbo7m9HrwAAAAAAAAAAAAAAAAAAAAAAAMA7rh29AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAVSMcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxIRjAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICYcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQE44FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIgJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAxM6OXgAAAAAAAAAAAAAAAAAAAAAAAICr5e7zP45eAYDY+U+3j14BAAAAAAAAAADgs3Pt6AUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAK4a4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJhwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABATDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAmHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEBOOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACICccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMQOC8eutb5Ya/251vp1zzfXWr+vtS7WWr+sta7v+y/3fLHfvzlqZwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACA93FYOHZmfp6Zv96YH83M49PpdGtmXs7MvX1/b2Ze7vvH+x8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwCfrkHDsWuvrmfl+Zp7uec3MtzNzvr88m5kf9/mHPc9+/27/BwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD4JB0Sjp2ZJzPzYGb+3/NXM/Pv6XR6ted/ZubGPt+Ymb9nZvb7f/v/W9Za99daL9ZaLy4vLz/k7gAAr9m7f9S5yjiKw+cOU1ipEH5dBBcRbVyBwX+FgmBAsBHbWGgWkSKVGIhVFpBE0C6mF3cgVkmTYJ9C+NpME5CQ4Mm8cXye6s6dl/ueHXwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACe6ujh2G3b3kvycGZ+a353Zq7PzIWZuXB2dtb8NAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAc9kvuPOdJB9s23YxyStJXk1yLcnr27btZ+avJOeTPDicf5DkjST3t23bJ3ktyZ/Hnw0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA8Gx2x75wZq7MzPmZeTPJp0nuzsxnSX5J8vHh2OdJbh+e7xx+5/D/3ZmZI04GAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHguRw/HPsU3SS5v2/Z7knNJbhze30hy7vD+cpJvF+0DAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHgm+5WXz8y9JPcOz38kefsfzjxO8slRhwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA/Au71QMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAE6NcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQJlwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAmXAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECZcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQJlwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAmXAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECZcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQJlwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAmXAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAECZcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQJlwLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADkmZwiAAAgAElEQVRA2X71AAAAAODl9uv376+eAEDZW1/+uHoCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACcvN3qAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAp0Y4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBsv3oAT3r03c3VEwB4Ac6+urR6AgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEe0Wz0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAODUCMcCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlO1XDwAAAAAAAAAAAAAA+C+6eOvr1RMAKPvpo6urJwAAAAAAAAAAAAAAAAAAAABwQnarBwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnBrhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgLL96gEAAAAAAPB/cPuHd1dPAKDswy9+Xj0BAAAAAAAAAAAAAAAAAAAAAAAAAAAAeIntVg8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADg1wrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAf7N3/y67z3Ecx1/v07EZUCedUBaLjQzKaBCpY5BFSIrBQFnkLzAZLKIM6Cw6FIkkWQyUJMLAInRwJpRJfQznO9yJnDuvc106Ho+6u7/X53P9eP0HTwAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAsqP7HgAAAAAAAAAA5+rZl27Z9wQAyh665+19TwAAAAAAAAAAAAAAAAAAAAAAAAAAOC+O7HsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMCFRjgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBMOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoEw4FgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACgTDgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAKBs5+HYmblqZt6bmS9m5vOZeWQ7v2xm3pmZr7b/l27nMzNPz8zXM/PpzFy/680AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIex83Bskt+TPLbWujbJjUkenplrkzye5N211jVJ3t1eJ8mtSa7Z/h5M8szuJwMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAnLudh2PXWqfXWh9vz78m+TLJFUlOJHlhe9sLSe7Ynk8keXGd9UGSS2bm+I5nAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACcs52HYw+amauTXJfkwySXr7VOb1c/JLl8e74iybcHPvbddvbn73pwZj6amY/OnDlz3jYDAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPyTvYVjZ+biJK8keXSt9cvBu7XWSrIO831rrefWWjestW44duxYcSkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwOHsJRw7MxflbDT25Frr1e34x5k5vt0fT/LTdv59kqsOfPzK7QwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4D9p5+HYmZkkzyf5cq311IGr15Pctz3fl+S1A+f3zlk3Jvl5rXV6Z4MBAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7p6B5+86Yk9yT5bGY+2c6eSPJkkpdn5oEk3yS5a7t7M8ltSb5O8luS+3c7FwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADgcHYejl1rvZ9k/ub65r94/0ry8HkdBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABQdGTfAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALjTCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZcKxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABlwrEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGXCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAZUf3PQAAAAAAAAAAAAAAAAAAAAAA/itOnHpr3xMAKHvtzlv3PQEAAAAAAAAAAAAA+J86su8BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAXGuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDLhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAMuFYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAy4VgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgLKj+x4AAAAAAAAAAAAAAAAAAAD8O7efOrnvCQCcB2/cefe+JwAAAAAAAAAAAAAAAAD/wpF9DwAAAAAAAAAAAAAAAG3fj4sAACAASURBVAAAAAAAAAAAAAAAAAAAAAAAuNAIxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlAnHAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUCccCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJQJxwIAwB/s3Xu8rVVZL/DfgzsPiBnHSyjpkbySgCICKomCB8WUVFAD9FScyqJUwo6eONpRs7xr3tBMzUsKQpgYARlqIIg3vHA1tUQstUzILJQgYfTHOxZ7Mveaa821efee7M33+/msz5pzvGOOd8z1z7PGeMcYDwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjEziWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAkUkcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwMoljAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABGJnEsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDIJI4FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiZxLEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACOTOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYGQSxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjEziWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAkUkcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwMoljAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABGJnEsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDIJI4FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiZxLEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACOTOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYGQSxwIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjEziWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAkUkcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwMoljAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABGJnEsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDIJI4FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiZxLEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACOTOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYGTrFt0BAAAAAAAAAAAAAAAAAAAAAAAAAAA29IpT/nHRXQBgZL99yF0W3QUAAAAAAAAANqNtFt0BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICtjcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBkEscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyCSOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYmcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBk6xbdAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA4Obt0rd8e9FdAGBkux6146K7AAAAAFu9bRbdAQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACArY3EsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI1u36A4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAbCp/edIVi+4CACP7mcPuuOguAAAAAADAXLZZdAcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALY2EscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyCSOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYmcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBkEscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyCSOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYmcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBkEscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyCSOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYmcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBkEscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyCSOBQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAY2bpFdwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAbgn+6TVfWnQXANgE7vx/dll0FwCAm6ltFt0BAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAICtjcSxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAjkzgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGBkEscCAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIxM4lgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgJFJHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMDKJYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARiZxLAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAyLaYxLFV9Ziq+nJV/V1VHbvo/gAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAzLJu0R2YR1XdKsmbkjwqyTeSnF9Vp7bWvrjYngEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALA5/fMbz1p0FwDYBH78WQcsuguj22bRHZjTPkn+rrV2WWvt2iQnJnnCgvsEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAALCsaq0tug+rqqonJ3lMa+1X+vufT/Lg1tozJ+r8apJf7W/vm+TLm72jwFrdMckVi+4EAGwFxFQAGIeYCgDjEFMBYBxiKgCMR1wFgHGIqQAwDjEVAMYhpgLAOMRUABiHmAoA4xBTAWA84ioAjENMBYBxiKkAMA4xFbYMV7TWHjNduG4RPdkUWmtvTfLWRfcDmF9Vfba1ttei+wEAWzoxFQDGIaYCwDjEVAAYh5gKAOMRVwFgHGIqAIxDTAWAcYipADAOMRUAxiGmAsA4xFQAGI+4CgDjEFMBYBxiKgCMQ0yFLds2i+7AnL6Z5G4T7+/aywAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAbna2lMSx5ye5d1X9ZFXdOsnhSU5dcJ8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAJa1btEdmEdr7YdV9cwkf5XkVkne0Vq7dMHdAm66ty66AwCwlRBTAWAcYioAjENMBYBxiKkAMB5xFQDGIaYCwDjEVAAYh5gKAOMQUwFgHGIqAIxDTAWA8YirADAOMRUAxiGmAsA4xFTYglVrbdF9AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADYqmyz6A4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGxtJI4FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABiZxLFwC1JV11XVBVV1SVWdXFW3Gbn9q9ZYf9uq+mDvzxeq6h4r1L28qi7u/b+4qp6wsfcFgDFMxNWln2NXqb9/Ve27EffZo6oeO0e9varqDWttfyxV9bxF3RuAW7aqunNVnVhVX62qz1XVGVV1n81078ur6o6b414AbL2q6vlVdWlVXdTHlw9eoe7Cxn5Vde+q+kzv50dm1Nl9Ypz8L1X1tf562foz2jiyqo4bqc8vqqrnjNEWAFufZeZ4d66qT/RrO1fVJTex/adX1Zd7nP+NOepfUFUnztn2aP8T9Ni708T7t1fV/cZoG4BbrqpqVfWaiffPqaoXbYb7bsxapIuq6syquvMKdfevqtP668cvPRuuqidOxs2qenFVHTjmdwKATWEt89JraHOj1kYBwNagj4PfO/F+XVV9Z2ksuRHtmacF4GZrLXtU590PM/WZO1bVWX3M+pmquu0q9Z/YY/Euc7Y/Spwd45kyAKzFPPtZJ59rjnjfG839VtVRVfULY94DAMZQU2cPjbE35SacD/GzVfXFPnZ+yQr1dqyq06rqwl7/jF6+c1U9dY77jLb/BoBbpo2YXz1mpTnhNd571T03VfWIqvrkVNm6qvr25D6Yqesz42MN51DssEKf7EcFYKNV1R0m5m//qaq+OfH+1iPfa+ZccFU9pI8zL66qd6/Sxvem5p1H3Q8zvXcVABalz8WeUFWX1XBO4Ser6pAR2vXsFIBNrhZ0bsMK/Tm6qv6mqo5f6dyFOduaaww7Uf91fby9Yo6tqtphct65qnaqqvev8pkbvgsAbG61zNkP5dx72OqtW3QHgM3q6tbaHklSVccnOSrJHyywP09J8r3W2m5V9d+TtFXqH9Bau6Kq7pvkzCR/vsl7CACz3RBX57R/kquSfGLeD1TVuiR7JNkryRkr1W2tfTbJZ9fQn7E9L8lLF3h/AG6BqqqSnJLk3a21w3vZA5LsmOQri+wbAMyjqh6a5OAke7bWrukPZmdu/Fnw2O/YJH/YWntnVf3kchVaaxdnGMemqt6V5LTW2oqLpQBggZab4x0lwU2f231Jknsl+fck/2OV+j+V5FZJ9quq7Vtr31+p/sj/ExyZ5JIk3+pt/8pI7QJwy3ZNkkOr6mWttSs24303di3SSzM87zx6tRu01k5Ncmp/+8QkpyX5Yr/2go3uOQBsJmudl56zzXXZiLVRALAV+X6S3apqu9ba1UkeleSbG9uYeVoAbubWskd1rv0wU349yTmttRf2Q4SvXaX+EUk+3n+/cLXGxVkAtmBr3c86lv0zMffbWnvLAvoAAIuyfzbuGejrkhzYWvvarP033YuTfLi19vokqar79/Kdkzw1yQlrvC8ArNWa5leTHJPkvUl+cFNuuoY9N+cmuWtV3b219vVedmCSS1tr31rrfVtrj92Y/gLAPFprV2b9OQsvSnJVa+3VS9eral1r7YeboSsvSXJMa+2sVcakSXJua+3gTdiXIzOxdxUAFqGfU/jBDOcUPrWX3T3J429q256dArCZbPZzG6rqVq2162Zc/o0Mz0K/0d8ve+7CnOYew/ZksYck+Yckj0hy1grVd+j9fHOS9PnkJ6/U/tQZEgCw2WyKsx+ALcM2i+4AsDDnJrlXVW1fVe+oqs9U1Req6glJUlXbVtU7q+riXn5ALz+yqv68qs6uqr+tqmUXe1XVc6vq/J6R/ndn9OHaJD9RVdVa+25r7V/n7Pvtknx3mXtWVb2qqi7p/T6sl29TVW+uqi9V1Yer6oyqenK/9vKq+mLv56un2wSAtaqqy6vqd6vq8z0e7VJVO2c4DOPZVXVBVe1XVXeqqj/r8fL8qvrp/vkXVdV7quq8JO/JsOHnsP65w6pqn6r6ZI/Pn+gJ1VNV+1fVaRNtvKPH68uq6uhevnOPh++qqq9U1fFVdWBVndfj+j693qz/D46sqg9U1Yd6/Vf28pcn2a738fjN+fcG4BbvgCT/Obl4qrV2YZKPzxgf7l9VH+vj2sv6mPBpPeZdXFX37PVmxek7VNWZVXVpVb09SfXyF1fVMUt9qKqXVNVvbsa/AwBbrrskuaK1dk2StNauWNqwWlV793HfhT1W/ejU2G9NY7d+7TF9vHphVX10pXaWcW2Su/Z+fm0tX7KqHt3Hsp+vqpOr6razvmP/yE4z+n9Vj7MXVtWnqmrHXr5zVf11n+f9aFVtsFG4qvbon7moqk6pIYHQUh8u6mPaV1XVJb38nKraY+LzH68hQT0AW7GqumqZsiOr6oM1PGe8vKqeWVW/1ePmp6rq9jOaW5fkDm3w9Rl1lhyRYT74zCQ3xOI+x/uKHie/UlX79fLp+eB3V9W5VfX1qjq0ql7Zx7kfqqof6fVe0Me4l1TVW2vw5AwHNR/fY+F2/Z579c8c0du5pKpeMfl3Wi4mA8CEHyZ5a5JnT19YYf714qraoceoK6vqF3r5n1TVo6pq1x4TL+jjuHsvc9+NXYt0ToZ1VMuul5rq/5FVdVxV7Zthc/Crep/uWcNz2KU1ScuN6+f5DgCwqS07L93HvEvjyc9U1b2S2fOvPe69pao+neRPs+HaqKf08eSFVXXOor4sAGxGZyR5XH99RJL3LV3o87jPmXh/SY+x21fV6T1eXlLr1zhNztNu8IwXAG5GZu5RrapbZ8P9MI/ory/o9X50mTYn1yh9q7U2M3FsDWuQHpbkl5McPlG+f4+n769hD83xVbW05ncyzl5Vw3qhS6vqIzXs11nah/P4XmfnGp7Ffr7/7LtMP8z9ArAwfdz4par6fJJDJ8qXHYv217/QY9aFVfWeXvazVfXpHqM/UlU71vL7Ym9ot2avzV12zRMALMpyzzyr6lZV9bUa7FBV11XVw3v9c/rYbjoOrrp3pZt3/81dkiwdqJzW2kX95cuT7Nfv++yaY39LzViTBQCzrDK/etrE++NqWDt7dJKdkpxVVWf1axvsOekx9l21/pyHDdYSd6vuuWmtXZ9hXdLhE8WHJ3nfcvPSE3Vm7U+9vIaDlpcdG0/9fe7Z2/hcnyPepZdbEwXA3OrGa21fWbPPD/xUVe068bmzq2qvVeLdLBt9JkS/98ur6hkT7yfnhDc4Y7iPlf+mqt5Ww3PXM2vYp7rc3lVn/wKwCI9Mcu3UOYVfb629sWasC6r5zyqcjJOzzoW4TVX9aY+Bp9TwTHavBfwdANhyrXRuw0p7P9/Qx56X1frzD/bvzx5Pr6ov9zHrNv3aVVX1mqq6MMlDazhb6ZL+c0yv85Yk90jylzU8x1zp3IWjJ8aAJ874bmsZw+6f5NIkf5hhz87S32DHHmMv7D/7Znjees9af67gzrX+bMFZY/Ajq+q4XrbBPHBt/PlTALCamWcSJ3lWTeS7SZKqun2PSRf1GHT/Xj7GuU3AZiRxLNwCVdW6JD+T5OIkz0/y1621fTIk3HlVVW2f5BlJWmtt9wwD4HdX1ba9iX2SPCnJ/ZM8ZXqyuaoeneTevd4eSR5UfXH0lMuS7JnkZXN2/aw+sP5Ykt9Z5vqh/X4PSHJg/y536eU7J7lfkp9P8tDezzskOSTJrq21+yf5/Tn7AQDJ+kSpSz+HTVy7orW2Z4aJ5Oe01i5P8pYkr22t7dFaOzfJ6/v7vTPE1bdPfP5+SQ5srR2R5AVJTuqfOynJl5Ls11p7YL/20hn92yXJQRni8QurJwdIcq8kr+nXd0ny1AwLuZ+T5Hm9zqz/D5Ih1h6WZPcMB3jcrbV2bJKrex+ftoa/IQDcVLsl+dwy5bPGh+llRyX5qQxjxPv0mPf2JM/qdWbF6Rcm+XhrbdckpyRZ2tj7jiRLk+HbZNhw9N6RviMAW7czk9ytL/h9c1U9IklqODjxpCS/2VpbimdXT312TWO3qrpTkrcleVJv8ylztDPpq0mOrqqD1/IFa9hI+zsZxrl7Jvlskt9a5Ttu0P9evn2ST/X65yR5ei9/Y5J393ne45O8YZmu/EmS3+51Ls4Q15PknUl+rbW2R5LrJur/cZIj+3e4T5Jte4J6ALYek3O8p6xSd7cMY829k7wkyQ/6HO0n08eDU9YluTDJB+dc2HtYkhMzJBI4Yurauh6nj8n6+DXtnhk2LT0+w3j0rP6c9+qsT1RwXGtt79babkm2S3Jwa+39GWLz0/r87g3/b1TVTkle0dvdI8neVfXEfnlWTAaASW9K8rSq+rGp8lnzr+cl+ekku2ZYU7R0ePBDk3wiw7zu6/v4ba9MHJo4Ya1rkZYcnGGsuNJ6qRtprX0iyalJntvj6FeXrq0w5p3nOwDAprbsvHT3vR4Hj0vyul620vzrXZPs21o7NBuujXpBkoN6LHz8Jv5OAHBzcGKSw/s48v5JPj3HZx6T5FuttQf0udsPTV5c4RkvACzcantUk/xINtwP85wkz+hzpPtlw/VQybBG6dCqOmqObjwhyYdaa19JcmVVPWji2gMzPGO9X4ZDqpZLmLN97/euSf49w/7SR2XYc/riXuefkzyqr3s6LMuvSzL3C8DmsMF+1j4GfVuSn03yoCR3Xq2RfvDh7yR5ZB9r/ma/9PEkD+lrok5M8n9n7IudNGttbjLfmicAGNONYmXWj+uSZZ55ttauS/LlDOPGhyX5fIZkrf8tyd1aa3+bDePgqntX+v7SLyZ5R/Wk7St4U5I/rqqzqur5fe1ukhyb5Nx+39dmvv0tK51dAQDLWWl+dQOttTck+VaSA1prB6yw52SPJD/RWtutr0N65zLNrWXPzfvSE8f2OP3YJH+WNe6vnWxwhbHxpLcmeVZr7UEZ5rbf3MutiQJgrZbW2v5WZp8feFKSn0uSfj7SXVprn83850BM+mqSl06fETzDflPzzvec7Ev3c0lOWuWM4XsneVN/7vqvGdY63WjvapLbxNm/ACzGrhnmf5ez0rqgec4qnLbcM9LfSPLd1tr9kvz/DM91AWCtZp3bsNLzy7tkeA56cIZEqkv2yRDL7pfhvKJDe/n2ST7d5z6vTvK/kzw4yUOSPL2qHthaOyrr54lfu9TgjHMXjk3ywN63WWuC1zKGPSLDfPEpSR43cdb+G5J8rPd7zwzJZY9N8tXel+dOtTNrDD5p1jzwWs+fAoB5rHT2w43y3fSy303yhR5jn5dhLW8yzrlNwGYkcSzcsmzXFzd/NsnfZ1gY/Ogkx/bys5NsmyHxzcPSk9y01r6U5OtJ7tPb+XBr7cp+cPAHet1Jj+4/X8gwMb5Lhoe5N6iq7TIs6Lpvkj2q6phefnpV7Taj/wf0wzB2T3JcVd126vrDkryvtXZda+3bGRLM7t3LT26tXd9a+6ckZ/X630vyHxkWUR+a5Acz/3IAsKGlRKlLPydNXPtA//25DMnLl3Nghnh2QYaJ7dtNxLZTJw/on/JjSU7uydRfm2EAvpzTW2vXtNauyPBAesde/rXW2sWtteszTGR/tLXWMmzMXerrrP8P0ut/r7X2Hxk2Ld19xv0BYJFmjQ+T5PzW2j+21q7J8KD4zF4+GQtnxemHZ/1Y+fQk3+2vL8+wIeqB6ePh1tqVm/YrArA1aK1dlWFB768m+U6GTTNHZpg3/cfW2vm93r+11n449fG1jt0ekuSc1trXepv/Mkc7SZKqUCJ7/QAAFPVJREFU2rPXe2CGDUX71uCyqqpVvuZDMiwQO6/f4xd7f1b6jrPGntcmOa2/nhxzPzTJCf31ezI1Z90Xu+3QWvtYL3p3kodX1Q5JfrS19slefsLEx05OcnBfHPZLSd61yvcEYMszOcd7yCp1z2qt/Xtr7TsZnjH+RS+fHEtOelmGZ6GvSXJqVd2mqp5SVa+ertgXL1/RWvv7JB9N8sCpgy/mmW/+y9baf/b+3CrrkwtM9u+Aqvp0VV2c4WCOWXPLS/ZOcnZr7Ts9Rh+fYVyczI7JAHCD1tq/ZVhcfPTUpVnzr+dmiDUPz7Bgefeq+okMm2K/n2HDzPOq6reT3H36eepGrkU6q/fjdhni90rrpdZi1ph3xe8AAJvDCvPSybBxdun3Q/vrleZfT+4HKi/nvCTvqqqnZxirAsBWrbV2UYa50iOSnDHnxy5O8qiqekVV7dda+97U9VnPeAFgkdayR3XaeUn+oKqOzrCW50brofqc8P9Lcq8kv1JVT+rlFy1z2FUyxN0T++sT+/sln2mtfaPvnbkgyz/TvDY3frb6sYnnrkv1fyTJ2/pz1pMzrIOaZu4XgM1huf2su2TYL/q3fY/oe+do55EZ5navSG401rxrkr/qMe+5WWVt0ay1uRNV5lnzBABjulGszHCY75JZzzwn1ystrR3aO8n5M+6x4t6V7lkZEuH9epK/qKo7VdXeVfX+6Yqttb9Kco8MieB3SfKFqrrTMm3Os79lpbMrAGA5K82vzmPWnpPLktyjqt5YVY9J8m/LfHbuPTf9wP7bVtV9k/xMhsQF/5KbdjbSrLFxkqTH0H0znO90QZI/ypBkIbEmCoC1m1xrO+v8wD9N8uT++ueSLI0h530OmySpqidkSND62CQnVNW9+7h0OgHOknOn5p2/2lr7QpIfr6qdquoBGfb0/ENWPmP4a621C/rrWXPCzv4F4Gahqt5UVRdW1flZeV3QPGcVTlvuGenD0sffrbVLklw00lcB4BZkhXMbVnp++cGel+WLWX8ufTKsr72sj1XfN/GZ65L8WX/9sCSntNa+3/ejfiDrk8/N66Ikx1fV/0oyfX7imsawVXXrXu+D/W/x6SQH9cuPzHA2Rfr5w9P7cqbNGoNPmjUPvNbzpwBgVauc/TBrnPme/tm/TnKHqrpdbuK5TcDmt27RHQA2q6v74uYb9EP9n9Ra+/JU+UrttFXeV5KXtdb+aIU2ds9wAPJ3+gbej1TV9UlunyGJ3eybt/bVqvp2hsn0z6xUd5V2flhV+yT5nxkG6c/MMMAHgJvqmv77usz+n3ubJA/pi4xv0GPw91do+/cyTBIfUlU7Z1jMtVIfpvsxWX79xPvrJ+rM+v/gwSu0CwCLcGnWP3Sd1zyxcKU4PcvbkxyZ5M5J3rHGPgFwC9YXT52d5Oy+kPgXMzyYXc1YY7dl25lyYJJPtNa+UVWHZDhE4i1JzugHTa3Wzw+31m60cbiqdl/hM7P6/58T99ukY9LW2g+q6sNJnpBhcdeDNtW9ANgizDOWnHRQkte31i6vqh/PsFHo+0letUzdI5LsUlWX9/e3S/KkDIdATd57pdh3TZK01q6vqsl4eX2SdVW1bZI3J9mrtfYPVfWiDJuEN9Zmi8kAbPFel+FAiHdOlM2afz0nyTMyHGLx/CSHZJj/PTdJWmsnVNWnkzwuyRlV9Wt9AfOSjVmLdMDSoU+9Dxv/Tecwx3cAgM1ixrx0cuP1wKvN/SYrrHFqrR3V56sfl+RzVfWg1tqVG9llANhSnJrk1Un2T3KHifIfZhgPL9k2SVprX6mqPTMcYPH7VfXR1tqLN1NfAWBjrWWP6oMn37fWXl5Vp2eIfedV1UGttS9NVPnpJBe31q6sqscl+WhV7Zjk8umDnKrq9hn2gu5eVS3DwUytqp7bq8yzfmr62erkc9el+s9O8u0kD8gQz/9juhFzvwDcTC07Fl3BG5P8QWvt1KraP8mLbuL951nzBACLdk6GBK87ZUg0+9wM87vn3oQ2D0ryytba2VX1e0lOz3A20onLVe6J6k7IcBjyaRkOb7xyqs48+1uWXZMFAMtZZX51rePJG2mtfbcnmTsoyVEZYtcvTVVby56bZEhecHiSn+qvk017NtI2Sf51ei48sSYKgI0yudZ22fMDW2vfrKorq+r+SQ7LEEOT2fFuMuHPpIOSnNNau7iqfjnJn2eIs8uOSVdwcob9PHdOctJEXzY4Y7h/j+nYu910g87+BWCBLs1/tXfvQZuWdR3Av79FJGAJPPAHOEwQeZg1alN0GhkSHRpNc8TEVkUFD2OeEHPUcGzMEyPFmEXmlJJgUgZCDoWVWqxKJC6HZTlpkaJ5isDxXAwOXP1xXw/cPPu8p91399199/OZ2eF5rue67/t388/9Xtd9Xb/fkLshSdJae3VVPTTJ1Zl/XdBS80uMj/GOFIAdYVbehvmMn2XjJApz1Zi5s+87XS5Pz/Du8xlJ3lJVR7XWxgVklzKGfUqSg5Lc0PNB7Jfk/5JcutSg5hmDj/tsNQ/cf9qWvw8AYEHz5H5Yyjhze/M2ATvZmoW7AKvcJ5Oc2jfnpqp+qbdfnuSk3vaIDA/3yQvjX62qB1fVvklOSHLFjHO+pKrW9uMf1hdnjd2SIQHyo3t1+ZdmSJBxyUKFBvq5jkjytamfLk+yoar2qqqDM0wIbOrxPbuq1vSX3Mf186xNcmBr7R8yTNT/4nzXBYDt9MMkB4y+fyrJqZMvVbXVYuE5jjswyTf751OWMb6xuf4+mM9PqmrvHRQPAMzlsiT7VNXLJw39Bez3Mnt8uFhzPac/l+T5ve3XkjxodMzHkzw1yeMyPEsBYEFV9ciqevioaX2Gec9/T3JIVT2u9ztglIxwYqljtyuT/EpVHdH7P3gJ59mc5JlVdWBP1nhWkvckOX8Rt3llkmOq6uf6+ffvc86LucfF+rcMG3+TYV77fkk6euLI71bVsb3phUk+21r7XpIfjpJUPjf3d06Ss5Nc1Vr77jbGBsCeaXOSF/XPf5hhjvfRmSoOX1VrMiTBOKq1dnhr7fAMSZ3uV3B9GUwSddzR35GeOPpteg56YlOSJ1bVQ6tqrx7TZ5c5LgBWuZ7Y8MIM64ImZs6/tta+nuShSR7eWvtKkn9N8oYM87Kpqp9N8pXW2tkZNv78wtTltnkt0sh866Vmmes5OnPMu4h7AIAdbp556WTY6Dr57+f753nnX0fu91ysqiNba19orb01ye1JDluG8AFgV/ehJG9vrd0w1f7VJI9Jkl4odvLO9tAk/9taOz/DO9jHTB031zteANjVzLX+aNZY8YbW2u8nuSrJo6bOc32SJ1XVoa212zLs+fzTDAV0pp2Y5COttZ/p71oPS3JrkmNn9N0eByb5dmvtngxrjvaa7mDuF4AV9KUkh1fVkf37eM3RVzNjLJphH85zquoh/bfJWHO8b/Xk+04z+53oXGtzt+dmAGAHmuud56YkT0hyTy+4el2S30pfr5Stn4OLeXe6OckLqmpNa+3CDGuanp+hgOz9VNWTq2q//vmAJEcm+a8Z100W3t+y2NwVAJDMP7/6tSTrqmqfqjooQ3G3ifEzauaek158Z01r7eIkv5ut34Emi9xzM/LRJC/IUFzukt62LbmRJuYaGydJWms/SHJrVT2n/169GK41UQBsr/nyB16Q5E0Z8uNe39uW+rzbnCHf0j6ttcsz5EJ6S+4rvL5YF2QY/56YoWjPJJaFcgxPu/dvB7l/AVhBlyX5qap65ahtv/7fBdcFLYMrMuSTSFWtS3LUDrgGAHuAOfI2LHbv59jjq+qInvNoQ4acDtMuT3JCVe1XVftnKDy30LnHY8A1SQ5rrW1M8jsZnrlrp/ovZQz7vCQvG+VmOiJDrZz9kvxLklf26+5VVQdm7hwQE7PG4PcyDwzAzrRA7odZxrmRjktyR2vtB8uQtwnYyRSOBd6ZZO8k11fVTf17krw/yZoaqslfkOSU1tqkmvymJBdn2Ih7cWvt6vEJW2ufyrAZ9/P9+IsyNUDui5BPTvKRqtrcr3dSkpdV1RPmiHVjVV2XZGOS0/vm37GP95i2ZJiUf1Nr7b97rN9IcnOGQgbXJvl+j+nSqro+wx8tr1/ofxYAjOxbVdeN/p25QP+/T/Ks3vfYJK9NcnRVXV9VNyd5xRzHbcywoPq6qtqQ5A+SvLs/P7e1oM5C5vr7YD4f6P3/agfFBABb6cn+n5Xk+Kr6cn9uvTvDmHTW+HCx5npOvz1DMsabkvxGhk24k1juyvDcvrC1dvd23hoAe461ST5cVTf3ecp1Sd7WnysbkvxJVW1J8uncV/BtYkljt9ba7UlenuRv+zkvWOx5WmufzjC3emVVXZPkKUlenOS8Goq0L3TdU5J8tN/j55M8apH3uFinJnlxP/8Lk5w2o8/JSc7qfdYneUdvf2mSD/a55/0zzB1PYr8myQ+SnLuNcQGw53pdkvX92bopw6bYq5K8d6rfsUm+2Vr71qjtcxnmhA9ZrmB6sfQPJrlxFMvEeUn+rM9B7zs65ttJTs8w1t2S5JrW2iUBgKV7T4aFxRPzvSf9QpL/6J8vT/Kw3LfZ6DeT3NjHbz+f5C/HF9nGtUjT5lsvNcvfJHljVW0eJWPOPGPeee8BAHaSmfPS/bcH9bbTMiRlShY3/5psvTbqrKq6oapuzLABecuOuR0A2HW01r7RN85OuzjJg/uc8Wty39j3qCSb+jjx95K8a+p8c73jBYBdzVzrj6b3w7yuqm7sY8yfJPnH8Ulaa1/KkPTpk1V1bYb9ns/NsIfmEVPXfF6G/aRjF+f+BfOWw/uTnNyfxY9K8uMZfcz9ArAzbLWftRe4e3mST/Rn5/+M+s8ci7bWbkpyRoZiPlsyFOhJhnnij/V1wneMzjM99zs219pcANjVzHzn2dcFfT3Jlb3f5RlyEd3Qv08/Bxfz7vSMJJVhnHhNktuS/HmSv+4Jkscem+Tq0V6bc1prV2XYG3t3VW2pqt/usS60v2WxuSsAIJlnfrUnFL4ww/6TCzMk75/4QJJ/qqqN8+w5eViSz/T50vOTvHnG9Re75yZJ0lr7Yoa52ctaa5M52m3JjTQ531xj47GTkry0/35Tkmf2dmuiANge8+UPvCjDu9ELR21Lfd79RYYx7ZaqujrJIRkKA1zUi+lMO3Zq3vnE5N5n5QEZ9r5+u7ctmGN4hvPS965G7l8AVkjPU3hCkidW1a1VtSnJhzMUsVvMuqDt9f4kB/d523dlGGN+f/5DAGBO03kbFrv3c+yqJO9L8sUkt2brueK01q7NMKbblCH/wzmttc3T/abcm3chycOTnN/Hj5uTnN1zH40tagzbPz81ySdG8f04w9jyGf2en9SvdU2Sda217yS5oq9ZPmtGrLPG4GPmgQHYmebL/TDL25I8tvc9M8Na3oltztsE7Hw1zFsBLE5VnZLk6Nbaa1Y6lqWoqrWttR9V1UMyTDQcs8SiQQAAADCnvmn32iTPaa3dstLxAACLM5k77p9PT3JIa+20/v3QJJ/JUOj2npWLEgAAAABgx6qqr2ZYH3zHQn0BAAAAAAAA2HnsbwEAAAAA2P1U1V5J9m6t3VlVRyb55ySPbK3dtcKhAbAHqqrjkryhtfbrKx0LAADs6R6w0gEA7CSXVtVBSR6Y5J2KxgIAALBcqmpdkkuTfFzRWADY7Ty9qt6c4Z3Z15KckiRV9aIkZyR5vaQaAAAAAAAAAAAAAAAA7Gz2twAAAAAA7Lb2S7KxqvZOUklepWgsAAAAANVaW+kYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABWlTUrHQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwGqjcCwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAwDJTOBYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYJkpHAsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAsMwUjgUAAAAAAAAAAAAAAAAAYNWoqoOq6lX986FVdVH/vL6qnjbqd0pVvW+l4gQAAAAAAAAAAAAAAAAAYPVTOBYAAAAAAAAAAAAAAAAAgNXkoCSvSpLW2rdaayf29vVJnjbnUQAAAAAAAAAAAAAAAAAAsMwUjgUAAAAAAAAAAAAAAAAAYDU5M8mRVXVdVX2sqm6sqgcmeUeSDb19w/iAqjq4qi6uqqv6v2Nmnbiq1lTVLVV18Oj7f06+AwAAAAAAAAAAAAAAAADAmMKxAAAAAAAAAAAAAAAAAACsJqcn+XJrbX2SNyZJa+2uJG9NckFrbX1r7YKpY/44yXtba49L8uwk58w6cWvtniTnJzmpNx2fZEtr7fblvw0AAAAAAAAAAAAAAAAAAHZ3D1jpAAAAAAAAAAAAAAAAAAAAYIUdn2RdVU2+/3RVrW2t/WhG3w8luSTJHyV5SZJzd06IAAAAAAAAAAAAAAAAAADsbhSOBQAAAAAAAAAAAAAAAABgT7cmyS+31u5cqGNr7etVdVtVPTnJ45OctMOjAwAAAAAAAAAAAAAAAABgt7RmpQMAAAAAAAAAAAAAAAAAAIBl9MMkByyhPUk+leTUyZeqWr/ANc5Jcn6Sj7XW7t6WIAEAAAAAAAAAAAAAAAAAWP0UjgUAAAAAAAAAAAAAAAAAYNVorX0nyRVVdWOSs0Y/bUyyrqquq6oNU4e9NsnRVXV9Vd2c5BULXObvkqxNcu5yxQ0AAAAAAAAAAAAAAAAAwOpTrbWVjgEAAAAAAAAAAAAAAAAAAHYbVXV0kve21o5d6VgAAAAAAAAAAAAAAAAAANh1PWClAwAAAAAAAAAAAAAAAAAAgN1FVZ2e5JVJTlrpWAAAAAAAAAAAAAAAAAAA2LVVa22lYwAAAAAAAAAAAAAAAAAAgF1KVb04yWlTzVe01l69EvEAAAAAAAAAAAAAAAAAALD7UTgWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAGCZrVnpAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAVhuFYwEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlpnCsQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAy0zhWAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAZfb/9RtlIAnUN7kAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_cat(attr,labels=None):\n",
    "    sb.factorplot(data=df,kind='count',size=15,aspect=7,x=attr)\n",
    "    return\n",
    "    # if(attr=='title_y'):\n",
    "    #     sb.factorplot(data=df,kind='count',size=5,aspect=5,x=attr)\n",
    "    #     return\n",
    "    \n",
    "plot_cat('title_y')\n",
    "#plot_cat('publish_hour')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x576 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[8,8])\n",
    "sums = df.groupby(df[\"title_y\"])[\"subscriber\"].sum()\n",
    "axis('equal');\n",
    "pie(sums, labels=sums.index);\n",
    "show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x10f7c81d0>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEHCAYAAACgHI2PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3deXxU5dn/8c+VfSVkA0IIJJAAsskSFhWRuhVXqkjBpXXHX1u0Ps/TPtr2Uam2demitqKVqq1okVqrFhXFBRXLZlg0LAEMIWQhEEggLAlku35/ZGjTNJCBTHJmTq7365WXM2fuc+Y6DvPNyX3ucx9RVYwxxrhXkNMFGGOM6VgW9MYY43IW9MYY43IW9MYY43IW9MYY43IhThfQUlJSkqanpztdhjHGBJS1a9fuU9Xk1l7zu6BPT09nzZo1TpdhjDEBRUR2nug167oxxhiXs6A3xhiXs6A3xhiXs6A3xhiXs6A3xhiXs6A3xhiXs6A3xhiXs6A3xhiXs6A3xhiX8+rKWBGZAjwJBAPPqeojLV6fBDwBjABmquprLV7vBmwG3lTV2b4o3JiubsHqIq/bXje+bwdWYvxdm0f0IhIMzAUuAYYA14rIkBbNioCbgAUn2MxDwLLTL9MYY8zp8qbrZhyQr6oFqloLLASmNm+gqoWqmgs0tlxZRMYAPYH3fVCvMcaYU+RN0KcCxc2el3iWtUlEgoBfAz849dKMMcb4QkefjP0usFhVS07WSERmicgaEVmzd+/eDi7JGGO6Fm9OxpYCac2e9/Es88ZZwLki8l0gBggTkcOqem/zRqo6D5gHkJ2drV5u2xhjjBe8CfocIEtEMmgK+JnAdd5sXFWvP/5YRG4CsluGvDHGmI7VZteNqtYDs4ElQB7wqqpuEpEHReRKABEZKyIlwHTgWRHZ1JFFG2OM8Z5X4+hVdTGwuMWy+5s9zqGpS+dk2/gT8KdTrtAYY0y72JWxxhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjcl4FvYhMEZGtIpIvIve28vokEVknIvUick2z5SNFZKWIbBKRXBGZ4cvijTHGtK3NoBeRYGAucAkwBLhWRIa0aFYE3AQsaLG8Gvi2qg4FpgBPiEj39hZtjDHGeyFetBkH5KtqAYCILASmApuPN1DVQs9rjc1XVNVtzR7vEpFyIBk40O7KjTHGeMWbrptUoLjZ8xLPslMiIuOAMGD7qa5rjDHm9HXKyVgRSQFeAm5W1cZWXp8lImtEZM3evXs7oyRjjOkyvAn6UiCt2fM+nmVeEZFuwDvAT1R1VWttVHWeqmaranZycrK3mzbGGOMFb4I+B8gSkQwRCQNmAou82bin/RvAfFV97fTLNMYYc7raDHpVrQdmA0uAPOBVVd0kIg+KyJUAIjJWREqA6cCzIrLJs/o3gUnATSLyhednZIfsiTHGmFZ5M+oGVV0MLG6x7P5mj3No6tJpud7LwMvtrNEYY0w72JWxxhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjchb0xhjjcl4FvYhMEZGtIpIvIve28vokEVknIvUick2L124Uka88Pzf6qnBjjDHeaTPoRSQYmAtcAgwBrhWRIS2aFQE3AQtarJsAPACMB8YBD4hIfPvLNsYY4y1vjujHAfmqWqCqtcBCYGrzBqpaqKq5QGOLdb8OfKCqlaq6H/gAmOKDuo0xxnjJm6BPBYqbPS/xLPNGe9Y1xhjjA35xMlZEZonIGhFZs3fvXqfLMcYYV/Em6EuBtGbP+3iWecOrdVV1nqpmq2p2cnKyl5s2xhjjDW+CPgfIEpEMEQkDZgKLvNz+EuBiEYn3nIS92LPMGGNMJ2kz6FW1HphNU0DnAa+q6iYReVBErgQQkbEiUgJMB54VkU2edSuBh2j6ZZEDPOhZZowxppOEeNNIVRcDi1ssu7/Z4xyaumVaW/cF4IV21GiMMaYd/OJkrDHGmI5jQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS5nQW+MMS7n1c3BjTGBq1GVDSVV5JYeIDE6jD7xUfRNjKJbRKjTpZlO4lXQi8gU4EkgGHhOVR9p8Xo4MB8YA1QAM1S1UERCgeeA0Z73mq+qD/uwfmPMCeyuOson28rJLz9MdW3Dv70mAlee2ZsfXDyItIQohyo0naXNoBeRYGAucBFQAuSIyCJV3dys2a3AflXNFJGZwKPADGA6EK6qw0UkCtgsIq+oaqGvd8QY06SuoZFPtpbz6ba9hIcEM7hXLN8+ux/Z/RKoqqmjuLKa9cUHmL+ykMUbyrhhQj/++6KBxNoRvmt5c0Q/DshX1QIAEVkITAWaB/1UYI7n8WvAUyIigALRIhICRAK1wEHflG6MaWl31VEWfF7EvsPHGJXWnUuHpxAdHsJVo/oAkAYMS43jkuEp3HJOBk9+tI0XVxSSU1jJizePIzEm3NkdMB3Cm5OxqUBxs+clnmWttlHVeqAKSKQp9I8AZUAR8CtVrWz5BiIyS0TWiMiavXv3nvJOGGOgdH8Nf/isgNr6Bm4+O53p2WlEh5/4WK5XXAQPXz2C528aS375Yb757ErKqmo6sWLTWTp61M04oAHoDWQA/yMi/Vs2UtV5qpqtqtnJyckdXJIx7lNUcYTn/lFARGgQsyYNIKtnrNfrfm1QD+bfMp7yg8e45pmVFFVUd2ClxgneBH0pTX/xHdfHs6zVNp5umjiaTspeB7ynqnWqWg4sB7LbW7Qx5l+KKo7wwvJCYsJDuP3c/iREh53yNsZlJPDKrAkcqa3ntvk5HDlW3wGVGqd400efA2SJSAZNgT6TpgBvbhFwI7ASuAZYqqoqIkXA+cBLIhINTACe8FXxxnR1VTV1vLy6iJiIppDvFtn6CdUFq4u82t7Vo/rwx+U7uOdvufzu2lE0nWozga7NI3pPn/tsYAmQB7yqqptE5EERudLT7HkgUUTygf8G7vUsnwvEiMgmmn5h/FFVc329E8Z0RfUNjSxYvZPahka+NaHfCUP+VGT2iOHiIT15O7eMF5YXtr9I4xe8GkevqouBxS2W3d/s8VGahlK2XO9wa8uNMe33Vu4uivfXcN24vvTsFuGz7U4amIwCv1icx/DUOMZlJPhs28YZdmWsMQHo1Zxicgr3M3lgMsNS43y6bRHh1988k8t/9w/+569fsOTuSUSFBUZUeNtFBXDd+L4dWIl/sblujAkwJfur+elbm+ifFM2FQ3p2yHvERoTy2LQRFFfW8Ksl2zrkPUznsaA3JoCoKj96fQMKTBvdh6AOPFk6vn8iN0zoyx9X7GDtzv0d9j6m41nQGxNA/pJTzGdf7eNHl55B/GkMozxV90wZTEq3CO75Wy7H6hvaXsH4JQt6YwJE6YEafvZOHmf1T+T6cZ3TvxwbEcovrh5Ofvlh5i7N75T3NL5nQW9MgHjg75toaFQenTaCoKDOG98+eVAPvjGyN7//tIDCfUc67X2N71jQGxMAlm3by4d5e7jrgiz6Jnb+tMI/vvQMQoOFh97e3HZj43cs6I3xc3UNjTz09mb6JUZxy8R0R2ro0S2Cuy8cyEdbyvkob48jNZjTZ0FvjJ/786qdfFV+mJ9cegbhIcGO1XHTOelk9ojhp29t5midnZgNJBb0xvixyiO1/OaDbUzMTOKiDhoz763Q4CDmXDGUospq/rCswNFazKmxoDfGjz3x4TaO1DZw3+VD/GKCsYlZSVwyrBdzP8ln1wGbuz5QWNAb46eKK6tZsLqIGWPTGNTL+/nlO9qPLz0DVXj43S1Ol2K8ZEFvjJ964sOvCA4S7jo/y+lS/k1aQhR3TOrPW1/u4vMd/3HDOOOHLOiN8UP55Yd4Y30J3z6rH73ifDczpa/8v8kDSImLYM6iprH9xr9Z0Bvjh37zwTYiQ4P5zuRMp0tpVVRYCD++9Aw2lx3kLznFba9gHGVBb4yf2VhaxeINu7l1YsZp3Raws1w+IoVxGQn8cskW9h+pdboccxIW9Mb4mcc/2EZcZCi3TervdCknJSI8OHUoB4/W88v3tzpdjjkJC3pj/MjG0io+2lLObRMz6BbR/lsDdrTBvbpx09npvPJ5EV8WH3C6HHMCFvTG+JGnP8knNjyEb5+d7nQpXrv7wiySY8L5vzc32olZP2VBb4yfyC8/xLsbd3Pj2enE+eBG350lNiKU/7t8CBtKq1jwufe38jOdx6sbQYrIFOBJIBh4TlUfafF6ODAfGANUADNUtdDz2gjgWaAb0AiM9dxM3BjTzNOfbCciJJhbJmY4Xcop33v1ihEp/CWniMfe28JFZ/T0yyGhXVmbQS8iwcBc4CKgBMgRkUWq2ny+0luB/aqaKSIzgUeBGSISArwMfEtVvxSRRKDO53thTIArrqzmzfWlnNU/kfc27na6nFMmIvz8G8OZ8uQyfvLGBp67MdsvpmwwTbzpuhkH5KtqgarWAguBqS3aTAVe9Dx+DbhAmj7li4FcVf0SQFUrVNWmvTOmhWc+3Y6IcG5WstOlnLb0pGh++PXBfLSlnDe/KHW6HNOMN0GfCjS/IqLEs6zVNqpaD1QBicBAQEVkiYisE5H/be0NRGSWiKwRkTV79+491X0wJqCVHzrKa2tLGNM3nm4B1DffmpvOTmdMv3jmLNpM+SHrofUXHX0yNgSYCFzv+e9VInJBy0aqOk9Vs1U1Ozk5cI9ojDkdL64opK6hkYlZSU6X0m7BQcJj14zgaF0DP3ljI6o2CscfeBP0pUBas+d9PMtabePpl4+j6aRsCbBMVfepajWwGBjd3qKNcYsjx+p5eVURU4b2Iikm3OlyfGJAcgw//PogPti8h5dW7XS6HIN3QZ8DZIlIhoiEATOBRS3aLAJu9Dy+BliqTb/KlwDDRSTK8wvgPMBuOmmMx19yiqmqqWOWn18Fe6puOSeD8wf34Gdv57GhpMrpcrq8NkfdqGq9iMymKbSDgRdUdZOIPAisUdVFwPPASyKSD1TS9MsAVd0vIr+h6ZeFAotV9Z0O2he/dCrD1KBpqJrpGuoaGnn+HzsYl57AqL7x5JUdcroknwkKEn49/Uwu/e1nfG/BOt6+a2JAXOnrVl710avqYlUdqKoDVPXnnmX3e0IeVT2qqtNVNVNVx6lqQbN1X1bVoao6TFVbPRlrTFe0eEMZpQdquOM8dx3NHxcfHcZT142i9EAN97yWa/31DrIrY41xgKry7KcFZPaI4WuDejhdTocZ0y+Be6cM5t2Nu/mVTXzmGK+ujDXG+NaK7RVsLjvIo9OGExTk7guLbjs3g4J9R5j78XZSu0dZ96QDLOiNccC8ZQUkxYTzjVEtL0lxHxHhoalD2V1Vw31/30hKXARfG+zev2L8kXXdGNPJtu05xKfb9nLjWf0IDwl2upxOERIcxFPXjeaMlFi+++d1rNxe4XRJXYoFvTGd7LnPCogIDeKGCf2cLqVTRYeH8MJNY+kTH8lNf/ycZdvsKvjOYkFvTCcqP3SUN9fvYvqYNOL9+DaBHaVHbAQLZ02gf3IMt724ho/y9jhdUpdgQW9MJ5q/Yid1jY3c6gdTETslMSacV24fz+CUWO54aS2v2Bz2Hc6C3phOUl1bz8urd3LRGT1JT4p2uhxHdY8K4+XbxnN2ZhI/en0DcxZtor6h0emyXMuC3phO8mpOMQeq3TfdwenqFhHKCzdmc+vEDP60opCb/5RD5ZFap8tyJQt6YzpBfUMjzy/fwei+3clOT3C6HL8REhzEfZcP4bFpI1hdUMmUJ5axPH+f02W5jgW9MZ3gvU27Ka6sYdakAU6X4pe+OTaNN753NrERIdzw/GoeeXcLtfXWleMrFvTGdDBVZd6yAjKSorloSE+ny/FbQ3vH8dadE5k5No3ff7qdqXOXs2mXzXzpCxb0xnSw1TsqyS2p4rZzMwh2+XQH7RUVFsLDV4/gD9/OZt/hY0x9ajmPf7DNju7byaZAMKaDzVtWQGJ0GNNG93G6FL/g7dTdd0zqz6ZdB3nyo694f/MefjV9BEN7x3Vwde5kR/TGdKCtuw+xdEs53z4rnYjQrjHdga9EhYXw+IyRdnTvAxb0xnSgZz7JJyosmBvP7lrTHfjSRUN68sF/TeLyESk8+dFXTP/9Cooqqp0uK6BY0BvTQYoqqln05S5umNCP7lFdb7oDX+oeFcYTM0fx9PWjKdh3hMt++xlvfbnL6bIChgW9MR3k98u2ExIUxG1deLoDX7t0eAqL7zqXrJ4x3PnKeuYs2kRDo925qi0W9MZ0gD0Hj/LamhKmZ/ehR7cIp8txlbSEKP5yx1ncfE46f1pRyHdeXktNbYPTZfk1C3pjOsBznxXQoModdoFUhwgNDuKBK4bywBVD+CBvD9f+YRX7Dh9zuiy/5dXwShGZAjwJBAPPqeojLV4PB+YDY4AKYIaqFjZ7vS+wGZijqr/yTenG+KfKI7X8eXURV57Zm76JUU6X0+G8HS7ZEW4+J4OUuEi+v3A9Nzy3mulj0ogMs9FNLbV5RC8iwcBc4BJgCHCtiAxp0exWYL+qZgKPA4+2eP03wLvtL9cY//fssu3U1DXw3cl2NN8ZpgzrxfM3jmX73sPMX1Vowy9b4U3XzTggX1ULVLUWWAhMbdFmKvCi5/FrwAUiIgAi8g1gB7DJNyUb47/2HjrG/BU7mXpmb7J6xjpdTpcxMSuJJ2aMoqiimoU5RXaCtgVvum5SgeJmz0uA8Sdqo6r1IlIFJIrIUeAe4CLgByd6AxGZBcwC6NvX7hDfFZzKn/vXjQ+cfxPPfLKd2oZGvn/hQKdL6XIuG5HC+5t78/cvdvHWl7u6xI3XvdXRJ2PnAI+r6uGTNVLVeaqararZycnJHVySMR1jd9VRXl69k6tHpZLRxW8s4pTxGYlMykrm88JKcksOOF2O3/DmiL4USGv2vI9nWWttSkQkBIij6aTseOAaEXkM6A40ishRVX2q3ZUb42ee+vgrGhuVuy7IcrqULu2iIT0prDjCG+tL6RMfRUIXvDdvS94EfQ6QJSIZNAX6TOC6Fm0WATcCK4FrgKWqqsC5xxuIyBzgsIW8caPiymr+klPMjLFppCU0jbRxcjRKVxYcJMwYm8bvln7FwpwiZk3qT0hQ1x5J3ubeq2o9MBtYAuQBr6rqJhF5UESu9DR7nqY++Xzgv4F7O6pgY/zRo+9tIThImH1+ptOlGCA+KoyrR/WhZH8NH27e43Q5jvNqHL2qLgYWt1h2f7PHR4HpbWxjzmnUZ4zfW7uzkrdzy7jrgixS4iKdLsd4DEuNI7tfPP/I38eZad279Gdj89GbE3LryBhfamxUHnw7jx6x4fy/8+ym3/5myrBebC47yKIvdnH7pP4ESde88YsFvTHt8FbuLr4sPsAvrxlBVJh9nXytvec5osJCmDK0F6+vL2V90QHG9Iv3UWWBpWufoTCmHY7WNfDou1sYltrN7h7lx0b3i6dvQhTvbSzrspOfWdAbc5qeWprPrqqj/N9lQwiye8H6rSARrjyzN9W1Dby/ebfT5TjCgt6Y07B19yF+/+l2rh6dyoT+iU6XY9rQu3sk4/snkFNY2SVnubSgN+YUNTYq976eS2xECP93Wcv5/Yy/+tqgHgQHCR/mdb3hlhb0xpyiP6/eyfqiA9x3+RC76jKAxEaEcvaAJHJLqiirqnG6nE5lQW/MKSirquHR97ZyblYSV9mkWQFnUlYyEaFBfNDFLqKyoDfGSw2Nyv+8+iUNjcrPvjEM6aJjsgNZZFgwk7KS2bL7EGt37ne6nE5jA3/9iKryZfEBckurKNh7mO17j1BVU4eq0qhKREgwiTFhJESH0yM2nD7xkfSJj6JPfCS94iIIDbbf2x3p2WXbWbG9gkenDadfos1OGajOHpDE8u0V/GrJVl6ZNcHpcjqFBb0fqDxSy7qi/XxRfIDKI7UARIUF0z85msTocIIERISa2gYK91Wzdud+Ko7Uos3urRAk0KtbBCndI0mKCSMxJpzukaGEhwQTHhpESJBQ29BIbX0jx+obOXS0joM19Rw6WseR2gaqa+uprm0gSISQICEsJIi6BiUhKpSE6DDSEqLo3T2yy15ZuL5oP795fxuXDU/hm9lpba9g/FZYSBCTBybzzoYy1u6sZEy/BKdL6nAW9A46Vt/A0rxylm/fhyr0T47mR5cM5pzMJFLiIk7aNVBb30hZVQ0l+2so2V9N6f4aSg7UUHbg6D9/Geyvrmv1TjuhwUJsRCjdIkKIjQglOjyYnrERRIQFo6rUNSjH6hvZUnaQ/PJD1DU0bSMyNJgBydEMTY1jaEo3QrrIXxCHjtZx18L19OwWwS+uHm5dNi4wNj2BlQUVPLU0nz/ePM7pcjqcBb1DNu+q4q3cMqpq6sjuF88FZ/QkLjKU6V4eLYaFBNEvMbrNLoSGRqW2vpG6xkbCgoMICw7y+uKeBauLUFUOHq1nx74j5JcfJr/8EBt3HSQqLJhRad0Z3z+RpJhwr7YXiBoalf/6y5eU7q/h1TvOIi4y1OmSjA+EhQRxyznp/Or9bWzaVcXQ3nFOl9ShLOg7mary0ZZylm4pJyUugmvHptG3A/t7g4OEyLBgIgk+rfVFhLjIUEamdWdkWncaVdlefpicwkpWFVSyYnsFQ1PjGNEnjmGp7vuyPPbeFj7M28OcK4aQne7+P/G7km+dlc6znxbw9MfbmXv9aKfL6VAW9J2ooVH5+xelrNm5n9F947lqVCrBLY6u/X3GyCARsnrGktUzlkNH61ixvYJVBRVc/rt/MHlQMneen+WaiaNezSnm2WUF3DChLzeene50OcbH4iJD+dZZ/Xjm0+1s33uYAckxTpfUYbpGJ6sfqG9o5OVVO1mzcz9fG9SDaaP/M+QDTWxEKF8f2ot7pgzmh18fRG5JFdOeWcENz61mVUEFqv95fiBQrMjfx0/e3MDEzCQeuGKo9cu71C0TMwgPCeKZT7Y7XUqHsiP6TqCqvL6+lK17DnHlmb1dNzdKRGgwt0zM4OZz0vnzqiKeXbadmfNWcWafOG47tz+XDOsVUCduV26v4NYX15CeGM3c60f/27BVuz2guyTFhDNzbF9eXrWT/7poIKnd3XlzEgv6TvDRlnK+KD7AxUN6+jTkTzV0OrqrJyoshNsn9edbZ/Xjb+tKeO6zHdz5ynpS4iKYNroP14zpQ3qSf48/X7m9glv+lENqfCQLbp9gJ1+7gNsn9eflVTt5/rMd3H+FO+cusqDvYOuK9rN0Szlj+sVz3sBkp8vpFBGhwVw/vh/Xju3Lh3l7WPB5EU9/ks9TH+czpl88Fw3pydG6BpJjwv2qS+Szr/Zy+/w1pMVHseD2CSTHunc0kfmX1O6RXHlmbxbmFHHn+ZnEu3D+Igv6DrS+aD9vrCtlQHI03xiZ6leh1hmCgoSLh/bi4qG92F11lL+tK+Gd3DIeeXcLAAnRYWQkRf/zp3tkqCP/j1SV5/+xg18sziOrRywv3zbeQr6LueO8Aby+vpT5K3fy/QuznC7H57wKehGZAjwJBAPPqeojLV4PB+YDY4AKYIaqForIRcAjQBhQC/xQVZf6sH6/dfwim9jIEK4b1y/gT7y2V6+4CL73tUy+97VMdh2o4ZF3t/BV+WE27zr4zzlHukWE0Dcxmn4JUaQnRZMSF9HhV+LW1DZw7+u5/P2LXXx9aE9+/c2RxITb8U9XM6hXLOcP7sGLKwuZNak/kWGnNxzZX7X5L1pEgoG5wEVACZAjIotUdXOzZrcC+1U1U0RmAo8CM4B9wBWquktEhgFLgC4x5d99b26kdH8Nt5/rvn807dW7eyQT+icyoX8ijarsOXiUwopqdlYcoaiymo2lVQCEhwSRnhhNdW09kwYmk9UjxqdH/B9vKecHf/2SyiO1XDSkJ+dmJbPoi10+274JLN+ZPIDpv1/Jq2uKXTec1ptDl3FAvqoWAIjIQmAq0DzopwJzPI9fA54SEVHV9c3abAIiRSRcVV19i5fX15Xw5he7+K8LB1oXQBuCREiJiyQlLpKzPCeqD1TXUlhRTeG+IxTsO8zP3smDd/Lo2S2cSVnJTB7Ug4mZScRFnd6J0vzyQzy8eAsfbSknKSaMm8/JILOHe8dQG++MTU9gTL945i0r4LrxfV01SaA3QZ8KFDd7XgKMP1EbVa0XkSogkaYj+uOmAetaC3kRmQXMAujbt/MvAvKloopq7ntzI+PSE5h9fiZ/ySlueyXzb7pHhTEyKoyRad0BOG9QMv/4ai/Ltu1jyabd/HVtCUECw1Pj/vmXwbDUOJJiwk54xF9x+BhLNu3htbXFrCs6QHRYMD+6ZDCRYcGEBLnnC23a5zvnDeC2+WtY9MUupo1xzw3fO6UzUkSG0tSdc3Frr6vqPGAeQHZ2dsBeZdPYqPzv375ERHh85sgu3y/vK6ndI5kxti8zxvalvqGRL0sO8OnWvawsqOCF5Tt4dlkBAPFRoWT1iKV7VCihIUGEBgm7Dx4lv/ww+w43zQqa1SOGH186mKtG9SE5NtzGxZt/c8EZPRjcK5anP8nnG61cuR6ovAn6UqD5TFt9PMtaa1MiIiFAHE0nZRGRPsAbwLdV1dWXny34vIhVBZU8fPVwv7zwwg2hFhIcxJh+Cf+cWramtoH1RfvZsvsQX5UfZnv5YYoqq6lraKSuQUmKCeOCwT3J6hnDuIwEhqfGdbnRT8Z7IsLs8zOZvWA9723czWUjUpwuySe8CfocIEtEMmgK9JnAdS3aLAJuBFYC1wBLVVVFpDvwDnCvqi73Xdn+p/RADQ8vzmNiZhIzx9p85Z0lMiyYszOTODszyelSjDqLQ9MAAAwKSURBVEtcMiyF/snbeOrjfC4d3ssVBwZtdk6qaj0wm6YRM3nAq6q6SUQeFJErPc2eBxJFJB/4b+Bez/LZQCZwv4h84fnp4fO9cJiq8qPXN6DAwzZfuTEBLThI+O7kTPLKDrJ0S7nT5fiEV330qroYWNxi2f3NHh8Fprey3s+An7WzRr/32toSlm3by4NTh5KWEOV0OY5wQ7eQMcdNHdmbJz7cxu+W5nP+4B4Bf/Bmww3aqfzQUR56ezPj0hO4YXw/p8sxxvhAaHAQ35k8gC+KD/DJtr1Ol9NuFvTtNGfRJo7WN/LItOFe37nJGOP/po9Jo29CFI+9t5XGVm7JGUgs6NvhvY1lLN6wm7svzKK/i29aYExXFBYSxP9cPJC8soO8lRvYV0xb0J+mquo67vv7Job27sbt5/Z3uhxjTAe4YkRvzkjpxq/f30ZtfaPT5Zw2C/rT9NO3NlF5pJZHp41w1aXSxph/CQoS/nfKIIoqq1mYE7gDDiyhTsO7G8p4fX0pd56f6cobYhtj/mXywGTGZyTw24++4vCxeqfLOS02H+sp2nvoGD9+YwPDU+P43tcynS6nS7Chm8ZJIsK9lwzmqqdX8PgH27jv8sC7C5Ud0Z+CpgujcjlS28DjM860LhtjuohRfeO5fnxf/rh8BxtKqpwu55RZUp2ChTnFfJhXzj1TBpPZI9bpcowxneh/pwwmMSacH72RS31DYJ2YtaD3Um7JAR5YtIlzs5K42WU3JTDGtC0uMpQHrhjCxtKDvLhyp9PlnBILei9UHqnlOy+vIzkmnCdnjrILo4zpoi4bnsLkQcn8+v2tFFdWO12O1yzo29DQqHx/4Xr2Hj7GMzeMJsGFd4g3xnhHRHho6jCCg4Q7XlpLTW2D0yV5xYL+JFSVn7+Tx2df7eOhqUMZ0ae70yUZYxyWlhDFkzNHkrf7ID95YwOq/j89ggX9STz+wTZeWL6Dm89JZ8bYwL7FoTHGd84f3JO7LxjI6+tLmR8A/fUW9Cfw9Cf5/HZpPjPHpnHfZYE3btYY07HuPD+TC8/owUNvb+bjrf49b70FfQuqytyP83nsva1MHdmbn19ls1IaY/5TUJDwmxkjGdgzllnz17B4Q5nTJZ2QBX0z1bX13PnKen65ZCtXnNmbX08/0zU3BzbG+F63iFBemTWBEX26M3vBOv66ptjpklplQe+xY98Rrpq7gsUbyrhnymB+O3MkIXblqzGmDXGRobx06zjOyUzih6/l8vDiPI7W+ddonC6fZAeP1vHwu3l8/fFl7Dl0lD/dPI7vTB4Q8LcOM8Z0nqiwEJ67MZtrx/Xl2WUFXPrkZ6wprHS6rH/qspOa7Tt8jDfWlfL7T7dTcaSWaaP78MOvD6JXXITTpRljAlB4SDAPXz2cy4ancO/ruUx/diWXDk/h5rPTGdMv3tGDR6+CXkSmAE8CwcBzqvpIi9fDgfnAGKACmKGqhZ7XfgTcCjQAd6nqEp9Vf4rKqmr4fEclb+eW8fGWcuoblQn9E/jTpUMY3semGzbGtN/ErCSW3D2J3y3NZ8HqnbyTW8aw1G5MPTOVczKTGNwrttMHeLQZ9CISDMwFLgJKgBwRWaSqm5s1uxXYr6qZIjITeBSYISJDgJnAUKA38KGIDFRVn3dgqSqHj9VzoLqOA9V1VFbXsutADUWV1eysOMKXxVWUHqgBIDk2nFsnZjBtTB8G9rTJyYwxvhUdHsK9lwzmrgsyeWN9KS+t3MnPF+cBkBAdxog+cWQkRdM/OYbU7hHER4WRGB1OYkwY0eG+72jxZovjgHxVLQAQkYXAVKB50E8F5ngevwY8JU1/p0wFFqrqMWCHiOR7trfSN+X/y95Dxxj3i4/+Y3losJDaPZKRad25dWIG2enxDEnpZidajTEdLioshOvH9+P68f0oq6pheX4FK7bvY0vZIVYXVFLT4qTt8NQ43rpzos/r8CboU4HmY4ZKgPEnaqOq9SJSBSR6lq9qsW5qyzcQkVnALM/TwyKyFUgC9nlRX5vygU99saHT47P98ANu2RfbD//iyH5c3zGbbde+7ATkrtN+734nesEvTsaq6jxgXvNlIrJGVbMdKsln3LIf4J59sf3wL27ZD/DfffGm/6IUSGv2vI9nWattRCQEiKPppKw36xpjjOlA3gR9DpAlIhkiEkbTydVFLdosAm70PL4GWKpNU7otAmaKSLiIZABZwOe+Kd0YY4w32uy68fS5zwaW0DS88gVV3SQiDwJrVHUR8DzwkudkayVNvwzwtHuVphO39cD3TmHEzby2mwQEt+wHuGdfbD/8i1v2A/x0XyQQ5lI2xhhz+myMoTHGuJwFvTHGuJxfB72IzBGRUhH5wvNzqdM1nQoRmSIiW0UkX0Tudbqe0yUihSKywfMZrHG6nlMhIi+ISLmIbGy2LEFEPhCRrzz/jXeyRm+cYD8C7vshImki8rGIbBaRTSLyfc/ygPpMTrIffvmZ+HUfvYjMAQ6r6q+cruVUeaaO2EazqSOAa1tMHREQRKQQyFbVgLs4R0QmAYeB+ao6zLPsMaBSVR/x/AKOV9V7nKyzLSfYjzkE2PdDRFKAFFVdJyKxwFrgG8BNBNBncpL9+CZ++Jn49RF9gPvn1BGqWgscnzrCdCJVXUbTSLDmpgIveh6/SNMX1K+dYD8CjqqWqeo6z+NDQB5NV8sH1Gdykv3wS4EQ9LNFJNfzp6tf/znXQmtTR/jtP4Q2KPC+iKz1TFcR6Hqq6vH7vu0GejpZTDsF6vcDEUkHRgGrCeDPpMV+gB9+Jo4HvYh8KCIbW/mZCjwDDABGAmXArx0ttuuaqKqjgUuA73m6EVzBc2Gf//ZfnlzAfj9EJAb4G3C3qh5s/logfSat7IdffiaOz3Wjqhd6005E/gC83cHl+JJrpn9Q1VLPf8tF5A2auqWWOVtVu+wRkRRVLfP0tZY7XdDpUNU9xx8H0vdDREJpCsc/q+rrnsUB95m0th/++pk4fkR/Mp4P/LirgI0nauuHvJk6wu+JSLTnZBMiEg1cTGB9Dq1pPmXHjcDfHazltAXi98MzffnzQJ6q/qbZSwH1mZxoP/z1M/H3UTcv0fQnkAKFwB3N+vH8nmdo1RP8a+qInztc0ikTkf7AG56nIcCCQNoPEXkFmEzT9LF7gAeAN4FXgb40zQz7TVX16xOdJ9iPyQTY90NEJgKfARuARs/iH9PUvx0wn8lJ9uNa/PAz8eugN8YY035+3XVjjDGm/SzojTHG5SzojTHG5SzojTHG5SzojTHG5SzojTHG5Szojet5po79QSvL049P+ysi2SLy25NsY7KIeH2Vo2dq56TTq9gY33J8CgRj/IGqrgH8eq59z9WYoqqNbTY2phk7ojcBx3MkvkVE/iwieSLymohENT+K9hyhf9JstTNFZKXnxha3t7LNfx6xi8h5zW4csf74FBBAjOe9jr+3tFHqnSKyTppu2jLYs+0EEXnTM7vhKhEZ4Vn+b391eCb2S/f8bBWR+TRdTp/W+lsZc2IW9CZQDQKeVtUzgIPAd9toPwI4HzgLuF9Eep+k7Q+A76nqSOBcoMazfBRwNzAE6A+c08Z77vPM+vmMZ5sAPwXWq+oImi6Zn9/GNgCyaNrXoaq604v2xvwbC3oTqIpVdbnn8cvAxDba/11Vazx3yfqYphk4T2Q58BsRuQvorqr1nuWfq2qJp+vkCyC9jfc8PjPj2mZtJwIvAajqUiBRRLq1sZ2dqrqqjTbGnJAFvQlULSdpUqCef/2bjvCifesbVn0EuA2IBJYf73YBjjVr1kDb57iOt/embfPa4d/rP9LGusaclAW9CVR9ReQsz+PrgH/QNFvgGM+yaS3aTxWRCBFJpGnWx5wTbVhEBqjqBlV91NNu8InanobPgOs97zOZpu6dg57aR3uWjwYyfPiepouzoDeBaitNd7vKA+Jp6gf/KfCkiKyh6Si6uVyaumxWAQ+p6q6TbPtuz8nQXKAOeNeHdc8Bxni2/Qj/moP9b0CCiGwCZtN0Y3ljfMKmKTYBx3OPzrdVdZjDpRgTEOyI3hhjXM6O6I1pB889dFv2p9+jqkucqMeY1ljQG2OMy1nXjTHGuJwFvTHGuJwFvTHGuJwFvTHGuNz/B2FSiY7GbjNfAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.color_palette(\"GnBu_d\", n_colors=7)\n",
    "sb.distplot(df['publish_hour'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "# grid = sb.FacetGrid(df['publish_hour'], col=\"walk\", hue=\"walk\", palette=\"tab20c\", col_wrap=4, height=1.5)\n",
    "\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}