big-data-analysis-analyzing-hacker-news-stories.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "a70c03e8-56d2-4794-b081-0ca061d4c248",
    "_uuid": "9f9c7853e57165e359787f0239b332650fc4f588"
   },
   "source": [
    "![Hacker news](https://miro.medium.com/max/980/1*Odj6BW8rfq-gExKp_rJrdA.png)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#  Hacker news\n",
    "\n",
    "Hacker News is a social news website focusing on computer science and entrepreneurship. It is run by Paul Graham's investment fund and startup incubator, Y Combinator. In general, content that can be submitted is defined as \"anything that gratifies one's intellectual curiosity\"[[1](https://en.wikipedia.org/wiki/Hacker_News)]\n",
    "\n",
    "# Y Combinator\n",
    "Y Combinator is an American seed accelerator, started in March 2005. Y Combinator has launched various successful companies and there are total of 1058 active companies in [YCList](http://yclist.com/) website."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "3e8062d4-b159-4af5-bcd0-577d7fddf66a",
    "_uuid": "0f7b875746fa7e34aa994ab4b10355f9bc9ff439"
   },
   "source": [
    "This kernel attempts to answer some of questions stated in Hacker news [dataset](https://www.kaggle.com/hacker-news/hacker-news) inspirations section. This kernel heavily uses code samples from [Mentions of Kaggle on Hacker News](https://www.kaggle.com/mrisdal/mentions-of-kaggle-on-hacker-news) and [SQL Scavenger Hunt Handbook](https://www.kaggle.com/rtatman/sql-scavenger-hunt-handbook) kernels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "8c91fe2e-3324-4be3-8b0f-9aab6e9b8653",
    "_uuid": "f5e43c3aac402162d755430f5ebaf5d47f804bf7"
   },
   "source": [
    "Table of contents\n",
    "\n",
    "1. Hacker News scoring\n",
    "1. Top users of all time\n",
    "1. Is the community biased  towards Y Combinator startups?\n",
    "1. Stories of major companies over the year\n",
    "1.  YC Exited VS Dead\n",
    "1. Which YC companies are scoring more points?\n",
    "1. What is in Hacker News stories?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b111b6b2-983f-40be-83bf-56793a8bbf96",
    "_uuid": "e5d97f1eb2c5187822aa6841c85a4329f95456d4"
   },
   "source": [
    "Lets import the necessary modules we will be using pandas, bigquery bq_helper numpy wordcloud pyplot from matplotlib and spacy for named entity recognition. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "ecc32b79-6da8-46c3-89d7-9dfb737ecabc",
    "_uuid": "1681b6c6dc3c3a287e608ac96906c9e19398ab32",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using Kaggle's public dataset BigQuery integration.\n",
      "Using Kaggle's public dataset BigQuery integration.\n"
     ]
    }
   ],
   "source": [
    "from google.cloud import bigquery\n",
    "import pandas as pd\n",
    "import bq_helper \n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import spacy\n",
    "nlp = spacy.load('en')\n",
    "\n",
    "# create a helper object for our bigquery dataset\n",
    "hacker_news = bq_helper.BigQueryHelper(active_project= \"bigquery-public-data\", \n",
    "                                       dataset_name = \"hacker_news\")\n",
    "\n",
    "client = bigquery.Client()\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ae163443-6f86-44a2-9e93-c5ea2f323076",
    "_uuid": "560193b204b3236871e582200085c3ccb930f5ac"
   },
   "source": [
    "In order to see how stories table looks like we can call the head method of variable `hacker_news` which was initialized above and pass the name of table. We will be using stories table to access story title time_ts score author decendent. This function is mentioned in the kernels [Mentions of Kaggle on Hacker News](https://www.kaggle.com/mrisdal/mentions-of-kaggle-on-hacker-news) and [SQL Scavenger Hunt Handbook](https://www.kaggle.com/rtatman/sql-scavenger-hunt-handbook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "5592e88c-7e2b-4425-91a4-b13a25d11eae",
    "_uuid": "e2400cb61e201a5df3b4589e9afdc64896c430ff",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>by</th>\n",
       "      <th>score</th>\n",
       "      <th>time</th>\n",
       "      <th>time_ts</th>\n",
       "      <th>title</th>\n",
       "      <th>url</th>\n",
       "      <th>text</th>\n",
       "      <th>deleted</th>\n",
       "      <th>dead</th>\n",
       "      <th>descendants</th>\n",
       "      <th>author</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>6940813</td>\n",
       "      <td>sarath237</td>\n",
       "      <td>0</td>\n",
       "      <td>1387536270</td>\n",
       "      <td>2013-12-20 10:44:30+00:00</td>\n",
       "      <td>Sheryl Brindo Hot Pics</td>\n",
       "      <td>http://www.youtube.com/watch?v=ym1cyxneB0Y</td>\n",
       "      <td>Sheryl Brindo Hot Pics</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sarath237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>6991401</td>\n",
       "      <td>123123321321</td>\n",
       "      <td>0</td>\n",
       "      <td>1388508751</td>\n",
       "      <td>2013-12-31 16:52:31+00:00</td>\n",
       "      <td>Are you people also put off by the culture of ...</td>\n",
       "      <td></td>\n",
       "      <td>They&amp;#x27;re pretty explicitly &amp;#x27;startup f...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123123321321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1531556</td>\n",
       "      <td>ssn</td>\n",
       "      <td>0</td>\n",
       "      <td>1279617234</td>\n",
       "      <td>2010-07-20 09:13:54+00:00</td>\n",
       "      <td>New UI for Google Image Search</td>\n",
       "      <td>http://googlesystem.blogspot.com/2010/07/googl...</td>\n",
       "      <td>Again following on Bing's lead.</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>ssn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>5012398</td>\n",
       "      <td>hoju</td>\n",
       "      <td>0</td>\n",
       "      <td>1357387877</td>\n",
       "      <td>2013-01-05 12:11:17+00:00</td>\n",
       "      <td>Historic website screenshots</td>\n",
       "      <td>http://webscraping.com/blog/Generate-website-s...</td>\n",
       "      <td>Python script to generate historic screenshots...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>hoju</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>7214182</td>\n",
       "      <td>kogir</td>\n",
       "      <td>0</td>\n",
       "      <td>1401561740</td>\n",
       "      <td>2014-05-31 18:42:20+00:00</td>\n",
       "      <td>Placeholder</td>\n",
       "      <td></td>\n",
       "      <td>Mind the gap.</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>kogir</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id            by  score        time                   time_ts  \\\n",
       "0  6940813     sarath237      0  1387536270 2013-12-20 10:44:30+00:00   \n",
       "1  6991401  123123321321      0  1388508751 2013-12-31 16:52:31+00:00   \n",
       "2  1531556           ssn      0  1279617234 2010-07-20 09:13:54+00:00   \n",
       "3  5012398          hoju      0  1357387877 2013-01-05 12:11:17+00:00   \n",
       "4  7214182         kogir      0  1401561740 2014-05-31 18:42:20+00:00   \n",
       "\n",
       "                                               title  \\\n",
       "0                            Sheryl Brindo Hot Pics    \n",
       "1  Are you people also put off by the culture of ...   \n",
       "2                     New UI for Google Image Search   \n",
       "3                       Historic website screenshots   \n",
       "4                                        Placeholder   \n",
       "\n",
       "                                                 url  \\\n",
       "0         http://www.youtube.com/watch?v=ym1cyxneB0Y   \n",
       "1                                                      \n",
       "2  http://googlesystem.blogspot.com/2010/07/googl...   \n",
       "3  http://webscraping.com/blog/Generate-website-s...   \n",
       "4                                                      \n",
       "\n",
       "                                                text deleted  dead  \\\n",
       "0                             Sheryl Brindo Hot Pics    None  True   \n",
       "1  They&#x27;re pretty explicitly &#x27;startup f...    None  True   \n",
       "2                    Again following on Bing's lead.    None  None   \n",
       "3  Python script to generate historic screenshots...    None  None   \n",
       "4                                      Mind the gap.    None  None   \n",
       "\n",
       "   descendants        author  \n",
       "0          NaN     sarath237  \n",
       "1          NaN  123123321321  \n",
       "2          0.0           ssn  \n",
       "3          0.0          hoju  \n",
       "4          0.0         kogir  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hacker_news.head(\"stories\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "70941ad2-90c4-4555-ae15-3237ea244c85",
    "_uuid": "01f81aa8ccf8720a63d03c1d7e19647c0b762a6e"
   },
   "source": [
    "# Hacker News scoring\n",
    "\n",
    "For someone new scoring of stories might be new concept. In order to see `min`, `max` and `avg` score of all the stories in stories table we will call `MIN`, `MAX` and `AVG`. This is just to check the scoring criteria and see how much scoring is good scoring for any story in hacker news. If you want to know more about the standard functions which we can use in SQL queries check out this [link](https://cloud.google.com/bigquery/docs/reference/standard-sql/functions-and-operators#min)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "4f2c0f4b-9ac0-4ddf-9f4e-92130b761c02",
    "_uuid": "bbd003819631336f3573bc4c2fae613e25a9a8d3",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.01371852308511734"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## So we will declare the query variable\n",
    "## we will be using same name for queries in entire notebook hope this doesnt create confusion\n",
    "query = \"\"\"\n",
    "SELECT MIN(score) as min_score, MAX(score) as max_score, AVG(score) as avg_score\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "2a023185-5cd9-49f0-9dbf-ed0a4a0b07ac",
    "_uuid": "27b46aa4b472c516637164f47848ad598a715d07"
   },
   "source": [
    "Function `estimate_query_size`estimates the size of data which will be processed. The value returned is in gigabytes. This means when user will execute this query approximately 0.013 Gb of data will be processed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_cell_guid": "fcc775d6-8bd1-4bcc-b502-fb4f003f159a",
    "_uuid": "b7af786edb5f20a0d6073d6572aa861d9cd846b4",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "rows = list(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "19843f92-e283-4a97-8acb-6e1da44c45a9",
    "_uuid": "548bf1f971f08a56c631a77cf755e5a7c736cb98"
   },
   "source": [
    "After executing code segment above, `row` variable will contain the the data we need to carry out analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "f14cfc68-00cf-426e-8f28-a06d889124c8",
    "_uuid": "d0ea265a4d332a8b0b951e22e4b9b98494c63ab4",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min_score</th>\n",
       "      <th>max_score</th>\n",
       "      <th>avg_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4339</td>\n",
       "      <td>10.335148</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   min_score  max_score  avg_score\n",
       "0          0       4339  10.335148"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform the rows into a nice pandas dataframe\n",
    "unique_scores = pd.DataFrame(data=[list(x.values()) for x in rows], columns=list(rows[0].keys()))\n",
    "unique_scores.fillna(0, inplace=True)\n",
    "# Look at the first 10 top scores\n",
    "unique_scores.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "e4517f5e-2cbe-4a07-95f7-f223af6a194d",
    "_uuid": "65af427e4fb40a2f735efab52d38cc9f513c8ac9"
   },
   "source": [
    "Above code section access the data from `row` variable and pass it in pandas dataframe which is very useful to make plots and do basic operations. Notice i renamed my columns to `min_score`,`max_score` and `avg_score`. Renaming columns is always best idea when you apply functions on column data. So after seeing the output we can see the row with renamed attributes.\n",
    "\n",
    "Data suggests that\n",
    "**Stories with more than 4 thousand score can be considered as Viral or top story in hacker news.**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "14c512a3-ede8-4307-b522-d311bd51f033",
    "_uuid": "5da0b41ff0b1dd87a73ecf44da9d2c9159dbf715"
   },
   "source": [
    "This was simple walkthrough of process which i will be using in rest of notebook. I will mention new things added to these basic steps in order to make it clear and possibly give links if one want to read more code samples.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5b852910-2457-4943-ab8b-c1a04eb45332",
    "_uuid": "4cac36d3363b1c0297f1d6d17c5f75f5dd02f5b5"
   },
   "source": [
    "# Top users of all time\n",
    "\n",
    "In this section we will access and plot the stories data of authors with top scores and order the record by decending order of `total_score`. Please note that writing `LIMIT 30` might have limited the output to 30 rows but this doesnt limit the total data being processed. This is nice adviced given by Rachael in her notebook [SQL Scavenger Hunt Handbook](https://www.kaggle.com/rtatman/sql-scavenger-hunt-handbook).\n",
    "\n",
    "Here in out SQL query we are grouping the stories using `authors` column data and calculating total stories by calling funtion `COUNT(id)` where id is unique identifier of stories rows. Then we are ordering the rows by `total_score` column which is alias for `SUM(score)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "8ea7a75f-35bc-4e76-804b-c8f39001dc62",
    "_uuid": "6ad3ce9a3bb71739e191b811383e7a8efd86e616",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05897093191742897"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "SELECT \n",
    "SUM(score) as total_score, author,\n",
    "SUM(descendants) as total_decendants,\n",
    "count(id) as total_stories\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "GROUP BY author\n",
    "ORDER BY total_score DESC\n",
    "LIMIT 30\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "03f923b3-3ebe-4742-9edc-83f7cc54f8f6",
    "_uuid": "ee88fab9488487ce7b223042090c8da192d5aa4c",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "rows = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_cell_guid": "c08711a2-9602-4b96-8f6b-9e0d0ef841f0",
    "_uuid": "134e3e5bf7e102f8df36cb6141c470cc3f558b6c",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAG7CAYAAAAmMM9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3X24VXWd///n2wOK9woS3qADTqg1eEACvEHxhhJMv9mUXoqaaBbXZGp9Z0LQudKmyb6kTvzGGjEnSc1UNDIpLUXNyLsEExE0BfGoZDcoQngv9P79sRe0wQPnsGCffQ48H9d1rrPXZ33WWu+9vIHX/nzWZ0dmIkmSJElaP1vUuwBJkiRJ6ogMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkaaOIiNerfv4WEW9VbZ9a7/rqJSIeiYjT1qP/+Ij4fi1rkiRtHJ3qXYAkadOQmdutfB0RTcDnMvOe+lW0YSKiU2Yur3cdkqT2y5EpSVKbiIitI+J/IuKPEbEwIi6LiM7FvhERMT8i/iMiFkfEgog4cR3n+lNEHFq1vWo0JyK2jYibi/MsiYjfRsTOxb6uEXF9cfxLEXFxRGxR7PuXiLivqPE1YFxE7BcRD0TE0ohYFBHXr6WeZq8ZEf8FDAK+X4zQ/VfRf2JxD/4aEY9GxEFF+yeBfwVGFf0fLdo/HxFNEbGspXsjSWo7jkxJktrKfwCNwP5AA/Bz4HzgkmJ/L2BLYFdgKDA1ImZm5vPreZ3PUfnzbQ/gPeAA4N1i34+A+cDewI7AnUATcF2xfyhwE3BeUcuNwE+Bw4AuwID1uWZm/ltEDAG+m5k3VPV/GLgQeL24B7dGxN6Z+dOI+DawS2Z+DqAIgpcBH8nM5yJiD2CH9bwnkqQacGRKktRWTgUuzsxXMvPPwDeAz1TtXw78R2a+W0wPvAc4ocR13gO6A/+Ymcszc0ZmvhER/0AlLP1rZr6ZmX8ErgBOrjp2QWb+b2auyMy3inP1AnbNzLcy88H1uebaCszM6zPztcx8D/gm0I1KwFuXvhHRJTP/kJlPt3wbJEm1ZpiSJNVcRASVEacXqppfoDKSs9KizHx7jf27l7jcNcCvgR8XU+m+GRENwD9QGV1aVEzFWwL8N9Cj6tiX1jjX/wW2AR6PiNnrWEhibddsVkRcEBHPRMRS4LWirl2a65uZr1EJoucBf4qIqRHxwXXfAklSWzBMSZJqLjMT+BOVQLPSXsAfqrZ3iYgua+x/eS2nfINKyFlp16prvZOZF2XmflRGok6kMvr0EpVpdTtn5k7Fzw6ZWT11L9eo+w+Z+VlgNyphZlJE7NXM+1vbNd93zoj4GHAu8M/ATkBX4C0gmutfnP+OzBxGJVy+CExcy32RJLUhw5Qkqa3cBFwcEd0i4gPAvwPVzxF1Br4aEVtGxFHAx4ApaznXLGBkRHQqFm84fuWOiPhoRHy4WFjir1SmD64onr16BLg0IraPiC0iok/1QhZrioiTImL3IgwuKZrft8Lf2q5Z7P4zq0/h257KtMBFVJ7L+jqVkSmq+vcuRvOIiD0i4tiI2AZ4h0ogXIEkqe4MU5KktnIR8BQwl0oYehC4tGp/E5UQ8idgEnBmZi5Yy7kupLKQxRLgAuDmqn17ALcDy4A5VBaZuKXYN5LKaNDvgcXAZFaf5remg4HHIuJ14FZgdGY2N1q2rmtOAE6PiNci4lLgZ8B04DlgAfAKlWC10s1URt0WR8RDVBbruKC4L69SWR3w3HXULElqI1H5sE2SpPqJiBFUVrzzWSBJUofhyJQkSZIklWCYkiRJkqQSnOYnSZIkSSU4MiVJkiRJJRimJEmSJKmETvUuoK3tsssu2atXr3qXIUmSJKmdeuyxx17JzO4t9dvswlSvXr2YOXNmvcuQJEmS1E5FxAut6ec0P0mSJEkqoaZhKiL+b0TMjYg5EXFTRHSJiN4R8duImBcRkyNiy6LvVsX2/GJ/r6rzXFC0PxMRw6vaRxRt8yNiXC3fiyRJkiRVq1mYiog9gPOAgZnZF2gATga+BUzIzD7Aa8BZxSFnAa9l5geBCUU/IuLDxXH/BIwAroyIhohoAP4HOAb4MDCy6CtJkiRJNVfrZ6Y6AVtHxHvANsAfgaOAU4r91wFfAyYCxxevAX4MfDciomi/OTPfAZ6PiPnA4KLf/MxcABARNxd9n6rxe5IkSdJm4L333mPhwoW8/fbb9S5FNdKlSxd69uxJ586dSx1fszCVmX+IiMuBF4G3gLuBx4Almbm86LYQ2KN4vQfwUnHs8ohYCnQr2h+pOnX1MS+t0X5gc7VExGhgNMBee+21YW9MkiRJm4WFCxey/fbb06tXLyqf8WtTkpm8+uqrLFy4kN69e5c6Ry2n+e1MZaSoN7A7sC2VKXlrypWHrGXf+ra/vzHz6swcmJkDu3dvcYVDSZIkibfffptu3boZpDZREUG3bt02aOSxlgtQfBR4PjMXZeZ7wE+AQ4CdImLliFhP4OXi9UJgT4Bi/47A4ur2NY5ZW7skSZK0URikNm0b+s+3lmHqReCgiNimePZpGJXnmX4FnFD0GQXcXryeWmxT7L8vM7NoP7lY7a830Ad4FJgB9ClWB9ySyiIVU2v4fiRJkiRplVo+M/XbiPgx8DtgOfA4cDVwB3BzRHyjaLumOOQa4IfFAhOLqYQjMnNuRNxCJYgtB76YmSsAIuIc4C4qKwVOysy5tXo/kiRJ2rz1GnfHRj1f0/hj17l/yZIl3HjjjZx99tlrP0dTEw899BCnnHLKWvus7HfccccxZ86cUrWqeTX9nqnMvDgz98vMvpn5mcx8JzMXZObgzPxgZp5YrNJHZr5dbH+w2L+g6jyXZOY/Zua+mfmLqvY7M3OfYt8ltXwvkiRJUltasmQJV1555Tr7NDU1ceONN7ZRRa23fPnyljttAmoapiRJkiSVM27cOJ577jn69+/PmDFjGDNmDH379mX//fdn8uTJq/r85je/oX///kyYMIGmpiYOO+wwBgwYwIABA3jooYdada25c+cyePBg+vfvT2NjI/PmzQPg+uuvp7GxkX79+vGZz3wGgBdeeIFhw4bR2NjIsGHDePHFFwE444wz+Nd//VeOPPJIxo4dyxtvvMFnP/tZBg0axAEHHMDtt9++1ut3VLX+nilJkiRJJYwfP545c+Ywa9YspkyZwlVXXcUTTzzBK6+8wqBBgxg6dCjjx4/n8ssv5+c//zkAb775JtOmTaNLly7MmzePkSNHMnPmzBavddVVV/GlL32JU089lXfffZcVK1Ywd+5cLrnkEh588EF22WUXFi9eDMA555zD6aefzqhRo5g0aRLnnXceP/3pTwF49tlnueeee2hoaODCCy/kqKOOYtKkSSxZsoTBgwfz0Y9+lG233bZ2N62NGaYkSZKkdu6BBx5g5MiRNDQ00KNHDw4//HBmzJjBDjvssFq/9957j3POOYdZs2bR0NDAs88+26rzH3zwwVxyySUsXLiQT33qU/Tp04f77ruPE044gV122QWArl27AvDwww/zk5/8BIDPfOYznH/++avOc+KJJ9LQ0ADA3XffzdSpU7n88suBylLzL774Ih/60Ic27Ga0I4apDVDmIcSWHjSUJEmS1lRZ5LplEyZMoEePHjzxxBP87W9/o0uXLq067pRTTuHAAw/kjjvuYPjw4Xz/+98nM1u1dHh1n+pRp8xkypQp7Lvvvq2qoSPymSlJkiSpHdp+++1ZtmwZAEOHDmXy5MmsWLGCRYsWMX36dAYPHrxaH4ClS5ey2267scUWW/DDH/6QFStWtOpaCxYsYO+99+a8887jE5/4BLNnz2bYsGHccsstvPrqqwCrpvkdcsgh3HzzzQD86Ec/4tBDD232nMOHD+c73/nOqiD4+OOPl7sR7ZgjU5IkSVIrtPUMo27dujFkyBD69u3LMcccs2ohiIjg0ksvZdddd6Vbt2506tSJfv36ccYZZ3D22Wfz6U9/mltvvZUjjzyy1c8nTZ48mRtuuIHOnTuz6667ctFFF9G1a1f+/d//ncMPP5yGhgYOOOAArr32Wq644go++9nPctlll9G9e3d+8IMfNHvOr371q3z5y1+msbGRzKRXr16rnu3aVERrhww3FQMHDszWPITXGk7zkyRJ2nQ9/fTTm9TzPWpec/+cI+KxzBzY0rFO85MkSZKkEpzmJ0mSJG0m7rrrLsaOHbtaW+/evbntttvqVFHHZpiSJEmSNhPDhw9n+PDh9S5jk+E0P0mSJEkqwTAlSZIkSSUYpiRJkiSpBMOUJEmSJJXgAhSSJElSa3xtx418vqXr3L1kyRJuvPFGzj777LX2aWpq4qGHHuKUU05Z57mampo47rjjmDNnTqtKO+KII7j88ssZOLDFr1raqO6//34uv/zy0l/u+81vfpMLL7xwI1e1do5MSZIkSe3QkiVLuPLKK9fZp6mpiRtvvLGNKmr/vvnNb7bp9QxTkiRJUjs0btw4nnvuOfr378+YMWMYM2YMffv2Zf/992fy5Mmr+vzmN7+hf//+TJgwgaamJg477DAGDBjAgAEDeOihh1p1rbfeeouTTz6ZxsZGTjrpJN56661V++6++24OPvhgBgwYwIknnsjrr78OwIwZMzjkkEPo168fgwcPZtmyZaxYsYIxY8YwaNAgGhsb+d73vgdURpyOOOIITjjhBPbbbz9OPfVUMhOAX/7yl+y3334ceuih/OQnP1l13UcffZRDDjmEAw44gEMOOYRnnnkGgGuvvZZPfepTjBgxgj59+nD++eevuhdvvfUW/fv359RTT+WNN97g2GOPpV+/fvTt23fVPduYnOYnSZIktUPjx49nzpw5zJo1iylTpnDVVVfxxBNP8MorrzBo0CCGDh3K+PHjV5sW9+abbzJt2jS6dOnCvHnzGDlyJDNnzmzxWhMnTmSbbbZh9uzZzJ49mwEDBgDwyiuv8I1vfIN77rmHbbfdlm9961t8+9vfZty4cZx00klMnjyZQYMG8de//pWtt96aa665hh133JEZM2bwzjvvMGTIEI4++mgAHn/8cebOncvuu+/OkCFDePDBBxk4cCCf//znue+++/jgBz/ISSedtKqm/fbbj+nTp9OpUyfuueceLrzwQqZMmQLArFmzePzxx9lqq63Yd999Offccxk/fjzf/e53mTVrFgBTpkxh991354477gBg6dJ1T6sswzAlSZIktXMPPPAAI0eOpKGhgR49enD44YczY8YMdthhh9X6vffee5xzzjnMmjWLhoYGnn322Vadf/r06Zx33nkANDY20tjYCMAjjzzCU089xZAhQwB49913Ofjgg3nmmWfYbbfdGDRoEMCqOu6++25mz57Nj3/8Y6ASYObNm8eWW27J4MGD6dmzJwD9+/enqamJ7bbbjt69e9OnTx8ATjvtNK6++upVx44aNYp58+YREbz33nur6h02bBg77lh5hu3DH/4wL7zwAnvuuedq72n//ffnK1/5CmPHjuW4447jsMMOa9W9WB+GKUmSJKmdWzklriUTJkygR48ePPHEE/ztb3+jS5curb5GRDR73Y997GPcdNNNq7XPnj17rf2/853vMHz48NXa77//frbaaqtV2w0NDSxfvnyt1wX46le/ypFHHsltt91GU1MTRxxxxKp9aztXtX322YfHHnuMO++8kwsuuICjjz6aiy66qNlrleUzU5IkSVI7tP3227Ns2TIAhg4dyuTJk1mxYgWLFi1i+vTpDB48eLU+UBnN2W233dhiiy344Q9/yIoVK1p1raFDh/KjH/0IgDlz5jB79mwADjroIB588EHmz58PVKYRPvvss+y33368/PLLzJgxA4Bly5axfPlyhg8fzsSJE1eNIj377LO88cYba73ufvvtx/PPP89zzz0HsFpoW7p0KXvssQdQeU6qNTp37rzq2i+//DLbbLMNp512Gl/5ylf43e9+16pzrA9HpiRJkqTWaGEp842tW7duDBkyhL59+3LMMcfQ2NhIv379iAguvfRSdt11V7p160anTp3o168fZ5xxBmeffTaf/vSnufXWWznyyCPZdtttW3WtL3zhC5x55pk0NjbSv39/Bg8eDED37t259tprGTlyJO+88w4A3/jGN9hnn32YPHky5557Lm+99RZbb70199xzD5/73OdoampiwIABZCbdu3fnpz/96Vqv26VLF66++mqOPfZYdtllFw499NBVy7eff/75jBo1im9/+9scddRRrXofo0ePprGxkQEDBnD66aczZswYtthiCzp37szEiRNbdY71Ea0dMtxUDBw4MFvzEF5r9Bp3x3of0zT+2I1ybUmSJNXW008/zYc+9KF6l6Eaa+6fc0Q8lpktfsmW0/wkSZIkqQSn+UmSJEmbibvuuouxY8eu1ta7d29uu+22OlXUsRmmJEmSpM3E8OHD37fSnspzmp8kSZIklWCYkiRJkqQSDFOSJEmSVILPTEmSJEmtsP91+2/U8z056smNej61PUemJEmSpHZoyZIlXHnllevs09TUxI033tjiuZqamujbt+9Gv/7aHHLIIaWO62hqFqYiYt+ImFX189eI+HJEdI2IaRExr/i9c9E/IuKKiJgfEbMjYkDVuUYV/edFxKiq9o9ExJPFMVdERNTq/UiSJEltaWOGqVpdf00rVqwA4KGHHqpFSe1OzcJUZj6Tmf0zsz/wEeBN4DZgHHBvZvYB7i22AY4B+hQ/o4GJABHRFbgYOBAYDFy8MoAVfUZXHTeiVu9HkiRJakvjxo3jueeeo3///owZM4YxY8bQt29f9t9/fyZPnryqz29+8xv69+/PhAkTaGpq4rDDDmPAgAEMGDCg1aFm7ty5DB48mP79+9PY2Mi8efPed/3MbLaG+++/nyOPPJJTTjmF/fevTIXcbrvtVp37sssuY9CgQTQ2NnLxxRcD8MYbb3DsscfSr18/+vbtu+pcHU1bPTM1DHguM1+IiOOBI4r264D7gbHA8cD1mZnAIxGxU0TsVvSdlpmLASJiGjAiIu4HdsjMh4v264FPAr9oo/ckSZIk1cz48eOZM2cOs2bNYsqUKVx11VU88cQTvPLKKwwaNIihQ4cyfvx4Lr/8cn7+858D8OabbzJt2jS6dOnCvHnzGDlyJDNnzmzxWldddRVf+tKXOPXUU3n33XdZsWLFatcHmDJlCrNmzXpfDQCPPvooc+bMoXfv3qud9+6772bevHk8+uijZCaf+MQnmD59OosWLWL33XfnjjvuAGDp0qUb89a1mbYKUycDNxWve2TmHwEy848R8YGifQ/gpapjFhZt62pf2Ez7+0TEaCojWOy1114b9EYkSZKktvbAAw8wcuRIGhoa6NGjB4cffjgzZsxghx12WK3fe++9xznnnMOsWbNoaGjg2WefbdX5Dz74YC655BIWLlzIpz71Kfr06bNeNQwePPh9QQoqYeruu+/mgAMOAOD1119n3rx5HHbYYXzlK19h7NixHHfccRx22GEl7kr91XwBiojYEvgEcGtLXZtpyxLt72/MvDozB2bmwO7du7dQhiRJktS+VCZvtWzChAn06NGDJ554gpkzZ/Luu++26rhTTjmFqVOnsvXWWzN8+HDuu+++9aph2223XWvdF1xwAbNmzWLWrFnMnz+fs846i3322YfHHnuM/fffnwsuuICvf/3rraqzvWmLkaljgN9l5p+L7T9HxG7FqNRuwF+K9oXAnlXH9QReLtqPWKP9/qK9ZzP9JUmSpI2urZcy33777Vm2bBkAQ4cO5Xvf+x6jRo1i8eLFTJ8+ncsuu4w//OEPq/pAZbpcz5492WKLLbjuuutWLQjRkgULFrD33ntz3nnnsWDBAmbPnk2/fv1WO/faavj973+/1vMOHz6cr371q5x66qlst912/OEPf6Bz584sX76crl27ctppp7Hddttx7bXXlrtJddYWYWokf5/iBzAVGAWML37fXtV+TkTcTGWxiaVF4LoL+GbVohNHAxdk5uKIWBYRBwG/BU4HvlP7tyNJkiTVXrdu3RgyZAh9+/blmGOOobGxkX79+hERXHrppey6665069aNTp060a9fP8444wzOPvtsPv3pT3Prrbdy5JFHrnXEaE2TJ0/mhhtuoHPnzuy6665cdNFFdO3adbXrX3rppTz88MPvq2FdYeroo4/m6aef5uCDDwYqC1PccMMNzJ8/nzFjxrDFFlvQuXNnJk6cuFHuWVuL1g4Zljp5xDZUnnfaOzOXFm3dgFuAvYAXgROLYBTAd6msyPcmcGZmziyO+SxwYXHaSzLzB0X7QOBaYGsqC0+cmy28oYEDB2ZrHsJrjV7j7ljvY5rGH7tRri1JkqTaevrpp/nQhz5U7zJUY839c46IxzJzYEvH1nRkKjPfBLqt0fYqldX91uybwBfXcp5JwKRm2mcC6/ftY5IkSZK0EbTVan6SJEmS6uyuu+5i7Nixq7X17t2b2267rU4VdWyGKUmSJGktMpPK0yibhuHDhzN8+PB6l9FubOgjTzVfGl2SJEnqiLp06cKrr766wX/hVvuUmbz66qt06dKl9DkcmZIkSZKa0bNnTxYuXMiiRYvqXYpqpEuXLvTs2bPljmthmJIkSZKa0blzZ3r37l3vMtSOOc1PkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSDFOSJEmSVIJhSpIkSZJKMExJkiRJUgmGKUmSJEkqwTAlSZIkSSV0qncB2vz0GnfHeh/TNP7YGlQiSZIklefIlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSDFOSJEmSVIJhSpIkSZJKMExJkiRJUgk1DVMRsVNE/Dgifh8RT0fEwRHRNSKmRcS84vfORd+IiCsiYn5EzI6IAVXnGVX0nxcRo6raPxIRTxbHXBERUcv3I0mSJEkr1Xpk6r+BX2bmfkA/4GlgHHBvZvYB7i22AY4B+hQ/o4GJABHRFbgYOBAYDFy8MoAVfUZXHTeixu9HkiRJkgDoVKsTR8QOwFDgDIDMfBd4NyKOB44oul0H3A+MBY4Hrs/MBB4pRrV2K/pOy8zFxXmnASMi4n5gh8x8uGi/Hvgk8ItavSepnnqNu2O9j2kaf2wNKpEkSRLUdmRqb2AR8IOIeDwivh8R2wI9MvOPAMXvDxT99wBeqjp+YdG2rvaFzbS/T0SMjoiZETFz0aJFG/7OJEmSJG32ahmmOgEDgImZeQDwBn+f0tec5p53yhLt72/MvDozB2bmwO7du6+7akmSJElqhVqGqYXAwsz8bbH9Yyrh6s/F9D2K33+p6r9n1fE9gZdbaO/ZTLskSZIk1VzNwlRm/gl4KSL2LZqGAU8BU4GVK/KNAm4vXk8FTi9W9TsIWFpMA7wLODoidi4WnjgauKvYtywiDipW8Tu96lySJEmSVFM1W4CicC7wo4jYElgAnEklwN0SEWcBLwInFn3vBD4OzAfeLPqSmYsj4j+BGUW/r69cjAL4AnAtsDWVhSdcfEKSJElSm6hpmMrMWcDAZnYNa6ZvAl9cy3kmAZOaaZ8J9N3AMiVJkiRpvdX6e6YkSZIkaZNkmJIkSZKkEgxTkiRJklSCYUqSJEmSSjBMSZIkSVIJhilJkiRJKqHW3zMlSXXVa9wd631M0/hja1CJJEna1DgyJUmSJEklGKYkSZIkqQTDlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSDFOSJEmSVEKnehcgSWqfeo27Y72PaRp/bA0qkSSpfXJkSpIkSZJKMExJkiRJUglO85MkaSNyeqQkbT4cmZIkSZKkEgxTkiRJklSCYUqSJEmSSvCZKUmSVHc+ayapI3JkSpIkSZJKMExJkiRJUgmGKUmSJEkqoaZhKiKaIuLJiJgVETOLtq4RMS0i5hW/dy7aIyKuiIj5ETE7IgZUnWdU0X9eRIyqav9Icf75xbFRy/cjSZIkSSu1xcjUkZnZPzMHFtvjgHszsw9wb7ENcAzQp/gZDUyESvgCLgYOBAYDF68MYEWf0VXHjaj925EkSZKk+kzzOx64rnh9HfDJqvbrs+IRYKeI2A0YDkzLzMWZ+RowDRhR7NshMx/OzASurzqXJEmSJNVUrcNUAndHxGMRMbpo65GZfwQofn+gaN8DeKnq2IVF27raFzbT/j4RMToiZkbEzEWLFm3gW5IkSZKk2n/P1JDMfDkiPgBMi4jfr6Nvc887ZYn29zdmXg1cDTBw4MBm+0iSJEnS+qjpyFRmvlz8/gtwG5Vnnv5cTNGj+P2XovtCYM+qw3sCL7fQ3rOZdkmSJEmquZqFqYjYNiK2X/kaOBqYA0wFVq7INwq4vXg9FTi9WNXvIGBpMQ3wLuDoiNi5WHjiaOCuYt+yiDioWMXv9KpzSZIkSVJN1XKaXw/gtmK18k7AjZn5y4iYAdwSEWcBLwInFv3vBD4OzAfeBM4EyMzFEfGfwIyi39czc3Hx+gvAtcDWwC+KH0mSpM1Cr3F3rPcxTeOPrUEl0uapZmEqMxcA/ZppfxUY1kx7Al9cy7kmAZOaaZ8J9N3gYiVJkiRpPdVjaXRJkiRJ6vAMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSOtW7AEmSJKkt9Rp3x3of0zT+2BpUoo7OkSlJkiRJKsEwJUmSJEklGKYkSZIkqQTDlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSqh1WEqIg6NiDOL190jonftypIkSZKk9q1VYSoiLgbGAhcUTZ2BG2pVlCRJkiS1d60dmfpn4BPAGwCZ+TKwfa2KkiRJkqT2rrVh6t3MTCABImLb2pUkSZIkSe1fa8PULRHxPWCniPg8cA/wv7UrS5IkSZLat06t6ZSZl0fEx4C/AvvSmEG7AAAgAElEQVQCF2XmtJpWJkmSJEntWIthKiIagLsy86OAAUqSJEmSaMU0v8xcAbwZETu2QT2SJEmS1CG0apof8DbwZERMo1jRDyAzz6tJVZIkSZLalV7j7ljvY5rGH1uDStqP1oapO4ofSZIkSRKtX4DiuojYEtinaHomM9+rXVmSJEmS1L61KkxFxBHAdUATEMCeETEqM6fXrjRJkiRJar9a+z1T/wUcnZmHZ+ZQYDgwoTUHRkRDRDweET8vtntHxG8jYl5ETC5GvIiIrYrt+cX+XlXnuKBofyYihle1jyja5kfEuFa+F0mSJEnaYK0NU50z85mVG5n5LNC5lcd+CXi6avtbwITM7AO8BpxVtJ8FvJaZH6QS1L4FEBEfBk4G/gkYAVxZBLQG4H+AY4APAyOLvpIkSZJUc60NUzMj4pqIOKL4+V/gsZYOioiewLHA94vtAI4Cflx0uQ74ZPH6+GKbYv+wov/xwM2Z+U5mPg/MBwYXP/Mzc0FmvgvcXPSVJEmSpJprbZj6AjAXOI/KSNNTwL+04rj/Dzgf+Fux3Q1YkpnLi+2FwB7F6z2AlwCK/UuL/qva1zhmbe3vExGjI2JmRMxctGhRK8qWJEmSpHVrbZjqBPx3Zn4qM/8ZuAJoWNcBEXEc8JfMrB7Bima6Zgv71rf9/Y2ZV2fmwMwc2L1793VULUmSJEmt09owdS+wddX21sA9LRwzBPhERDRRmYJ3FJWRqp0iYuUqgj2Bl4vXC4E9AYr9OwKLq9vXOGZt7ZIkSZJUc60NU10y8/WVG8XrbdZ1QGZekJk9M7MXlQUk7svMU4FfAScU3UYBtxevpxbbFPvvy8ws2k8uVvvrDfQBHgVmAH2K1QG3LK4xtZXvR5IkSZI2SKu+Zwp4IyIGZObvACJiIPBWyWuOBW6OiG8AjwPXFO3XAD+MiPlURqROBsjMuRFxC5XntJYDX8zMFUUd5wB3UZlyOCkz55asSZIkSZLWS2vD1JeBWyPiZSrPJe0OnNTai2Tm/cD9xesFVFbiW7PP28CJazn+EuCSZtrvBO5sbR2SJEmStLGsc5pfRAyKiF0zcwawHzCZyujQL4Hn26A+SZIkSWqXWnpm6nvAu8Xrg4ELqXxR7mvA1TWsS5IkSZLatZam+TVk5uLi9UnA1Zk5BZgSEbNqW5okSZIktV8tjUw1VC1jPgy4r2pfa5+3kiRJkqRNTkuB6Cbg1xHxCpXV+34DEBEfBJbWuDZJkiRJarfWGaYy85KIuBfYDbi7+N4nqIxonVvr4iRJkiSpvWpxql5mPtJM27O1KUeSJEmSOoaWnpmSJEmSJDXDMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSDFOSJEmSVIJhSpIkSZJKMExJkiRJUgmGKUmSJEkqwTAlSZIkSSUYpiRJkiSpBMOUJEmSJJVgmJIkSZKkEgxTkiRJklSCYUqSJEmSSjBMSZIkSVIJhilJkiRJKsEwJUmSJEklGKYkSZIkqQTDlCRJkiSVYJiSJEmSpBIMU5IkSZJUQqd6F7DZ+dqOJY5ZuvHrkCRJkrRBHJmSJEmSpBJqFqYioktEPBoRT0TE3Ij4j6K9d0T8NiLmRcTkiNiyaN+q2J5f7O9Vda4LivZnImJ4VfuIom1+RIyr1XuRJEmSpDXVcmTqHeCozOwH9AdGRMRBwLeACZnZB3gNOKvofxbwWmZ+EJhQ9CMiPgycDPwTMAK4MiIaIqIB+B/gGODDwMiiryRJkiTVXM3CVFa8Xmx2Ln4SOAr4cdF+HfDJ4vXxxTbF/mEREUX7zZn5TmY+D8wHBhc/8zNzQWa+C9xc9JUkSZKkmqvpM1PFCNIs4C/ANOA5YElmLi+6LAT2KF7vAbwEUOxfCnSrbl/jmLW1N1fH6IiYGREzFy1atDHemiRJkqTNXE3DVGauyMz+QE8qI0kfaq5b8TvWsm9925ur4+rMHJiZA7t3795y4ZIkSZLUgjZZzS8zlwD3AwcBO0XEyiXZewIvF68XAnsCFPt3BBZXt69xzNraJUmSJKnmarmaX/eI2Kl4vTXwUeBp4FfACUW3UcDtxeupxTbF/vsyM4v2k4vV/noDfYBHgRlAn2J1wC2pLFIxtVbvR5IkSZKq1fJLe3cDritW3dsCuCUzfx4RTwE3R8Q3gMeBa4r+1wA/jIj5VEakTgbIzLkRcQvwFLAc+GJmrgCIiHOAu4AGYFJmzq3h+5EkSZKkVWoWpjJzNnBAM+0LqDw/tWb728CJaznXJcAlzbTfCdy5wcVKkiRJ0npqk2emJEmSJGlTY5iSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSOtW7AKlVvrZjiWOWbvw6JEmSpIIjU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEl0aXJKne/PoHSeqQDFOSJEmbE8O7tNE4zU+SJEmSSnBkSpIkSWqJI3pqhiNTkiRJklSCYUqSJEmSSnCanyRp43EajCRpM+LIlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCa7mJ0lrKrMiHbgqnSRJmxlHpiRJkiSphJqFqYjYMyJ+FRFPR8TciPhS0d41IqZFxLzi985Fe0TEFRExPyJmR8SAqnONKvrPi4hRVe0fiYgni2OuiIio1fuRJEmSpGq1nOa3HPi3zPxdRGwPPBYR04AzgHszc3xEjAPGAWOBY4A+xc+BwETgwIjoClwMDASyOM/UzHyt6DMaeAS4ExgB/KKG70nqWPwCVUmSpJqp2chUZv4xM39XvF4GPA3sARwPXFd0uw74ZPH6eOD6rHgE2CkidgOGA9Myc3ERoKYBI4p9O2Tmw5mZwPVV55IkSZKkmmqTZ6YiohdwAPBboEdm/hEqgQv4QNFtD+ClqsMWFm3ral/YTHtz1x8dETMjYuaiRYs29O1IkiRJUu1X84uI7YApwJcz86/reKypuR1Zov39jZlXA1cDDBw4sNk+kiSpg3Eqs6Q6q+nIVER0phKkfpSZPyma/1xM0aP4/ZeifSGwZ9XhPYGXW2jv2Uy7JEmSJNVcLVfzC+Aa4OnM/HbVrqnAyhX5RgG3V7WfXqzqdxCwtJgGeBdwdETsXKz8dzRwV7FvWUQcVFzr9KpzSZIkSVJN1XKa3xDgM8CTETGraLsQGA/cEhFnAS8CJxb77gQ+DswH3gTOBMjMxRHxn8CMot/XM3Nx8foLwLXA1lRW8XMlP0mSJEltomZhKjMfoPnnmgCGNdM/gS+u5VyTgEnNtM8E+m5AmZIkSZJUSpus5idJkiRJmxrDlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKmETvUuQJIkSdIm6ms7ljhm6cavo0YcmZIkSZKkEgxTkiRJklSCYUqSJEmSSjBMSZIkSVIJhilJkiRJKsEwJUmSJEklGKYkSZIkqQTDlCRJkiSVYJiSJEmSpBIMU5IkSZJUgmFKkiRJkkowTEmSJElSCYYpSZIkSSrBMCVJkiRJJRimJEmSJKkEw5QkSZIklWCYkiRJkqQSDFOSJEmSVIJhSpIkSZJKMExJkiRJUgk1C1MRMSki/hIRc6raukbEtIiYV/zeuWiPiLgiIuZHxOyIGFB1zKii/7yIGFXV/pGIeLI45oqIiFq9F0mSJElaUy1Hpq4FRqzRNg64NzP7APcW2wDHAH2Kn9HARKiEL+Bi4EBgMHDxygBW9Bldddya15IkSZKkmqlZmMrM6cDiNZqPB64rXl8HfLKq/fqseATYKSJ2A4YD0zJzcWa+BkwDRhT7dsjMhzMzgeurziVJkiRJNdfWz0z1yMw/AhS/P1C07wG8VNVvYdG2rvaFzbRLkiRJUptoLwtQNPe8U5Zob/7kEaMjYmZEzFy0aFHJEiVJkiTp79o6TP25mKJH8fsvRftCYM+qfj2Bl1to79lMe7My8+rMHJiZA7t3777Bb0KSJEmS2jpMTQVWrsg3Cri9qv30YlW/g4ClxTTAu4CjI2LnYuGJo4G7in3LIuKgYhW/06vOJUmSJEk116lWJ46Im4AjgF0iYiGVVfnGA7dExFnAi8CJRfc7gY8D84E3gTMBMnNxRPwnMKPo9/XMXLmoxReorBi4NfCL4keSJEmS2kTNwlRmjlzLrmHN9E3gi2s5zyRgUjPtM4G+G1KjJEmSJJXVXhagkCRJkqQOxTAlSZIkSSUYpiRJkiSpBMOUJEmSJJVgmJIkSZKkEgxTkiRJklSCYUqSJEmSSqjZ90xJkqTa2f+6/df7mCdHPVmDSiRp82WY0ibLv2hIkiSplpzmJ0mSJEklGKYkSZIkqQTDlCRJkiSV4DNTkiRJktqNjvTcuyNTkiRJklSCYUqSJEmSSjBMSZIkSVIJhilJkiRJKsEwJUmSJEklGKYkSZIkqQTDlCRJkiSV4PdMdQAdaa19SZIkaXPhyJQkSZIklWCYkiRJkqQSDFOSJEmSVILPTElajc/oqa3575wkqaMyTEnSRmIokCRp82KYkiRJmw0/9JC0MfnMlCRJkiSVYJiSJEmSpBIMU5IkSZJUgs9MSZIkaZ181kxqXocfmYqIERHxTETMj4hx9a5HkiRJ0uahQ49MRUQD8D/Ax4CFwIyImJqZT9W3MkmSJG3uHNHb9HX0kanBwPzMXJCZ7wI3A8fXuSZJkiRJm4GOHqb2AF6q2l5YtEmSJElSTUVm1ruG0iLiRGB4Zn6u2P4MMDgzz12j32hgdLG5L/BMmxbaersAr9S7iA7I+1aO960c71s53rdyvG/leN/K8b6V570rpz3ft3/IzO4tderQz0xRGYnas2q7J/Dymp0y82rg6rYqqqyImJmZA+tdR0fjfSvH+1aO960c71s53rdyvG/leN/K896Vsynct44+zW8G0CciekfElsDJwNQ61yRJkiRpM9ChR6Yyc3lEnAPcBTQAkzJzbp3LkiRJkrQZ6NBhCiAz7wTurHcdG0m7n4rYTnnfyvG+leN9K8f7Vo73rRzvWznet/K8d+V0+PvWoRegkCRJkqR66ejPTEmSJElSXRimJEmSJKkEw5QkSZIkldDhF6DoyCJiSGY+2FKbVhcR/wgszMx3IuIIoBG4PjOX1LcybeoiYgtgu8z8a71r6Sgi4hPA0GLz15n5s3rW01FExB7AP1D153RmTq9fRdrURMQOmfnXiOja3P7MXNzWNUkdkQtQ1FFE/C4zB7TUptVFxCxgINCLyrL4U4F9M/Pj9ayro4iIvsCHgS4r2zLz+vpV1L5FxI3AvwArgMeAHYFvZ+ZldS2sA4iI/wcMBn5UNI0EZmbmBfWrqv2LiG8BJwFPUfn3DiAz8xP1q6r9i4hfAe/7S01mHlWHctq9iPh5Zh4XEc9TuW9RtTszc+86ldYhRMTPeP+/b0uBmcD3MvPttq+q/Ss+EP9nYE9gOTAPuCkzl9a1sA1gmKqDiDgYOAT4MjChatcOwD9nZr+6FNZBrAycETEGeDszvxMRj2fmAfWurb2LiIuBI6iEqTuBY4AHMvOEetbVnkXErMzsHxGnAh8BxgKPZWZjnUtr9yJiNtA/M/9WbDcAj3vv1i0ingEaM/OdetfSkUTER6o2uwCfBpZn5vl1KkmbsIj4b6A7cFPRdBLwJ2BrYIfM/Ey9amuvIuI84P8AvwY+DswCXqMSrs7OzPvrV115TvOrjy2B7ajc/+2r2v8K+Jfalr0XESOBUVT+owToXMd6OpITgH5U/kJ7ZkT0AL5f55rau84R0Rn4JPDdzHwvIvwUqvV2AlZOF9qxnoV0IAuo/D/NMLUeMvOxNZoejIhf16WYDsZppaUckJlDq7Z/FhHTM3NoRMytW1Xt2+epfMC2IiK+DdyZmUdExPeA24EO+aG4YaoOMvPXwK8j4trMfKHe9XRAZ1KZdnVJZj4fEb2BG+pcU0fxVmb+LSKWR8QOwF8Ap3Ks2/eAJuAJYHpE/AOVDz7Usv8HPF5Mvwoqz045xa9lbwKzIuJeqgJVZp5Xv5LavzWe/dmCykjyrnUqp8NY27RSwDC1bt0jYq/MfBGg+LOhe7Hv3fqV1e51ovLv2VYUAwqZ+WLxoWWHZJiqr60i4moqz/5Ufxrk/O51yMyngPOqtp8Hxtevog5lZkTsBPwvled/XgcerW9J7VtmXgFcUdX0QkQcWa96OpLMvCki7gcGUQlTYzPzT/WtqkOYWvxo/TzG35/9WQ48D5xV14o6hk9See7YkdD182/AAxHxXLG9N3B2RGwLXFe/stq17wMzIuIRKh+ufQsgIrrz9xkMHY7PTNVRRDwBXEXlD4CVnwY1N1VBVSKiD5VPvNdcRMERlvUQEb2ozOueXedS2rWIuKi59sz8elvX0tFExBBgVma+ERGnAQOA/3ZEXmo/IuIXwImZ+Xq9a+lIIqILlUA1kMoU5mnABBeeWLeI+CfgQ8CczPz9WvrsnJmvtW1l5TkyVV/LM3NivYvogH4AXExl8Y4jqUz7i3UesZmLiLWuEBkRAzLzd21ZTwfzRtXrLsBxwNN1qqWjmQj0i4h+wBhgEnA9cHhdq2rn/MConIg4vbl2VyttkdNKy7meypTvlTMXRgI/BE6sW0UdQGbOBVp6puxeKh++dQiGqTqomtf9s4g4G7iN1f8H1mGHOtvI1pl5b0RE8Qn31yLiN1QClpr3X8XvLlQ+RXuCSgBtBH4LHFqnutq9zPyv6u2IuBynYLXW8szMiDgeuCIzr4mIUfUuqgPwA6NyBlW97gIMA35H5S+9WjunlZaz7xqrL/+qmHGkDdeh/n9nmKqP6nndUPnEdqXEBQFa8nbx5anzIuIc4A/AB+pcU7uWmUcCRMTNwOjMfLLY7gt8pZ61dUDb4H+jrbUsIi4ATgOGFkujd9iHjNuQHxiVkJnnVm9HxI5URgq0Dpnp8z3lPB4RB2XmIwARcSDwYJ1r2lR0qGeQDFN1kJm9611DB/dlKn+hPQ/4T+AoKsukq2X7rQxSAJk5JyL617Og9i4inuTv/2NvoLJak89Ltc5JwCnAWZn5p4jYC/DLjlvmB0Ybx5tAn3oX0d45rbS0A4HTI+LFYnsv4OmVf2b4fXqbDxegqKOI+FQzzUuBJzPzL21djzZ9EXETlWeAbqASEE4DtsvMkXUtrB0rlrtdaTnw58xcXq96tOmLiEFUnsvbicoHRjsAl638BFzNi4if8fcPPragEg5uycxx9auq/YuIB/j7tNL/QzGtNDMdCV2HNf5seB8X2ikvIh7PzA7znVOGqTqKiDuAg4FfFU1HAI8A+wBfz0ynJzQjIgYC/877v2DQT4FaUKw+9P+3d+/Bdlb1Gce/T7grAaRcSh0h4SYEAi2EAiEBgqJUC0MEsQ46IoporYRSGVsLk1ovDCioUAXBNpRLFYFAuQmpAkm4BkIg4VouFlrKZcqlDbQghKd/rHeTnZCcc3IgZ503+/nM7DnnfffeZx42O+fs37vW+q0vUVqSQtlH5Mx0H1q+pfau6Vho+7UhD9MyzQWjkymjKmputr1e1WDDnKQtbT9WO0fbSOpubPI68Ljt/6iVpy0kzbW9q6QFtsc252bbnlg7W6y6msZEnffYbNv3dN23YZv6B2SaX11vANvbfgZA0qaU7le7Uz7kpphatgsp68wWUF7DGCDbr0j6EXA95bV7yHY2F+zbXcD7gBcoxcAGwFOSngWOylYGfToFONB2uh+umHMlvRe4g/K3YHb39NxYNtsza2doqUwrjSElaQpwFDC9OXWBpLNtnwHta8SWkamKuq8CNceiTPHbsW1DnENJ0k22031uECR9lLK32aOUwmA0cLTtX1YNNoxJOgu4zPZ1zfGHgAOAX1D2TNq9Zr7hTNLNtveqnaONJK1J6U63L3A0ZTruskZJe56khSx7wXpGQgcg00pjqEmaD+xp++Xm+N3ArW2dYZSRqbpmS7oKuLg5PgSY1bypXqwXa9ibKumnlH0IulvKT1/+U6JxKjDJ9iMAkrYCrgZSTC3fONtf7BzYniHpO7aPk7RWzWAtcKeki4DLyb/VAZM0gTL9ZSLlA+5VwOyqoYYx2yNrZ2gjSefb/jQw3vYdwEuU9VIRK5uARV3Hi2hZO/RuKabq+jKlgNqL8iY6D7jUZbhwUs1gw9xnge0oLZY70/zM4uHiWL5nO4VU4zEgzU769rykrwE/b44/AbzQtPnONNO+rUfpqPahrnP5t9q/mcCdlA5r12QqbqwkuzZNFI6UdB5LfZht21SraJVpwO2SLmuODwb+vmKetyXT/KJ1lp4eGf3r6hy5P6Vxxy8oH2o/Tlk39Re1sg13kjaidLqaQPmwcRPwDUrnzc2XKk4j3jZJG1Ausu1Nmer3BmUKzIlVg8UqRdIxlIZEW1LWSXUXU05r9FiZJO3C4r+rs2zPqxxp0FJMVdBZ87OMed6Z3z0Aks4Bvm/7/tpZ2kLStD7utu0jhyxMS0laD3jD9ku1s7RF0z3yc8AOLLl/Td5v/ZC0PbAPZarfeOAJ2/v0/ayIFSfpTNtfqp0jeoekHwIX2b6ldpZ3QoqpaB1JDwBbAb+hrMPoFKGtXLgYw5uksZQpuJ3F//8FfMb2vfVStYOki4EHKRv3/i1wOPCA7SlVgw1zkh4FHqKsk7oJuD1T/WJlk7QJS170eKKPh0cMmqTPUKbMbwtcRims7qybavBSTFXStCGdb3vH2lnaZnkb5WWDvP5JGg18BRjFknt0HVQr03An6Rbgr23f0BzvC3zH9viqwVqg05VU0nzbO0laA7jO9n61sw1nzfqVKbZfaI7fA5yaEb1YGSQdCJwG/B5lDe0WlIseO1QNFqu8Zh/HQ4A/oUyb36ZypEFJA4pKbL8h6R5Jm+fqzwrLFYDBu5yyyPNK0jxhoN7dKaQAbN/YdNyM/nU2Nn5R0o7A05RCPvo2tlNIAdh+QVK2yoiV5VvAHsCvmosfk4BPVs4UvWFrSkOxUUBrl26kmKprM+A+SXOAlzsnM0rQr6spBZUoUxJGU6bE5Cpa/16xfXrtEC3zmKQTWbyJ9qcoU0yjf2c3oyonAFcA6wJpotC/EZLe0zUytSH5ex0rz2u2n5M0QtII2zdIOrl2qFh1Ne+vyZSOwhcB37Td2i2B8su5rm/UDtBGS3fyazrCHF0pTtv8UNJUYAZL7vtzV71Iw1PXHiyzKVfNplMK+JlkL5Y+STqu67DzWv2o+ZpRvf6dCtwi6RLKhaPDgG/XjRSrsBclrQvMAi6U9CzweuVMsWp7nDIiOsr2NEmbS9rW9pzawQYja6YqkHQscDMwz3Z+Yb0DJN1le5faOYY7SScBnwYepWuPrqxheStJ9wN/RBlRmUTT6KRzf/ZgWb6mYAd4P6W19xXN8YGUFrifrxKsRSSNAfajvO9+ne6lsbI005ZfobzXDgfWBy60/VzVYLHKknQm5TPIfra3b2YwzLC9W+Vog5JiqgJJ36O0ut0OmA/cQimubs0HtP4tddV7BLAL8Du2P1wpUmtIehDYKZ3B+reMPVjevIvswTIgkmYAh9he2ByPBC62fUDdZBERUUvnAninSVFz7h7bO9fONhiZ5leB7a8CSFoTGEcprI4EzpH0ou0xNfO1wMiu71+nrKG6tFKWtrkH2IDSsSn60KwtOz17sLwtmwPdhftvSQOKiGGha6/LJUbdIXtexkr3mqTVaN53kjamxU2xUkzVtQ6wHmVIfX3gP4EFVRO1gO2sNRu8TYEHJd3Bkmum0vRkOVJIvS3nA3MkXUb5ozkZ+Me6kSICwPbI/h8VsVKcTtlfahNJ3wYOpTQqaqVM86tA0tmUznMLgduB24DbulvhxltJupI+2qKnIOifpH2Wdd72zKHOEr2haRAzsTmcZXtezTwRsSRJewD3dU3HXRfYwfbtdZPFqkzSdsAHWLwu9IHKkQYtxVQFkq4FNgLupayXuhW41/mf0aeuQuBjwO8CFzTHnwT+zfbXqwSLiIhoKUnzgF06n0EkjQDuTFOniIFJMVWJJFFGp8Y3tx2B5ylNKKb29dxeJ2mW7b37Oxdv1VyBPAPYHlgTWA14OXPjIyJ6k6S7bf/+Uufm296pVqaINhlRO0CvcnEvcA3wS0o3v62AKVWDtcPGkt7spCZpNLBxxTxt8neUkbyHKWv2Pt+ci4iI3vSYpGMkrdHcplA2U42IAUgDigqalsvjgb2A12jaogP/QBpQDMSfAzdK6vyyH0U27R0w249IWs32ImCapFtqZ4qIiGq+SGkIcAJlXfKvgS9UTRTRIpnmV4Gk02j2lrL9VO08bSRpLco+XQAP2n61r8dHIWkW8EHgp8DTwFPAEW3d2yEiIiKiphRTlTV99jela5TQ9hP1ErWDpPGUEanu1+28aoFaQtIWlD2m1qCM8K0P/Nj2I1WDRUREFZJOAb4F/B9wLbAzcKztC/p8YkQAKaaqkvQVYCrwDIs3K3MWffZN0vmU9WV3A4ua07Z9TL1UERER7dNpQCFpMnAw5ULbDZmxEDEwWTNV1xTg/bafqx2kZcYBY9JKfuAkLaDvPbpSwEdE9KY1mq8fAX5m+/nScDgiBiLFVF3/Dvx37RAtdC9ln6msNxu4P64dICIihqUrJD1Imeb3p5I2Bl6pnCmiNVJM1fUYpSvd1cCbDRRsn1YvUitsBNwvaQ5Lvm4H1Ys0vNl+vHaGiIgYlu4CzgSeBP4K2Bs4rmqiiBZJMVXXE81tzeYWA/M3tQO0jaSFLHuanyjrzbJpb0REbzrR9k6SJgAfBr4HnAbsXjdWRDukAUW0jqQjgdm2H66dJSIios0kzbP9B5JOAhbY/qfOudrZItogI1MVSPqB7WMlXckyRgsyXa1fo4BPNW2+5wKzKcXV3VVTRUREtDgAfkYAAAUYSURBVM+Tkn5C2YPw5GYfxxGVM0W0RkamKpC0q+25kvZZ1v22Zw51pjaStA5wFPBV4L22V6scKSIiolUkvQs4gDIq9bCkzYCxtmdUjhbRCimmonUknQDsBawLzANuooxMpbtfRERERAyZFFMV9LHnT6cZQPb86YOku4DXgauBmcBtttPGNSIiIiKGVIqpCpq1PsuVNtb9kzQSmNDcDgOesT2hbqqIiIiI6CVpQFFBd7EkaVNgt+Zwju1n66RqD0k7AhOBfYBxlM2PZ1cNFRERERE9JyNTFUk6DPgucCNlit9E4Hjbl9TMNdw1mxzPohRQd9h+rXKkiIiIiOhBKaYqknQPsH9nNErSxsCvbO9cN1lERERERPQn0/zqGrHUtL7nyN4O/ZK0DXASMAZYu3Pe9pbVQkVEREREz0kxVde1kq4DftYcfwK4pmKetpgGTAW+D0wCPkuZJhkRERERMWQyza8CSVsDm9q+WdLHKB3pBLwAXGj70aoBhzlJc23vKmmB7bHNudm2J9bOFhERERG9IyNTdfwA+DqA7enAdABJ45r7DqwXrRVekTQCeFjSnwFPAptUzhQRERERPSYjUxVIutf2jsu5783Rllg2SbsBDwAbAN8E1gdOsX1b1WARERER0VNSTFUg6RHbW6/ofRERERERMXxkml8dd0g6yvY53SclfQ6YWylTa0jaFjge2IKu97Dt/aqFioiIiIiek5GpCiRtClwG/JbFxdM4YE1gsu2na2Vrg2Z/rrMor92iznnbKUQjIiIiYsikmKpI0iSgs3bqPtvX18zTFp1ufrVzRERERERvSzEVrSFpw+bbY4BnKaN7r3but/18jVwRERER0ZtSTEVrSPoNYJbcoPfNN7DtLYc8VERERET0rBG1A0QMlO3RTcH0NWBn26OBacA9wKFVw0VEREREz0kxFW10gu3/kTQB2B84FzizbqSIiIiI6DUppqKNOh38PgqcZfufKZ0QIyIiIiKGTIqpaKMnJf0EOAy4RtJa5L0cEREREUMsDSiidSS9CzgAWGD7YUmbAWNtz6gcLSIiIiJ6SIqpiIiIiIiIQcjUqIiIiIiIiEFIMRURERERETEIKaYiIqKnSDpY0piu4xsljauZKSIi2inFVERE9JqDgTH9PmoAJK3+TvyciIhopxRTERHRepIulzRX0n2SvtCce6nr/kMlnStpPHAQ8F1Jd0vaqnnIxyXNkfSvkiY2z1lb0jRJCyTNkzSpOX+EpIslXQmki2hERA/LFbWIiFgVHGn7eUnrAHdIunRZD7J9i6QrgKtsXwIgCWB1238o6SPAVOCDwJeb54yVtB0wQ9K2zY/aE9jJ9vMr9z8rIiKGsxRTERGxKjhG0uTm+/cB26zg86c3X+cCo5rvJwBnANh+UNLjQKeY+pcUUhERkWIqIiJaTdK+lJGkPW3/r6QbgbWB7o0U1+7nx7zafF3E4r+N6uPxL6940oiIWNVkzVRERLTd+sALTSG1HbBHc/4ZSdtLGgFM7nr8QmDkAH7uLOBwgGZ63+bAQ+9c7IiIaLsUUxER0XbXAqtLmg98E7itOf+XwFXA9cBTXY//OXB801RiK5bvx8BqkhYAFwFH2H61j8dHRESPke3+HxURERERERFLyMhURERERETEIKSYioiIiIiIGIQUUxEREREREYOQYioiIiIiImIQUkxFREREREQMQoqpiIiIiIiIQUgxFRERERERMQgppiIiIiIiIgbh/wGn1LglMBEpngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transform the rows into a nice pandas dataframe\n",
    "top_users = pd.DataFrame(data=[list(x.values()) for x in rows], columns=list(rows[0].keys()))\n",
    "top_users.fillna(0, inplace=True)\n",
    "# Look at the first 10 top scores\n",
    "top_users.sort_values(\"total_score\")[::-1][:10].plot(x=\"author\",y=[\"total_score\", \"total_decendants\", \"total_stories\"], \n",
    "                                                   kind=\"bar\",figsize=(14,6),\n",
    "                                                   title='Top users stats').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "1893fdc9-bd23-4319-8658-890e3082c877",
    "_uuid": "c426d1965f35b048c7cdd2adaeebe4b282fee483"
   },
   "source": [
    "In above cell I have filed the NaN value with 0 and sorted the table using renamed column name `top_score`. After this we can directly plot the bar graph. Here i have limited the plot to 10 rows only this can be extended to 30.\n",
    "\n",
    "For sake of comparison lets see how many total stories are there in Hacker news."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "7dfcd5f9-6031-4eb9-8225-6477f2156acd",
    "_uuid": "ba4d40a7f3bd8d8ceb98c6f34df3819957f18e7a",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "SELECT \n",
    "COUNT(*) as total_stories\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "3ecae94d-3e64-4c70-adb4-5069d7e4260b",
    "_uuid": "71fe1597c4078e34938a029b97aa80f9049a650d",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "\n",
    "iterator = query_job.result(timeout=30)\n",
    "rows = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "3796af7c-912a-42fc-925a-51cfc97b8d01",
    "_uuid": "8433dff213740fbff7a0eeaa5a493d0d15004a95",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "count = pd.DataFrame(data=[list(x.values()) for x in rows], columns=list(rows[0].keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_cell_guid": "0f6e27bd-d77c-45ef-b0b6-856cf43fe851",
    "_uuid": "2267369b3cf78eda54a116072ff326de64483acc",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of stories 1959809\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of stories {}\".format(count.total_stories.values[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "6b9a54be-a48d-4c99-87e7-30298e7399cb",
    "_uuid": "78139dad0babea2ce125da5ef58f58b91364ec8a"
   },
   "source": [
    "Now there might be some authors who have authored many stories but coudnt get enough scores. Lets see users with most stories,  here we wil just change `ORDER BY total_stories DESC` and we will get users will most stories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_cell_guid": "db81ed11-5fbd-4452-8234-acaf819e8874",
    "_uuid": "ffd33e9f5c971093269454ff52f6b6b63ff5b096",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05897093191742897"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "SELECT \n",
    "SUM(score) as total_score, author,\n",
    "SUM(descendants) as total_decendants,\n",
    "count(id) as total_stories\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE author IS NOT NULL\n",
    "GROUP BY author\n",
    "ORDER BY total_stories DESC\n",
    "LIMIT 30\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_cell_guid": "771916a6-7dfc-49ef-afc2-e865604e7fd8",
    "_uuid": "ce2c692b09cb69608ee17db6ea749adae53ef45e",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "rows = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_cell_guid": "f97f9ddc-5bb8-4948-8875-9dde318b787a",
    "_uuid": "80813e605f202b2ea59ce686b15c9c1fbf6aba2b",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Transform the rows into a nice pandas dataframe\n",
    "most_freq_users = pd.DataFrame(data=[list(x.values()) for x in rows], columns=list(rows[0].keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_cell_guid": "14ed9966-15e0-4aac-be78-e77fcd64eb3d",
    "_uuid": "e75c0fc976f8022b2325f7e9d0190de6d506dfb0",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Look at the first 10 top scores\n",
    "most_freq_users.sort_values(\"total_stories\")[::-1][:10].plot(x=\"author\",y=[\"total_score\", \"total_decendants\", \"total_stories\"], \n",
    "                                                   kind=\"bar\",figsize=(14,6),\n",
    "                                                   title='Top users stats').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_cell_guid": "f2882df3-3333-4844-b28c-f4b2e70a578a",
    "_uuid": "991e5f726a1912c7c443f9d976ef4d8ab3f1a67a",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of stories 95671 posted by 30 most active users\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of stories {} posted by 30 most active users\".format(most_freq_users.total_stories.sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_cell_guid": "4c1c8f38-3fd9-4d5a-bec6-9acf2f8646f5",
    "_uuid": "84cfbaf87f0045030f144e8f16eee7c4fa3fb8c3",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage stories posted by 30 most active users : 4.8816491811191804%\n"
     ]
    }
   ],
   "source": [
    "print(\"Percentage stories posted by 30 most active users : {}%\".format(most_freq_users.total_stories.sum()*100/count.total_stories.values[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "70e9f894-8b38-4619-9ee3-dffbb2e19edc",
    "_uuid": "15ee49cab648b99a974cdf44984e70916a9322ec"
   },
   "source": [
    "It is very interesting to see nearly 5% of total stories in Hacker News are authored by just 30 people. So is it dominated by handful of people? I would say no to this answer."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "88ecb902-b796-46bc-998e-4db3ae43b4af",
    "_uuid": "85283d4386adeeefabb12ebf8f5dc4c7757d90d1"
   },
   "source": [
    "# Is the community biased  towards Y Combinator startups?\n",
    "\n",
    "Well that's even tougher question to answer. But we will start by trying to find the score of the top stories in which \"Y combinator\" is mentioned. Then we will compare it with the average scores of stories in which  \"Hacker news\" isnt mentioned. Here we are assuming the startup launched by YCombinator mentions \"Y combinator\" in title of story.\n",
    "\n",
    "So if the average score of those stories are way above the average score of other stories then we can say that the community is biased towards Y Combinator stories or in other words community likes stories of  Y Combinator more as compared to other stories.\n",
    "\n",
    "Here in SQL query we will use `REGEXP_CONTAINS` function which we use as conditional in order to match our given regular expression. For more detail on this function you can visit  [here](https://cloud.google.com/bigquery/docs/reference/standard-sql/functions-and-operators#regexp_contains)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_cell_guid": "ef746a18-12ee-41df-9607-7433dbdaf2b7",
    "_uuid": "bc6696dfeabe9cc5ce07ea6d0242ef9e0ed204c5",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09599658381193876"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Writing query string for our specific need here\n",
    "query = \"\"\"\n",
    "SELECT score, title\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"Y Combinator|YCombinator\")\n",
    "ORDER BY score  DESC\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_cell_guid": "5c5142e9-657a-4aff-80e9-2447df97cf21",
    "_uuid": "39cd988c91ef418bec18e47fc0d5fa3639bfee11",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "HNrows = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_cell_guid": "33dc91e0-a86e-4416-9426-fac8cf0e51b9",
    "_uuid": "8e53066977570e1027fdee34b1e0e3bf6a1cd501",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transform the rows into a nice pandas dataframe\n",
    "HN_scores = pd.DataFrame(data=[list(x.values()) for x in HNrows], columns=list(HNrows[0].keys()))\n",
    "HN_scores.sort_values(\"score\")[::-1][:10].plot(x=\"title\",y=[\"score\"], \n",
    "                                                   kind=\"bar\",figsize=(14,6),\n",
    "                                                   title='Top scoring YC Stories').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_cell_guid": "6dac7b0a-4f6a-4cdd-ab95-4038e9bac2c9",
    "_uuid": "dc9b3964f77a7d88af31a6b1280e74738d3f66b7",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of stories with mention of YC 3117\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of stories with mention of YC {}\".format(len(HN_scores)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "_cell_guid": "9090c625-cc05-4370-bc70-b6253c0ffb50",
    "_uuid": "176d5023f5aaf560f0525c718510643e6de0fc58",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg score of stories with mention of YC 19.32820019249278\n"
     ]
    }
   ],
   "source": [
    "print(\"Avg score of stories with mention of YC {}\".format(HN_scores.score.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "0de984f9-7ab1-42f6-9855-ee81ab282029",
    "_uuid": "c78d5a20a14cab2fa9d607f0eaec8ab7dd81ed63"
   },
   "source": [
    "For sake of comparison lets check the average score of stories which dont mention Hacker news. \n",
    "\n",
    "In order to select those rows which dont mention Hacker news we will use `NOT IN`operator and use nested SQL statement to select `id`column values of those stories which mention Hacker news in title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "_cell_guid": "de2f0ed2-9736-428e-99df-da28855b2329",
    "_uuid": "eb6caef9771408ff3dd770d94bef1af7fb88f059",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11059829872101545"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Writing query string for our specific need here\n",
    "query = \"\"\"\n",
    "SELECT AVG(score) as avg_score\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE id NOT IN (SELECT id FROM `bigquery-public-data.hacker_news.stories` WHERE REGEXP_CONTAINS(title, r\"Y Combinator|YCombinator\")) \n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "_cell_guid": "71360b2f-8b94-441a-be84-d73c4ff8caf4",
    "_uuid": "43438c1f363492a2d303bc3acb2187cbbf06cde2",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "Non_HN_score = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_cell_guid": "7e73e2eb-9269-4c69-85f6-1f691b61fc5d",
    "_uuid": "82fc3447cede011910fb13794fedd269122feca6",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total average score of stories without mention of HN 10.319897919214553\n"
     ]
    }
   ],
   "source": [
    "Non_HN_df = pd.DataFrame(data=[list(x.values()) for x in Non_HN_score], columns=list(Non_HN_score[0].keys()))\n",
    "print(\"Total average score of stories without mention of HN {}\".format(Non_HN_df.avg_score.values[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "c3ed8829-cd07-4d7d-b39a-631bd81e717d",
    "_uuid": "7edc418ba1ff6927c2bdadec82b11b49bbec3d67"
   },
   "source": [
    "There is not much difference in scores so it is safe to assume the users giving scores arent biased at all. This supports the fact that the quality of content determines score."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b8f4b7eb-c94b-47b4-b51c-00bff146db23",
    "_uuid": "49af52b16674380bfca602170e31d3e8b108e526"
   },
   "source": [
    "# Stories of major companies over the year\n",
    "\n",
    "\n",
    "In this section we will analyze stories of few startup companies like Uber HP Tesla Yahoo and facebook. We know the successes and failure of these companies and we will use that to our advantage to form our speculations if the coverage of companies decide the success of a companies.\n",
    "\n",
    "Here in SQL query we are using same `REGEXP_CONTAINS` function used previously and find stories with title having name of companies. We are using this simple method with one SQL command for one company for now, later in this notebook we will use one single regular expression to find title which conain name of all companies this can further save the data needed to be processed. For that we will need to process data later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_cell_guid": "47bc1c03-8f48-4f5b-bde7-7b45aa27c333",
    "_uuid": "bf95440889bc320b28ec2b4eca6b74529f790ca0",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(U|u)ber\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "_cell_guid": "516493c7-40e4-42bb-bff2-61bf4a3a17a7",
    "_uuid": "b4307c73b16d93d2f320c0ce315e449eb45481a1",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "uber_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "_cell_guid": "a3fe94ba-cce4-41c5-9365-a4291d33132c",
    "_uuid": "9ba014d2b8dddfcc1cbcf18af812f12a053cb9cc",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "uber_stories_df = pd.DataFrame(data=[list(x.values()) for x in uber_stories_per_year], columns=list(uber_stories_per_year[0].keys()))\n",
    "uber_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Uber stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "_cell_guid": "896ffc12-c7eb-4a25-a500-9c22517cf72c",
    "_uuid": "dbf57227d9dafbcd81b27545c553b6718b3969d3",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score, \n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(H|h)ewlett(-)(P|p)ackard|HP|hp\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_cell_guid": "25594c14-4d6f-40ba-b6d0-8933027397c1",
    "_uuid": "8946f25880a61caf1d033cfe7e67cd9d5aed966f",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "hp_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_cell_guid": "85b337a2-9ee0-4959-b7d3-c3576d659617",
    "_uuid": "418ebcb766a83e5c69bd5112078cb6a0498d924b",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAGSCAYAAAAGk5ukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xu4XVV97//3hxCNBUQTYrgEBdtoxRACBhQRBFEC1orXCipCtUWr/NDTUwrqUfjZQ08qtvyqj4qoCBQFRIpwBAXUKt4laEAQJQGjBhAjEeQicvH7+2PNTRdhJ2xm9txrX96v59nPXmvM23cNFsn6ZIw5VqoKSZIkSdKjs9GgC5AkSZKkicgwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBYMU5IkSZLUgmFKkjRpJHlXkk8Mug5J0tRgmJIkrVeSlUleuFbbYUm+udY+v09yZ5JbknwqyaaP8jrHJTljQ2qtqn+uqr/ZkHNIkjRShilJ0mj5y6raFNgF2BX4X2N58SQbj+X12hhkjUmmDerakjRZGaYkSaOqqm4EvgjMH257kqOT3JjkjiQ/TbJvkv2BdwGvaUa3rmz23TrJBUnWJFmR5G/7znNcks8lOSPJ74DD1h7dSvKcJN9OcluSK5Ps3bftsCQ3NHX8LMnr1lHv0HXObvb9QZKd+rZvneTcJKub8xy5vhrXOveuzUjexn1tr0yyrHm8UZJjklyf5NYkn00ys2/fc5L8KsntSS5L8sy+bacm+WiSi5LcBeyzjv9kkqSWDFOSpFGVZFvgxcAPh9n2dOAIYNeq2gxYDKysqi8B/wycXVWbVtVQWDkTWAVsDbwK+Ock+/ad8kDgc8ATgE+vda1tgAuB/w3MBP4BODfJ7CSbAB8EDmjqeC6wbD0v60DgnOY8nwE+n2R6ko2A/wtcCWwD7Au8I8nikdRYVZcDtwIv6mt+PfAfzeMjgZcBz2/64LfAh/v2/SIwD3gS8IO1zw+8Fjge2Az4JpKkUWWYkiSNxOeb0Z3bktwGfGRd+9D70P51euFobQ8AjwV2SDK9qlZW1fXDXbAJZc8Djq6qe6pqGfAJ4JC+3b5TVZ+vqj9W1e/XOsXrgYuq6qJm+6XAUnpBD+CPwPwkj6uqm6vqmvW8/iuq6nNVdR/wb8AM4Dn0pjPOrqr3VdW9VXUD8HHgoBHWCHBaUyvNqNNieoEN4M3Au6tqVVX9ATgOeNXQSFZVnVJVd/Rt2ynJ5n3nPr+qvtVc+571vD5JUguGKUnSSLysqp4w9AO8dT37PKWq3jpccKiqFcA76H3w/3WSs5JsvY5rbg2sqao7+tp+Tm8EaMgv11PzU4BXrxUCnwdsVVV3Aa8B3gLcnOTCJH++nnM9eJ2q+iP/PVr2FGDrta7xLmDOCGsEOAP4y2bBjr8CvlFVN/e9hvP6zn0tvUA6J8m0JEuaKYC/A1Y2x2zxKK4tSdoAhilJ0piqqs9U1fPoBYUC/mVo01q73gTMTLJZX9uTgRv7T7eeS/0S+I/+EFhVm1TVkqaOi6vqRcBWwE/ojSity7ZDD5qpfXOb+n4J/Gyta2xWVS/uO3Z9NQ7dY/Yd4OX0Rt3+o2/zL+lNRew//4zmmNfSm0L4QmBzYLuhEkd6bUnShjFMSZLGTJKnJ3lBkscC9wC/pzfSAnALsF0TVqiqXwLfBv5PkhlJFgBv4uH3Ba3L0IjP4mYUZ0aSvZPMTTInyUube6f+ANzZV8dwnpXkFc30unc0x3wX+D7wu2ZRjcc115mfZNdH0y/A6cA/AjsC5/W1nwQcn+QpAM39Xgc22zZr6rgV+BOGn1YpSeqQYUqSNJYeCywBfgP8it7CCe9qtp3T/L41yQ+axwfTG3G5iV7IOLa59+kRNWHswOb8q+mN8hxF7+++jYD/2Zx3Db0FHoabujjkfHrTAn9Lb/ToFVV1X1U9APwlsBD4WfO6PkFvpOjROI9mSl8zBXHIvwMXAJckuYNegHt2s+10etMebwR+3GyTJI2hVDkDQJKkdUlyHPBnVfX6jq9zPfDmqvpyl9eRJI0eR6YkSRqwJK+kd3/TVwddiyRp5Mb9t8VLkjSZJfkasANwSLNSoCRpgnCanyRJkiS14DQ/SZIkSWphyk3z22KLLWq77bYbdBmSJEmSxqkrrrjiN1U1+5H2m3JharvttmPp0qWDLkOSJEnSOJXk5yPZz2l+kiRJktSCYUqSJEmSWjBMSZIkSVILU+6eKUmSJGm8uO+++1i1ahX33HPPoEuZkmbMmMHcuXOZPn16q+MNU5IkSdKArFq1is0224ztttuOJIMuZ0qpKm699VZWrVrF9ttv3+ocTvOTJEmSBuSee+5h1qxZBqkBSMKsWbM2aFTQMCVJkiQNkEFqcDa07w1TkiRJktSC90xJkiRJ48R2x1w4qudbueQvRvV8eqjORqaSnJLk10mu7ms7O8my5mdlkmVN+3ZJft+37aS+Y56V5EdJViT5YJqxuCQzk1yaZHnz+4ldvRZJkiRpMrrtttv4yEc+st59Vq5cyWc+85lHPNfKlSuZP3/+qF9/XZ773Oe2Om40dTnN71Rg//6GqnpNVS2sqoXAucB/9m2+fmhbVb2lr/2jwOHAvOZn6JzHAF+pqnnAV5rnkiRJkkZoNMNUV9df2wMPPADAt7/97S5KelQ6C1NVdRmwZrhtzejSXwFnru8cSbYCHl9V36mqAk4HXtZsPhA4rXl8Wl+7JEmSpBE45phjuP7661m4cCFHHXUURx11FPPnz2fHHXfk7LPPfnCfb3zjGyxcuJATTzyRlStXsueee7LLLruwyy67jDjUXHPNNey2224sXLiQBQsWsHz58oddv6qGreFrX/sa++yzD6997WvZcccdAdh0000fPPcJJ5zArrvuyoIFCzj22GMBuOuuu/iLv/gLdtppJ+bPn//guUbToO6Z2hO4paqW97Vtn+SHwO+A/1VV3wC2AVb17bOqaQOYU1U3A1TVzUmetK6LJTmc3ugWT37yk0fvVUiSJEkT2JIlS7j66qtZtmwZ5557LieddBJXXnklv/nNb9h1113Za6+9WLJkCR/4wAf4whe+AMDdd9/NpZdeyowZM1i+fDkHH3wwS5cufcRrnXTSSbz97W/nda97Hffeey8PPPDAQ64PcO6557Js2bKH1QDw/e9/n6uvvvph3wl1ySWXsHz5cr7//e9TVbz0pS/lsssuY/Xq1Wy99dZceGHvPrTbb799NLsOGFyYOpiHjkrdDDy5qm5N8izg80meCQy3VmE92otV1cnAyQCLFi161MdLkiRJk903v/lNDj74YKZNm8acOXN4/vOfz+WXX87jH//4h+x33333ccQRR7Bs2TKmTZvGddddN6Lz77777hx//PGsWrWKV7ziFcybN+9R1bDbbrsN++W6l1xyCZdccgk777wzAHfeeSfLly9nzz335B/+4R84+uijeclLXsKee+7ZolfWb8zDVJKNgVcAzxpqq6o/AH9oHl+R5HrgafRGoub2HT4XuKl5fEuSrZpRqa2AX49F/ZKkSea4zTs67+j/C6gkdal3V80jO/HEE5kzZw5XXnklf/zjH5kxY8aIjnvta1/Ls5/9bC688EIWL17MJz7xCZ761KeOuIZNNtlknXW/853v5M1vfvPDtl1xxRVcdNFFvPOd72S//fbjve9974hqHalBjEy9EPhJVT04fS/JbGBNVT2Q5Kn0Fpq4oarWJLkjyXOA7wFvAD7UHHYBcCiwpPl9/li+CEmSJGm0jfVS5pttthl33HEHAHvttRcf+9jHOPTQQ1mzZg2XXXYZJ5xwAjfeeOOD+0BvutzcuXPZaKONOO200x5cEOKR3HDDDTz1qU/lyCOP5IYbbuCqq65ip512esi511XDT37yk3Wed/HixbznPe/hda97HZtuuik33ngj06dP5/7772fmzJm8/vWvZ9NNN+XUU09t10nr0VmYSnImsDewRZJVwLFV9UngIB6+8MRewPuS3A88ALylqoYWr/g7eisDPg74YvMDvRD12SRvAn4BvLqr1yJJkiRNRrNmzWKPPfZg/vz5HHDAASxYsICddtqJJLz//e9nyy23ZNasWWy88cbstNNOHHbYYbz1rW/lla98Jeeccw777LPPOkeM1nb22WdzxhlnMH36dLbcckve+973MnPmzIdc//3vfz/f+c53HlbD+sLUfvvtx7XXXsvuu+8O9BamOOOMM1ixYgVHHXUUG220EdOnT+ejH/3oqPRZv4x0OG+yWLRoUY3kBjlJ0hThND9JA3TttdfyjGc8Y9BlTGnD/TdIckVVLXqkY7v8nilJkiRJmrQGtZqfJEmSpEno4osv5uijj35I2/bbb8955503oIq6Y5iSJEmSNGoWL17M4sWLB13GmHCanyRJkiS1YJiSJEmSpBYMU5IkSZLUgvdMSZIkSePFaH9dg1/T0ClHpiRJkqQp6rbbbuMjH/nIevdZuXIln/nMZx7xXCtXrmT+/PmjVdqEYJiSJEmSpqjRDFNj7f777x90CYYpSZIkaao65phjuP7661m4cCFHHXUURx11FPPnz2fHHXfk7LPPfnCfb3zjGyxcuJATTzyRlStXsueee7LLLruwyy678O1vf3tE17rmmmvYbbfdWLhwIQsWLGD58uUAnH766SxYsICddtqJQw45BICf//zn7LvvvixYsIB9992XX/ziFwAcdthh/P3f/z377LMPRx99NHfddRdvfOMb2XXXXdl55505//zzO+ildfOeKUmS1I3RvvfjwfN6D4g0WpYsWcLVV1/NsmXLOPfccznppJO48sor+c1vfsOuu+7KXnvtxZIlS/jABz7AF77wBQDuvvtuLr30UmbMmMHy5cs5+OCDWbp06SNe66STTuLtb387r3vd67j33nt54IEHuOaaazj++OP51re+xRZbbMGaNWsAOOKII3jDG97AoYceyimnnMKRRx7J5z//eQCuu+46vvzlLzNt2jTe9a538YIXvIBTTjmF2267jd12240XvvCFbLLJJt11Wh/DlCRJkiS++c1vcvDBBzNt2jTmzJnD85//fC6//HIe//jHP2S/++67jyOOOIJly5Yxbdo0rrvuuhGdf/fdd+f4449n1apVvOIVr2DevHl89atf5VWvehVbbLEFADNnzgTgO9/5Dv/5n/8JwCGHHMI//uM/PnieV7/61UybNg2ASy65hAsuuIAPfOADANxzzz384he/4BnPeMaGdcYIGaYkSZIkUVUj2u/EE09kzpw5XHnllfzxj39kxowZIzruta99Lc9+9rO58MILWbx4MZ/4xCeoKpI84rH9+/SPOlUV5557Lk9/+tNHVMNoM0xJkiRJ48UYT2PdbLPNuOOOOwDYa6+9+NjHPsahhx7KmjVruOyyyzjhhBO48cYbH9wH4Pbbb2fu3LlstNFGnHbaaTzwwAMjutYNN9zAU5/6VI488khuuOEGrrrqKl70ohfx8pe/nP/xP/4Hs2bNYs2aNcycOZPnPve5nHXWWRxyyCF8+tOf5nnPe96w51y8eDEf+tCH+NCHPkQSfvjDH7LzzjtveMeMkGFKkiRJmqJmzZrFHnvswfz58znggAMeXAgiCe9///vZcsstmTVrFhtvvDE77bQThx12GG9961t55StfyTnnnMM+++wz4vuTzj77bM444wymT5/OlltuyXvf+15mzpzJu9/9bp7//Oczbdo0dt55Z0499VQ++MEP8sY3vpETTjiB2bNn86lPfWrYc77nPe/hHe94BwsWLKCq2G677R68t2ssZKTDeZPFokWLaiQ3yEmSpggXSeiOfSs9omuvvXbM7u/R8Ib7b5Dkiqpa9EjHujS6JEmSJLXgND9JkiRJo+biiy/m6KOPfkjb9ttvz3nnnTegirpjmJIkSZIGaKQr2k0UixcvZvHixYMuY0Q29JYnp/lJkiRJAzJjxgxuvfXWDf5Qr0evqrj11ltHvLT7cByZkiRJkgZk7ty5rFq1itWrVw+6lClpxowZzJ07t/XxhilJkiRpQKZPn872228/6DLUktP8JEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILnYWpJKck+XWSq/vajktyY5Jlzc+L+7a9M8mKJD9Nsrivff+mbUWSY/rat0/yvSTLk5yd5DFdvRZJkiRJWluXI1OnAvsP035iVS1sfi4CSLIDcBDwzOaYjySZlmQa8GHgAGAH4OBmX4B/ac41D/gt8KYOX4skSZIkPURnYaqqLgPWjHD3A4GzquoPVfUzYAWwW/OzoqpuqKp7gbOAA5MEeAHwueb404CXjeoLkCRJkqT1GMQ9U0ckuaqZBvjEpm0b4Jd9+6xq2tbVPgu4raruX6t9WEkOT7I0ydLVq1eP1uuQJEmSNIWNdZj6KPCnwELgZuBfm/YMs2+1aB9WVZ1cVYuqatHs2bMfXcWSJEmSNIyNx/JiVXXL0OMkHwe+0DxdBWzbt+tc4Kbm8XDtvwGekGTjZnSqf39JkiRJ6tyYjkwl2arv6cuBoZX+LgAOSvLYJNsD84DvA5cD85qV+x5Db5GKC6qqgP8CXtUcfyhw/li8BkmSJEmCDkemkpwJ7A1skWQVcCywd5KF9KbkrQTeDFBV1yT5LPBj4H7gbVX1QHOeI4CLgWnAKVV1TXOJo4Gzkvxv4IfAJ7t6LZIkSZK0ts7CVFUdPEzzOgNPVR0PHD9M+0XARcO030BvtT9JkiRJGnODWM1PkiRJkiY8w5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJasEwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBYMU5IkSZLUgmFKkiRJklowTEmSJElSC4YpSZIkSWrBMCVJkiRJLRimJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFjoLU0lOSfLrJFf3tZ2Q5CdJrkpyXpInNO3bJfl9kmXNz0l9xzwryY+SrEjywSRp2mcmuTTJ8ub3E7t6LZIkSZK0ti5Hpk4F9l+r7VJgflUtAK4D3tm37fqqWtj8vKWv/aPA4cC85mfonMcAX6mqecBXmueSJEmSNCY6C1NVdRmwZq22S6rq/ubpd4G56ztHkq2Ax1fVd6qqgNOBlzWbDwROax6f1tcuSZIkSZ0b5D1TbwS+2Pd8+yQ/TPL1JHs2bdsAq/r2WdW0AcypqpsBmt9PWteFkhyeZGmSpatXrx69VyBJkiRpyhpImErybuB+4NNN083Ak6tqZ+Dvgc8keTyQYQ6vR3u9qjq5qhZV1aLZs2e3LVuSJEmSHrTxWF8wyaHAS4B9m6l7VNUfgD80j69Icj3wNHojUf1TAecCNzWPb0myVVXd3EwH/PVYvQZJkiRJGtORqST7A0cDL62qu/vaZyeZ1jx+Kr2FJm5opu/dkeQ5zSp+bwDObw67ADi0eXxoX7skSZIkda6zkakkZwJ7A1skWQUcS2/1vscClzYrnH+3WblvL+B9Se4HHgDeUlVDi1f8Hb2VAR9H7x6rofuslgCfTfIm4BfAq7t6LZIkSZK0ts7CVFUdPEzzJ9ex77nAuevYthSYP0z7rcC+G1KjJEmSJLU1yNX8JEmSJGnCMkxJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJasEwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBY2HnQBkiRJepSO27yj897ezXmlScqRKUmSJElqwTAlSZIkSS0YpiRJkiSpBe+ZkiRJkoZ4P5oeBUemJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJasEwJUmSJEktdBqmkpyS5NdJru5rm5nk0iTLm99PbNqT5INJViS5Kskufccc2uy/PMmhfe3PSvKj5pgPJkmXr0eSJEmShnQ9MnUqsP9abccAX6mqecBXmucABwDzmp/DgY9CL3wBxwLPBnYDjh0KYM0+h/cdt/a1JEmSJKkTnYapqroMWLNW84HAac3j04CX9bWfXj3fBZ6QZCtgMXBpVa2pqt8ClwL7N9seX1XfqaoCTu87lyRJkiR1ahD3TM2pqpsBmt9Patq3AX7Zt9+qpm197auGaX+YJIcnWZpk6erVq0flRUiSJEma2sbTAhTD3e9ULdof3lh1clUtqqpFs2fP3oASJUmSJKlnEGHqlmaKHs3vXzftq4Bt+/abC9z0CO1zh2mXJEmSpM4NIkxdAAytyHcocH5f+xuaVf2eA9zeTAO8GNgvyRObhSf2Ay5utt2R5DnNKn5v6DuXJEmSJHVq45HumOR5wLyq+lSS2cCmVfWzRzjmTGBvYIskq+ityrcE+GySNwG/AF7d7H4R8GJgBXA38NcAVbUmyT8Blzf7va+qhha1+Dt6KwY+Dvhi8yNJkiRJnRtRmEpyLLAIeDrwKWA6cAawx/qOq6qD17Fp32H2LeBt6zjPKcApw7QvBeavrwZJkiRJ6sJIp/m9HHgpcBdAVd0EbNZVUZIkSZI03o00TN3bjBwVQJJNuitJkiRJksa/kYapzyb5GL0v0v1b4MvAx7srS5IkSZLGtxHdM1VVH0jyIuB39O6bem9VXdppZZIkSZI0jj1imEoyjd5S5C8EDFCSJEmSxAim+VXVA8DdSTYfg3okSZIkaUIY6fdM3QP8KMmlNCv6AVTVkZ1UJUmSJEnj3EjD1IXNjyRJkiSJkS9AcVqSxwBPa5p+WlX3dVeWJEmSJI1vIwpTSfYGTgNWAgG2TXJoVV3WXWmSJEmSNH6NdJrfvwL7VdVPAZI8DTgTeFZXhUmSJEnSeDbSMDV9KEgBVNV1SaZ3VJMkaTjHdbCo6nG3j/45JUmaIkYappYm+STwH83z1wFXdFOSJEmSJI1/Iw1Tfwe8DTiS3j1TlwEf6aooSZIkSRrvRhqmNgb+var+DSDJNOCxnVUlSZIkSePcRiPc7yvA4/qePw748uiXI0mSJEkTw0jD1IyqunPoSfP4T7opSZIkSZLGv5GGqbuS7DL0JMki4PfdlCRJkiRJ499I75l6B3BOkpuAArYGXtNZVZIkSZI0zq13ZCrJrkm2rKrLgT8HzgbuB74E/GwM6pMkSZKkcemRpvl9DLi3ebw78C7gw8BvgZM7rEuSJEmSxrVHmuY3rarWNI9fA5xcVecC5yZZ1m1pkiRJkjR+PdLI1LQkQ4FrX+CrfdtGer+VJEmSJE06jxSIzgS+nuQ39Fbv+wZAkj8Dbu+4NkmSJEkat9Ybpqrq+CRfAbYCLqmqajZtBPw/XRcnSZIkSePVI07Vq6rvDtN2XTflSJIkSdLEMNIv7ZUkSZIk9TFMSZIkSVILhilJkiRJasEwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBYMU5IkSZLUgmFKkiRJklowTEmSJElSC2MeppI8Pcmyvp/fJXlHkuOS3NjX/uK+Y96ZZEWSnyZZ3Ne+f9O2IskxY/1aJEmSJE1dG4/1Bavqp8BCgCTTgBuB84C/Bk6sqg/0759kB+Ag4JnA1sCXkzyt2fxh4EXAKuDyJBdU1Y/H5IVIkiRJmtLGPEytZV/g+qr6eZJ17XMgcFZV/QH4WZIVwG7NthVVdQNAkrOafQ1TkiRJkjo36HumDgLO7Ht+RJKrkpyS5IlN2zbAL/v2WdW0rav9YZIcnmRpkqWrV68eveolSZIkTVkDC1NJHgO8FDinafoo8Kf0pgDeDPzr0K7DHF7raX94Y9XJVbWoqhbNnj17g+qWJEmSJBjsNL8DgB9U1S0AQ78Bknwc+ELzdBWwbd9xc4GbmsfrapckSZKkTg1ymt/B9E3xS7JV37aXA1c3jy8ADkry2CTbA/OA7wOXA/OSbN+Mch3U7CtJkiRJnRvIyFSSP6G3Ct+b+5rfn2Qhval6K4e2VdU1ST5Lb2GJ+4G3VdUDzXmOAC4GpgGnVNU1Y/YiJEmSJE1pAwlTVXU3MGuttkPWs//xwPHDtF8EXDTqBUqSJEnSIxj0an6SJEmSNCEZpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWhjI0uiSJEmSppjjNu/gnLeP/jkfBUemJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJasEwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBYMU5IkSZLUgmFKkiRJklowTEmSJElSC4YpSZIkSWrBMCVJkiRJLRimJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1MLAwlSSlUl+lGRZkqVN28wklyZZ3vx+YtOeJB9MsiLJVUl26TvPoc3+y5McOqjXI0mSJGlqGfTI1D5VtbCqFjXPjwG+UlXzgK80zwEOAOY1P4cDH4Ve+AKOBZ4N7AYcOxTAJEmSJKlLGw+6gLUcCOzdPD4N+BpwdNN+elUV8N0kT0iyVbPvpVW1BiDJpcD+wJljW7akBx23eUfnvb2b80qSJLU0yJGpAi5JckWSw5u2OVV1M0Dz+0lN+zbAL/uOXdW0rav9IZIcnmRpkqWrV68e5ZchSZIkaSoa5MjUHlV1U5InAZcm+cl69s0wbbVGTs5GAAAQJklEQVSe9oc2VJ0MnAywaNGih22XJEmSpEdrYCNTVXVT8/vXwHn07nm6pZm+R/P7183uq4Bt+w6fC9y0nnZJkiRJ6tRAwlSSTZJsNvQY2A+4GrgAGFqR71Dg/ObxBcAbmlX9ngPc3kwDvBjYL8kTm4Un9mvaJEmSJKlTg5rmNwc4L8lQDZ+pqi8luRz4bJI3Ab8AXt3sfxHwYmAFcDfw1wBVtSbJPwGXN/u9b2gxCkmSJEnq0kDCVFXdAOw0TPutwL7DtBfwtnWc6xTglNGuUZIkSZLWZ9DfMyVJkiRJE5JhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJasEwJUmSJEktGKYkSZIkqQXDlCRJkiS1YJiSJEmSpBYMU5IkSZLUgmFKkiRJklowTEmSJElSC4YpSZIkSWrBMCVJkiRJLRimJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUguGKUmSJElqwTAlSZIkSS0YpiRJkiSpBcOUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILhilJkiRJamHMw1SSbZP8V5Jrk1yT5O1N+3FJbkyyrPl5cd8x70yyIslPkyzua9+/aVuR5Jixfi2SJEmSpq6NB3DN+4H/WVU/SLIZcEWSS5ttJ1bVB/p3TrIDcBDwTGBr4MtJntZs/jDwImAVcHmSC6rqx2PyKiRJkiRNaWMepqrqZuDm5vEdSa4FtlnPIQcCZ1XVH4CfJVkB7NZsW1FVNwAkOavZ1zAlSZIkqXMDvWcqyXbAzsD3mqYjklyV5JQkT2zatgF+2XfYqqZtXe3DXefwJEuTLF29evUovgJJkiRJU9XAwlSSTYFzgXdU1e+AjwJ/CiykN3L1r0O7DnN4raf94Y1VJ1fVoqpaNHv27A2uXZIkSZIGcc8USabTC1Kfrqr/BKiqW/q2fxz4QvN0FbBt3+FzgZuax+tqlyRJkqRODWI1vwCfBK6tqn/ra9+qb7eXA1c3jy8ADkry2CTbA/OA7wOXA/OSbJ/kMfQWqbhgLF6DJEmSJA1iZGoP4BDgR0mWNW3vAg5OspDeVL2VwJsBquqaJJ+lt7DE/cDbquoBgCRHABcD04BTquqasXwhkiRJkqauQazm902Gv9/povUcczxw/DDtF63vOEmSJEnqykBX85MkSZKkiWogC1BIA3fc5h2d9/ZuzitJkqRxxzAlSZowtjvmwlE/58oZo35KSdIU4TQ/SZIkSWrBkSlJkuSonyS14MiUJEmSJLVgmJIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILruYnSZLUkS5WSQRXSpTGC0emJEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJacDU/SZIkTTiulKjxwJEpSZIkSWrBMCVJkiRJLTjNT5JGmVNPJEmaGgxTkiRJkh7kPwqOnNP8JEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUgsujS5NUS57KkmStGEcmZIkSZKkFgxTkiRJktSCYUqSJEmSWjBMSZIkSVILLkAxnh23eUfnvb2b83bARRIkSZI0XjkyJUmSJEktGKYkSZIkqYUJH6aS7J/kp0lWJDlm0PVIkiRJmhomdJhKMg34MHAAsANwcJIdBluVJEmSpKlgoi9AsRuwoqpuAEhyFnAg8OOxLqSLhRJcJEGSJEkav1JVg66htSSvAvavqr9pnh8CPLuqjlhrv8OBw5unTwd+OqaFtrcF8JtBFzFJ2bfdsW+7Y992w37tjn3bHfu2O/ZtdyZS3z6lqmY/0k4TfWQqw7Q9LB1W1cnAyd2XM7qSLK2qRYOuYzKyb7tj33bHvu2G/dod+7Y79m137NvuTMa+ndD3TAGrgG37ns8FbhpQLZIkSZKmkIkepi4H5iXZPsljgIOACwZckyRJkqQpYEJP86uq+5McAVwMTANOqaprBlzWaJpwUxMnEPu2O/Ztd+zbbtiv3bFvu2Pfdse+7c6k69sJvQCFJEmSJA3KRJ/mJ0mSJEkDYZiSJEmSpBYMU5IkSZLUgmFKkiRJklowTGlKSLJXkqc3j5+X5B+S/MWg65IkSdLE5Wp+40SSlwKXVNU9g65lskny/wG70fsqgIuBfYEvAs8HflhVRw2wvAkvyabA/vS+QPt+YDm99/IfB1rYBJfkz4EDgW2AoveF5BdU1bUDLWwSS/LXVfWpQdcxkTXv222A71XVnX3t+1fVlwZX2cSXZDegquryJDvQ+3P3J1V10YBLm3SSnF5Vbxh0HZNJkufR+yx2dVVdMuh6RpNhapxI8nvgLnof8s8ELq6qBwZb1eSQ5BpgPvA44EZgm6q6O8l0emFq/kALnMCS/BVwFHAlsA/wbXoj3jsCr6uqHw2wvAkrydHAwcBZwKqmeS69LyY/q6qWDKq2ySzJL6rqyYOuY6JKciTwNuBaYCHw9qo6v9n2g6raZZD1TWRJjgUOoPePgpcCzwa+BryQ3ueF4wdX3cSW5IK1m+j9ffZVgKp66ZgXNQkk+X5V7dY8/lt6fzacB+wH/N/J9PeYYWqcSPJD4AXAq+h9YJpP7013ZlV9fZC1TXRJrq6q+UlmADcDW1fV75NMA35UVTsMuMQJK8lVwHOacLoF8OmqWpxkAXBSVT13wCVOSEmuA55ZVfet1f4Y4JqqmjeYyia+5j077CbgaVX12LGsZzJJ8iNg96q6M8l2wOeA/6iqf0/yw6raeaAFTmBN3y4EHgv8CphbVb9L8jh6o4ALBlrgBJbkB8CPgU/QmwUQev+ofRCAn8Ha6f9/PsnlwIuranWSTYDvVtWOg61w9Gw86AL0oKqq3wIfBz6eZEvgr4AlSeZW1baDLW9CuzDJN4AZ9P6w/GyS79Kb5nfZQCub+AL8vnl8F/AkgKq6KsnjB1bVxPdHYGvg52u1b9VsU3tzgMXAb9dqD72RVbU3bWhqX1WtTLI38LkkT6HXv2rv/ma2yt1Jrq+q3wE0/zDonwkbZhHwduDdwFFVtSzJ7w1RG2yjJE+kN1slVbUaoKruSnL/YEsbXYap8eMhf9FU1a+ADwIfbP4iUktVdXSS3XsP67tJ/hR4Ob1g9bnBVjfhXQR8KcnX6U1BOQcgyUz88LQh3gF8Jcly4JdN25OBPwOOGFhVk8MXgE2ratnaG5J8bezLmVR+lWThUN82I1QvAU6hN/VX7d2b5E+q6m7gWUONSTbHf2DZIM39vScmOaf5fQt+Ph4NmwNX0PssUEm2rKpfNfdZT6rPB07zGyeS7F1VXxt0HZNZkjn03cxfVbcMuKRJIcmLgR2AK6vq0qZtI2B6Vf1hoMVNYE0f7kbvPRt6905d7r2UGq+SzKU3gvKrYbbtUVXfGkBZk0KSxw7352kzvXor708dPc1Kv3tU1bsGXctklORPgDlV9bNB1zJaDFPjjB/4R1+ShcBJ9P6V5MameS5wG/DWqvrBoGqbLHzfjp0km/avkqbRY992x77tjn3bHfu2G5OtXw1T44Qf+LuTZBnw5qr63lrtzwE+VlU7Daayic/37dhzxbnu2LfdsW+7Y992x77txmTrV+eEjh+nsu4P/J8C/MDf3iZr9ytAc//UJoMoaBI5Fd+3oy7J369rE7DpWNYy2di33bFvu2Pfdse+7cZU6teNBl2AHrTOD/yAH/g3zBeTXJjkNUme2/y8JsmFgF8iuWF833bjn4EnAput9bMp/rm9oezb7ti33bFvu2PfdmPK9KsjU+PHF5sP96fz36t3bQu8AT/wb5CqOjLJAcCBPPRm/g/7zfEbzPdtN34AfL6qrlh7Q5K/GUA9k4l92x37tjv2bXfs225MmX71nqlxZB0f+C/wA7/GM9+3oy/J04E1Q9/Lsda2OS7w0Z592x37tjv2bXfs225MpX41TGnSa76H4530PvA/qWn+NXA+sKSqbhtUbZIkSZq4JtWcxYksyeZJliS5Nsmtzc+1TdsTBl3fBPdZ4LfAPlU1q6pmAfvQW3HunIFWNsH5vu1GX7/+xH4dXfZtd+zb7ti33bFvuzGV+tUwNX74gb8721XVv/R/kWRV/aqqlgCTZmnOAfF9242hft17rX79LfbrhrJvu2Pfdse+7Y59240p069O8xsnkvy0qp7+aLfpkSW5BPgycNrQHN3mS2YPA15UVS8cYHkTmu/bbtiv3bFvu2Pfdse+7Y59242p1K+OTI0fP0/yj82HfKD3gT/J0fz3Kmlq5zXALODrSX6bZA3wNWAm8FeDLGwS8H3bDfu1O/Ztd+zb7ti33bFvuzFl+tUwNX74gb8jVfVbel8gewSwbVXNrKpnVNXRwG6DrW7C833bDfu1O/Ztd+zb7ti33bFvuzFl+tVpfuNIkj8H5gLfrao7+9r3ryq/s6elJEcCbwOuBRYCb6+q85ttP6iqXQZZ30Tn+7Yb9mt37Nvu2LfdsW+7Y992Y6r0qyNT40Tzgf98eqMnVyc5sG/zPw+mqknjb4FnVdXLgL2B9yR5e7MtA6tqEvB92w37tTv2bXfs2+7Yt92xb7sxlfp140EXoAcNfeC/M8l2wOeSbFdV/44f+DfUtKF/EamqlUn2pte/T8G+3VC+b7thv3bHvu2Ofdsd+7Y79m03pky/GqbGDz/wd+dXSRZW1TKA5n/slwCnADsOtrQJz/dtN+zX7ti33bFvu2Pfdse+7caU6Ven+Y0fv0qycOhJ8wZ8CbAFfuDfUG8AftXfUFX3V9UbgL0GU9Kk4fu2G/Zrd+zb7ti33bFvu2PfdmPK9KsLUIwTSeYC9/d/sWzftj2q6lsDKEtaL9+33bBfu2Pfdse+7Y592x37thtTqV8NU5IkSZLUgtP8JEmSJKkFw5QkSZIktWCYkiRJkqQWDFOSJI1QkmmDrkGSNH4YpiRJk1KSf0ry9r7nxyc5MslRSS5PclWS/7dv++eTXJHkmiSH97XfmeR9Sb4H7D7GL0OSNI4ZpiRJk9UngUMBkmwEHATcAswDdgMWAs9KMvR9c2+sqmcBi4Ajk8xq2jcBrq6qZ1fVN8fyBUiSxreNB12AJEldqKqVSW5NsjMwB/ghsCuwX/MYYFN64eoyegHq5U37tk37rcADwLljWbskaWIwTEmSJrNPAIcBWwKnAPsC/6eqPta/U5K9gRcCu1fV3Um+BsxoNt9TVQ+MVcGSpInDaX6SpMnsPGB/eiNSFzc/b0yyKUCSbZI8Cdgc+G0TpP4ceM6gCpYkTRyOTEmSJq2qujfJfwG3NaNLlyR5BvCdJAB3Aq8HvgS8JclVwE+B7w6qZknSxJGqGnQNkiR1oll44gfAq6tq+aDrkSRNLk7zkyRNSkl2AFYAXzFISZK64MiUJEmSJLXgyJQkSZIktWCYkiRJkqQWDFOSJEmS1IJhSpIkSZJaMExJkiRJUgv/P57TL+6SObzGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hp_stories_df = pd.DataFrame(data=[list(x.values()) for x in hp_stories_per_year], columns=list(hp_stories_per_year[0].keys()))\n",
    "hp_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='HP stories per year').set_ylabel(\"Score\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_cell_guid": "77235596-0009-484d-b1d7-c48844426a3e",
    "_uuid": "cab693b8adfbda3c03cc3bc688bc457c71574c67",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(T|t)esla\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "_cell_guid": "3e2145ae-e238-47f1-9c5b-94b1aa89aab0",
    "_uuid": "b824658f5e8feafbaca54ba83742a4fcee8a53fa",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "tesla_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "_cell_guid": "6eb9bf36-3f3b-4949-865a-a76af811a719",
    "_uuid": "892b8395fa3eddb9811ef11018fdc3343fce838e",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tesla_stories_df = pd.DataFrame(data=[list(x.values()) for x in tesla_stories_per_year], columns=list(tesla_stories_per_year[0].keys()))\n",
    "tesla_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Tesla stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "_cell_guid": "73d921bb-1e93-435c-8302-0ce036a5ef2e",
    "_uuid": "96dbe2f8297e383b07066b656ccc8f24141efd6c",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(Y|y)ahoo\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "_cell_guid": "3f748be5-82a5-4820-84c9-89987b774f6f",
    "_uuid": "e100f6d9c20c916314499ce3efc2d0ec2af52633",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "yahoo_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "_cell_guid": "99fa7276-61ef-41e7-afe1-f6a31d8266ae",
    "_uuid": "a8ef5ac1bd95f808c8e221424b6b679097a45546",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "yahoo_stories_df = pd.DataFrame(data=[list(x.values()) for x in yahoo_stories_per_year], columns=list(yahoo_stories_per_year[0].keys()))\n",
    "yahoo_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Yahoo stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "_cell_guid": "6a5a8fd3-c01d-43e7-b054-8743732532ba",
    "_uuid": "ff1a3d8a27daceba648a00f79885ace674af689c",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(F|f)acebook\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "_cell_guid": "9b2f22d7-648e-45c1-9e7a-9a049eaf3573",
    "_uuid": "49118b19b15d72f70e19eb239c938fa4eab42f5a",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "fb_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "_cell_guid": "a3bc7277-ae55-49a4-a126-2ce03dc65351",
    "_uuid": "1bf4544959ff9e7eb4eea80e6ee106040139fd9a",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAGSCAYAAAAGk5ukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XvcVWWd///XR6AwzyDiAQv9xpiGgIZ4ylOWYDkeKstDiumMfVNHq4nU+qZOZV9G/Q2TffM0RWJmHjMZDyHpmJpHLDSJEiLS20OhCKlkCn5+f+wL2+IN3C5Y7Pvwej4e+3Hvfa21rv3ZFxvu/eZa69qRmUiSJEmS3pq1Wl2AJEmSJHVFhilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5KkyiLi7og4poZ+L4+Is1Z3vxXqGBsRt7S6DklS52SYkqRuJCLmRsRfI+LFptvmra6rFSLinyLijlXpIzMnZeb+q6kkSVI3Y5iSpO7nHzNz3abbU60uqCuKiN6trmFlWlljVxgfSaqbYUqSeoCIWCsiro2IZyJiQUTcERHbNm1/R0RMiIjHI2JhRNwZEW8v23aPiPvKcdMjYs9luh8SEdPKcddHxEZN/R4cETPKsbdHxDZN294bET8v234dER9ZTu3rl3omRES0s/24MiP3QkTMiYjDImJ74P8Be5TZuWfLvhuWUwjnlWNOX9pnmcm6MyLOj4j5wP9ZdnYrIraLiJ9FxPyI+G1EfKxp2wERMbPU0RYRn1/O61n6PBeUMZsZEfs0bd8wIr4fEU+Xfr4WEWstr8Zl+t4iIhZFxIZNbTuXP/feTX38NiKej4hbImLLpn3/X3nOv0TEgxGxW9O2b0TEVRHxo4h4AfhUe69PknoSw5Qk9Rw3AkOATYFHgR80bZsADAN2BvoBXwZeKx+0JwNnlvbTgB9HRP+mY48ut82BKH1RwtrlwL8AA4CfAf8dEX0i4m2lnpvKts8DV0XEu5sLjoiNgduB2zPz85mZy2xfH/gP4EOZuR6wO/BIZv4aOAm4q8zObVwOuQB4B7A18AHguFL7UrsBM0tN/77Mc60HTAUuAzYBjgQuaQqI3weOK3UMA37O8u0G/BbYGPg6cH1TALoc+Cvwv4CRwEeAT3ekxsx8ErgbOLSp+VPAjzJzcUR8HBgHHFSOvx+4omnf+0vt/YBrgWuWhurikLL/BsBVK3h9ktQjGKYkqfv5SZntWRARPwHIzNcy89LMfCEzXwbOAt4XEetERC/gGODkzHw6M5dk5t2Z+SqNoDE5M6eUPn4KPAyMaXq+SZn5m8x8CTgDOKzM9hxWjr299DUeWJ9GYNsdeBtwbma+mpk/A24pxyy1BY1A8sPMPGsFrzeBoRHRt9T/m/Z2iog+wCeA08o4zKER/I5q2u3xzLywjMFfl+niQOCxzLwsMxdn5kPAT4CPl+2vAttFxHqZOT8zf7mCmp8Gvl1e+xXAHGD/iNgC2Bf4fGYuysxngP9cZlxWVCPAJMqsUZmN+iR/D86fAb6Zmb/LzMXAN4BR5XnJzB+U2hcD59D482oOuHdn5n+X90J7zy1JPYphSpK6n4Mzc8NyOxggInpFxDnlNLi/ALPLvhsDA2kEm9+309e7gMObwtkCYBcas1BLPdF0/4/A22nMbGxeHgONQAe00QhJm9MIBbnMsVs0PT4Q6AP81/JeaGb+BTgcOBF4JiJujIh/WM7umwC9mmtq5zmfYPneBey+zFh8EtisbD+k1Px4NE6j3HkFfbW189o3L8/xduBPTc/xHRp/Rh2pEeB6YHhEvJNG6J3XFOzeBXynqe9ngdeAQQAR8aVyCuBC4HlgHRrvkY4+tyT1KF48Kkk9w9HAh2mc2vZHoD8wj8ZpeX8CXqFxWtmMZY57Avh+Zn52BX1v2XT/ncDfgPnAUzROKwQa123R+ND+JI2QtGVERFOoeCfwSFNfF9E4JfGmiNg/Mxe19+SZeQtwS0SsDfxf4GJgHxozVs3+DCyhESgea3rOJ5u7W8HrfAK4bXmr+2Xm/cCBZQbsFOBKYKvl9DVomcfvpDFeTwCLgH4lfLb7VCuokcxcFBHX0TgNcQRvPJ3zCeCrmfmmU/TKdVtfoDEztnR2byGN90iHnluSehpnpiSpZ1iPRsh5jsY1Q2cv3ZCZS4BLgf+MiE3LLNbuJRT8ADgkIj5U2vtGxD7xxuXWj46I90TEOsC/AVeXgHQ1jXCxd+lrHPACjety7gEWA/9arqH6AI2wd3VTvwn8bxqnwE2OiL7LvqiI2Cwi/jEi3kEjEL5EIzBBIyQOKs9NOdXwWuCbEbFuRGxF41qtyzs4hpOB90bEEaXmPhExKiK2iYi1S/v65XleaKqjPZtFxEkR0TsiDqMRZH+amU/QOLXxvGgsvLFWRLw73rzox8pcBhxL43qr5td3EfCVcj3b0sUulp6muB6NP5NnaYTds2jMTEmSlsMwJUk9w/dpzHw8RWP26Z5ltn+exqIGD9GYVfomEJk5l8bpa1+lMZP1OPCvvPH3xw9ofGB/msZpdJ8DyMwZwFjgwnLsGODAcp3Q34B/pLEQwrPA+cARmflYU7+UUHYcjVml65dZDIHyfOPKcz9HY3GGk8q2qcAsGqfMPVPaTqARuv5AI7RMohE8ViozFwKjaVyP9DTwDI2ZsKU1jQX+WE6jPI43Xou1rHuA99IY67OAj2Xm82Xbp2iEmN/QONXuGhozdG/FnTTG5v7MbGt6DdfQWLDjmlLnI+U1AdxMY5GQWcBc4C/ldUqSliOWWRhJkiTVKCL+CfhUZu5d8/PcCUzMzEvrfB5J6smcmZIkqZuJiF2AoTRmtSRJNTFMSZLUjUTED4GfAqeU5eolSTXxND9JkiRJqsCZKUmSJEmqoMd9z9TGG2+cgwcPbnUZkiRJkjqphx566NnMHLCy/XpcmBo8eDDTpk1rdRmSJEmSOqmI+GNH9vM0P0mSJEmqwDAlSZIkSRUYpiRJkiSpgh53zZQkSZLUWbz66qu0tbXx8ssvt7qUHqlv374MGjSIPn36VDreMCVJkiS1SFtbG+uttx6DBw8mIlpdTo+SmTz33HO0tbWx1VZbVerD0/wkSZKkFnn55Zfp37+/QaoFIoL+/fuv0qygYUqSJElqIYNU66zq2BumJEmSJKkCr5mSJEmSOonBp920WvubO/4jq7U/vZEzU5IkSVIPtWDBAi644IIV7jN37lyuuOKKlfY1d+5chg4dutqff3l22223SsetToYpSZIkqYdanWGqrudf1pIlSwC455576ijpLTFMSZIkST3Uaaedxu9//3tGjBjBuHHjGDduHEOHDmX77bfnqquuen2fu+66ixEjRjBhwgTmzp3LHnvswY477siOO+7Y4VAzY8YMRo0axYgRIxg2bBizZs160/NnZrs13HHHHeyzzz4cccQRbL/99gCsu+66r/d97rnnstNOOzFs2DDOPPNMAF566SU+8pGPMHz4cIYOHfp6X6uT10xJkiRJPdT48eN59NFHmT59Otdddx0XXXQRDz/8MM8++yw77bQTe+65J+PHj+e8887jxhtvBGDRokVMnTqVvn37MmvWLA4//HCmTZu20ue66KKLOOWUUzjyyCN55ZVXWLJkyRueH+C6665j+vTpb6oB4IEHHuDRRx9903dC3XrrrcyaNYsHHniAzOTAAw/kzjvvZN68eWy++ebcdFPjOrSFCxeuzqEDDFOSJEmSgLvvvpvDDz+cXr16MXDgQPbaay8efPBB1l9//Tfs9+qrr3LSSScxffp0evXqxWOPPdah/nfddVfOPvts2tra+OhHP8qQIUPeUg2jRo1q98t1b731Vm699VZ22GEHAF588UVmzZrFHnvswRe/+EVOPfVUDjjgAPbYY48Ko7JihilJklSPszaoqd/V/7/LkiAzO7TfhAkTGDhwIA8//DCvvfYaffv27dBxRxxxBDvvvDM33XQTo0eP5rvf/S5bb711h2tYZ511llv36aefzmc+85k3bXvooYe4+eabOf3009lvv/0444wzOlRrRxmmJEmSpE5iTS9lvt566/HCCy8AsOeee3LxxRczduxY5s+fz5133sm5557Lk08++fo+0DhdbtCgQay11lpMmjTp9QUhVmbOnDlsvfXWnHzyycyZM4dHHnmE4cOHv6Hv5dXw29/+drn9jh49mq9+9asceeSRrLvuujz55JP06dOHxYsX069fPz71qU+x7rrrcumll1YbpBUwTEmSJEk9VP/+/dl9990ZOnQo+++/P8OGDWP48OFEBOeccw6bbrop/fv3p3fv3gwfPpxjjjmGE044gY997GNcc8017LPPPsudMVrWVVddxeWXX06fPn3YdNNNOeOMM+jXr98bnv+cc87h3nvvfVMNKwpT++23HzNnzmTXXXcFGgtTXH755cyePZtx48ax1lpr0adPHy688MLVMmbNoqPTeZU6j9gQ+C4wFEjgWOB3wFXAYGAu8InMfD4iAvgW8GFgEXBMZv6y9DMW+D+l229k5qTS/j7gUmBt4GbglFzJCxo5cmR25AI5SZK0ijzNT1qpmTNnsu2227a6jB6tvT+DiHgoM0eu7Ni6l0b/FvDTzHwPMByYCZwG3JaZQ4DbymOA/YEh5XY8cCFARPQDzgR2BkYBZ0bERuWYC8u+S48bU/PrkSRJkiSgxjAVEesDewLfA8jMVzJzAXAQMKnsNgk4uNw/CLgsG+4DNoyIzYDRwNTMnJ+ZzwNTgTFl2/qZeW+ZjbqsqS9JkiRJLTBlyhRGjBjxhtshhxzS6rJqUec1U1sD84DvR8Rw4CHgFGBgZj4NkJlPR8QmZf8tgCeajm8rbStqb2un/U0i4ngaM1i8853vXLVXJUmSJGm5Ro8ezejRo1tdxhpR52l+vYEdgQszcwfgJf5+Sl97op22rND+5sbMSzJzZGaOHDBgwIqrliRJkqQOqDNMtQFtmXl/eXwtjXD1p3KKHuXnn5v237Lp+EHAUytpH9ROuyRJkiTVrrYwlZnPAE9ExDalaV/gN8BkYGxpGwvcUO5PBo6Ohl2AheV0wCnAfhGxUVl4Yj9gStn2QkTsUlYCPLqpL0mSJEmqVd3fM/UvwA8j4m3AHODTNALc1RFxHPA4cGjZ92Yay6LPprE0+qcBMnN+RHwdeLDs97XMnF/uf5a/L41+S7lJkiRJXdPq/koBv0qgVrWGqcycDrS3Pvu+7eybwInL6WciMLGd9mk0vsNKkiRJ0lu0YMECrrjiCk444YTl7jN37lzuuecejjjiiBX2NXfuXA444AAeffTR1V1mp1X390xJkiRJ6qQWLFjABRdcsMJ95s6dyxVXXLGGKuq4xYsXt7oEw5QkSZLUU5122mn8/ve/Z8SIEYwbN45x48YxdOhQtt9+e6666qrX97nrrrsYMWIEEyZMYO7cueyxxx7suOOO7Ljjjtxzzz0deq4ZM2YwatQoRowYwbBhw5g1axYAl112GcOGDWP48OEcddRRAPzxj39k3333ZdiwYey77748/vjjABxzzDF84QtfYJ999uHUU0/lpZde4thjj2WnnXZihx124IYb1uwSCnVfMyVJkiSpkxo/fjyPPvoo06dP57rrruOiiy7i4Ycf5tlnn2WnnXZizz33ZPz48Zx33nnceOONACxatIipU6fSt29fZs2axeGHH860adNW+lwXXXQRp5xyCkceeSSvvPIKS5YsYcaMGZx99tn84he/YOONN2b+/MbSCCeddBJHH300Y8eOZeLEiZx88sn85Cc/AeCxxx7jZz/7Gb169eLLX/4yH/jAB5g4cSILFixg1KhRfPCDH2Sdddapb9CaGKYkSZIkcffdd3P44YfTq1cvBg4cyF577cWDDz7I+uuv/4b9Xn31VU466SSmT59Or169eOyxxzrU/6677srZZ59NW1sbH/3oRxkyZAi33347H//4x9l4440B6NevHwD33nsvP/7xjwE46qij+NKXvvR6P4ceeii9evUC4NZbb2Xy5Mmcd955ALz88ss8/vjjbLvttqs2GB1kmJIkSZJEYz24lZswYQIDBw7k4Ycf5rXXXqNv374dOu6II45g55135qabbmL06NF897vfJTNpfMvRijXv0zzrlJlcd911bLPNNu0dVjvDlCRJktRZrOGlzNdbbz1eeOEFAPbcc08uvvhixo4dy/z587nzzjs599xzefLJJ1/fB2DhwoUMGjSItdZai0mTJrFkyZIOPdecOXPYeuutOfnkk5kzZw6PPPIIH/rQhzjkkEP4/Oc/T//+/Zk/fz79+vVjt91248orr+Soo47ihz/8Ie9///vb7XP06NF8+9vf5tvf/jYRwa9+9St22GGHVR+YDjJMSZIkST1U//792X333Rk6dCj777//6wtBRATnnHMOm266Kf3796d3794MHz6cY445hhNOOIGPfexjXHPNNeyzzz4dvj7pqquu4vLLL6dPnz5suummnHHGGfTr14+vfOUr7LXXXvTq1YsddtiBSy+9lPPPP59jjz2Wc889lwEDBvD973+/3T6/+tWv8rnPfY5hw4aRmQwePPj1a7vWhOjodF53MXLkyOzIBXKSJGkVre4vH329X7+EVN3HzJkz19j1PWpfe38GEfFQZrb3fblv4NLokiRJklSBp/lJkiRJWm2mTJnCqaee+oa2rbbaiuuvv75FFdXHMCVJkiS1UEdXtOsqRo8ezejRo1tdRoes6iVPnuYnSZIktUjfvn157rnnVvlDvd66zOS5557r8NLu7XFmSpIkSWqRQYMG0dbWxrx581pdSo/Ut29fBg0aVPl4w5QkSZLUIn369GGrrbZqdRmqyNP8JEmSJKkCw5QkSZIkVWCYkiRJkqQKvGZKktSznbVBTf0urKdfSVKn4cyUJEmSJFVgmJIkSZKkCgxTkiRJklSBYUqSJEmSKjBMSZIkSVIFhilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpglrDVETMjYhfR8T0iJhW2vpFxNSImFV+blTaIyLOj4jZEfFIROzY1M/Ysv+siBjb1P6+0v/scmzU+XokSZIkaak1MTO1T2aOyMyR5fFpwG2ZOQS4rTwG2B8YUm7HAxdCI3wBZwI7A6OAM5cGsLLP8U3Hjan/5UiSJElSa07zOwiYVO5PAg5uar8sG+4DNoyIzYDRwNTMnJ+ZzwNTgTFl2/qZeW9mJnBZU1+SJEmSVKu6w1QCt0bEQxFxfGkbmJlPA5Sfm5T2LYAnmo5tK20ram9rp/1NIuL4iJgWEdPmzZu3ii9JkiRJkqB3zf3vnplPRcQmwNSI+O0K9m3veqes0P7mxsxLgEsARo4c2e4+kiRJkvRW1DozlZlPlZ9/Bq6ncc3Tn8opepSffy67twFbNh0+CHhqJe2D2mmXJEmSpNrVFqYiYp2IWG/pfWA/4FFgMrB0Rb6xwA3l/mTg6LKq3y7AwnIa4BRgv4jYqCw8sR8wpWx7ISJ2Kav4Hd3UlyRJkiTVqs7T/AYC15fVynsDV2TmTyPiQeDqiDgOeBw4tOx/M/BhYDawCPg0QGbOj4ivAw+W/b6WmfPL/c8ClwJrA7eUmyRJkiTVrrYwlZlzgOHttD8H7NtOewInLqevicDEdtqnAUNXuVhJkiRJeotasTS6JEmSJHV5hilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFVgmJIkSZKkCgxTkiRJklSBYUqSJEmSKjBMSZIkSVIFhilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgW1h6mI6BURv4qIG8vjrSLi/oiYFRFXRcTbSvvby+PZZfvgpj5OL+2/i4jRTe1jStvsiDit7tciSZIkSUutiZmpU4CZTY//HZiQmUOA54HjSvtxwPOZ+W5gQtmPiNgOOAx4LzAGuKAEtF7Ad4D9ge2Aw8u+kiRJklS7WsNURAwCPgJ8tzwO4APAtWWXScDB5f5B5TFl+75l/4OAKzPzb5n5B2A2MKrcZmfmnMx8Bbiy7CtJkiRJtat7Zuo/gS8Br5XH/YEFmbm4PG4Dtij3twCeACjbF5b9X29f5pjltb9JRBwfEdMiYtq8efNW9TVJkiRJEr3r6jgiDgD+nJkPRcTeS5vb2TVXsm157e0FwWynjcy8BLgEYOTIke3uI0mS1GWctUENfS5c/X1K3VxtYQrYHTgwIj4M9AXWpzFTtWFE9C6zT4OAp8r+bcCWQFtE9AY2AOY3tS/VfMzy2iVJkqS3zqCqt6C2MJWZpwOnA5SZqS9m5pERcQ3wcRrXOI0FbiiHTC6P7y3bb8/MjIjJwBUR8R/A5sAQ4AEaM1ZDImIr4Ekai1QcUdfrkaSWquOXO/gLXpKkVVDnzNTynApcGRHfAH4FfK+0fw/4QUTMpjEjdRhAZs6IiKuB3wCLgRMzcwlARJwETAF6ARMzc8YafSWSJEmSeqw1EqYy8w7gjnJ/Do2V+Jbd52Xg0OUcfzZwdjvtNwM3r8ZSJUmSJKlD1sT3TEmSJElSt2OYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFVgmJIkSZKkCgxTkiRJklSBYUqSJEmSKjBMSZIkSVIFhilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFXQ4TEXE+yPi0+X+gIjYqr6yJEmSJKlz61CYiogzgVOB00tTH+DyuoqSJEmSpM6uozNThwAHAi8BZOZTwHp1FSVJkiRJnV1Hw9QrmZlAAkTEOvWVJEmSJEmdX0fD1NURcTGwYUT8M/Az4L/qK0uSJEmSOrfeHdkpM8+LiA8BfwG2Ac7IzKm1ViZJkiRJndhKw1RE9AKmZOYHAQOUJEmSJNGB0/wycwmwKCI2WAP1SJIkSVKX0KHT/ICXgV9HxFTKin4AmXlyLVVJkiRJUifX0TB1U7lJkiRJkuj4AhSTIuJtwD+Upt9l5qv1lSVJkiRJnVuHwlRE7A1MAuYCAWwZEWMz8876SpMkSZKkzqujp/n9f8B+mfk7gIj4B+BHwPvqKkySJEmSOrOOfmlvn6VBCiAzHwP61FOSJEmSJHV+HZ2ZmhYR3wN+UB4fCTxUT0mSJEmS1Pl1NEx9FjgROJnGNVN3AhfUVZQkSZIkdXYdDVO9gW9l5n8AREQv4O21VSVJkiRJnVxHr5m6DVi76fHawM9WfzmSJEmS1DV0NEz1zcwXlz4o999RT0mSJEmS1Pl1NEy9FBE7Ln0QESOBv67ogIjoGxEPRMTDETEjIv6ttG8VEfdHxKyIuKp8GTAR8fbyeHbZPripr9NL++8iYnRT+5jSNjsiTuv4y5YkSZKkVdPRMPU54JqIuCsi7gSuBE5ayTF/Az6QmcOBEcCYiNgF+HdgQmYOAZ4Hjiv7Hwc8n5nvBiaU/YiI7YDDgPcCY4ALIqJXuW7rO8D+wHbA4WVfSZIkSardCsNUROwUEZtm5oPAe4CrgMXAT4E/rOjYbFh6amCfckvgA8C1pX0ScHC5f1B5TNm+b0REab8yM/+WmX8AZgOjym12Zs7JzFdoBLyDOvayJUmSJGnVrGxm6mLglXJ/V+DLNGaDngcuWVnnZQZpOvBnYCrwe2BBZi4uu7QBW5T7WwBPAJTtC4H+ze3LHLO89vbqOD4ipkXEtHnz5q2sbEmSJElaqZWFqV6ZOb/c/yRwSWZel5lfBd69ss4zc0lmjgAG0ZhJ2ra93crPWM62t9reXh2XZObIzBw5YMCAlZUtSZIkSSu10jAVEUu/i2pf4PambR39jioycwFwB7ALsGFTn4OAp8r9NmBLgLJ9A2B+c/syxyyvXZIkSZJqt7Iw9SPg5xFxA43V++4CiIh30zgNb7kiYkBEbFjurw18EJgJ/A/w8bLbWOCGcn9yeUzZfntmZmk/rKz2txUwBHgAeBAYUlYHfBuNRSomd+hVS5IkSdIqWuHsUmaeHRG3AZsBt5ZwA40Q9i8r6XszYFJZdW8t4OrMvDEifgNcGRHfAH4FfK/s/z3gBxExm8aM1GGlhhkRcTXwGxqLX5yYmUsAIuIkYArQC5iYmTPewmuXJEmSpMpWeqpeZt7XTttjHTjuEWCHdtrn0Lh+atn2l4FDl9PX2cDZ7bTfDNy8slokSZIkaXXr6PdMSZIkSZKaGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFXQu9UFSJIkSermztqgpn4X1tNvBzkzJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFVgmJIkSZKkCgxTkiRJklSBYUqSJEnjPk+6AAARzElEQVSSKqgtTEXElhHxPxExMyJmRMQppb1fREyNiFnl50alPSLi/IiYHRGPRMSOTX2NLfvPioixTe3vi4hfl2POj4io6/VIkiRJUrM6Z6YWA/+amdsCuwAnRsR2wGnAbZk5BLitPAbYHxhSbscDF0IjfAFnAjsDo4Azlwawss/xTceNqfH1SJIkSdLragtTmfl0Zv6y3H8BmAlsARwETCq7TQIOLvcPAi7LhvuADSNiM2A0MDUz52fm88BUYEzZtn5m3puZCVzW1JckSZIk1WqNXDMVEYOBHYD7gYGZ+TQ0AhewSdltC+CJpsPaStuK2tvaaW/v+Y+PiGkRMW3evHmr+nIkSZIkqf4wFRHrAtcBn8vMv6xo13baskL7mxszL8nMkZk5csCAASsrWZIkSZJWqtYwFRF9aASpH2bmj0vzn8opepSffy7tbcCWTYcPAp5aSfugdtolSZIkqXZ1ruYXwPeAmZn5H02bJgNLV+QbC9zQ1H50WdVvF2BhOQ1wCrBfRGxUFp7YD5hStr0QEbuU5zq6qS9JkiRJqlXvGvveHTgK+HVETC9tXwbGA1dHxHHA48ChZdvNwIeB2cAi4NMAmTk/Ir4OPFj2+1pmzi/3PwtcCqwN3FJukiRJklS72sJUZt5N+9c1Aezbzv4JnLicviYCE9tpnwYMXYUyJUmSJKmSNbKanyRJkiR1N4YpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFVgmJIkSZKkCgxTkiRJklSBYUqSJEmSKjBMSZIkSVIFhilJkiRJqsAwJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqMExJkiRJUgW9W12ApG7mrA1q6HPh6u9TkiRpFTkzJUmSJEkVGKYkSZIkqQLDlCRJkiRVYJiSJEmSpAoMU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSaqgtjAVERMj4s8R8WhTW7+ImBoRs8rPjUp7RMT5ETE7Ih6JiB2bjhlb9p8VEWOb2t8XEb8ux5wfEVHXa5EkSZKkZdU5M3UpMGaZttOA2zJzCHBbeQywPzCk3I4HLoRG+ALOBHYGRgFnLg1gZZ/jm45b9rkkSZIkqTa1hanMvBOYv0zzQcCkcn8ScHBT+2XZcB+wYURsBowGpmbm/Mx8HpgKjCnb1s/MezMzgcua+pIkSZKk2q3pa6YGZubTAOXnJqV9C+CJpv3aStuK2tvaaW9XRBwfEdMiYtq8efNW+UVIkiRJUmdZgKK9652yQnu7MvOSzByZmSMHDBhQsURJkiRJ+rs1Hab+VE7Ro/z8c2lvA7Zs2m8Q8NRK2ge10y5JkiRJa8SaDlOTgaUr8o0FbmhqP7qs6rcLsLCcBjgF2C8iNioLT+wHTCnbXoiIXcoqfkc39SVJkiRJtetdV8cR8SNgb2DjiGijsSrfeODqiDgOeBw4tOx+M/BhYDawCPg0QGbOj4ivAw+W/b6WmUsXtfgsjRUD1wZuKTdJkiRJWiNqC1OZefhyNu3bzr4JnLicfiYCE9tpnwYMXZUaJUmSJKmqzrIAhSRJkiR1KYYpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqqO1LeyVJUtcw+LSbaul3bt9aupWkTsOZKUmSJEmqwDAlSZIkSRUYpiRJkiSpAsOUJEmSJFXgAhSSpC7BRRIkSZ2NM1OSJEmSVIEzU+qZztqghj4Xrv4+JUmS1Gk5MyVJkiRJFRimJEmSJKkCw5QkSZIkVWCYkiRJkqQKDFOSJEmSVIFhSpIkSZIqcGl0SZKkmvhl01L35syUJEmSJFVgmJIkSZKkCjzNT5JWszpO6/GUHkmSOh/DVGd21gY19buwnn4lSZLWEK9HU2fgaX6SJEmSVIFhSpIkSZIqMExJkiRJUgWGKUmSJEmqwAUoJEmSJL3OVWk7zpkpSZIkSarAMCVJkiRJFRimJEmSJKkCw5QkSZIkVeACFFIP5TfHS5IkrRpnpiRJkiSpAsOUJEmSJFXgaX7q1DwVTZIkSZ2VYWo18AO/JEmS1PN0+dP8ImJMRPwuImZHxGmtrkeSJElSz9Clw1RE9AK+A+wPbAccHhHbtbYqSZIkST1Blw5TwChgdmbOycxXgCuBg1pckyRJkqQeIDKz1TVUFhEfB8Zk5j+Vx0cBO2fmScvsdzxwfHm4DfC7NVpodRsDz7a6iG7Ksa2PY1sPx7U+jm19HNv6OLb1cWzr0dXG9V2ZOWBlO3X1BSiinbY3pcPMvAS4pP5yVq+ImJaZI1tdR3fk2NbHsa2H41ofx7Y+jm19HNv6OLb16K7j2tVP82sDtmx6PAh4qkW1SJIkSepBunqYehAYEhFbRcTbgMOAyS2uSZIkSVIP0KVP88vMxRFxEjAF6AVMzMwZLS5rdepypyZ2IY5tfRzbejiu9XFs6+PY1sexrY9jW49uOa5degEKSZIkSWqVrn6anyRJkiS1hGFKkiRJkiowTEmSJElSBYYpSZIkSarAMKUeISL2jIhtyv33R8QXI+Ijra5LkiRJXZer+XUSEXEgcGtmvtzqWrqbiPhPYBSNrwKYAuwL3ALsBfwqM8e1sLwuLSLWBcbQ+PLsxcAsGu/j11paWDcQEe8BDgK2AJLGF5JPzsyZLS2sG4uIT2fm91tdR1dW3rdbAPdn5otN7WMy86etq6zri4hRQGbmgxGxHY1/e3+bmTe3uLRuJSIuy8yjW11HdxMR76fxWezRzLy11fWsToapTiIi/gq8ROND/o+AKZm5pLVVdQ8RMQMYCqwNPAlskZmLIqIPjTA1tKUFdlER8QlgHPAwsA9wD43Z7u2BIzPz1y0sr0uLiFOBw4ErgbbSPIjGF5NfmZnjW1VbdxYRj2fmO1tdR1cVEScDJwIzgRHAKZl5Q9n2y8zcsZX1dWURcSawP43/FJwK7AzcAXyQxueFs1tXXdcVEZOXbaLx++x2gMw8cI0X1U1ExAOZOarc/2ca/zZcD+wH/Hd3+j1mmOokIuJXwAeAj9P4wDSUxpvuR5n581bW1tVFxKOZOTQi+gJPA5tn5l8johfw68zcrsUldkkR8QiwSwmmGwM/zMzRETEMuCgzd2txiV1WRDwGvDczX12m/W3AjMwc0prKur7yvm13E/APmfn2NVlPdxIRvwZ2zcwXI2IwcC3wg8z8VkT8KjN3aGmBXVgZ2xHA24FngEGZ+ZeIWJvGLOCwlhbYRUXEL4HfAN+lcQZA0PgP7cMA/PxVXfPf+Yh4EPhwZs6LiHWA+zJz+9ZWuPr0bnUBel1m5vPAfwH/FRGbAp8AxkfEoMzcsrXldWk3RcRdQF8a/2BeHRH30TjN786WVta1BfDXcv8lYBOAzHwkItZvWVXdw2vA5sAfl2nfrGxTdQOB0cDzy7QHjdlVVddr6al9mTk3IvYGro2Id9EYX1W3uJytsigifp+ZfwEo/zHovwnVjQROAb4CjMvM6RHxV0PUarFWRGxE44yVyMx5AJn5UkQsbm1pq5dhqvN4wy+azHwGOB84v/wiUkWZeWpE7Nq4m/dFxP8CDqERrK5tbXVd2s3ATyPi5zROP7kGICL64QenVfU54LaImAU8UdreCbwbOKllVXUPNwLrZub0ZTdExB1rvpxu5ZmIGLF0bMsM1QHARBqn/6q6VyLiHZm5CHjf0saI2AD/g6Wycn3vhIi4pvz8E342Xl02AB6i8XkgI2LTzHymXGvdrT4jeJpfJxERe2fmHa2uozuLiIE0XcyfmX9qcUldXkR8GNgOeDgzp5a2tYA+mfm3lhbXxZVxHEXjPRs0rp160Gsp1VlFxCAaMyjPtLNt98z8RQvK6hYi4u3t/ZtaTrHezGtUV4+yyu/umfnlVtfSXUXEO4CBmfmHVteyuhimOhk/8K9+ETECuIjG/5I8WZoHAQuAEzLzl62qrTvwPbtmRcS6zaukafVxbOvj2NbHsa2H41qf7ja2hqlOwg/89YmI6cBnMvP+Zdp3AS7OzOGtqaxr8z3bGq44Vx/Htj6ObX0c23o4rvXpbmPreaGdx6Us/wP/9wE/8Fe3zrLjClCun1qnFQV1E5fie7YWEfGF5W0C1l2TtXQ3jm19HNv6OLb1cFzr05PGdq1WF6DXLfcDP+AH/lVzS0TcFBGfjIjdyu2TEXET4JdIVud7tj7fBDYC1lvmti7+u72qHNv6OLb1cWzr4bjWp8eMrTNTncct5cP9Zfx99a4tgaPxA/8qycyTI2J/4CDeeDH/d/zm+FXie7Y+vwR+kpkPLbshIv6pBfV0J45tfRzb+ji29XBc69NjxtZrpjqR5Xzgn+wHfnVWvmfrERHbAPOXfi/HMtsGushHdY5tfRzb+ji29XBc69OTxtYwpW6vfA/H6TQ+9G9Smv8M3ACMz8wFrapNkiRJXVe3OmexK4uIDSJifETMjIjnym1maduw1fV1cVcDzwP7ZGb/zOwP7ENj1blrWlpZF+Z7tj5NY/tbx3b1cmzr49jWx7Gth+Nan540toapzsMP/PUZnJn/3vxFkpn5TGaOB7rN0pwt4Hu2PkvHdu9lxvZ5HNtV5djWx7Gtj2NbD8e1Pj1mbD3Nr5OIiN9l5jZvdZtWLiJuBX4GTFp6jm75otljgA9l5gdbWF6X5Xu2Po5tfRzb+ji29XFs6+G41qcnja0zU53HHyPiS+VDPtD4wB8Rp/L3ldJUzSeB/sDPI+L5iJgP3AH0Az7RysK6ON+z9XFs6+PY1sexrY9jWw/HtT49ZmwNU52HH/hrkpnP0/gS2ZOALTOzX2Zum5mnAqNaW12X5nu2Po5tfRzb+ji29XFs6+G41qfHjK2n+XUiEfEeYBBwX2a+2NQ+JjP93p6KIuJk4ERgJjACOCUzbyjbfpmZO7ayvq7M92x9HNv6OLb1cWzr49jWw3GtT08ZW2emOonygf8GGrMnj0bEQU2bv9maqrqNfwbel5kHA3sDX42IU8q2aFlVXZzv2fo4tvVxbOvj2NbHsa2H41qfnjS2vVtdgF639AP/ixExGLg2IgZn5rfwA/+q6rX0f0Qyc25E7E1jfN+FY7sqfM/Wx7Gtj2NbH8e2Po5tPRzX+vSYsTVMdR5+4K/PMxExIjOnA5S/2AcAE4HtW1tal+Z7tj6ObX0c2/o4tvVxbOvhuNanx4ytp/l1Hs9ExIilD8ob8ABgY/zAv6qOBp5pbsjMxZl5NLBna0rqFnzP1sexrY9jWx/Htj6ObT0c1/r0mLF1AYpOIiIGAYubv1i2advumfmLFpQlLZfv2fo4tvVxbOvj2NbHsa2H41qfnjS2hilJkiRJqsDT/CRJkiSpAsOUJEmSJFVgmJIkSZKkCgxTkiR1QET0anUNkqTOxTAlSep2IuLrEXFK0+OzI+LkiBgXEQ9GxCMR8W9N238SEQ9FxIyIOL6p/cWI+FpE3A/suoZfhiSpkzNMSZK6o+8BYwEiYi3gMOBPwBBgFDACeF9ELP2uuWMz833ASODkiOhf2tcBHs3MnTPz7jX5AiRJnV/vVhcgSdLqlplzI+K5iNgBGAj8CtgJ2K/cB1iXRri6k0aAOqS0b1nanwOWANetydolSV2HYUqS1F19FzgG2BSYCOwL/N/MvLh5p4jYG/ggsGtmLoqIO4C+ZfPLmblkTRUsSepaPM1PktRdXQ+MoTEjNaXcjo2IdQEiYouI2ATYAHi+BKn3ALu0qmBJUtfizJQkqVvKzFci4n+ABWV26daI2Ba4NyIAXgQ+BfwU+N8R8QjwO+C+VtUsSepaIjNbXYMkSatdWXjil8ChmTmr1fVIkrofT/OTJHU7EbEdMBu4zSAlSaqLM1OSJEmSVIEzU5IkSZJUgWFKkiRJkiowTEmSJElSBYYpSZIkSarAMCVJkiRJFfz/j6Dm7hEfG0wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb_stories_df = pd.DataFrame(data=[list(x.values()) for x in fb_stories_per_year], columns=list(fb_stories_per_year[0].keys()))\n",
    "fb_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Facebook stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4076b312-e710-4707-b9a2-321157604d41",
    "_uuid": "cffc500f0f623083336d8b951d02ce179d2a6514"
   },
   "source": [
    "Most of these companies are well estabalished companies now. I've intentionally included yahoo and HP here.  According to [Fortune](http://fortune.com/2013/05/06/20-companies-that-lost-the-most/) HP was of the least profitable company in year 2013. Yahoo was [once king of internet](https://www.forbes.com/sites/briansolomon/2016/07/25/yahoo-sells-to-verizon-for-5-billion-marissa-mayer/#69a42d12450f) which was sold for very low price in year 2016. One trend we can agree on successful companies like facebook has thousands of stories and are able to maintain score more than 10,000 per year.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "e6dcc6a2-4902-491c-9189-71b69f0a7335",
    "_uuid": "4b726b69037b7bc95f2f4dbe037dccdad7a176d7"
   },
   "source": [
    "# YC Exited VS Dead\n",
    "\n",
    "\n",
    "Now its time to run our speculations and see if the exited and dead had some differences in story coverage and see if we can generalize.\n",
    "\n",
    "YCombinator maintains a [list of companies](http://yclist.com/) of startups which we can use as a reference to get insights. This site contains Exited Active and Dead startups, this name gives indications if companies are bought by other companies or still supported by YC or dropped out of YC funding because of poor results. Now lets compare the score and stories of Dead and exited companies like Twitch.tv, Reddit, Zillabyte and Kicksend.\n",
    "\n",
    "Out of these four companies Twitch was acquired by amazon in 2014 and Reddit was acquired by Conde Nast in 2006.\n",
    "Twitch and Reddit are in YCombinator's Exit list and Kicksend and Zillabyte are in Failed list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "_cell_guid": "87ee5294-790b-48b8-8dce-23214888ae2c",
    "_uuid": "cd0a5dcb6cb716d265b9de30925047df0f7707a6",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(T|t)witch.tv\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "_cell_guid": "d1dfa954-f712-4c00-bb9e-c44015df6403",
    "_uuid": "3b92577106f27d8d9624e8d6330b5ea691a67394",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "twitch_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "_cell_guid": "3bf4d907-77f9-431b-a712-51c3ce851577",
    "_uuid": "fd0ea9f62de5cdf45ff02945c0a56e6a54ec727d",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "twitch_stories_df = pd.DataFrame(data=[list(x.values()) for x in twitch_stories_per_year], columns=list(twitch_stories_per_year[0].keys()))\n",
    "twitch_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Twitch stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "_cell_guid": "a691701b-02f3-4a4b-9272-d519f1224292",
    "_uuid": "7dc9c611430ba602167e1c9f79db454ecf807c1a",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(R|r)eddit\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "_cell_guid": "5e957afe-0b02-43aa-8550-25cd4a4c330d",
    "_uuid": "b01a92c19719bac412b7e1ede213bc2880dfc6a8",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "reddit_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "_cell_guid": "9afede60-8be5-4c77-95bf-21188d91e78f",
    "_uuid": "1902dce736811efad3cfb68883e5433bf27c6fd8",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reddit_stories_df = pd.DataFrame(data=[list(x.values()) for x in reddit_stories_per_year], columns=list(reddit_stories_per_year[0].keys()))\n",
    "reddit_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Reddit stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "_cell_guid": "acde1c54-369f-4885-8c03-f627b7ffddb6",
    "_uuid": "512e281009385689328d3d08257cb9da223304ce",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(Z|z)illabyte\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "_cell_guid": "0e72be6a-3fe3-4f79-98e8-45d9c19391ef",
    "_uuid": "d0c523e7769db62a7a8a6a1a732ff8abe2b16899",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "zillabyte_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "_cell_guid": "d2f943cc-b0e0-4ca4-8ed3-4665487aa65f",
    "_uuid": "b936809c91386f13e3d2ae6ae0e9cb161dd67009",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zillabyte_stories_df = pd.DataFrame(data=[list(x.values()) for x in zillabyte_stories_per_year], columns=list(zillabyte_stories_per_year[0].keys()))\n",
    "zillabyte_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Zillabyte stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "_cell_guid": "83ec02ec-343d-464a-88aa-0793edbf043a",
    "_uuid": "6c83d3f610b30bbc3a91ca85d7ca06ec5dfe5543",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT count(*) as total_stories, SUM(score) as total_score,\n",
    "EXTRACT(YEAR FROM time_ts) AS year\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"(K|k)icksend\")\n",
    "GROUP BY year\n",
    "ORDER BY year\n",
    "\"\"\"\n",
    "\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "_cell_guid": "a26ed543-1096-4d0e-92c1-3ca2d5eaa0df",
    "_uuid": "24b5e497295f5b2ac27cd3802f15c14850646eed",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "kicksend_stories_per_year = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "_cell_guid": "c3482d57-8104-4fd9-9aa7-80e56e0dd4c1",
    "_uuid": "29916f18a05790167d069974aeb28cf68c9d9157",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAGSCAYAAADHFNEIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X20XVV9L/zvjyQ1VhBMiEEINfBIFRuSgAFECoioEfXxnSoggvgUW+WCtUXQDpHbXloUbmn1FpH6hlIqKiI84i2gliJVK0EBoShBjBDwJRBAkFLe5v3jrHAPIS8Hk312TtbnM8YeZ6255lrrt/fJWON8M+dau1prAQAA6LNNhl0AAADAsAlGAABA7wlGAABA7wlGAABA7wlGAABA7wlGAABA7wlGABNYVf1OVd1bVZPW0u+FVbV0vOpaTQ2frqr/MaRz31tV2w/j3ABMDIIRwAauqpZU1YtHrb+pqu6sqn1aaze31jZtrT08zBoHqapaVT1rXY7RfUY3ra+aANj4CEYAE0hVHZrk75O8orX2r8OuZ0NXVZOHXcPaDLPGifD5AIwXwQhggqiqI5L8zyQLW2vf6tpmdyMqk7v1aVX1qaq6rRtV+vJqjnVUVf1HVc2qqi2r6itVdVdVLa+qb1bVJl2/ravq3KpaVlU/qaqjRh3jhKr6fFV9pqruqarrqmrBqO07V9X3um3nJJm6hvf2rKr616q6u6pu7/qnqi7rulzdTYd7Y9f+h1V1Y1fvBVW19ahjtap6Z1UtTrJ4VNuzuuUnVdUpVXVzVf2iqk6vqid321b7Wayi5tZ9jjd1NZ88um9VHV5V13e/h4uq6plrqnGlY19YVf9tpbZrquo13fJzquqSrsYfVdUfjOr3iqr6flX9qqpuqaoTRm1b8e/lbVV1c5JvrO53AtA3ghHAxPDHSf4yyX6ttUVr6PfZJL+d5PeSPD3JqSt3qKr3JzksyT6ttaVJ/jTJ0iQzksxM8r4krfsj//9PcnWSbZLsl+RdVbVw1OFeleRzSbZIckGS/9Wd47eSfLmrZ1qSLyR5/Rrq/sskFyd5WpJZST6SJK21vbvt87rpcOdU1YuS/HWSP0jyjCQ/7WoY7TVJdk/y3FWc64NJfjfJ/CTP6t7b8d22VX4Wa6j7tUkWJNklyauTHN69/9d0+76uO9Y3k/zTE6jxzCRvXrFSVfO6Or9aVU9JckmSszPyOz4wyWlV9Xtd918neUtGfievSPLHKwLVKPsk2THJwgCQRDACmChekuQ7SX6wug5V9Ywk+yf5o9bana21B1eabldV9TcZ+WN439basq79wYwEjGd2+3yztdaS7JpkRmvtL1prD3T36PxDkjeNOublrbWvdvc4fTbJvK79+UmmJPnb7phfTHLFGt7fg0memWTr1tr9rbXL19D34CSfbK19r7X2X0nem2SPqpo9qs9ft9aWt9b+c6XPqJL8YZI/6bbfk+SvRr2n1X0Wq/PB7jg3J/nbjISUJHl7V8P1rbWHunPMHz1qtLoaO+cn2aGqdujWD0lyTmvtgSSvTLKktfap1tpDrbXvJTk3yRuSpLV2aWvtB621R1pr12QkkO2z0vFPaK39ejXnBuglwQhgYvijjIxyfLz7435Vtk2yvLV252q2b5HkiIz8QX73qPaTk9yY5OJuWthxXfszk2zdTSu7q6ruysgoyMxR+/581PJ9SaZ20/q2TnLrSqHip2t4f+9JUkm+203JO3wNfbcefazW2r1J7sjIiMoKt6xm3xkZGVG7ctR7+ueuPVn9Z7E6o8/z0662ZOSz+7tR51jevb+x1Jgu8H0+yZu7kbsDMxI8Vxx795V+Lwcn2SpJqmr3qvqXbvrj3Rn5t7PlGuoGIIIRwETxy4xMZdsryWmr6XNLkmlVtcVqtt+ZkdGGT1XVnisaW2v3tNb+tLW2fZL/N8m7q2q/7ng/aa1tMeq1WWvt5WOo92dJtlkpxP3O6jq31n7eWvvD1trWGRltOa1W/yS62zISDpIk3dSy6UluHX3I1ex7e5L/TPJ7o97T5q21Tbs6VvdZrM62K72/27rlW5K8faXP7skr7g1bS40rnJmRwLNfkvtaa98edex/XenYm7bW/rjbfnZGpjVu21rbPMnpGQllo63t3AC9IxgBTBCttduSvCjJy6rqcfcOtdZ+luR/ZyRUPK2qplTV3iv1uTQjf2yfV1W7J0lVvbJ7+EEl+VWSh7vXd5P8qqqOraonV9WkqppTVbuOodxvJ3koyVFVNbmqXpdkt9V1rqoDqmpWt3pnRv5wX/EI8l8kGf0dRGcneWtVza+qJ2Vkmtq/t9aWrK2o1tojGZkOeGpVPb079zYr7ptaw2exOsd0n/W2SY5Ock7XfnqS966476eqNq+qA9ZW30q1fjvJIxl54MZnR236SpLfrapDut/xlKratap27LZvlpGRw/urarckBz2R8wL0lWAEMIG01m7JSDh6Q1X99Sq6HJKR+2R+mJFRpnet4hiXJHlrkguq6nlJdkjytST3ZiTQnNbdp/JwRkZN5if5SUZGWz6eZPMx1PlARh48cFhGgs4bk3xpDbvsmuTfq+rejIx2HN1a+0m37YQkZ3bTxv6gtfb1JO/PyH01P0vy/+Sx9z2tzbEZmS73nar6VUbe+7O7bav8LNZwrPOTXJnkqiQXJvlEkrTWzsvIQx4+153j2ozc//VEfSbJTknOWtHQ3Rf10oy859syMp3xg0me1HV5R5K/qKp7MvJQic//BucF6J1a8z2lAMCqVFVLskNr7cYBnuMtSY5orf3+oM4BwAgjRgCwAaqq387I6M8Zw64FoA8EIwDYwHT3PC3LyP1VZw+5HIBeMJUOAADoPSNGAABA700edgHrYsstt2yzZ88edhkAAMAG6sorr7y9tTZjbf0mdDCaPXt2Fi1aNOwyAACADVRV/XQs/UylAwAAek8wAgAAek8wAgAAem9C32MEAAAbigcffDBLly7N/fffP+xSemnq1KmZNWtWpkyZ8hvtLxgBAMB6sHTp0my22WaZPXt2qmrY5fRKay133HFHli5dmu222+43OoapdAAAsB7cf//9mT59ulA0BFWV6dOnr9NonWAEAADriVA0POv62QtGAABA77nHCAAABmD2cReu1+MtOekV6/V4PJYRIwAA2AjcddddOe2009bYZ8mSJTn77LPXeqwlS5Zkzpw56/38q/OCF7zgN9pvfRKMAABgI7A+g9Ggzr+yhx9+OEnyrW99axAlPSGCEQAAbASOO+64/PjHP878+fNzzDHH5JhjjsmcOXOy00475Zxzznm0zze/+c3Mnz8/p556apYsWZK99toru+yyS3bZZZcxB5Trrrsuu+22W+bPn5+5c+dm8eLFjzt/a22VNVx66aXZd999c9BBB2WnnXZKkmy66aaPHvvkk0/Orrvumrlz5+YDH/hAkuTXv/51XvGKV2TevHmZM2fOo8dan9xjBAAAG4GTTjop1157ba666qqce+65Of3003P11Vfn9ttvz6677pq99947J510Uk455ZR85StfSZLcd999ueSSSzJ16tQsXrw4Bx54YBYtWrTWc51++uk5+uijc/DBB+eBBx7Iww8//JjzJ8m5556bq6666nE1JMl3v/vdXHvttY/7zqGLL744ixcvzne/+9201vKqV70ql112WZYtW5att946F144ct/W3XffvT4/uiSCEQAAbHQuv/zyHHjggZk0aVJmzpyZffbZJ1dccUWe+tSnPqbfgw8+mCOPPDJXXXVVJk2alBtuuGFMx99jjz1y4oknZunSpXnd616XHXbY4QnVsNtuu63yi1gvvvjiXHzxxdl5552TJPfee28WL16cvfbaK3/2Z3+WY489Nq985Suz1157/QafypoJRgBsXE7YfNgVDN8J6/9/UoGJpbU2pn6nnnpqZs6cmauvvjqPPPJIpk6dOqb9DjrooOy+++658MILs3Dhwnz84x/P9ttvP+YanvKUp6y27ve+9715+9vf/rhtV155Zb761a/mve99b1760pfm+OOPH1OtYyUYAQDAAIz347U322yz3HPPPUmSvffeOx/72Mdy6KGHZvny5bnsssty8skn59Zbb320TzIyJW3WrFnZZJNNcuaZZz76MIS1uemmm7L99tvnqKOOyk033ZRrrrkm8+bNe8yxV1fDD3/4w9Ued+HChXn/+9+fgw8+OJtuumluvfXWTJkyJQ899FCmTZuWN7/5zdl0003z6U9/+jf7kNZAMAIAgI3A9OnTs+eee2bOnDnZf//9M3fu3MybNy9VlQ996EPZaqutMn369EyePDnz5s3LYYcdlne84x15/etfny984QvZd999VzuSs7JzzjknZ511VqZMmZKtttoqxx9/fKZNm/aY83/oQx/Kt7/97cfVsKZg9NKXvjTXX3999thjjyQjD2U466yzcuONN+aYY47JJptskilTpuSjH/3oevnMRquxDrNtiBYsWNDGcnMYAD1iKp2pdDAk119/fXbcccdhl9Frq/odVNWVrbUFa9vX47oBAIDeM5UOAABYpYsuuijHHnvsY9q22267nHfeeUOqaHAEIwAAYJUWLlyYhQsXDruMcWEqHQAA0HuCEQAA0HuCEQAA0HvuMQIAgEFY318f4FH8A2XECAAANgJ33XVXTjvttDX2WbJkSc4+++y1HmvJkiWZM2fO+iptQhCMAABgI7A+g9F4e+ihh4ZdgmAEAAAbg+OOOy4//vGPM3/+/BxzzDE55phjMmfOnOy0004555xzHu3zzW9+M/Pnz8+pp56aJUuWZK+99souu+ySXXbZJd/61rfGdK7rrrsuu+22W+bPn5+5c+dm8eLFSZLPfOYzmTt3bubNm5dDDjkkSfLTn/40++23X+bOnZv99tsvN998c5LksMMOy7vf/e7su+++OfbYY/PrX/86hx9+eHbdddfsvPPOOf/88wfwKa2ee4wAAGAjcNJJJ+Xaa6/NVVddlXPPPTenn356rr766tx+++3Zdddds/fee+ekk07KKaeckq985StJkvvuuy+XXHJJpk6dmsWLF+fAAw/MokWL1nqu008/PUcffXQOPvjgPPDAA3n44Ydz3XXX5cQTT8y//du/Zcstt8zy5cuTJEceeWTe8pa35NBDD80nP/nJHHXUUfnyl7+cJLnhhhvyta99LZMmTcr73ve+vOhFL8onP/nJ3HXXXdltt93y4he/OE95ylMG96GNIhgBAMBG5vLLL8+BBx6YSZMmZebMmdlnn31yxRVX5KlPfepj+j344IM58sgjc9VVV2XSpEm54YYbxnT8PfbYIyeeeGKWLl2a173uddlhhx3yjW98I294wxuy5ZZbJkmmTZuWJPn2t7+dL33pS0mSQw45JO95z3sePc4BBxyQSZMmJUkuvvjiXHDBBTnllFOSJPfff39uvvnm7Ljjjuv2YYyRYAQAABuZ1tqY+p166qmZOXNmrr766jzyyCOZOnXqmPY76KCDsvvuu+fCCy/MwoUL8/GPfzyttVTVWvcd3Wf0aFBrLeeee26e/exnj6mG9U0wAgCAQRjnx2tvttlmueeee5Ike++9dz72sY/l0EMPzfLly3PZZZfl5JNPzq233vponyS5++67M2vWrGyyySY588wz8/DDD4/pXDfddFO23377HHXUUbnppptyzTXX5CUveUle+9rX5k/+5E8yffr0LF++PNOmTcsLXvCCfO5zn8shhxySf/zHf8zv//7vr/KYCxcuzEc+8pF85CMfSVXl+9//fnbeeed1/2DGSDACAICNwPTp07Pnnntmzpw52X///R99CEJV5UMf+lC22mqrTJ8+PZMnT868efNy2GGH5R3veEde//rX5wtf+EL23XffMd/Pc8455+Sss87KlClTstVWW+X444/PtGnT8ud//ufZZ599MmnSpOy888759Kc/nQ9/+MM5/PDDc/LJJ2fGjBn51Kc+tcpjvv/978+73vWuzJ07N621zJ49+9F7ocZDjXWYbUO0YMGCNpabwwDokfX9hYoTkS+BhKG4/vrrx+1+GFZtVb+DqrqytbZgbft6XDcAANB7ptIBAACrdNFFF+XYY499TNt2222X8847b0gVDY5gBAAA68lYn8w2USxcuDALFy4cdhljsq63CJlKBwAA68HUqVNzxx13rPMf6DxxrbXccccdY37c+KoYMQIAgPVg1qxZWbp0aZYtWzbsUnpp6tSpmTVr1m+8v2AEAADrwZQpU7LddtsNuwx+Q6bSAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvTfQYFRVS6rqB1V1VVUt6tqmVdUlVbW4+/m0rr2q6sNVdWNVXVNVuwyyNgAAgBXGY8Ro39ba/Nbagm79uCRfb63tkOTr3XqS7J9kh+51RJKPjkNtAAAAQ5lK9+okZ3bLZyZ5zaj2z7QR30myRVU9Ywj1AQAAPTPoYNSSXFxVV1bVEV3bzNbaz5Kk+/n0rn2bJLeM2ndp1/YYVXVEVS2qqkXLli0bYOkAAEBfTB7w8fdsrd1WVU9PcklV/XANfWsVbe1xDa2dkeSMJFmwYMHjtgMAADxRAx0xaq3d1v38ZZLzkuyW5Bcrpsh1P3/ZdV+aZNtRu89Kctsg6wMAAEgGGIyq6ilVtdmK5SQvTXJtkguSHNp1OzTJ+d3yBUne0j2d7vlJ7l4x5Q4AAGCQBjmVbmaS86pqxXnObq39c1VdkeTzVfW2JDcnOaDr/9UkL09yY5L7krx1gLUBAAA8amDBqLV2U5J5q2i/I8l+q2hvSd45qHoAAABWZxiP6wYAANigCEYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDvTR70CapqUpJFSW5trb2yqrZL8rkk05J8L8khrbUHqupJST6T5HlJ7kjyxtbakkHXx0bghM2HXcHwnXD3sCsAAJjQxmPE6Ogk149a/2CSU1trOyS5M8nbuva3JbmztfasJKd2/QAAAAZuoMGoqmYleUWSj3frleRFSb7YdTkzyWu65Vd36+m279f1BwAAGKhBjxj9bZL3JHmkW5+e5K7W2kPd+tIk23TL2yS5JUm67Xd3/R+jqo6oqkVVtWjZsmWDrB0AAOiJgQWjqnplkl+21q4c3byKrm0M2/5vQ2tntNYWtNYWzJgxYz1UCgAA9N0gH76wZ5JXVdXLk0xN8tSMjCBtUVWTu1GhWUlu6/ovTbJtkqVVNTnJ5kmWD7A+AACAJAMcMWqtvbe1Nqu1NjvJm5J8o7V2cJJ/SfKGrtuhSc7vli/o1tNt/0Zr7XEjRgAAAOvbML7H6Ngk766qGzNyD9EnuvZPJJnetb87yXFDqA0AAOihgX+PUZK01i5Ncmm3fFOS3VbR5/4kB4xHPQAAAKMNY8QIAABggyIYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvTfmYFRVv19Vb+2WZ1TVdoMrCwAAYPyMKRhV1QeSHJvkvV3TlCRnDaooAACA8TTWEaPXJnlVkl8nSWvttiSbDaooAACA8TTWYPRAa60laUlSVU8ZXEkAAADja6zB6PNV9bEkW1TVHyb5WpJ/GFxZAAAA42fyWDq11k6pqpck+VWSZyc5vrV2yUArAwAAGCdrDUZVNSnJRa21FycRhgAAgI3OWqfStdYeTnJfVW0+DvUAAACMuzFNpUtyf5IfVNUl6Z5MlySttaNWt0NVTU1yWZIndef5YmvtA933H30uybQk30tySGvtgap6UpLPJHlekjuSvLG1tuSJvyUAAIAnZqzB6MLu9UT8V5IXtdburaopSS6vqv+d5N1JTm2tfa6qTk/ytiQf7X7e2Vp7VlW9KckHk7zxCZ4TAADgCRvrwxfOrKrfSvK7XdOPWmsPrmWfluTebnVK92pJXpTkoK79zCQnZCQYvbpbTpIvJvlfVVXdcQAAAAZmTI/rrqoXJlmc5O+TnJbkhqraewz7Taqqq5L8MiMPbvhxkrtaaw91XZYm2aZb3ibJLUnSbb87yfRVHPOIqlpUVYuWLVs2lvIBAADWaKzfY/Q/k7y0tbZPa23vJAuTnLq2nVprD7fW5ieZlWS3JDuuqlv3s9awbfQxz2itLWitLZgxY8YYywcAAFi9sQajKa21H61Yaa3dkJGpcWPSWrsryaVJnp+RL4ldMYVvVpLbuuWlSbZNkm775kmWj/UcAAAAv6mxBqNFVfWJqnph9/qHJFeuaYeqmlFVW3TLT07y4iTXJ/mXJG/ouh2a5Pxu+YJuPd32b7i/CAAAGA9jfSrdHyd5Z5KjMjLl7bKM3Gu0Js9Icmb3BbGbJPl8a+0rVfUfST5XVf8jyfeTfKLr/4kkn62qGzMyUvSmJ/ROAAAAfkNjDUaTk/xda+1vkpGHKmTk+4lWq7V2TZKdV9F+U0buN1q5/f4kB4yxHgAAgPVmrFPpvp7kyaPWn5zka+u/HAAAgPE31mA0tbW24juJ0i3/9mBKAgAAGF9jDUa/rqpdVqxU1YIk/zmYkgAAAMbXWO8xeleSL1TVbRn5bqGtk7xxYFUBAACMozWOGFXVrlW1VWvtiiTPSXJOkoeS/HOSn4xDfQAAAAO3tql0H0vyQLe8R5L3Jfn7JHcmOWOAdQEAAIybtU2lm9RaW94tvzHJGa21c5OcW1VXDbY0AACA8bG2EaNJVbUiPO2X5Bujto31/iQAAIAN2trCzT8l+dequj0jT6H7ZpJU1bOS3D3g2gAAAMbFGoNRa+3Eqvp6kmckubi11rpNmyT5b4MuDgAAYDysdTpca+07q2i7YTDlAAAAjL+xfsErAADARkswAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAek8wAgAAem9gwaiqtq2qf6mq66vquqo6umufVlWXVNXi7ufTuvaqqg9X1Y1VdU1V7TKo2gAAAEYb5IjRQ0n+tLW2Y5LnJ3lnVT03yXFJvt5a2yHJ17v1JNk/yQ7d64gkHx1gbQAAAI8aWDBqrf2stfa9bvmeJNcn2SbJq5Oc2XU7M8lruuVXJ/lMG/GdJFtU1TMGVR8AAMAK43KPUVXNTrJzkn9PMrO19rNkJDwleXrXbZskt4zabWnXtvKxjqiqRVW1aNmyZYMsGwAA6ImBB6Oq2jTJuUne1Vr71Zq6rqKtPa6htTNaawtaawtmzJixvsoEAAB6bKDBqKqmZCQU/WNr7Utd8y9WTJHrfv6ya1+aZNtRu89Kctsg6wMAAEgG+1S6SvKJJNe31v5m1KYLkhzaLR+a5PxR7W/pnk73/CR3r5hyBwAAMEiTB3jsPZMckuQHVXVV1/a+JCcl+XxVvS3JzUkO6LZ9NcnLk9yY5L4kbx1gbQAAAI8aWDBqrV2eVd83lCT7raJ/S/LOQdUDAACwOuPyVDoAAIANmWAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD0nmAEAAD03sCCUVV9sqp+WVXXjmqbVlWXVNXi7ufTuvaqqg9X1Y1VdU1V7TKougAAAFY2yBGjTyd52UptxyX5emtthyRf79aTZP8kO3SvI5J8dIB1AQAAPMbAglFr7bIky1dqfnWSM7vlM5O8ZlT7Z9qI7yTZoqqeMajaAAAARhvve4xmttZ+liTdz6d37dskuWVUv6Vd2+NU1RFVtaiqFi1btmygxQIAAP2woTx8oVbR1lbVsbV2RmttQWttwYwZMwZcFgAA0AfjHYx+sWKKXPfzl1370iTbjuo3K8lt41wbAADQU+MdjC5Icmi3fGiS80e1v6V7Ot3zk9y9YsodAADAoE0e1IGr6p+SvDDJllW1NMkHkpyU5PNV9bYkNyc5oOv+1SQvT3JjkvuSvHVQdQEAAKxsYMGotXbgajbtt4q+Lck7B1ULAADAmmwoD18AAAAYGsEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcHZtlPPAAAHP0lEQVQIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADoPcEIAADovcnDLgAAAAbihM2HXcHwnXD3sCuYMIwYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvScYAQAAvTd52AUAsP7MPu7CYZcwdEumDrsCACYiI0YAAEDvCUYAAEDvCUYAAEDvCUYAAEDvCUYAAEDveSrdBOcJVJ5ABQDAutugRoyq6mVV9aOqurGqjht2PQAAQD9sMMGoqiYl+fsk+yd5bpIDq+q5w60KAADogw0mGCXZLcmNrbWbWmsPJPlcklcPuSYAAKAHNqR7jLZJcsuo9aVJdl+5U1UdkeSIbvXeqvrRONTGBqySLZPcPuw6huq/17ArgA2Ga0JcE+D/cj1wPUiSZ46l04YUjFb1W2uPa2jtjCRnDL4cJoqqWtRaWzDsOoANg2sCsILrAU/EhjSVbmmSbUetz0py25BqAQAAemRDCkZXJNmhqrarqt9K8qYkFwy5JgAAoAc2mKl0rbWHqurIJBclmZTkk62164ZcFhODqZXAaK4JwAquB4xZtfa423gAAAB6ZUOaSgcAADAUghEAANB7ghEAANB7ghEAANB7ghEAANB7ghEbjap667BrAMZXVT2nqvarqk1Xan/ZsGoChqeqdquqXbvl51bVu6vq5cOui4nB47rZaFTVza213xl2HcD4qKqjkrwzyfVJ5ic5urV2frfte621XYZZHzC+quoDSfbPyPd0XpJk9ySXJnlxkotaaycOrzomAsGICaWqrlndpiS/21p70njWAwxPVf0gyR6ttXuranaSLyb5bGvt76rq+621nYdaIDCuumvC/CRPSvLzJLNaa7+qqicn+ffW2tyhFsgGb/KwC4AnaGaShUnuXKm9knxr/MsBhmhSa+3eJGmtLamqFyb5YlU9MyPXBKBfHmqtPZzkvqr6cWvtV0nSWvvPqnpkyLUxAbjHiInmK0k2ba39dKXXkowMlwP98fOqmr9ipQtJr0yyZZKdhlYVMCwPVNVvd8vPW9FYVZsnEYxYK1PpAJiQqmpWRv6H+Oer2LZna+3fhlAWMCRV9aTW2n+ton3LJM9orf1gCGUxgQhGbDSqatMV02qAfnM9AEZzTWAsTKVjY/Ifwy4A2GC4HgCjuSawVh6+wIRSVe9e3aYkm65mG7ARcj0ARnNNYF0ZMWKi+askT0uy2UqvTePfM/SN6wEwmmsC68SIERPN95J8ubV25cobqur/G0I9wPC4HgCjuSawTjx8gQmlqp6dZHlrbdkqts1srf1iCGUBQ+B6AIzmmsC6EowAAIDeM9+SCaWqNq+qk6rqh1V1R/e6vmvbYtj1AePH9QAYzTWBdSUYMdF8PsmdSV7YWpveWpueZN+u7QtDrQwYb64HwGiuCawTU+mYUKrqR621Zz/RbcDGx/UAGM01gXVlxIiJ5qdV9Z6qmrmioapmVtWxSW4ZYl3A+HM9AEZzTWCdCEZMNG9MMj3Jv1bVnVW1PMmlSaYl+YNhFgaMO9cDYDTXBNaJqXRMOFX1nCSzknyntXbvqPaXtdb+eXiVAePN9QAYzTWBdWHEiAmlqo5Kcn6SI5NcW1WvHrX5r4ZTFTAMrgfAaK4JrKvJwy4AnqA/TPK81tq9VTU7yReranZr7e+S1FArA8ab6wEwmmsC60QwYqKZtGJovLW2pKpemJEL3zPjogd943oAjOaawDoxlY6J5udVNX/FSncBfGWSLZPsNLSqgGFwPQBGc01gnXj4AhNKVc1K8lBr7eer2LZna+3fhlAWMASuB8BorgmsK8EIAADoPVPpAACA3hOMAACA3hOMAACA3hOMAOilqpo07BoA2HAIRgBs8KrqL6vq6FHrJ1bVUVV1TFVdUVXXVNV/H7X9y1V1ZVVdV1VHjGq/t6r+oqr+Pcke4/w2ANiACUYATASfSHJoklTVJknelOQXSXZIsluS+UmeV1V7d/0Pb609L8mCJEdV1fSu/SlJrm2t7d5au3w83wAAG7bJwy4AANam+xb7O6pq5yQzk3w/ya5JXtotJ8mmGQlKl2UkDL22a9+2a78jycNJzh3P2gGYGAQjACaKjyc5LMlWST6ZZL8kf91a+9joTlX1wiQvTrJHa+2+qro0ydRu8/2ttYfHq2AAJg5T6QCYKM5L8rKMjBRd1L0Or6pNk6SqtqmqpyfZPMmdXSh6TpLnD6tgACYOI0YATAittQeq6l+S3NWN+lxcVTsm+XZVJcm9Sd6c5J+T/FFVXZPkR0m+M6yaAZg4qrU27BoAYK26hy58L8kBrbXFw64HgI2LqXQAbPCq6rlJbkzydaEIgEEwYgQAAPSeESMAAKD3BCMAAKD3BCMAAKD3BCMAAKD3BCMAAKD3/g9LMv35aVFJIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kicksend_stories_df = pd.DataFrame(data=[list(x.values()) for x in kicksend_stories_per_year], columns=list(kicksend_stories_per_year[0].keys()))\n",
    "kicksend_stories_df.plot(x=\"year\",y=[\"total_stories\",\"total_score\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Kicksend stories per year').set_ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4363a5f3-da79-48bb-951b-d12aea9aff20",
    "_uuid": "340bdc85f26f4ac6d9d65d7a2f051390c1975926"
   },
   "source": [
    "Reddit's graph has more than 10 thousand scores many consecutive years for almost same number of stories (for not much increase). Zillabyte was founded in 2011 and then relaunched in 2014 and you can see the data shows the similar trend with higher score value for almost same number of stories.\n",
    "\n",
    "Kicksend on the other hand has less coverage in 2013 and after that no stories at all. As compared to Zillabyte its total score shows downward trend. One thing to note here both companies got funding (Kicksend 1 and Zillabyte 1.5 million) in seed round. \n",
    "\n",
    "By comparing these graphs one can definitely say amount of coverage by Hacker News is predictive of a startup’s success."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "2cea06aa-fe03-4232-b713-d0c48f11b7e6",
    "_uuid": "3f0eef2bad78ba8588220de3f35f2564b22b0ab8"
   },
   "source": [
    "# Which YC companies are scoring more points?\n",
    "\n",
    "In this section we will analize  some YC companies stories and see which one is getting more popular by time. This is direct indicator of how well are the companies doing. For comparison i am accessing names of active companies from [YClist](http://yclist.com/) website. Here i have selected only a few random names of active companies on [YClist](http://yclist.com/) with reasonable amount of stories to compare and analyse.\n",
    "\n",
    "\n",
    "Now we will use that method I mentioned earlier to reduce the processed data by using single Regular expression for all the companies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "_cell_guid": "bca7b4ba-71a7-4a78-9c92-a5828107fb95",
    "_uuid": "5cb2ab3b0da41bb97cad2653c59c3f8683cb9bab"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11040666233748198"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "companies_list = [\"scribd\",\"weebly\" ,\"songkick\",\"ninite\", \"startuply\",\"airbnb\"]\n",
    "\n",
    "query =\"\"\"\n",
    "SELECT title, score, time_ts\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "WHERE REGEXP_CONTAINS(title, r\"Scribd |Weebly |Songkick |Ninite |Startuply |AirBnb \") \n",
    "ORDER BY time_ts\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "_cell_guid": "ebff0307-e72f-497b-af4c-5c3d9b92c42c",
    "_uuid": "20a344d697bcc8b5040ff7d08f6291a41dae50ed",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "hn_ompanies = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "_cell_guid": "dc7214b8-5284-46de-84ba-ed2776e9b29b",
    "_uuid": "4d49b8343092b965de08c5ccb52b32f0e67d5c35"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total stories by all of these companies 288\n"
     ]
    }
   ],
   "source": [
    "print (\"Total stories by all of these companies\",len(hn_ompanies))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "1e4eb72a-1fdc-4650-958e-1bd27f74f0ec",
    "_uuid": "542cfdd799ee390ddf5b542af577d18ee94933f2"
   },
   "source": [
    "Data processing is needed names of companies can be in capitals or small so we will convert all the string to small letters. Then we will create year column by accessing the datetime attribute `dt`, this can also be used to access date and month. (for more information visit this question on [stackoverflow](https://stackoverflow.com/questions/25146121/extracting-just-month-and-year-from-pandas-datetime-column-python))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "_cell_guid": "eee6ec28-1e42-416b-bd8c-ea51ad56da13",
    "_uuid": "50301d9703f04a5bf487eda73a9bb265c2c996b5",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "companies_stories_df = pd.DataFrame(data=[list(x.values()) for x in hn_ompanies], columns=list(hn_ompanies[0].keys()))\n",
    "companies_stories_df[\"title\"] =companies_stories_df[\"title\"].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "_cell_guid": "4f3e607d-d651-42c1-865b-c9d74a4f61a9",
    "_uuid": "95502abcaaa92e88e453e763e024f4ed80dc1579",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "companies_stories_df['year'] = companies_stories_df['time_ts'].dt.year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b6910883-e648-488a-8107-b04bb2d1d005",
    "_uuid": "877dbecba20008ecd30d1b59ec1ca1e147bc9ff0"
   },
   "source": [
    "Then we will loop through the list of companies and use `.str.contains` function of pandas Dataframe to access all the titles with company name.\n",
    "\n",
    "Then we will group the dataframe by year and aggrigate score and find counts attribute. Pandas support these complex operations in order to manipulate the data structures. For more information about `agg` function you can visit [link](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.core.groupby.DataFrameGroupBy.agg.html)\n",
    "After doing this we will directly call the plot function to see the plots of all the companies in `companies_list`. You can change the names of companies dont forget to update the regular expression in SQL query after."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "_cell_guid": "1e79a930-5fa5-46cd-80d9-042e460d2556",
    "_uuid": "530d81d0ece726c55d44f8c581dec997670ececc",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for company in companies_list:\n",
    "    comp_df = companies_stories_df.loc[companies_stories_df[\"title\"].str.contains(company)]\n",
    "    if len(comp_df)>0 :\n",
    "        agg_d = {'score':'sum'}\n",
    "        comp_plot = comp_df.groupby([\"year\"], as_index=False).agg(agg_d)\n",
    "        comp_plot[\"counts\"] = comp_df.groupby([\"year\"], as_index=False).size().reset_index(name='counts').counts\n",
    "        comp_plot.plot(x=\"year\",y=[\"score\",\"counts\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title=company+' stories per year').set_ylabel(\"Score\")\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "207e0cd7-886f-443c-bc52-bc54da45a54f",
    "_uuid": "355d59c9ca621de1dbb41450e5d4cc2878268543"
   },
   "source": [
    "All of  these companies are still active on [YClist](http://yclist.com/) website. From these plots we can see only few companies stories have been scored better comprared to each other. Scribd stories scored top position in year 2010 after that their scores were barely reaching 200. Airbnb stories scores has shown progress as compared to its previous years. Whereas Startuply's score has been low after year 2008."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "01329907-e12a-4445-82f0-f226bb37f5ea",
    "_uuid": "5abc47dfbf171c9bb3759dd961823f690bbdf7c5"
   },
   "source": [
    "# What is in Hacker News stories?\n",
    "\n",
    "\n",
    "This section is for new commers to know what kind of content one can find on Hacker News. For that we will access top stories title and use Named entity detection to find what they are about. The main focus of this analysis is to see which topic company or people are most popular on Hacker news. \n",
    "\n",
    "First of all you should know SpaCy is an industry grade package used for various NLP. This package can handle many tasks commonly associated with building an end-to-end natural language processing pipeline:\n",
    "\n",
    "1. Tokenization\n",
    "1. Text normalization, such as lowercasing, stemming/lemmatization\n",
    "1. Part-of-speech tagging\n",
    "1. Syntactic dependency parsing\n",
    "1. Sentence boundary detection\n",
    "1. Named entity recognition and annotation\n",
    "\n",
    "(If you want to see more examples of SpaCy please visit [this](https://www.kaggle.com/poonaml/bidirectional-lstm-spacy-on-yelp-reviews) kernel it covers NLP over Yelp data set.)\n",
    "\n",
    "In our SQL query we have limited the data to 100 records but you can go ahead and change this value to do experiments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "_cell_guid": "81500e6f-1500-4f76-ac64-a5b2eb3b4865",
    "_uuid": "957a2e2e2de7cadafec0c92bd014686bc6a08c01",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09599658381193876"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query =\"\"\"\n",
    "SELECT title\n",
    "FROM `bigquery-public-data.hacker_news.stories`\n",
    "ORDER BY score DESC\n",
    "LIMIT 1000\n",
    "\"\"\"\n",
    "hacker_news.estimate_query_size(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "_cell_guid": "11555e9a-b7a7-4553-8979-7c18700b621a",
    "_uuid": "d641b9397a11f51a2e912fc2e5342a8fd9b5c438",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "query_job = client.query(query)\n",
    "iterator = query_job.result(timeout=30)\n",
    "top_stories_hn = list(iterator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "_cell_guid": "c145cbe2-e2af-4d36-b551-6cf1b1d05fef",
    "_uuid": "498a6f510a663f0632e2c19fad7dae5f5ca48647",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Steve Jobs has passed away.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Show HN: This up votes itself</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Tim Cook Speaks Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Don't Fly During Ramadan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           title\n",
       "0    Steve Jobs has passed away.\n",
       "1  Show HN: This up votes itself\n",
       "2             Tim Cook Speaks Up\n",
       "3                           2048\n",
       "4       Don't Fly During Ramadan"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_stories_df = pd.DataFrame(data=[list(x.values()) for x in top_stories_hn], columns=list(top_stories_hn[0].keys()))\n",
    "top_stories_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "7357c886-66b1-484f-9872-53e0e47896d3",
    "_uuid": "474591f3508ac2db8c4182e01fe0b10fa5ea3da4"
   },
   "source": [
    "Fun fact remember we calculated top stories in above cell and it had more than 4k score. The output above shows the head of table which is ordered in decreasing order of score. Well now you know tite of that post too.\n",
    "\n",
    "\n",
    "In following cell we will use `apply` function to perform operation over all the rows of title column in pandas data frame we just defined above (for more information on apply function visit [link](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.apply.html)). This funcion takes in another function which process each element of column.`find_entity` we pass title `nlp` funtion which we defined in import section. this function returns parsed title and has `ents` attribute. And finally all the attributes are joined to form one string."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "_cell_guid": "3dd25d43-bcc1-4a88-9a7f-d17bf19360cb",
    "_uuid": "451da5ea2fcb3f2b8b24e0d68942951d5bda09d3",
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 11.4 s, sys: 0 ns, total: 11.4 s\n",
      "Wall time: 11.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "def find_entity(title):\n",
    "    \n",
    "    parsed_title = nlp(title)\n",
    "    entity_arr = []\n",
    "    for num, entity in enumerate(parsed_title.ents):\n",
    "        entity_arr.append(entity.text)\n",
    "    return  ' '.join(entity_arr)\n",
    "\n",
    "top_stories_df[\"entity\"]= top_stories_df[\"title\"].apply(find_entity)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "_cell_guid": "144187da-b3a6-458d-92f2-44421ffec7c0",
    "_uuid": "6affd10bd513901b84fa1036fb45bd34f133d5fd",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>entity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Steve Jobs has passed away.</td>\n",
       "      <td>Steve Jobs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Tim Cook Speaks Up</td>\n",
       "      <td>Tim Cook Speaks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2048</td>\n",
       "      <td>2048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>Microsoft takes .NET open source and cross-pla...</td>\n",
       "      <td>Microsoft</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Watch a VC use my name to sell a con</td>\n",
       "      <td>VC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               title           entity\n",
       "0                        Steve Jobs has passed away.       Steve Jobs\n",
       "2                                 Tim Cook Speaks Up  Tim Cook Speaks\n",
       "3                                               2048             2048\n",
       "6  Microsoft takes .NET open source and cross-pla...        Microsoft\n",
       "7               Watch a VC use my name to sell a con               VC"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_stories_df = top_stories_df.loc[~ (top_stories_df['entity'] == \"\")]\n",
    "top_stories_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "_cell_guid": "44a750d6-26ac-4bf9-b75d-5949629c94c9",
    "_uuid": "0d9219ff7163e6cb74789e7adf2d08c60eb17b8f",
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top_entities = top_stories_df.groupby([\"entity\"]).size().reset_index(name='counts')\n",
    "top_entities_p =top_entities.sort_values(['counts'])[::-1][:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "_cell_guid": "a02c2fac-caea-4d4d-89db-3fe860a1581b",
    "_uuid": "c9a4f142f031c96ce499f743c4b9f9a82e109aa7",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'counts')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_entities_p.plot(x=\"entity\",y=[\"counts\"],\n",
    "                     kind=\"bar\",figsize=(14,6),\n",
    "                     title='Top stories topic').set_ylabel(\"counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "_cell_guid": "e983f3e4-0e97-472f-906a-71f778297d0a",
    "_uuid": "8d7d696bfb27d7dba015d604fe419b6bdd56d827",
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cloud = WordCloud(width=1440, height= 1080,max_words= 200).generate(' '.join(top_entities.entity.values))\n",
    "plt.figure(figsize=(20, 15))\n",
    "plt.imshow(cloud)\n",
    "plt.axis('off');\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "1b925122-f4db-410e-b4b2-2e3467c06495",
    "_uuid": "c15a2c05614acc33bf3d54e4cfd625aa7303d1a8"
   },
   "source": [
    "So we can see here Hacker news is all about technical stories about tech companies and peope like Steve jobs and Edward Snowden."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "87e3e558-5af4-41a8-89a7-7b1c5c5209dd",
    "_uuid": "1fe82b740f4ad84059d073033ec7187e4d6eccc2"
   },
   "source": [
    " If you have any suggestions please commend down below.\n",
    " "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}