DBCerigo/PATSTAT Data Completeness.ipynb.json

## PATSTAT Data Completeness.ipynb.json
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "import cPickle as pk\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PATSTAT Data Checks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of Contents\n",
    "* [Preliminary Data Munge](#Prelim-Data-Munge)\n",
    "* [Importing Data](#Importing)\n",
    "* [Distribution of Patents in Time by Publication Year](#Distribution-of-Patents-by-Pub-Yr)\n",
    "* [Split-apply-combine On Publication Year](#Split-apply-combine-On-Publication-Year)\n",
    "    * [Distribution In Time by Pub Year](#Distribution-in-Time-by-Pub-Check/Practice)\n",
    "    * [Checking Application Dates](#Checking-Application-Dates)\n",
    "    * [Checking Classfications](#Checking-Classfications)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prelim Data Munge\n",
    "[to top](#Table-of-Contents) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Take date col. with format 'yyyy-mm-dd' and return that col as int(yyyy)\n",
    "def d_to_y(col):\n",
    "    return col.map(lambda x:int(x[:4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Date to years function - works on application date and publication date in one\n",
    "def date_to_year(df):\n",
    "    if 'appln_filing_date' in df.columns:\n",
    "        df.appln_filing_date = df.appln_filing_date.map(lambda x:int(x[:4]))\n",
    "        df.rename(columns={'appln_filing_date':'app_year'}, inplace=True)\n",
    "    if 'publn_date'in df.columns:\n",
    "        df.publn_date = df.publn_date.map(lambda x:int(x[:4]))\n",
    "        df.rename(columns={'publn_date':'pub_year'}, inplace=True)\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Date to binary is missing or now\n",
    "def date_to_binary(df, d_col, new_col_name):\n",
    "    if d_col in df.columns:\n",
    "        df[d_col] = df[d_col].map( lambda x: 0 if x == 9999 else 1 )\n",
    "        df.rename(columns={d_col:new_col_name}, inplace=True)\n",
    "    else: \n",
    "        return 'd_col not a column'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing\n",
    "[to top](#Table-of-Contents) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'/Users/innovation-sfi/Desktop/Python'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f_all_grants = '../Data_Play/all_grant_flagv1m.csv' #pre munged dates to years, columns to 'pub_year', 'app_year' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appln_auth</th>\n",
       "      <th>pub_year</th>\n",
       "      <th>app_year</th>\n",
       "      <th>has_ipc</th>\n",
       "      <th>has_cpc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  appln_auth  pub_year  app_year  has_ipc  has_cpc\n",
       "0         US      2009      2007        0        0\n",
       "1         US      2009      2007        0        0\n",
       "2         US      2009      2008        0        0\n",
       "3         US      2009      2008        0        0\n",
       "4         US      2009      2008        0        0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(f_all_grants, engine='c', usecols=[2,3,4,6,7]); df.head()\n",
    "#dont need ID's and this set had the index in column 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appln_auth</th>\n",
       "      <th>pub_year</th>\n",
       "      <th>has_app_date</th>\n",
       "      <th>has_ipc</th>\n",
       "      <th>has_cpc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>2009</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  appln_auth  pub_year  has_app_date  has_ipc  has_cpc\n",
       "0         US      2009             1        0        0\n",
       "1         US      2009             1        0        0\n",
       "2         US      2009             1        0        0\n",
       "3         US      2009             1        0        0\n",
       "4         US      2009             1        0        0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# munge application to year to binary if date is missing (app_year == 9999)\n",
    "date_to_binary(df, 'app_year', 'has_app_date'); df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "appln_auth\n",
      "US    9246949\n",
      "CN    5542006\n",
      "JP    4310119\n",
      "DE    2874615\n",
      "FR    2132725\n",
      "GB    1820198\n",
      "dtype: int64\n",
      "['US' 'CN' 'JP' 'DE' 'FR' 'GB']\n"
     ]
    }
   ],
   "source": [
    "# Find top 6 countries by number of patents, and get list of those autheorties for later\n",
    "auth_grp = df.groupby('appln_auth')\n",
    "auth_num = len(auth_grp)\n",
    "auth_sizes = auth_grp.size()\n",
    "auth_sizes.sort_values(ascending=False, inplace=True)\n",
    "print auth_sizes[:6]\n",
    "top6_auth = auth_sizes.index.values[0:6]\n",
    "print top6_auth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distribution of Patents by Pub Yr\n",
    "[to top](#Table-of-Contents) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "yr_min_max_plt = [df.pub_year.min()-2, df.pub_year.max()+2]; #print yr_min_max ADDED 2 buffer years\n",
    "yr_bins = range(yr_min_max_plt[0], yr_min_max_plt[1]); #print yr_bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda/lib/python2.7/site-packages/matplotlib/__init__.py:892: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
     ]
    },
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1177a6350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Complete set\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2)\n",
    "\n",
    "clr1 = plt.rcParams['axes.color_cycle'][0]\n",
    "\n",
    "df['pub_year'].hist(ax=axes[0], bins=yr_bins, log=True, edgecolor=clr1)\n",
    "df['pub_year'].hist(ax=axes[1], bins=yr_bins, log=False, edgecolor=clr1)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_xlim(yr_min_max_plt)\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "fig.set_size_inches(20,5)\n",
    "\n",
    "# print plt.rcParams['axes.color_cycle'][0] : #E24A33\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BxisiWkSvtbUVqamp3p+tVisaG93TDhQXF6O4uDjocz2TeHuUlJTAYrEEfXxS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\n58NLfjQ1NRk5I8dXB0LywOoLTluveMYL5pkkEoktrZGHtZA5EAI4h/0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Wg5kCrdvvbQoUM6efKkbrnlFtXW1qZ870/+5E/U2NioN998kxn1MMJsfQb6FDBdpox+4xvf0Ec/\n+lHV19fry1/+sq6++motWLBAv/zlL/V//+//ZRAORmF/Cy/IlOOPf/zj+sM//EOtXr1aixcv1muv\nvaYdO3YoEAiooaHBhdaai79OLnnhhRe0dOlSlZWVaeHChfrQhz6krVu36vbbb9e73vUu248D3GI3\ny3GWZamkpET9/f2crgfXzWVfO3/+fP3Hf/yHPvWpT6mhoUE/+MEP9OEPf7jALQdSXbivjfvEJz6h\na665ZtrgsSRt2LBBVVVVeuyxx/TAAw8UoplARpn6DLN9nz4FTJApo+9973v1n//5n/ra176mBx98\nUMePH5ckfeADH9Dv/d7vadu2bS61Gphutv0xUAwy5fgTn/iE/uVf/kVf/vKXNTQ0pCVLlmj9+vXa\nt28ffYoLlFgXruCfB93d3frud7+r2tparVu3Li+zsrq6ulRXV5eH1plf10/v1c26s/FKjv22Xf1W\nNxvj4+O6//779elPf1r19fU5vx45pq4b8pljv/18qWuGYDCop59+WqFQSFdccYVuuOGGnF7Pbz9f\n6pqBHFO3GOrOJt+f8/z286WuGcgxdQtd17E1kC+++GJNTEzk7SJvXV1deXmdYqjrp/fqZt1seCHH\nftuufqubjf379+vaa6/N2+uRY+q6IZ859tvPl7pmqKmp0ebNm/WFL3xBx44dy/n1/Pbzpa4ZyDF1\ni6FuNvL5Oc9vP1/qmoMcU7eQdbNawmLv3r3q6OjQwoULtWvXrsT9nZ2d2rdvnyzLUkNDQ+JKsitX\nrtTKlSt19uxZfetb39LWrVtzbiiQK3IML7Cb45dfflm1tbUKh8NuNRmYhhzDC+zmWIqtRf3DH/5Q\n69evd6PJwDTkGF7A5zx4ATmG6bKagdzQ0KAdO3ak3BeNRtXS0qIdO3bo4YcfVnt7u4LBYMpj5s+f\nr8nJyfy1FsgBOYYX2M1xd3e3XnvtNbW3t+u5555zo8nANOQYXjCXfsXq1au1fft2vfDCC4VuLjAj\ncgwv4HMevIAcw3RZr4Hc39+vhx56KHEk5NixY/rXf/1XffGLX5QkPfXUU5KkjRs36sCBA+rs7NTI\nyIhuuOGGGddi6erqSplC3dTUlPObgfe1tbUlbtfV1dlew4UcwwSFzHHc888/r8rKyhnXjiXHmAty\nDC8oZI67u7v10ksvaWJiQsuWLZtx7VhyjLkgx/ACPufBC8gxvCBdjrNawmImg4ODKeusBAIB9fT0\nSJLWrl2rtWvXZnx+vBHJgX7rrbfSPr6yslKhUGiuzZ0zN+r66b3aqRu/auZcdsTp+CHHpm9Xv9Ut\ndI7jrrvuurTPn6kt5Ji6mSxdujTvHdBC5tj0ny91C1O30DmOn2qaCTmmrt265HhuqGtW3ULn2M7n\nvGTkmLqZmJzjbMYrTP/5UrcwdTONVzh2Eb1s1dXVcRQEWWtqajLyCqjkGBeyjh5J+z1Tc9zV1ZVy\ntBHIpK2tzciLipBj2GFqjgEAZqBfATtM7VcwXgE70o1XzHkAORAIaGBgIPH14OCgAoGA7ddhhww7\n8r1DJsdwSrStRdHW5hm/Z2qO6VggLtMBkLh8Hwghx3CDqTmmXwE7TO1XkGPYYWqO6VfADvoV8IJ0\n++OsB5Aty1LycsnLly9Xb2+v+vv7NTk5qfb2dq1evTo/rQUcQo6RbzMNtEX2PCD1BmX1BWd4Rh5q\nOpRjOhaIy3QAJC7XD3rkGCYwNccMWMCOXAcsyDFMYGqO6VfADlP7FUA+ZLUG8u7du9Xd3a1QKKQt\nW7aoqalJDQ0N2rRpk3bu3CnLsrRhwwbV1tY63V5gzsixv8QHv0pvvsOxGpE9D0i/Oiot+A2Flr5X\n0QW/IetYl/TOgBSJOFLTyRznc11mFK9oa3PsAMjF78r4uFwGBcgxTGFqjoFCIcfwAvoVMAX9CnhZ\niZV8eMNlpl20ya26fnqvdurGF/M2nWk5Nn27OlU38rXtkqSy//U3jtSJtjbLeun52EDxvArJsqSL\nLpLCYWkiHHvQ/AUq+fDalEFsk3Mcv7hCU1MTOfZh3Whrs8rnzdPEyePS60el+Quk9y9X2db7Eo+x\njh5RyeVXaunSpWprazPyQ1U2OfbTdqVueuR4bqhrVl1yPDfUNasuOZ4b6ppV1+QcJyPH1M0k03hF\nVjOQnZS8QwZmY+oOmRybJT6DUpfVOFbD6gumzjKOTEpjUam0bOq+cHjGZSxMzbGJbYLzoq3Nss4M\nSuOjipYldQvCYSl4IvVxHT9XSf210j1fNXZ/R45hBzmGF5BjeAE5RjGK96PjEy5MzTHjFbAj3XiF\n6wPI7JBhh6k7PHJsFqsvGBv8KrRIJHUAOQ1Tcwx/svqC0sBp6d1LFH3r15IVnfrm8JAiX9qikg/W\nyXrjmDQ26tja3gAAAIDJkpdJjLY2yzp8QBobjd1/z1ddbl16jFfAjnTjFVlfRM8pLEoPO/J9dd58\nIceGGjk340XushVtbZ71QmJzQY5hnOGh2LrH4fHUgy+RiPTOQGzQeORcylPIMbyAHMMLyDG8gBzD\ndJE9D8g6fEBWX1DW0SOxyRXhsBSJJCZYkGN4QbocMwMZRcXUmZvk2DDxga7TpxRta1HZvX83p5eJ\ndwSirc2xi+NJKvlgnb0L810w6CaRY5gjsdxLJBLrAJeUTH9QJBJ7zNhoyt3kGF5AjuEF5BheQI5h\nvOCJWH+5N6hoWwuf8+BZxs5ABoC8i/8xPz/wNZdZxJE9D8QGzXqDsn7xM+mdAensO7LeODY16Gan\nLYCBsl7u5fzsCgAAAMC3opHEILKGh9xuDXzGqTOks+X6ADJT6WEHp4TAtqRTirIVbW2Wjh6JdQ7C\nYWl8bGrw7PSp2IByDmssk2N4ATmGF5iaYwDwimhrc2xixgz3uzkQki36FUgR/0wYicw4ucLUfgU5\n9garLyjr8AHH950sYQFP4JQQ/0m+UEGhWH3BqQ7BhRfFi3cW5lVk92LnL0ImSVpSLT349+QY5shh\nhjw5hheYmmOulg470l0t3W3kGFLSxXpnuj+JqTk2sU0ovGhrc1Yzjk3d35FjDwmHc7qoebS1WdaZ\nQZVcGpA08zhLuhy7PoAMAJlYfUHp5AlFlcMgcm9QkT0PqGzrfYm7ZhqYto4eUcnlV049LxKZPoBs\n1/mLkKm0TJqY+6xlwBEzDSBHWaoCcBsf9GAHAxYwRS4TP0zNMfxnxs+JyROMgCIWP6hnjY9KI+em\nrve0pDplvGQmri9hAQCzGh/L7VSNcFg6eiTx/MieB2T94meJK+jGRdtanDkdpEg6G5za5HPRpFPy\nssApevACU3MMAMXI6gvmNDPORPQr/Mfqi10DJ/KlLbY/G9KvgCkyLhM0PBRbx/v0KVmHD0hn30kZ\nL0nH9RnInNoEO0w9tYkc5098jbRpR79yPFVDkUisI3CsKzYjOH6Bvb0PqqT+2tgR5uFQQTq9pubY\nxDahgCIRqSz7boGp+ztyDDtMzTEAmGTaWXo+Qr/Cp8bHpGjU9mdDU/sVjFf4T9rsjpyLfe6LXyR9\nbDR2tnTStaPSjVe4PoDMDhl2mLrDI8d5FDyR+rXNNVrPPbordkRtpqUnzncEEjMsw2FpIseB6Tkw\nNccAADPwQQ92mHpgmhx7R7StRVoYmPX05lyYmmP4UPLnz5MnYp8vixy/Wx6T7RjJyROJ6zGdq7ta\n0YkJ6fSp1MfMsGxnur/bji1hMT4+ru3bt6ujo8OpEoDjyLFLhoemTrlI3sGdPJGYoZy89ESy6KmT\nuS0ZkcNFxYBiku3FQAAUXl1dHYNuyFpTU5ORAwPk2EOGQ9MneeQg2tocO306iak5hg8lfx4cH9Pk\nL34+La+mYLzC26yjRxTZ88DU0hLxbF4wZpF2uYrxsdjyFO8MKNLzy5zX8nZsBvL+/ft17bXXOvXy\nKBK5XEjBBOTYJZFIbC2eycnUHdz4mHT0SOwo2vCQVHGRSq6oz0u+UgbTLpmf8+sBpkt0IHK9UCQA\nAIANVl8wdiYgEzdQBKzwuGRZbjdjRoxXeFu0rUXqDcpatnxqcl1pWWLCXenNd8g6emTmM6qT96+R\niKJ9b0kXXZRTe7IaQN67d686Ojq0cOFC7do1NX2/s7NT+/btk2VZamho0MaNGyVJL7/8smpraxUO\nh3NqHIqfSRdRIMdF5vzyEtNEIrGjaBNhaWw0cXG9XAeRE4Npw0PS5EROr1WsONW0uLi9HqGpp5qS\nY9hhao4BwBeKYACZfoW/5HqGXi79CsYrMM1wKHHtJqs3afLP+Ql3iYl1liWVl6eOi1y4f41MSuGS\nnJqT1QByQ0ODGhsb1dw8NSU6Go2qpaVF9913nxYtWqTt27drzZo1qqmpUXd3t8bHx3Xy5ElVVFSo\nvr4+p0aiiI2cM2Y2Jzk2W7S1WdaxLvt/sHO9uJ6UmtP4gvI+xCBKcZnreoT5Gng29YMUOYYdpuYY\nAGAG+hX+MuMp/pGIVJrd6q+59CsYr0Ba4bAUvSCXY6Opk+6iFYnJdZIcWaowqwHkFStWqL+/P+W+\nnp4eVVdXa/HixZKkdevW6eDBg6qpqdFNN90kSXr++edVWVmZ5yajqIyck4bOxAYHzwxKkqMXX8iE\nHJvN6gvGZhbnsn7xXBl0oAOYTeJgyzsDsaPSdp/f1qKS9y8vilk/AOBnxb4UHPwt2tqsENdaQBGZ\naW3u2DeyH0DOBeMVyGjGAxsXLEWYPLnOgXGVOa+BPDg4qKqqqsTXgUBAPT09KY+57rrr0j4/fipI\nXFNTU8bQV1RUuPJL4UZdL73Xs6WlssbGpJcPSWMjKqlcOK2GnbptbW2J2/k4GuyHHBdLnkJl5YqU\nlEgl50+rSL594dcX3C4rK0/UGo5/L8PjL7xdUlqq0nj9LB4/4+3k+9I8puR8xyPfOYY/xAcSZjvY\nMuuAw3Aotsb42Kgj7QSQO06ZhpT9UnCmLsVCjv1jpos3WX1BRU78KrbmZvm8WV/D1BzDP6w3jhl3\nJmohxyuKZdzAS3XPPbpLk6++rPIPXaWKdddrXt3VKY89W1oqy87YhqSystgw71zGNuLPTTde4dhF\n9GYTb0RyoEOh9DOpKisrM37fKW7U9dJ7taJRKTIpa3xMmpyUFY1Oq5Ft3fgvmUkdi2LIcbHkKRKZ\njK3dE79AQfLtC7++4HYkMjlVK/69DI+/8LY1dEaR5Isj2Hhu4vaFtWd4jBWNJt6OSTlGcUgMJCTP\nHE66gELK42abXRwOuzPbH0BW+BsBO0wdoCXHHjNDnyMu7cGO+JqbWQwgm5pj+IgHz86zM15RLOMG\nXqobOXlceudtTZw8rsnOl1T6vv8v5bFWNGpvbCMaiY2rxL9OfkxJyayvk3iuZv4bPucB5EAgoIGB\ngcTXg4ODCgQCc305FLH48hTJS1NYR4/Ieul5R9ZdySdyDEm+XvcYhWH3NOSJrk4pqQOROKXusppp\nV9RNd9XdmfbNAAAAc5KuzwF4QOLieRcuCeAyxit8YuRcbP3i88u+zvkznMMThLJeyMWyLFlJswGX\nL1+u3t5e9ff3a3JyUu3t7Vq9erUjjYTZrL6gFDyRet/RIzMvQO8ycgzAadbRI9Pv6wtm/aEr2tqs\n0W9/Y9rzbR3kGB6KLVNxwb4ZAAAgH6KtzTMuXeHFWZzwPlPGLhiv8KnTp6Te4NRnRkM/w2U1A3n3\n7t3q7u5WKBTSli1b1NTUpIaGBm3atEk7d+6UZVnasGGDamtrbTeAU5s8YnhIkT0PqGzrfbFZbyd6\npIvflfcyuZzaRI5hClNP0WOtwvyIX6Rurhc9svqC0vCQSmZ/aHrxWfVZnDI6V6auVUiOYYepOQYS\nGIyDodKdATVbZmc60G4y+hU+kad9bS79CsYrfCieuwsPXpxfMmjOr3nJ/JyalW5/l9UA8rZt22a8\nf9WqVVq1atXcWyV2yJ4RiUhHj8QGj984FgutAwPIueyQybGHFdmHK1MHLExsU1EaDjl3imdvMHbx\nOwNOrzN1f0eOkc5MS8mYmmMgocj6OPC43qCirc0q+Uiai3aly2vS+snRthZp4IiSyqMAACAASURB\nVLRzbcwz+hXelhiky9O+Npd+BeMVPpQud7ksGXT6VM5jcenGK1y7iF4cO2QPiYfcwY6uqTs8cuyy\nIvtwZWqOkUfnP2AlBqrmcCQ42tos61iXFB6Xxsdid8YvfmfAADJQLKKtzbJe6YhdzOmyGrebAwDF\nKxyOfd6zO4s4eTBkOBTr18yrmJpld89X899WIAtWX3BqgoaHMV5hlkTf9Fwo9XNdbx4mIeXh+k7p\nxiuyXgPZKV1dXWpra3O7Gci34aH8hP8CbW1tiauHmoQcww5Tc4w8in/Aihs5lxhU/v/Zu//ouMo6\nf+DvmaThRwhtJxYJCbtFs9JNK0tiqmI8hUQFsuuu1V1yWHdFrRYM1haw8rUGsNbqlmN61tZAViTa\nDYLHKFrWpT0KyAIGaVND+iOBlqml2GknTZi2mfyc5N7n+8ftTGaSmcncmXvnPnPv+3UOh5k7k3me\n23nnyZ3PPPe5QJJ1A6OIY0eAc2eAobPTBWQ1ztpsUa87SyanPxHZhOj3ab9H5w+mle2bpP+94HEF\n6SHrcQVzbHPREzhSnMwRuVBZWFRhWdYckwOEJ2jYGMdjuUSOTWfmLhTKuPhrhETjMWcgk7HC394Z\n8K1HPLLO3GSOSQ9Zc0z6xTslPpo4fBCuq9+r3Rkfg9i/F8r2TcDE2OxZytE/FxzSDipmzjSOd3A7\ns1g94/li/96E7RA5zvnjFLG43OqeJMXjCgKQclFO1uMK5tim/D6I8bHYs6tGR7TjlvEx4JJLE/5o\nsguVyZpjsrkcO5M1XRyP5THySHPyyZbxJgxlGWcgU3aY/O2drN9MM8ekh6w5Jn2U7Zsg9u+NKd7G\nXBjG79PW+Yv8wPkv1g4fBE4c1wq/x44kePEp48bS8THz1mQmyjUOmGVENjI6wjNJSD6hkLYMRbzt\nHF8p1zikgMx6hRyU7Zsw+ac/Jp9sKcE4yhnIZAuyfjPNHJMe2cyxz+fDrl27EAwGsWzZMtx4441Z\na9v2fFoROPrAM6aAPK7NMlbua5x1uiYURVv7LxsHrRIchGSKOSYixzp/in/MGS1EVpJgdpwRJiYm\nsHHjRtxyyy2oqqqyujtkgciSKg64tgjrFZLwHdeubyM5aWcgExGReUpLS7F69WrcfffdOHIkwWxX\n0kVtb4ktCkcXkPfvnd4eLhSfOzNnEVdtb9GWtqC4mGPKSPQXNTYpfJDzqB1t/DtBcpjri+nhIe04\nyYTr4RjpqaeewnXXXWd1N8hCyZZUITJa5AuLHM6c5TOQe3t70dvbK+3MUpJLR0eHlN+eMcekRyY5\nbm1tRXd3N+bPn4/m5ubI9p6eHuzYsQNCCNTW1mLlypWRx/bt24dnnnkGK1asMKT/Tqa2t2hF4vBa\n7+682NOL/b7p7ak4/7Oi3wcMnjav40nWW7YCc0zZoLa3QBzpBc4MTm/M4YN2crDwNUbiLRtAJJvw\nl+dZpPe44sCBAygrK0NIgotVEWUD6xXWEocPTn9h4XIBbrnn8iaqV1heQJaxGEjyknXAY45Jj0xy\nXFtbi/r6erS0TK+HqKoq2tra8MADD2DhwoXYsGEDli9fjtLSUgBAdXU1qqursWXLFtTU1GTcfycT\n/b7Za/xFXUFcd3Hq/EXuAADjY+bNLju/3rIsp+oxx5QNot+X0hkARNKL+rsz18VbiZxI73FFX18f\nJiYmcOLECRQUFHAJC7I91iusFbPMYQ5IVK+wvIBMRESpW7JkCQYGBmK2eb1elJSUYNGiRQCAmpoa\ndHV1RQ6Q9+zZg8nJSR4cG8GMNYvHx7SCrqJo62K94zLj2wCA06cghs7qmyFtEuaYssIhF8YhBxke\n0r50vLzU6p6Q04WX6zLrmEUnvccVt956KwDghRdeQFFRUdb7S0SUiywvIHMqPenBJSzIDozOcSAQ\nQHFxceS+x+OB1+sFAFRUVKCioiLpz4fzG9bQ0JD0YLqgoCDrB9tWtBmv3XPjYxAul3bqEaD93+WC\nq/8URPh+1PaUbqsqkJevvY7bDXdePpTox1N4nby8/Eg/g3n5UOL9rKoC4+PJXzeFfcjL0w4doq/k\nbESes5ljWfLEds1tN9HvK2BejolMpSjJr9xOlC3hMzuiLxYs2YXIkh1XhF1//fUJf57HFfZvd2h8\nHKqO4+1kt2U/rmC9gvTgEhZkC7IOeMwx6SFbjsP5jT5QDgYTr7NYVFSU9HEzWNFmdLtqewvEoW5g\nJKh9QBJCe4IQgBAQYyNxt+u9LVQVijIV+3gKP6soU5F/H0WZSvyzM1975u3w/STPifQPco19enJs\ndZ7YrvntnnvoP7QZ9wl+L2XNMVFKOLueZBEKTS+xIlkBOVM8rrB/u+rwUGrH2y7XnM+R/bhCxj6R\nvLK6hIXP58OuXbsQDAaxbNky3HjjjWY0Q2Qq5phyhcfjweDg9EWiAoEAPB6P7tfhgcVsI480Q+nt\nAcZGgJFhbWO8D0hGfXAaHgKmJjN/nSww+osQ5piMJI4dSen3UrYv9MI4U4iSmlFA5hl6ZAdG55jH\nFWSFbI53rFeQ4eb4gtqUS/+VlpZi9erVuPvuu3HkyBEzmiAyHXNMshJCQETNGC0vL4ff78fAwACm\npqbQ2dmJ6upq3a/b29sbc9oVAeqpE8CZweydMpxDpyd3dHTEnNqpF3NMpkpxhmamOTbL0qVLWXSj\nxIaHIhfTA7SChYwFLuaY9Mg0xzyuIBlk87iC9YrcIfbvBfw+q7sxtzmOn1Oagdza2oru7m7Mnz8f\nzc3Nke09PT3YsWMHhBCora3FypUrI4/t27cPzzzzDFasWJFmz4mMxRyTHWzbtg19fX0IBoNobGxE\nQ0MDamtrsWrVKmzevBlCCNTV1aGsrEz3a3OGxWxiZNiWp2UaIZOiAHNMsmBxi3KSokD058AHUaIs\n4XEFySKT4wrWK2xsOJgzk4SSSamAXFtbi/r6erS0TH/Traoq2tra8MADD2DhwoXYsGEDli9fjtJS\n7arA1dXVqK6uxpYtW1BTU2NO74l0YI7JDtatWxd3e2VlJSorKzN6bZ5qOpsYHba6C9LK5FRT5phk\nIeup/0RElDoeV5AsMjmuYL0iNynbN8G1wAP3bWviPq62t0h5odF0pFRAXrJkCQYGBmK2eb1elJSU\nYNGiRQCAmpoadHV1obS0FH19fdizZw8mJydRVVVlfK+J0sAcEyXHIgql5PzpV7J+kGKOSQ9Zc0xE\nRHLgcQXpkclxBesVOcp3HGJiLOHDot9nmzNa076IXiAQQHFxceS+x+OB1+sFAFRUVKCioiLpz0df\nzRTQftGKiooSPr+goCDp42axot1c29dgXj4Ul0u743Jp/yW47XK7Z7Whp93o9aeM+GPuhBznSp4i\nOYqXn5n3Z94eGYb7Zz9E4e3rMRx+bI4sGn47eluSfgLG55goq2xw+hXZ28gjzdpMDyIiIqIcls16\nRa7UDWRr95zbDXdePlwPfxfKW0eR/3fvR+Ht6yOPD42PQ02jPpGXlw/V7YbIYm3D5dYuk5eoXpF2\nATlT4U5EBzoYDCZ8flFRUdLHzWJFu7m2r4oyBYQvWCBE0ttCVWe1kWq74V9umQpuuZDjXMlTJEfx\n8jPz/szbU5OYPPGm1l74sTmyaPjt6G1J+hkmU47DeIpeLLW9BSJ4zupuSEvWU/+ZY1JPndBmeqRA\n1hwTEZEceFxBesh2XKGnXpErdQPZ2hWqqtUyjh8Fzp2Zrkvg/OdJ/4nYOoHLlVKNQVGmAFU1rraR\nQrtCVSP7FS/HaReQPR4PBgcHI/cDgQA8Hk+6L0dkCeaYaJpMBztWU9tbtKvlpliEciJZP0gxx6SH\nrDkmmtMcV0onks7oCHBxodW90I3HFaSH0ccVrFfktsjyFTaRcgFZCAERNRuwvLwcfr8fAwMDWLhw\nITo7OxMuXp8MB2TSI9MBmTkmGbBgIT/R7+NSDURElHVqewvEkV6MLL02+RNZQKZck6MFZLKnyIXN\nJMN6BckgUb3CncoPb9u2Dffffz9OnTqFxsZGPP/883C73Vi1ahU2b96Me+65BzU1NSgrK9Pdsd7e\n3pj1NYiS6ejoiFnDRw/mmGSRSY7NxByTHswx2YGsOSbnEv0+4NwZbSkWIrIcjyvsyfCZoee/1GO9\nwqH8Pim/kEhXohynNAM50TcclZWVqKyszKxnRFnCHBMlx2+mZ1Dtc7qRGWSdSc8ckx6y5pgcjn9/\nyI6Gh2KuB5IreFxBKTlfQM7kuIL1ihwWCs36QkJtb9EKyzZi2UX0wjggkx6yftBjjkkPWXNMMyjK\n9JVpiSgnqO0tECf/YnU34urq6kJ3dzfGxsZQV1eHa665xuoukawkXi+ROaa0KQqXByOyCOsV2ZfL\nSyJmtISFmTiVnvSQ9VRT5pj0kDXHRES5TjtYn7C6G3EtX74cd9xxB1avXo2XX37Z6u6Q5NSTf5Hy\ndFjmmIgo97BeQXpktISFmfhNCOkh68xN5pj0kDXHvb296O3tlbZ/JJeOjg4pxz7mmPTIJMetra3o\n7u7G/Pnz0dzcHNne09ODHTt2QAiB2tparFy5MubnnnzySdx8880Z953sTYQmks9EHh7STo/9+ncz\naoc5JtPYZCkWHleQHrIeH8vYJ5IXZyCTLcg6c5M51k9tb9E++DiQrDleunQpD44pZQ0NDVIeiDLH\npEcmOa6trUVTU1PMNlVV0dbWhqamJmzduhWdnZ3w+abXv3v88cdRVVWFxYsXZ9JtIkBRtBn3GWKO\nyTQSL8WiB48rSA9Zj49ZryA9OAOZbEHWP97MsX7i2BHg4kKru2EJWXNMGjte8ICIjLdkyRIMDAzE\nbPN6vSgpKcGiRYsAADU1Nejq6kJpaSl2796NQ4cOYWxsDH6/Hx/96Eet6DZRDOaYiJzGicf6rFeQ\nHonqFZYXkInIWdT2FogjvcCZQWBxudXdIZolly94QETWCgQCKC4ujtz3eDzwer0AgPr6etTX1yf9\n+fCp0mENDQ0oKiqK+9yCgoKEj5mJ7ZormJcPJXwB1+j/x7mdl6d9lIueVWZEkYA5ZrsznXO7IcLZ\ni77A8MxczpHZeLfNyjFRIjzWJ0qP5QVkrilEesi6phBznDpx7Ahw7ox2WtvoiNXdsQRzTHbAHJMd\nyJbjeH0JBoNxn1tUVJTwMTOxXXMpyhQghHYn+v9xbivKFAD5zmxiju3XrlDV6eyFswjMzuXM+y5X\nwvyGb8ua4zAeV5Aesh1XhDHHpEeiHFteQJbxl4vkJeuAxxzPTW1vgTgbiC0aO7SAzByTHTDHZAdG\n59jj8WBwcDByPxAIwOPxGNoGkdmYY6JpPK4gPXh8THYg7UX0iMjexOGD2v/7fcDhg8DwUPwnOrSY\nTEREuUsIARE1G6+8vBx+vx8DAwOYmppCZ2cnqqurdb8uL3ZDemR6cV7mmGQg60WmiYhIY/kMZCKy\nL7W9BeK4F+6GL2gbwldjdufNfjILyERElEO2bduGvr4+BINBNDY2oqGhAbW1tVi1ahU2b94MIQTq\n6upQVlam+7U5U4j0yGTGG3NMspB15iYRUVpsWN+wvIDMtVhID64plFtEvw8YDkZmIc8yPAS1vQXu\n29Zkt2MWkzXHRESUunXr1sXdXllZicrKyiz3hig9zDERkf3lar0icjbznhcAAK4PXA/X1e+N+7x4\n2y3h90Ftb8npAjLXQCZbkHXAY45nG3mkGfD7gPx5iZ+kKFqR2WFkzTEREckhVz/okTVk/WKaOSY9\nZM0xkR3k6u+WOHwQYv9e4GwAuHQBsMAjfwE5FMr5Gkeiv9umFZC7urrQ3d2NsbEx1NXV4ZprrjGr\nKSJTMMOZUbyvA6EQMD4G8fungbw4y1YQEREZKYdne0TL1Q96ZA1ZC7TMMekha46JZGX3eoXa3gLR\n/UdgMqQtgXn6lFZM/qdPA5guGivbNwHnApHtZB7TCsjLly/H8uXLMTIygscee8x2YSb7Y4ZTo7a3\nQBzpBUITQMEFcL1nKdy3rYEYHdaeoCiAMgbMK4j/An4flPsatYvrxVsbmbKGM4VID1lnCjHHDqez\ngCxrjomISA48riA9snlcYdd6hdreAnGoG1CmgPExbaM7T6srDAenn3Pci7z7vw/4jlvYW2dJuYDc\n2tqK7u5uzJ8/H83NzZHtPT092LFjB4QQqK2txcqVK2N+7sknn8TNN99sXI+J0sQMG2Pm6SGi3wec\nO6N9MzivAGL/XijbN8GV6guen6UMRWEB2WIsopAesn6QYo5JD1lzzIIF6SHrFyHMMekha45l7BPJ\nK5PxjvUKjej3AUNn409AO38NJXHsCHD6lLbWMGVNygXk2tpa1NfXo6Vl+g1SVRVtbW144IEHsHDh\nQmzYsAHLly9HaWkpAODxxx9HVVUVFi9ebHjHifRihjOjbN8EnD4FXHAB3A1fmC4iR8/2UhWtIHz4\nIITLBbjcKb64YnyHiYiIchQLFqSHrAVa5pj0kDXHRNnCesV5yc4mC19DaXTEsddTslKK1R1gyZIl\nKCwsjNnm9XpRUlKCRYsWIT8/HzU1Nejq6gIA7N69G4cOHcIrr7yCZ5991thek2XU9hatkHhe+KqY\nuYAZzpDvuDbTeDgItaNt+tu+6AE+XAhWFBaFiYiIiIiIiFLg9HqF2t6iLW15+lTyJ/p92vKXM2/L\nxCbX5JgpozWQA4EAiouLI/c9Hg+8Xi8AoL6+HvX19Ql/NnxKU1hDQwOKiooSPr+goCDp42axol2Z\n9zU42A91wI+ioiKMPNKMyb0vAXn5gOv8ggUuV9LbLrd7Vht69rejoyNy24hZDZlkGMiNHBvV5jm3\nW5tVPDIMjASBc2fh/tkPoYa3p5iBtG6n8Ly8vHwUFRVhOPyY2X2aeTt62xzPNzrHREREREREZC/Z\nrFdYXYcaOn4UYugsoKrJP1dPTk4/5/zteHWmVNvN1Lk49RDX+BiQYZ0kLy8/ttaShdqGy63NMU5U\nrzDtInpzCXciOtDBYDDh84uKipI+bhYr2pV5XxVlClBVBINBKCfeBMZGtbVphNCeIETS2+L8z+pt\nN/w8QK6CWy7k2Kg2hapq7+PUpHZ/YhyT+zq19YvdebPfd5drzjykfDuF5ynKlLaf4ceMajvV29Hb\nUtgfmXJMRERy4dqxpIesa8cyx6SHrDkmymV66hVW1qHOfudrgP9E/LpCCrfj1ZlSadfQOklUn4Sq\nJu53inWScO3NsNpGCu1G+o349YqMCsgejweDg4OR+4FAAB6PJ5OXJMoqZjhDvPid9Lq6utDd3Y2x\nsTHU1dXZ5uq85CzMMTkNiyikh6wFWuaY9Mhmjn0+H3bt2oVgMIhly5bhxhtvzFrbRHrYuV4RWRLz\nyxu05TJZV5BeymsgA4AQAiJqBl15eTn8fj8GBgYwNTWFzs5OVFdXG95JksjoSOTKl7m4rgszbDCu\ncyy95cuX44477sDq1avx8ssvW90dorQwx0RERGSU0tJSrF69GnfffTeOHDlidXeIIpxUrxD9Pohj\nRzDySLOc6xjTLCnPQN62bRv6+voQDAbR2NiIhoYG1NbWYtWqVdi8eTOEEKirq0NZWZmZ/SWrRV/t\nMscKyMww2UFrayu6u7sxf/58NDc3R7b39PRgx44dEEKgtrYWK1eujPm5J598EjfffHO2u0sUF3NM\nRERERknnuGLfvn145plnsGLFCiu6TDSLI+sVp09hMjjEiWk5IuUC8rp16+Jur6ysRGVlZdod4KlN\nOcrv05YvyLJMTm0yK8MAc0z6ZJLj2tpa1NfXo6WlJbJNVVW0tbXhgQcewMKFC7FhwwYsX74cpaWl\nAIDHH38cVVVVWLx4caZdJzIEc0yUHNeOJT1kXTuWOXYI1ZjCTyY5Tue4orq6GtXV1diyZQtqamoM\n2QeiTDiuXnF+ciJCE1b3hGZI9Hdb1xIWZujt7Y25wh/liFDIkm+JOjo6Yq4iKgvmmPTIJMdLlixB\nYWFhzDav14uSkhIsWrQI+fn5qKmpQVdXFwBg9+7dOHToEF555RU8++yzGfedyAjMMVFyS5cuZdGN\nUtbQ0CBfYQDMsWMY9JkwkxzrPa7o6+vDT37yEzzyyCOoqqrKuO9EspOyXpFjZ7Q7SaJ6RUYX0TOC\nlN+EkLRkPQhljkkPo3McCARQXFwcue/xeOD1egEA9fX1qK+vT/rz0VflDfevqKgo4fMLCgqSPm6G\nbLYZzMuH4nJpV6oFtP/Hu2/mbZ3t5uXlR/59Yvof7/nJXite+wn6F30QasQYmM0cW5Fhtpsd59xu\nCGDOHOflaYfARueYiIjkkOy4oqKiAhUVFUl/nscV9m034bF+Brddbm1upqzHFTL1xRHCazrn6EUB\nE9UrLC8g89Qm0oOn6JEdyJbjeH0JBoMJn19UVJT0cTNks01FmQKE0P5zuaZvhy9okY3b0dtSeL6i\nTEX+fWL6H+/5yV4rXvsJ+ifbeKcnx1ZkmO1mh1DV8zeS51hRpgDIl2MiIpIDjyvs227MsTIw9+3o\nzwMJnhM+/pD1uIL1iiwLn5mRowXkRPUKy5ew4KlNpAdP0SM7MDrHHo8Hg4ODkfuBQAAej0f360h5\nahNJy+glhZhjsoKsS2MREVFmeFxBVpD1uIL1CtIjUb3C8hnIRESkjxACImrGaHl5Ofx+PwYGBrBw\n4UJ0dnYmvAhDMjLNiib5ZXoQyhyTDPhhiojIHnhcQTLgcUVq1PaW6WUeKGdYPgOZ3+iRHrJ+o8cc\nkx6Z5Hjbtm24//77cerUKTQ2NuL555+H2+3GqlWrsHnzZtxzzz2oqalBWVmZ7tdmjkkP5pjsgMcV\nZAfMMdkBjyvIDjgep0b0+wy7ACcZjxfRI1uQ9Rs95pj0yCTHiWZOVFZWorKyMu3XBZhj0oc5Jjvg\ncQXZAXNMdsDjCrIDjsdkB4lybPkMZCIikoNs30yTDqMjWW+SMyzIDmTNMRERyYHHFaQHjyvIziyf\ngUxERHLgN9M5zIICMmdYkB3ImmMiIpIDjytIDx5XzKZs3wTXAg/ct62xuiuUIctnIPMbPdJD1m/0\nmGPSgzkmww0PQdm+KatNMsdkB7LmmIiI5MDjCtJD1uMKS3PsO66teQzt4nnZ/sxC+nENZLIFWb/R\nY45JD+aYDKcogO94VptkjskOZM0xERHJgccVpIesxxVW5Fhtb4m5Lw4fhDh2BDh9Crjwoqz2hfRJ\nlGNTCsinT5/Gr371K4yOjuKee+4xowmygNreAgwPZfYiw0NQ21ty4vQF5piIiIiIiIiIZCN7vUL0\n+wC/DxgfA6YmoXa0acvuKQoQClndPUqDKUtYXHbZZfjSl75kxkuThUS/T/tlz4SiRE5fkB1zTE7D\nU/Ry3Pkv6LKFp+iRHTDHZAfMMdkBc0x2kM0c50S9IhSaLhgPB63uDWUopRnIra2t6O7uxvz589Hc\n3BzZ3tPTgx07dkAIgdraWqxcudK0jpI1xOGDcF39Xq0o4Te28Bt+7WxhjomS4yl6OS7LX9DxFD2y\nA+aY7IA5JjtgjilrTLz4dCY5tkO9IjyZJRfOOCf9UpqBXFtbi6ampphtqqqira0NTU1N2Lp1Kzo7\nO+Hz5cbMUkqdOHxQ+3+/z/DTDMKvnS3MMREREREREZGDmVhAzoQd6hWi3xc7oUWNOoN9eCjzJVHJ\nUikVkJcsWYLCwsKYbV6vFyUlJVi0aBHy8/NRU1ODrq4uAMDw8DB+9KMf4c0338TOnTuN7zVllRmz\nj63AHBMRERERERGRbGxZr4heAlVRMl8SlSyV9kX0AoEAiouLI/c9Hg+8Xi8A4JJLLsHq1auT/nxv\nb2/M2jANDQ0oKipK+PyCgoKkj5vFinZl2deRR5oh/nwErosuhjI5Cbhc2n9ARrfz8vJRVFSEsYIL\ncFFRka79jV5/yojTiZyQY6PaPOd2QxiUAd23U3heOFfD4cey3dfobXM83+gcGyWcZ1lPISS5dHR0\nSJXfMOaY9JA1x0REJAceV5AeRh9XZLNeYUTdIJinlRgvfOsoxvPyoaTy2T58f+Z2Hbddbrfuvste\nJ8nLy4ca/dpZqG243Noc40T1irQLyJkKdyI60MFg4kW1i4qKkj5uFivalWVflRNvAkNngalJQJkC\n3HmAENqDQqR9W1GmEAwGoYYmMBUMpry/4V9umT7o5UKOjWpTqKq+99rlyignMbdTeF44V5HHjGo7\n1dvR21LYH5lyHCZjn0hesn6QYo5JD1lzTEREcuBxBekh23GFnnqFEXUDRZkCAIz27IFQplL7bB++\nP3O7jttCVXX3XfY6iaJMAdGvnWndIoV2hapG9ive2Jd2Adnj8WBwcDByPxAIwOPxpPtyJJmY9YlH\nR7RTDdx51nXIJMyx/YiRYau7QERERJQeSdfmJCKi7MvVeoXYvxc4G7C6G2SwlNZABgAhBETUNwTl\n5eXw+/0YGBjA1NQUOjs7UV1dbUonKfuyfYG7bGGO05NLeRCjLCATERFRjmIBmYjIsWxTrxgOAqGQ\n1b0gg6U0A3nbtm3o6+tDMBhEY2MjGhoaUFtbi1WrVmHz5s0QQqCurg5lZWW6O8BTQkiPTE4JYY7T\nl0sF5Fwg26lNYVzjzQayeMFTWdeOZY5JD1lzTEREcuBxBemRyXEF6xUki0TjXUoF5HXr1sXdXllZ\nicrKyvR7BQ7I0hsesroHMTIZkJljkoWsBQsZ+0Q6hUKAmp2rG8s63jHHpIesOeZxBekh63EFc0x6\nyJpjGftE8spkvGO9gmSRaDy27CJ6YRyQJadkpxCRKlkHPOaY9JA1x2QTko3bRKQfjytID1mPK5hj\n0kPWHBPZAcdj0iPReJzyGshm6e3tRUdHh9XdoChqewvE75/O6qnQqero6IhcPVQmzDHpIWuOiYiI\niIiIyF5YryA9EtUrOAOZZhH9PmB8DJhXYHVXZpH1m2nmmPSQNcdERLlMbW/Rlt7Ks/zwloiIiEga\nrFeQHpyBTKkz++rPfp/2IS8Nss7cZI5JD1lzTESUy0S/j0u4EBEREc2Q6lZzyAAAIABJREFU1XqF\n3yfdtbQypba3pF3DykWcgUypM7uAHApB9PvgWuDR/aOyztxkjkkPWXNMRERERERE9pLVekUopH2h\n787LTntZIPrlW97VTNLOQCYiIjlwJj3pIetMeuaY9JA1x0REJAceV5AePK4gO7O8gMwBmfSQdUC2\ne47F/r22Ow3FSrLmeOnSpZwdTSlraGiQ8swL5pj0kDXHREQkBx5XkB6yHlfYvV5BxuISFmQLsv7x\ntn2Oh4O2Ow3FSrLmmIiIiIiIiOzF9vUKMhSXsCAiIiIiIiIiIiIiXSwvIHMqvVzU9pbsLFWQ5oX6\nZD31nzmWg9reAhE8Z3U35iRrjomIiIiIiMheslGvUNtbAL8PUBVT23EMv8+yZUS5hAWlRPT7tKUK\nzJZmAVnWU/+ZYzlkLb8ZkjXHREREREREZC/ZqFeIfh8QCuXE5/GcYOG/ZaJ6hSkF5ImJCTz66KOY\nN28eKioq8OEPf9iMZohMxRyTHZw+fRq/+tWvMDo6invuucfq7hClhTkmO2COyQ6YY7KDrq4udHd3\nY2xsDHV1dbjmmmus7hKRbqxXULaZsoTFnj17cN111+H222/Hvn37zGiCyHTMMdnBZZddhi996UtW\nd4MoI8wx2QFzTHbAHJMdLF++HHfccQdWr16Nl19+2eruEKWF9QrKtpRmILe2tqK7uxvz589Hc3Nz\nZHtPTw927NgBIQRqa2uxcuVKAEAgEMBf//VfAwDcbsuXWSYCwByTPejNMZGMmGOyA+aY7IA5JjtI\nN8dPPvkkbr755mx3lygu1itIdimlrLa2Fk1NTTHbVFVFW1sbmpqasHXrVnR2dsLn8wEAiouL8fbb\nbwMAhBAGd5koPcwx2YHeHBPJiDkmO2COyQ6YY7KDdHL8+OOPo6qqCosXL85yb4niY72CZJdSAXnJ\nkiUoLCyM2eb1elFSUoJFixYhPz8fNTU16OrqAgC8//3vxyuvvIJHH30U73vf+4zvNVEamGOyA705\nHh4exo9+9CO8+eab2LlzpxVdJpqFOSY7YI7JDphjsgO9Od69ezcOHTqEV155Bc8++6wVXSaahfUK\nkl3aF9ELBAIoLi6O3Pd4PPB6vQCACy64AHfeeWfSn+/t7UVvb2/kfkNDA6644oqkP1NUVJRudzNi\nRbuW7et//rc17aa4vx0dHZHbRlxJ1Ck5zrjNx3Yb0xECkN0cX3LJJVi9enXSn3dMjlNl0TiYa3I9\nx046pnBMu2n87jLH6WG7JkrjmIs5Tg/b1SELnwWymeP6+nrU19cn/Xnm2MbtmpjnXK9XZPTvm4Of\noVLe32T7ZsNaSaIcW7ZQytKlS9HQ0BD5by7RO5BNVrTrpH3V2250ZjIdjI2QCznOhffVae0yx/rl\nwvvqtHZzOce58O/LdrPTLnOsH9uVr13mWD+2K1+7zLF+bFe+dplj/diufO0mynHaBWSPx4PBwcHI\n/UAgAI/Hk+7LEVmCOSY7YI7JDphjsgPmmOyAOSY7YI7JDphjkknKBWQhRMzC3OXl5fD7/RgYGMDU\n1BQ6OztRXV1tSieJjMIckx0wx2QHzDHZAXNMdsAckx0wx2QHzDHJLG/jxo0b53rStm3b0NHRgbff\nfhvPPvssCgsL8a53vQslJSXYvn07fvvb3+L666/H+9//flM7e9lll5n6+jK166R9zVa7Ts6xnd9X\np7XLHGcf2zWeDDm2878v22WOzcZ27dMuc8x27dAuc8x27dAuc8x2ZW/XJaK/3iAiIiIiIiIiIiIi\nOs+yi+gRERERERERERERkdxYQCYiIiIiIiIiIiKiuFhAJiIiIiIiIiIiIqK4WEAmIiIiIiIiIiIi\norhYQCYiIiIiIiIiIiKiuFhAJiIiIiIiIiIiIqK48q3uADlPT08Purq6EAgEAAAejwfLly/Htdde\na3HPiFLHHJMdMMdkB8wx2QFzTHbAHJMdMMeU68zKsEsIIYzooNGs+qV1UrtWtLljxw6cOnUKK1as\nQHFxMQDg7bffxosvvojLL78cn//8501r2wrMkz33lTm273vrpH1ljpknO7TLHDPHdmjXSTl20vvq\ntHaZY3u+r05rlzm25/vqpHbNzLCUBWSrfmmd1K5V+7pu3Tps27Zt1nYhBNatW4ft27eb0q4VmCd7\n7ivAHNv1vXXSvgLMMfNkj3aZY+bYDu06JcdOe1+d1i5zbM/31WntMsf2fF+d1K6pGRYSWrt2bdzt\nqqqKr3zlK2w3R9sUQoivfvWr4o033pi1/Y033hD33HOPae1agXmy574KwRwLYc/31kn7KgRzLATz\nZId2mWPm2A7tOiXHTntfndYuc2zP99Vp7TLH9nxfndSumRmWcg3kefPmwev1ory8PGb70aNHMW/e\nPLabo20CwJ133olHH30UY2NjMd/AXHzxxfjyl79sWrtWYJ7sua8AcwzY87110r4CzDHAPNmhXeaY\nObZDu07JsdPeV6e1yxzb8311WrvMsT3fVye1a2aGpVzC4s9//nPCHf7CF76Ad73rXWw3B9uMdvbs\n2Zg1YBYsWGBqe1Zgnuy5r9GYY3u9t07a12jMMfOUy+2GMcfMcS63G2b3HDvtfXVau2HMsb3eV6e1\nG8Yc2+t9dVq7gDkZlrKAHGbVL62T2rWiTSEEvF5vTLvl5eVwuVymt20F5sl8zLH5nPTeOmlfmWPm\nyQ7tMsfMsR3adVKOnfS+Oq1d5pjt2qFd5pjt5nq7ZmVYyiUsAG2HBwYGIjusKArmz5+flV/aBQsW\nYMGCBRgfH8fJkycxb948FBYWmtqmVfub7X3dv38/Hn30UZSUlMDj8QDQvoHx+/344he/iL/7u78z\nrW0rOCnHTtpX5ti+762T9pU5tuffWYA5Zo6Nxxwzx0Zx0vsKOGt/mWN7vq+As/aXObbn+wo4Z3/N\nzLCUBWSrfmkfffRRfPGLXwQAvP7669i2bRsuv/xy+P1+rF69GlVVVaa0a8X+WrWvO3bswP3334/L\nLrssZvvp06fxH//xH/jP//xPU9q1gpNy7KR9BZhju763TtpXgDm2699Z5ljDHBuDOWaOjeS099Vp\n+8sc2/N9ddr+Msf2fF+dtL+mZjijS/CZ5K677hL9/f2ztvf394u77rrLtHbvvffeyO2NGzeKo0eP\nCiGE8Pv94v/9v/9nWrtW7K9V+/qVr3xFTE1Nzdo+OTkp1qxZY1q7VnBSjp20r0Iwx0LY87110r4K\nwRwLYc+/s8yxhjk2BnPMHBvJae+r0/aXObbn++q0/WWO7fm+Oml/zcywlDOQFUWJLDAdzePxYGpq\nKit9GB0djSxo/c53vhPCxKWird7fbO5rbW0tNmzYgA996EN4xzveAQAYHBzEyy+/jLq6OtPatYLV\n7yuQvffWSfsKMMeAPd9bJ+0rwBwD9vw7a/W+AsyxWax+b5lj5jhTTntfnba/zLE931en7S9zbM/3\n1Un7a2aGpSwgW/VL6/P5sH79+sjaKMPDw7jkkkugqqqpobJif63a109+8pNYvnw59u3bhyNHjgDQ\nfmnXrl2LsrIy09q1gpNy7KR9BZhju763TtpXgDm2699Z5pg5NhJzzBwbyWnvq9P2lzm25/vqtP1l\nju35vjppf83MsEuYWebPwIkTJ7Bv376YqwZWV1eb+ks7MDAQc3/hwoXIz8/H0NAQXnvtNXzgAx8w\nre1s76+V++okTsqxk/bVaZz03jppX53GSX9nmWP7Yo6Z41zntPfVafvrFE57X522v07htPfVaftr\nBmkLyGRPo6Oj+PWvf42uri6cO3cOLpcL8+fPR3V1NVauXGn6lTeJjMAckx0wx2QHzDHZAXNMdsAc\nkx0wx5TrzMywlAXko0eP4qc//SkWLlyIT3/602htbcXRo0dRUlKC22+/HVdddVXW2vV6vbjiiitM\nbXd8fBxPPfUU9uzZg7fffhv5+fm4/PLL8bGPfQw33HCDbdoEgO985ztYunQpbrjhBixYsAAAcPbs\nWfzf//0fDh06hPvuu8+0trPNSTm2Kk/MsfmYY+bYDqzIsZOOKaxslzlmju3QrlNy7KRjCoA5Bphj\ns9tljo3HHDPHud6uqRnO6BJ8Jvn6178uuru7xUsvvSS+9KUviT/+8Y9CCCEOHDggvvGNb9iu3Qcf\nfFA8//zzYnBwUPzmN78Rv/jFL8TJkyfFD37wA/H444/bpk0hhFi7dm1aj+UiJ+XYqjwxx+Zjjplj\nO7AiT046prCyXeaYObZDu07JsZOOKYRgjlN9LNcwx8yxHTDH9s2xmRl2G1TkNpSiKKisrMSHP/xh\nAMAHP/hBAMB73/teTE5O2q7dgYEB3HDDDSguLsbHP/5x/OlPf0JJSQnuvPNO7N271zZtAsCiRYvw\n1FNP4ezZs5FtZ8+exc6dOyOLmduFk3JsVZ6YY/Mxx8yxHViRJycdU1jZLnPMHNuhXafk2EnHFABz\nDDDHdmiXOWaO7dCuk3JsZobzM+2cGebNm4f9+/djdHQULpcLe/fuxfvf/3709fXB7Tav5m1Vuxdc\ncAFef/11LFmyBPv27cMll1wCAHC73RAmrTBiRZsAcNddd2Hnzp3YuHEjzp07BwBYsGAB3ve+9+Hu\nu+82rV0rOCnHVuWJOTYfc8wc24EVeXLSMYWV7TLHzLEd2nVKjp10TAEwxwBzbId2mWPm2A7tOinH\nZmZYyjWQ33zzTTz++ONwuVz47Gc/i9/97nd44YUX4PF4cMcdd+Dqq6+2VbvHjx/Hf/3Xf8Hv96Os\nrAyNjY244oorMDQ0hD/84Q/4+7//e1u0Gebz+fD222/jPe95Dy688MLI9p6eHlx77bWmtZttTsqx\nVXlijs3HHDPHdmBFnpx0TGFluwBzzBznfruAM3LspGMKgDlmju3RLnPMHNuhXafl2LQMZ7QAhgV+\n//vfs90cbvPpp58Wa9euFQ8++KC48847xd69eyOP3Xvvvaa1KxvmKbfbZY41dnxvZWrT7HaZYw3z\nlNvtMsca5ji322WO7fm+Oq1d5tie76vT2mWO7fm+OqldMzMs5RrIyXR0dLDdHG7zueeew4MPPoh7\n770X3/zmN/Hkk09i165dAGDqqQOyYZ5yu13mWGPH91amNs1ulznWME+53S5zrGGOc7td5tie76vT\n2mWO7fm+Oq1d5tie76uT2jUzw1Kugbx+/fq424UQkTU82G7utRl+/fAU+ssuuwwbN27E1q1bMTAw\nYLsBmXmy576GX585tt9766R9Db8+c8w85Xq7zDFzbId2nZJjp72vTmuXObbn++q0dplje76vTmrX\nzAxLWUA+d+4cmpqaUFhYGLNdCIH777+f7eZomwAwf/58vPnmm1i8eDEA4MILL8TXv/51tLa24q23\n3jKtXSswT/bcV4A5Buz53jppXwHmGGCe7NAuc8wc26Fdp+TYae+r09plju35vjqtXebYnu+rk9o1\nM8NSFpCrqqowPj4e2eFoFRUVbDdH2wSANWvWIC8vL2ZbXl4e1qxZg49+9KOmtWsF5sncNq1slznW\n2O29ddK+AsxxGPOU2+0yxxrmOLfbdUqOnfa+Oq1d5tie76vT2mWO7fm+OqldMzPsEnaah09ERERE\nREREREREhsm5i+gRERERERERERERUXawgExEREREREREREREcbGATERERERERERERERxsYBMRERE\nRERERERERHGxgExEREREREREREREcbGALInPf/7zcLvdyMvLg9vtjtzu6OjAt771LfzN3/yN1V0k\nimuu7Ibv5+Xl4YorrsCnPvUpvP7661Z3myjGmTNnsGHDBixduhSFhYUoLi5GVVUV7rvvPpw4cSLm\nuSdPnsQFF1yAsrIyqKpqUY+JZkslx5/73OciY7Xb7caCBQvwoQ99CLt377a490SaVMfjQCCAe++9\nF0uWLMFFF12Eyy+/HDfccAMee+wxjs1kOT3jcfQxtNvtxqWXXmpx74k0eo8r8vPzceWVV+Kzn/0s\nTp48aXHvibRaxY033hj3MbfbjSeeeAIAcNVVV+G73/1uzONtbW244IIL0NzcbHo/cwULyBJZsWIF\n/H5/5L9Tp05h5cqVAACXy2Vx74gSS5bdq666Cn6/HydPnsT//M//4MyZM/iHf/gHTE1NWdxrIs2J\nEydw7bXX4pe//CWampqwZ88e9PT04Pvf/z4CgQC2bt0a8/y2tjb80z/9ExYsWIDf/OY3FvWaKFaq\nOXa5XFixYgX6+/vh9/uxZ88eVFVVYeXKlTh27JjFe0FOl2qO//KXv6CyshK//vWvsXHjRrz66qvo\n7OzEF77wBWzduhWHDh2yeE/IyfSOx9HH0H6/H3/+858t3gOi9I4r/vKXv+BnP/sZXn31VTQ0NFi8\nB0Tp27x5M9asWYP//u//xvr1663ujjTyre4ATSsoKMCiRYus7gaRbsmym5eXF3nsne98J7761a/i\nE5/4BA4fPoylS5dms5tEcTU2NmJqagp9fX0oLCyMbL/yyiuxYsWKmOcKIdDW1oaHHnoIvb29+OEP\nf4hPfOIT2e4y0Sx6chw9Zl922WXYsmULHn74YRw4cABXXXVVVvtNFC3VHN95552YnJxEb28vLrnk\nksj2d7/73fj0pz+NUCiU1X4TRUt3PCaSSbo5Likpwe23345169ZheHg4Zowmkp0QAl/+8pfxxBNP\n4Omnn0ZdXZ3VXZIKZyATUdacOXMGjz32GADtQIPIamfOnMHu3buxdu3amIPjRHbt2oVQKIT6+np8\n5jOfwXPPPYe33norCz0lSkxvjqNNTk7ikUcewYUXXoiqqiqTekg0t1RzHH7eV77ylbiFiby8PFx0\n0UVmdpUooUzGYyJZZJLjkydP4he/+EVkCUOiXDE2NoZ/+Zd/wc6dO/HCCy+weBwHZyBL5Pnnn0dR\nUVHkfllZGV577TULe0SUmmTZPXr0KC699FKoqorR0VEAwC233MJ1vUkKXq8XqqpiyZIlMdtrampw\n4MABAMDixYtx8OBBAMCPfvQj/Pu//zvcbjdKSkrwkY98BI8++ig2bdqU9b4ThenNcfSYPTo6isLC\nQjzxxBO48sors9txoiip5vjHP/4xVFXF3/7t31rRTaKkMhmPw+rq6vDUU09lp8NEcaSbY1VVMTY2\nBpfLhfXr1/PLPJJCvHEWmL1M7Pe+9z3k5eXhwIEDePe7352t7uUUFpAl8sEPfhDt7e0QQgAA8vP5\n9lBuSJbdv/qrv8Lvf/97hEIhPPvss3j44YfR2tpqVVeJ4gpnN6yjowMTExN46KGH8Otf/xoA4PP5\n8PTTT+M73/lO5Hmf+cxnsH79emzcuBFuN0/qIWulkmMgdsweGhrCz3/+c3zmM5/BCy+8wFnIZLm5\ncjzzcSIZpTMeh1188cVZ6ydRMnpzPDY2ho6ODjz77LP49re/ne3uEsUVb5wFgPLy8pj7H/vYx/DS\nSy9hw4YNeOKJJ1iPi4P/IhK56KKLuPYg5aRk2Z03b17ksauvvhqnTp3Crbfeit/97nfZ7CJRXOXl\n5XC73XjttdciF34EgNLSUgCAx+OJbGtra4OqqqisrIw5AFFVFb/5zW+4FjJZRk+Ogdlj9rXXXoun\nnnoK3//+99He3p6dThPNkGqO3/Oe98DtdqOvry/meUQyyHQ8JpJBJjneuHEjvF4v1qxZg0ceeSR7\nnSZKINVx9rrrrsM3v/lN3HTTTfjkJz+JX/7yl7jggguy0MPcwelSRJRVX/va1/DKK69g586dVneF\nCAsXLkR9fT1+8IMfYGhoKOHzhBD48Y9/jKamJvT09GD//v2R/2699VYeIJOlUs1xMm63G2NjYwb3\njCh1qeZ4wYIFqK+vR0tLS9znTU1NRZbMIso2I8ZjIqtlmuONGzfiJz/5Cbq7u03oHZF5qqur8fzz\nz2Pv3r34+Mc/zmPjGVhAJqKsmj9/Pr74xS+iqamJp6GSFB5++GHMmzcPVVVVeOyxx3Dw4EEcO3YM\nu3fvxv/+7/8iLy8Pu3fvxokTJ3D77bejoqIi5r/Pfe5z+O1vf8uL6ZGl5spx9Gl4oVAI/f396O/v\nh9frxbe//W289tpr+NSnPmXhHhClnuPw86qrq/Gzn/0Mr732Go4ePYqf/vSnqK6uhtfrtXhPyMnS\nHY+j/yOymp4cz1ReXo5//Md/xDe+8Y0s9pjIGNdccw1efPFFvPbaa7jpppsQDAat7pI0TFvCYmJi\nAhs3bsQtt9zC9fQoJ/X19eHnP/85ysrKUFNTg4qKCqu7ZBt33303HnroITz22GO47bbbrO4OOdyV\nV16JV199Fd/73vewZcsWvPnmmwCAq666CjfffDPWrl2LtWvX4oMf/CDKyspm/XxdXR2Ki4t5MT0T\ncTyeW7Ic33TTTVi3bl3kuS+99BKuuOIKAMAll1yCd7/73Xj00Ufxr//6r1Z03TF8Ph927dqFYDCI\nZcuW4cYbb7S6S9JJNcdXXnkluru78eCDD+Jb3/oW3nrrLVx66aW4+uqrceedd2LZsmUW7oW9Mcdz\nS3c8BrQznlwuFwYGBmYtE0DGYr0iOT05judrX/saPvzhD+PFF1/EihUrstBjZ2KO0+dyuSIX0pt5\nQb2rr74af/jDH/CRj3wEH/3oR/Hb3/4WCxYssKKbUnEJk6YAdnR04MILL0RZWZkhQe7t7cXSpUsN\n6Jn87TppX61sdy59fX146qmnMH/+fPzzP/8z3vnOd2b8mswT27UD5pjtZpvR47HT/n3ZrlyEEHjo\noYewZs2ajF7Haf++bFcuzDHblbndVBhZr3Davy/blQdzzHaz2W5KS1i0trZi9erVWL9+fcz2np4e\n3HXXXVi3bl3MeqYHDhxAWVkZLr300ow6F623t9ew15K9XSftazbb1ZvjiooKbNiwAf/2b/+Gn//8\n54b0gXliu3bAHLPdTFk9Htv935ftypljANi3bx+2bNmCysrKjNu3+78v22WOzcR27dWu1fUKu//7\nsl3m2ExsN3faTamAXFtbi6ampphtqqqira0NTU1N2Lp1Kzo7O+Hz+QBoM4XeeOMNdHZ24rnnnsu4\nk0RG0JvjsMLCQkxNTWWzq0REtsbxmOwgnRxXV1djw4YNeOmll7LdXaK4mGOyA9YryA6YY5JdSmsg\nL1myBAMDAzHbvF4vSkpKsGjRIgBATU0Nurq6UFpailtvvRUA8MILL6CoqMjgLhOlR2+O9+7di56e\nHoyOjuLmm2+2ostERLbE8ZjsQG+O+/r6sGfPHkxOTnKdQpIGc0x2wHoF2QFzTLJLeQ3kgYEBPPjg\ng2hubgYAvPLKK9i/fz/uuOMOAMCLL74Ir9eLVatWpdRwb29vzBTqhoYGvX0nB+ro6IjcXrp0qe41\nXJhjkkGmOSayA47HJAMeV5AdMMdkB8wx2QFzTHaQKMcpzUA2Q7gT0YE+efJkwucXFRUhGAxmq3uW\ntuukfdXTbvgKxTIV3HIhx7K/r05rV8Ycx8Mcs91koq8YLws947Hs/75sNzvtyjgex+sLc8x2k7ni\niiukKwgwx2xXb7sy55jHFfZtV21vAQC4b0t+MVA7HFcwx2zXiBynXUD2eDwYHByM3A8EAvB4PLpf\nR6ZfLpKf0QcWRuWYiIgyw/GY7MCoHIc/6MlWUCE5dXR0GPqZiuMx2QHrFTQX0e+b+0k6yVqvYI5J\nj0Q5TukiegAghED0ahfl5eXw+/0YGBjA1NQUOjs7UV1drbtjvb29MdOjiZLp6OjI6OqRZuV46dKl\n/JBHKWtoaOAfcHI8jsckg0zHY+aYZCBrjvk5j/SQ9XMec0x6MMdkB4lynNIM5G3btqGvrw/BYBCN\njY1oaGhAbW0tVq1ahc2bN0MIgbq6OpSVlRnecSKjmJljzhQiPYyeKUSUazgekywyGY+ZY5KFrDnm\nsQ7pkcl4x3oF2QFzTLJLqYC8bt26uNsrKytRWVmZUQd4YEF6ZHJgYWaOiYgodRyPyQ54fEyykPX4\nmF+EkB6ZfBHC8ZhkIet4zByTHhkvYWEWTqUnPTI9JcQsPNWU9OASFkTm4XhMesg6HvP4mPTg8THZ\nAcdjsgNZx2PmmPTIaAkLM/GbENJD1oNQzrCQ38yr7KrtLRBHeuF6z9I5r7xrNC5hQWQejsekh6zj\nsYx9InlxvCMyD8dj0kPW8Zg5Jj04A5lsQdZv9DjDQn6i3xdzpV1x7Ahw7owpV9+di6wzLIjsgONx\n7lLbW6Dc1xj5wi8bZB2PeXxMesh6fExkBxyPSQ9Zx2PmmPTgDGSyBVmLApzxllvU9hbg9CnAnQcA\nEIcPwnX1e7PWvqwz3ojsgONx7lHbWyDOBoCJMeDMIMSxI5Ft7ps+aer4LOt4LGOfSF6yjnccj0kP\njsdkB7KOd8wx6ZEox5YXkInsgAOynGYVhv0+KPc1AsFzgKJoBeTRkawXkGU9sCCyA47HuUVtb4HY\nvxcYHwMuvEgbm0+fghg6C4yPQT0XQN793zetfY7HRObheEx6cDwmIpIbl7CgnCLrKSEkH7W9BWpH\n2/SG0RGtQHHuDDAxHrNd7N8bOWVabW/J6unTREROEx5nY4rHigKEQtoTwrcVBRgOWttZi/D4mPTg\n8TGReTgekx6yjsfMMenBJSzIFmT9Zpqn6MlH9PsAvw9qe4t2kbzRkelZxzMNByNFZHHsCDB0Fsp9\njaZdYE/WU/SI7IDjsfxEvw84cVy7o6ra2DyH8JIWeWsfMLQvso7HMvaJ5CXreMfxmPTgeEx2IOt4\nxxyTHlzCgqQRnt1pRmHOKhyQzZNOXsThg9oNRZn7InnDQ9r/3Xnac0dHtJlvoZBpF9iT9cCCyA44\nHueI8Jkg8wpSerro9wGDpw3vBsdjIvNwPKbJ3h7gr96d0nM5HhMRyc3yJSzIWcKnq4pjR6zuCuUI\ncexIzBITqVA72gB/isVfRZme/TY6EvUiSmTNZOXeVVzWgogIUV/QpSHdJYLU9pbpGctERJQzpvp6\nrO4CUXInjvNzHlGKLC8gcy0WZxH9Pm125+lTUO5r1D1Yy7qmEBlMmI56AAAgAElEQVQjbnHh/NrF\numYDDwen19I8cVy7cF54pnEy0QVkRZleM3norGmzkYmIcoXa3gK1dYu+L/Si1zv+08v6x9LhIW2d\n5PMzlp2yTj2Pj0kPHh8TmYfjsc1NjBv6OU/W8Zg5Jj24BjJZRm1vgTjSC9d7lk4X6BQFODMYM1in\nslSBrKc2cY03Y4TzIA4fhOvq92qZGB7S8uL3Qdm+Sf/6lxPjKa+xOUv0msnRxeUMybrGG5EdcDw2\nRngcDgsXgMMftGYWcWf+7VbbWxAcHoIYOX8RvNERbTxO9eyQsOiL64WLyZeX6t6fRGQdj2XsE8mL\n4x2ReTgekx6yjsfMMenBNZDJMqLfB5w7o33wnJqcLsidLwqeu/s2CFUFxkaASxdY29kZJiYmsHHj\nRtxyyy2oqqpK+DwOyAY6cRxq6xbgkkuB4Lnpwm8oBBw+OH1RvGyLU0BWtm+Ca4FHd39kPbAgkhnH\n4+xSO9qAiQkgNKFtUKam1y32+yDCS0rk58f92y36fVADg4DnHdqG8Bg6Phb/YqapiC4mG4TjMZF5\n+IUe6SHrF3pkP044k4nIDCwgk2nCV0yPCH/wjP7gGApBjA8AENp2A2d5GuGpp57CddddZ3U3clq8\nmeVqewvEoW64llXNLr6Gc6IowOSMQoGiQPzpZagAXB+4PmZ2XNjII83arOV0CxSJDA/NLl77jkNM\njBnbDhHFxfE4y4aD2t/k8DgcfbG7UGh6u1qQ/G/36AgwdFYrHAOxZ3akS7JjBSKKj8VA0oNfNFA2\niMMHtQlufh8wNWV1d4hMlcpZ/npYvgYy2ZOyfZN2munhg3Nf+EaNuojZ+SKdGVpbW7F69WqsX78+\nZntPTw/uuusurFu3Djt37oxsP3DgAMrKynDppZea0h+nEP2+WUuViP17Z60rrLa3pHZq88S4dlG9\njra4D6unTqS3XAWgFZ4TrZWsKPEv5ueffSo3kNmFpojsjuOx3CLLB6Uqwd9uERwCTp/SCs7pjsvx\nsIBMREREaVA72rT6RCgUc2YVZyWTHc2sxWTK8gIyF/O2H7W9RSschz8whgfmVChK0oBnsih9bW0t\nmpqaYvuqqmhra0NTUxO2bt2Kzs5O+Hxa+319fXjjjTfQ2dmJ5557Lq026bzzF7JT7l2lLWUSPgU5\nqggQucBiKkIhbXbceWp7S+SijGJkOP1+KkryIkcopM2Ajj7AGB+D2L9Xm/kcJbqA7JSLPhGliuOx\n3ES/T1/Bd8bf7sgXgsqUsYXjMBO/bJYFj49JD1kv2kRkBxyPbWY4OLs+EQoZVmSTdTxmjh0qzUkX\nvIgeZY04dsSYU1TjyOTUpiVLlmBgYCBmm9frRUlJCRYtWgQAqKmpQVdXF0pLS3HrrbcCAF544QUU\nFRWl32mavpDdzFOhDZhFFpnRfL6QK/R8YZGOiXEt42Hn1+Sc3PMiMNAP1wIPxKFuIDQB9WwA7tvW\nRE6TUrZvArb8l7n9I8oBHI8ll+HYrOsLwXQoSuw4bEM8PiY9eOo/yWryTy9DnD5lzfVLDMLxmPSQ\ndTxmjh1qdAS4uFD3j/EiemSKeFdpx+lTFvZIn0AggOLi4sh9j8cDr9cb85zrr78+4c+HLw4S1tDQ\nkLS4UVBQkPXihxVtRrcbzMuH4nIB4f+AyG2X2x3pW8zzop4TMeOx8M8GB/uhTE6eL1BPagXdBO0Z\ndnugH+oDXwZGgtPbJsaBI70QF16kbQeAA/uAh78L9/g41MlJuE79BQBivv3lH3MiTTbHY6vHRdnb\nPTc+BqFzHHWPj88ez6Ofm2Q8T3ccdv/shyi8PXYZlOj9HXmkGVOvHUD+314T93kAx2MiM/EieiSG\nh1Ke2cmL6BERyc2UArLP58OuXbsQDAaxbNky3HjjjWY0QxKILiBHZoIadLrqzOK0jMIHOdGFi2Aw\nmPD5RUVFSR83gxVtRrerKFOAENP/AZHbQlUjfVOC5+I+J2LGY2LoLM423qKdIp3g9eO+lhG3pyYh\nzrw9feGF8ONTk8CEK3JfTIxD6X1Ve8ydB6Gqkd3hATKRsfSMx1aPi7K3K1RV9ziqDg/NHs+jn5tk\nPE93HJ7c14mzr+4BCi4AALjesxSuD1yPS6s/pP39OdILnHkbkyfejLv/4YI3x2Mic/B3i6LNdTGn\nbH7RwHoF2QFzTNlmSgG5tLQUq1evhhACDz30EINsU2p7C8RxL9SzAYgjvcDYiDGnrI6OaK/d/Ue4\nqq4z9ZQnj8eDwcHByP1AIACPx6P7dXiAbAC9p0wrCjB0dno5DFmFv1CJWtKFM3GIZuN4LAfdF9CL\nJ1sXuQuFgMlhIC9P+5Ku3wccPoiR7peh9PYAZwbnXE6L4zERkcnOX6BMHDuS1qnUZmC9guyAOaZk\nlO2btGP6qUnt+P7LGzJ+zZQKyK2treju7sb8+fPR3Dx9oaienh7s2LEDQgjU1tZi5cqVkcf27duH\nZ555BitWrMi4kySn8Lqu4mwAGB8zbs3j06cghs5qa9oavMahEAIiahZUeXk5/H4/BgYGsHDhQnR2\ndmLdunW6X5en6JEePEWPiOOxjDI6k2h4CMp9jUBoQlvGx4TrICQUvu6C3wfhewuT+fO0L7XD25MU\ntDkeExGZLBTSPtONjgBDZ6Fs34S8tQ8Y2gTrFRRtrtnusmKOyVC+45HrNRl1kUh3Kk/Se7V0AKiu\nrsaGDRvw0ksvGdJRktDoSCSQUBRANehK6+HXPN+G2t6ifXuSoW3btuH+++/HqVOn0NjYiOeffx5u\ntxurVq3C5s2bcc8996CmpgZlZWUZt0VERIlxPJZTRhe/UxTg3BntzBCDlrLSbXxM+y80EduHqAKy\nsn1T5IOlzHi1dNIj0dXSiaQRHodDIa2oYTDWKyia6PcZVjDLJuaYZJfSDGS9V0vv6+vDnj17MDk5\niaqqKuN7TXKYOaMnPNPHSMND2myo/HkZv1SimWyVlZWorKzM+PWJiCg1HI/JFIkK18NDUNtbtJlI\nvuMQE2PZ7VcaOCua9OAZF5SLjJwlynqFc6ntLRBnA3At0JY9y7VZx9GYY8qUOHwQ6m9/DZw+lfmS\ndHGkvQZysqulV1RUoKKiIunP67laOpA7Vy7P1TbTafec2637Ku1xb0dvm3lfVYHJSbjOXyBH1qul\ny9SXnBL9oT4TRs1+zxJ+0CMyD8djmkVRIP70snZRveEh4B2XRR7ieExEZA2zZ4hms16RK5/f7dLu\nyCPa8g6Ft69HcLAfyp+PQFx4EfKuuFK7cHCeVuaK18dENYy8vHxD3l+j6xXMMdudy8gjzZjavxco\nuBAieA6YDGkTO1U1kvO8vHxDcmzKRfRSoedq6UDuXLk8V9tMp910rtIe93b0tgTPEaoaaVfG4gDX\n3EyTohhz8GjV6dJp4pqbRObheExxTYxrB9KKApw4rs18+/p3OR4TmYjjMekh23isp16RK5/f7dKu\ncqQXuLgQ5x76D4jjR4GpSWDCBUWZ0h5XpgDEf78S1TDCP5us3VT6B8hVr2CO7d+ucuJN4OwZYF6B\nVjwGgHnuWfkOhUIZ5zjtAjKvlk5WkPUAlDkmPWTNMZEdcDymOU2MR7685HhMuUIcPgjX1e+1uhu6\ncDwmPYwej1mvyE0pjXXnl9IU/T7tC+IUqe0tc57Wn+nSKswxZYPZF4pMlOOULqIHJL9a+tTUFDo7\nO1FdXa27Y7xICOkh60VCmOPMKNs3mbJGj6xkzTGRHXA8Jj04HlOuEIcPWt0FIqmxXpH71PYWqK1b\nUrvY7czrMaVA9PvmPHM10wvwZXpcwRxTKsSxI6YuA5QoxynNQN62bRv6+voQDAbR2NiIhoYG1NbW\nRq6WLoRAXV0dr5ZOjsVv9JJI5Y+777g5F2GUFGe8EZmH4zHpkc3xuKurC93d3RgbG0NdXR2uueaa\nrLVNRCQTtb0F8PuAy0sNeT3WK+xB9PuA8TGI/XsTXicnMov4kkst6KG5mGOaS+TLlegaSxpfpqQr\npQKymVdL5wc90oOFtxyUxQGNiIhIVsuXL8fy5csxMjKCxx57jAVkInKO8JmG5yeLiH4fEAoZ9vKs\nV9hMKJRwdmVkFvHwkLb2sRky+PyaSb2COaa5iH6f9uXb+BgwPKQVlE2ot2S8hIVZOJWe9JD1VFPm\nOAN+n6OWrwDkzTGRHXA8Jj0yGY9bW1uxevVqrF+/PmZ7T08P7rrrLqxbtw47d+6c9XNPPvkkbr75\n5rTaJCLKSYqScxe9DuNxhaQUxdAvIWJkUJCT9XMec2wjoVBkTDVrGYuMlrAwE78JIT1knYHMHGcg\nPAA6iKw5JrIDjsekRybjcW1tLerr69HSMr1Wo6qqaGtrwwMPPICFCxdiw4YNWL58OUpLtdO0H3/8\ncVRVVWHx4sWZdp2IiLKAxxWSSbW4a9FZsLJ+zmOObSo8G9lgnIFMtiDrN3pERETkLEuWLEFhYWHM\nNq/Xi5KSEixatAj5+fmoqalBV1cXAGD37t04dOgQXnnlFTz77LNWdJmIiHRivcIcantLzH8py1IB\nWXe/zpO1XsEc25RJk/E4A5lsQdZv9IiIiIgCgQCKi4sj9z0eD7xeLwCgvr4e9fX1SX++t7c35oC9\noaEBRUVFcZ9bUFCQ8DEzsV1r2h0ruAAXJehHdFGAn62IjMXfKXPoOfVebW+BOBvAyKJ3Zm3pw1T6\nJw4fhOvq98Zsk7VewRyTHolybHkBmcgOwh/4ZP2DQXLp6OjgH3Eik3A8zoADL3oq23gcry/BYDDu\nc4uKihI+Zia2a027amgCU3H6UVRUxPGOiHKT/3yR9vLSpE8T/T5g8DTUqUnzlj6Mdwzk92mzkL+8\nYdZDyvZNwLkA8u7/vjn9IZIQl7CgnCLrKSFLly7lwTulrKGhQZpiBZHdcDzOgAMLyEaPxx6PB4OD\ng5H7gUAAHo9H9+vw+Jj0kPX4mDkmPZhjhxkd0U6/T2X91tERYHgIysm/mNufmUKhxDORfceB4dlf\n6jHHZAdcwoIMpba3ZO30kWjZLAr4fD7s2rULwWAQy5Ytw4033pi1tomIaBrHY5KVEAJCiMj98vJy\n+P1+DAwMYOHChejs7MS6det0vy6Pj2kmsX8v1LMBuG9bM+sxWb80Y45JD+bYYcIF21RmFI+OaM8L\nTZjbpznErIl8vhaitrfEjMvMMdkBl7AgQ4l+n3mnj0iitLQUq1evhhACDz30EAsWREQW4XhMMtq2\nbRv6+voQDAbR2NiIhoYG1NbWYtWqVdi8eTOEEKirq0NZWZnu1+ZSLDTLcDDhTDjZlmIhIrKTkUea\nofT2AGMj08ttnK+F6FnLmSjXsYBMjtHa2oru7m7Mnz8fzc3Nke09PT3YsWMHhBCora3FypUrI4/t\n27cPzzzzDFasWGFFl8luLJi1TyQjjsdkB4lmFldWVqKysjKj12YxkKJFzvx7x2VxH+cXDUSUSyJj\nmjvP6q7EEIcPxt2ueF8Hzp0BVAU4cRzIZxmNnIlrIFNOyWRNodraWjQ1NcVsU1UVbW1taGpqwtat\nW9HZ2Qmfb/pbxOrqamzYsAEvvfRSRv0mAmD7WftEqeJ4TJQcj48p2lxn/sm65iaRHXA8Npba3gLx\np5dnjWlqe4tWnA2z4LoMakfb9IX9wvw+qOFZxooCTIxrazdHPa7cuyqyvIWs4zFzTHpwDWSyhUxm\nWCxZsgQDAwMx27xeL0pKSrBo0SIAQE1NDbq6ulBaWoq+vj7s2bMHk5OTqKqqyqjfREQ0jeMxUXI8\nPiY9OAOZyDwcj40l+n1aEXau7adPzVpf2FTDQ9OzovPnTRewx8cAVQXyE8y9DIWAyeHIUhayjsfM\nMenBNZCJ4ggEAiguLo7c93g88Hq9AICKigpUVFQk/fnwGoVhDQ0NKCoqSvj8goKCpI+bwYo2o9s9\n53ZDuFxA+D9A/209PxO9Ld320rmto93ob3/5x5xIk83x2OpxUdZ2Y8ZrwJxx0YjXTfVvRpLn5OVp\nh8Acj0l2anvL7BlxREQ5SNd4pigQ/b7p5S70Gh7SV4AOz4gOL6sRfZG/6OMLIgdjAZkoA+EPm9GF\ni2AwmPD5RUVFSR83gxVtRrcrVBUQYvo/QP9tPT8TvS3d9tK5raddsFBBZDQ947HV46Ks7caM14A5\n46IRr5vq34wkz1GUqchTZRyPeRE9ChP9vtjTpePgRfSIKBekMp7F/Zl0l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GBwc1Nja2rJdtampSdXV1xrHx8XHV19dr9erVqqysVHt7u4aHhyVJzzzzjA4ePKgX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\ntWg0qrq6uvT9cDis8fF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mzTo2YYL0lyuGLTe/3i7FYlJJaWo5Z/Rg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\nU46zngNZkowxMkOu7qiqqlIkElFPT48GBwfV2tqqmpoaJ98SsAIP0YMTPEQ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CuuuEK33XabLr/88gy0EOjcvn379Oyzz+r666+PDx63NX/+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\nS5f6eoveD2s8LgkBnEM9hh2m1mNyDDtMzTHgB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tMF1TFHwG5kC/ZwCZpPwlQfKS9Rc3c0xKxDvH7FcQXcDjMfkbb1ZRLMdjXtSUVOewA+cG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\nrP1jjlckqYHILkIab/Eer2COSQuhcqz5DGSZvmUk+bETSgQ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1177a6210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Grouped by country NOT LOG\n",
    "\n",
    "col = 8\n",
    "w = 3\n",
    "h = 3\n",
    "\n",
    "axes = df['pub_year'].hist(by=df['appln_auth'], bins=yr_bins, log=True, edgecolor=clr1, \n",
    "                           figsize=((col * w),((auth_num / col) * h)), layout=((auth_num / col),col))\n",
    "for row in axes:\n",
    "    for ax in row:\n",
    "        ax.set_xlim(yr_min_max_plt)\n",
    "#plt.subplots_adjust(wspace=0.5, hspace=1)\n",
    "plt.savefig('figures/bad_hist.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Tp05lx44dLF26FLvd7nORLpFWai9BdJ+QhqyqquLFF1/EYrHgdrv5/ve/z+jR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\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YtmyZss3T94VITa7MyC+99BKuXLmCp556Cvn5+TCZTNi6dSvOnz+P/Px8AINDFZSWlg4K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1dXVITExEUVERACAlJQXPPfccioqKEBMTg61btyoXN/n5+Th+/Liy6QU3BKAx6+tRZQlteno6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rm5uaipqQEAXLt2DWfOnMG+ffuwbds2HDp0SP0fwaFDh7Bu3TpUVFTg+vXraGhoAAC8//77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\nOggVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106a6ff90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Grouped by country LOG\n",
    "\n",
    "axes = df['pub_year'].hist(by=df['appln_auth'], bins=yr_bins, log=False, edgecolor=clr1, \n",
    "                           figsize=((col * w),((auth_num / col) * h)), layout=((auth_num / col),col))\n",
    "\n",
    "for row in axes:\n",
    "    for ax in row:\n",
    "        ax.set_xlim(yr_min_max_plt)\n",
    "#plt.subplots_adjust(wspace=0.5, hspace=1)\n",
    "#plt.savefig('figures/bad_hist.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XXnlF8fHx2rdvnx555BEdO3ZMktTe3q7jx49r586deu655/TSSy+po6Mjwq8c\nAIDJxfTEBj02MCEaG9Szq1iBC6/TewNAVKPHRmQ0NzfrjTfe0MMPP2xsq6mpMaoncnJyVF1dbWxf\nsWKF7Ha7kpKSlJycLK/Xq5aWFnV2dio1NVWStGrVKmOf6upq41jLli3TxYsXJUkXLlxQenq6HA6H\n4uLilJ6ebiRDAADA+Jg+FYUeG5gQXV1MPQEwKdBjIzJ+/vOf61/+5V8GVEu0trbK5XJJklwul1pb\nWyVJPp9P8+fPN57ndrvl8/lkt9uVmJhobE9MTJTP5zP2CT4WExMjh8Oh9vb2Adv7HwsAAIyf6YkN\nYCxoBgoAmCjnz59XQkKC7rvvvlGrY2w224SdMzh1JRQej2fA+PLz8+V0OidsTP1Nnz49bMdGaIiF\nNRAHayAO1hGJWLTZY9UjyW6PHfFc/Wd79C+SILGBqEAzUADARLl8+bJqamr0xhtvqKurS52dndq/\nf79cLpdaWlqM24SEBEm9VRU3btww9m9ubpbb7Zbb7VZzc/OQ7cF9gvf9fr86OzsVHx8vt9s9IFnR\n3NysRYsWDTvO4apa29raJux96M/pdIbt2AgNsbAG4mANxME6IhGLnp5u43a4czmdzhErW03vsQGM\nhmagAICJ9sUvflGHDh1SWVmZnnrqKS1atEjf/OY3tXTpUlVVVUnqXbkkKytLkpSVlaWzZ8+qu7tb\n169fV2Njo1JTU+VyueRwOOT1ehUIBHT69GllZ2cb+5w6dUqSdO7cOSN5kZGRobq6OnV0dKi9vV11\ndXXGCisAAGB8qNiApVGpAQCIlLVr16qkpEQnT57U7NmzVVRUJElKSUnR8uXLVVRUpNjYWG3atMmY\nprJx40YdOHDAWO51yZIlkqS8vDzt379fW7duldPpVGFhoSQpPj5ejz76qLZt2yabzaYNGzYoLi7O\nnBcMAMAkYXpiIzh/lGZpAAD0zh2lsXbkLFy4UAsXLpTUm3TYsWPHsM9bt26d1q1bN2T7vHnztGfP\nniHbp02bpqeffnrYY+Xk5CgnJ2f8gwYAAAOYntjg4g3DoVkogKmKRD8AAEBo6LEBSzKmoHR1mT0U\nAAAAAICFmV6xAfRHpQYAAAAAIBRUbMBSqNQAAAAAAISCxAYAAAAAAIhaYZmK0tDQoF/96ldqa2vT\nokWL9KlPfSocpwEAAAAAAFNcWCo25s6dqyeeeEJFRUV68803w3EKAAAAAACAsVVsHDp0SOfPn1dC\nQoJ2795xzl9hAAAgAElEQVRtbK+trdWRI0cUCASUm5urtWvXGo/V1NTot7/9rVatWjXxowYAAAAA\nANAYKzZyc3O1ffv2Adv8fr8OHz6s7du3a8+ePTpz5owaGvpWssjKylJxcbH+8Ic/TOyIAQAAAAAA\nPjSmio0FCxaoqalpwDav16vk5GTNnj1bkrRy5UpVV1dr7ty5unTpkl577TXdunVLDz744MSPGgAA\nAAAAQHfQPNTn8ykxMdG473a75fV6JUkLFy7UwoULR93f4/HI4/EY9/Pz8+V0Osc7nNuaPn16WI+P\nsRstFm32WPVIks3Wu2Gy3lplDGad1+zXbqW4j7R9st1aYQyR/kyM8pjdHjviz8GKigrj32lpaUpL\nSxv2eQAAAOgVllVRxmK4i7W2trawnc/pdIb1+Lg9/9EyBa41aFrKffL/89eGfU5PT3fvPwKByX1r\nlTGYdV6zX7uV4j7S9sl2a4UxRPozMcpjPT3dw34nOZ1O5efnD9kOAACAkY07seF2u3Xjxg3jvs/n\nk9vtDvk4wcoNLuQmv8C1BulNj7qvXVXgytuy3TPX2G67Z65ivvQNk0cIAOarqKigUgMAACAEY05s\nBAIBBfr9FSo1NVWNjY1qamrSzJkzdebMGRUWFoY8AC7epp5A1wfSmx4Z/ze96VGgsUE9u4qlxobR\ndgWASY9EPwAAQGjGlNgoLS3VpUuX1NbWpi1btig/P1+5ubl6/PHH9eyzzyoQCCgvL08pKSkhD4CK\nDUiSurqkNz3SDIfZIwEAU1GxAQAAEJoxJTZGqsTIzMxUZmbmHQ2Ai7cpjOoMABiCRD8AAEBoYswe\ngMfjGdABHlNIV1fvfwAAQ0VFxYBVwwAAADA601ZFCaJiAwCAPlRsAAAAhIaKDQAALISKDQAAgNBQ\nsYEJ5z9aNmAJ1+B9emoAwO1RsQEAABAa0xMbmHwC1xoGLOcavM+KJwAAAACAiWZ6YoPlXq1ncMXF\nSNtHep6hsUE9u4qp1ACAELDcKwAAQGhMT2xw8WY9gysuhmzvn7C42dJ3v7VFSnD1JTK6uqjUAIAQ\nkegPv1u3bul73/ueuru71dPTo2XLlunzn/+82tvbtXfvXjU1NSkpKUlFRUVyOHq/wyorK3Xy5EnZ\n7XYVFBQoIyNDklRfX6+DBw/q1q1byszMVEFBgSSpu7tbZWVlqq+vl9PpVFFRkWbNmiVJqqqqUmVl\npSRp/fr1Wr16deTfBAAAJhHTExuwjpF6YQzZPjhh0f/+tQYSGQAAS5s2bZq+973v6a677pLf79eO\nHTuUmZmpP/7xj1q8eLE+97nP6cSJE6qsrNRjjz2mK1eu6Ny5cyopKVFzc7N+8IMfaN++fbLZbCov\nL9fmzZuVmpqqnTt3qra2VkuWLNErr7yi+Ph47du3T2fPntWxY8f01FNPqb29XcePH9fzzz+vQCCg\nbdu2KTs720igAACA0Jm+Kgqsw+iF0dXVu+HDSozAhdcHbgcAIMrdddddknqrN3p6eiRJNTU1RvVE\nTk6Oqqurje0rVqyQ3W5XUlKSkpOT5fV61dLSos7OTqWmpkqSVq1aZexTXV1tHGvZsmW6ePGiJOnC\nhQtKT0+Xw+FQXFyc0tPTVVtbG7kXDgDAJGR6YoPlXi0sWIlBQgMAIoblXiPD7/fr29/+tr761a8q\nPT1dqampam1tlcvlkiS5XC61trZKknw+nzGNRJLcbrd8Pp98Pp8SExON7YmJifL5fMY+wcdiYmLk\ncDjU3t4+ZJ/gsQAAwPiZPhWFHhsAAPShx0ZkxMTE6Ec/+pE6Ojq0e/duvfvuu0OeY7PZJux8gcDg\nzlW3F2ywHpSfny+n0zlhY+pv+vTpYTs2QkMsrIE4WANxsI5IxKLNHqseSXZ77Ijn6l8U0T+XYHpi\nAwAAwCwOh0MLFy5UbW2tXC6XWlpajNuEhARJvVUVN27cMPZpbm6W2+2W2+1Wc3PzkO3BfYL3/X6/\nOjs7FR8fL7fbPSBZ0dzcrEWLFg07tuH++NPW1jZhr70/p9MZtmMjNMTCGoiDNRAH64hELHp6uo3b\n4c7ldDpH/AOQ6VNRAAAAIunmzZvq6OiQJHV1damurk5z587V0qVLVVVVJal35ZKsrCxJUlZWls6e\nPavu7m5dv35djY2NSk1NlcvlksPhkNfrVSAQ0OnTp5WdnW3sc+rUKUnSuXPnjORFRkaG6urq1NHR\nofb2dtXV1RkrrAAAgPExvWIjWGZJ6S0AAL0llkzTDK+WlhYdOHBAfr9fgUBAK1as0IMPPqj58+er\npKREJ0+e1OzZs1VUVCRJSklJ0fLly1VUVKTY2Fht2rTJmKayceNGHThwwFjudcmSJZKkvLw87d+/\nX1u3bpXT6VRhYaEkKT4+Xo8++qi2bdsmm82mDRs2KC4uzpw3AgCAScL0xAYXbwAA9CHRH34f/ehH\n9fzzzw/ZHh8frx07dgy7z7p167Ru3boh2+fNm6c9e/YM2T5t2jQ9/fTTwx4rJydHOTk5oQ0aAACM\niKkoAAAAAAAgapHYAAAAAAAAUcv0qSgAAAAAAGBq8h8tU+Bag9TYMO5jULEBAAAAAABMEbjWIL3p\nkbq6xn0M0xMbHo9HFRUVZg8DAABLqKiokMfjMXsYAAAAUcP0qSisigIAQB9WRQEAAAiN6RUbAAAA\nAAAA40ViAwAAAAAARC0SGwAAAAAAIGqR2AAAAAAAAFErbM1Dq6urdf78eXV2diovL0/p6enhOhUA\nAAAAAJiiwpbYyM7OVnZ2tv7617/q3//930lsAAAAAAAASZL/aJkC1xqkxoY7PtaYExuHDh3S+fPn\nlZCQoN27dxvba2trdeTIEQUCAeXm5mrt2rUD9jt+/Lg+/elP3/FAAQAAAABA9PMfLVPgwuvSzRZp\nhuOOjzfmHhu5ubnavn37wMH4/Tp8+LC2b9+uPXv26MyZM2po6Mu2/OIXv9CDDz6o++67744HCgAA\nAAAAol/gWoPU1TVhxxtzYmPBggWKi4sbsM3r9So5OVmzZ89WbGysVq5cqerqaknSf//3f+vixYv6\n4x//qN/97ncTNmAAAAAAAICgO+qx4fP5lJiYaNx3u93yer2SpDVr1mjNmjUj7uvxeOTxeIz7+fn5\ncjqddzKcUU2fPj2sx49mf31ht/xXr0jXrvZusNnCexvU/364z2m1W6uMwazzmv3arRT3kbZPtlsr\njCHSn4lRHrPbY0f8TqqoqDD+nZaWprS0tGGfBwAAgF5hax56O8NdrLW1tYXtfE6nM6zHj2Y9V96W\n3vT0zW0KBMJ7G9T/frjPabVbq4zBrPOa/dqtFPeRtk+2WyuMIdKfiVEe6+npHvY7yel0Kj8/f8h2\nAAAAjGzMU1GG43a7dePGDeO+z+eT2+0O6Rgej2fAX6cAAJjKKioqBlQ0AgAAYHQhVWwEAgEF+v0l\nKjU1VY2NjWpqatLMmTN15swZFRYWhjQAymwBAOhDxQYAAEBoxpzYKC0t1aVLl9TW1qYtW7YoPz9f\nubm5evzxx/Xss88qEAgoLy9PKSkpIQ0g2GuDCzkAAHorNkj6AwAAjN2YExsjVWJkZmYqMzNz3APg\n4g0AgD4k+gEAAEJjWvPQICo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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2da913e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2db0e5210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21328d450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p2wEAADCzmHpsTMfhcOj69evR+36/Xw6HY9bH8Xq9Ez6dAgBgPmtsbJwwohEA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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x383ffbd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gj370o5KktWvXSpJWrlypu3fvWhlawiEXZujo6NDmzZuV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\nrP8fa2xHHzOAtdQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3400d30d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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aAAAAAABAtzB5qNfrVUpKSui5w+GQ2+2WJC1btkzLli274f4ul0sulyv0vKio\nSDabbbrVuam5c+dG9PiYPGJhDkbGodsaL58kWSyDBbNlO1GZGepmRNvNtg13PW/wM6s1fsLrr6am\nJvQ4KytLWVlZ474OAAAAgyKyKspkjHez1t3dHbHz2Wy2iB4fk0cszMHIOPh8A4MPAoHZtZ2ozAx1\nM6LtZtuGu543+JnPNzDu9Wez2VRUVDSmHAAAABOb9qooDodDV69eDT33er1yOBxTPo7L5Rrx7RQA\nALNZTU3NiB6NAAAAuLFJ99gIBAIKDPsWyul0qq2tTR0dHZo/f75Onz6tkpKSKVeAbrYAAFxHjw0A\nAICpmVRio7KyUhcvXlR3d7cef/xxFRUVKT8/X48++qieffZZBQIBFRQUKDMzc8oVCM61wY0cAACD\nPTZI+gMAAEzepBIbE/XEyMnJUU5Ozi1VgJs3AACuI9FvHI/Ho6qqKnV1dclisejTn/60Nm3apNde\ne01vvvmmkpOTJUlbt25Vdna2JKm2tlZ1dXWyWq0qLi7WihUrJEnNzc06dOiQ+vv7lZOTo+LiYknS\nwMCAqqqq1NzcLJvNptLSUi1YsMCQ9gIAMFMYNnloED02AAC4jh4bxrFarfrKV76iRYsW6aOPPtJ3\nvvMdffKTn5Qkbd68WZs3bx7x+paWFtXX16uiokIej0fPPPOM9u/fL4vFourqau3cuVNOp1PPPfec\nmpqalJ2drePHjyspKUn79+/XmTNndPToUe3evduI5gIAMGNMe/LQcMnKyiKpAQDAkKKiIpIaBrHb\n7Vq0aJEkad68ecrIyJDX65WkEfOMBTU2NmrNmjWyWq1KS0tTenq63G63Ojs71dvbK6fTKUlat26d\nGhoaJEkNDQ1av369JGnVqlW6cOFCFFoGAMDMZnhiAwAAwGyuXLmiP/zhD/rLv/xLSdIbb7yhb33r\nW/rxj3+sa9euSRpcEW74MBKHwyGv1yuv16uUlJRQeUpKSihBMvxncXFxSkxMVE9PT7SaBQDAjMRQ\nFAAATIShKMb76KOP9MILL6i4uFjz5s3Tgw8+qIcfflgWi0WvvPKKjhw5op07d4blXOP1BAkK3iMF\nFRUVyWazheW8o82dOzdix8bUEAtzIA7mEO44dFvj5ZMki2WwwARbqzV+3DaOrutEr4sWs1wTNTU1\nocfD75cMT2xw8wYAwHUk+o3l8/lUXl6udevWKS8vT5J0++23h36+ceNGPf/885IGe2hcvXo19DOP\nxyOHwyFRRravAAAgAElEQVSHwyGPxzOmPLhP8Lnf71dvb6+SkpLGrct490jd3d3haegoNpstYsfG\n1BALcyAO5hDuOPh8A4MPgkllE2x9voFx2zi6rhO9LlrMcE3YbLYJ75MYigIAADDk8OHDyszM1Gc/\n+9lQWWdnZ+jx2bNnddddd0mScnNzdebMGQ0MDOjKlStqa2uT0+mU3W5XQkKC3G63AoGATp06FUqS\n5Obm6uTJk5Kk+vp6LV++PIqtAwBgZjK8xwYAAIAZvPfee3rrrbd0991369vf/rYsFou2bt2q//mf\n/9H7778vi8Wi1NRU7dixQ5KUmZmp1atXq7S0VPHx8dq+fbssQ12Gt23bpoMHD4aWew0uD1tQUKAD\nBw5o165dstlsKikpMay9AADMFIYnNphjAwCA65hjwzhLly7Vq6++OqY8mJQYT2FhoQoLC8eUL168\nWOXl5WPK58yZoyeffPLWKgoAAEYwPLHBzRsAANeR6AcAAJgawxMbAAAAAADMZv4jVQq0t8pyR4bi\nHnnC6OrEHBIbAAAAAAAYKNDeKl1yaeJFwHEjhic2mGMDAIDrmGMDAGCEmdRjYCa1BZNjeGKDmzcA\nAK4j0Q8AMMJM6jEwk9qCyYkzugIAAAAAAEBSW6t8e8uktlajaxJTSGwAAAAAAGAGfX3SJdfgFpNG\nYgMAAAAAAMQswxMbLpdLNTU1RlcDAABTqKmpkcvlMroaAAAAMYPJQwEAMBEmDwUAAJgawxMbAAAA\nAABjBJdGZbJKxDISGwAAAAAwSwWXRtW8BKOrcstI0sxehs+xAQAAAADArQolaVhRZNYhsQEAAAAA\nAGIWQ1EAAAAAADGLISggsQEAACDJ4/GoqqpKXV1dslgs2rhxoz772c+qp6dHL774ojo6OpSWlqbS\n0lIlJAyORa+trVVdXZ2sVquKi4u1YsUKSVJzc7MOHTqk/v5+5eTkqLi4WJI0MDCgqqoqNTc3y2az\nqbS0VAsWLDCqyQAwVlurfHvLZLkjQ3GPPGF0bUYIJjBG1y2m5wkZer8nm5SZ6D2Y7QwfiuJyuVRT\nU2N0NQAAMIWamhq5XC6jqzErWa1WfeUrX9ELL7ygH/7wh/rVr36l1tZWHTt2TPfdd58qKyuVlZWl\n2tpaSVJLS4vq6+tVUVGhsrIyVVdXKxAISJKqq6u1c+dOVVZW6vLly2pqapIkHT9+XElJSdq/f78e\neughHT161LD2AsC4+vqkS67BZIHJBBMYZqzbtA2935OdF2RGvgdhYHhiIysrS0VFRUZXAwAAUygq\nKlJWVpbR1ZiV7Ha7Fi1aJEmaN2+eMjIy5PF41NjYqPXr10uSNmzYoIaGBklSY2Oj1qxZI6vVqrS0\nNKWnp8vtdquzs1O9vb1yOp2SpHXr1oX2aWhoCB1r1apVunDhQpRbCQDAzGN4YgMAAMBsrly5oj/8\n4Q9asmSJurq6ZLfbJQ0mP7q6uiRJXq93xDASh8Mhr9crr9erlJSUUHlKSoq8Xm9on+DP4uLilJiY\nqJ6enmg1CwCAGYk5NgAAAIb56KOP9MILL6i4uFjz5s0b83OLxRK2cwWHrozH5XKNGJZUVFQkm80W\ntnMPN3fu3IgdG1NDLMxhNsWh2xovnyQFf7cNba3W+Em9Bx/+ZJ/8l1sUl56pxB3fDGvdRschWNfR\ndZtsGyZ6neHbSbwm2JaJ3oNIM8s1MXwai6ysrFAvVxIbAAAAQ3w+n8rLy7Vu3Trl5eVJGuyl0dnZ\nGdomJydLGuyhcfXq1dC+Ho9HDodDDodDHo9nTHlwn+Bzv9+v3t5eJSUljVuX4TdsQd3d3WFtb5DN\nZovYsTE1xMIcZlMcfL6BwQfBROvQ1ucbmNR74Gt5X7rkmvTrp2J0HIJ1HX2uybZhotcZvp3Ea4Jt\nmeg9iDQzXBM2m23CaSwYigIAADDk8OHDyszM1Gc/+9lQ2f33368TJ05Ikk6cOKHc3FxJUm5urs6c\nOaOBgQFduXJFbW1tcjqdstvtSkhIkNvtViAQ0KlTp0JJktzcXJ08eVKSVF9fr+XLl0e3gQAAzED0\n2AAAAJD03nvv6a233tLdd9+tb3/727JYLNq6dau2bNmiiooK1dXVKTU1VaWlpZKkzMxMrV69WqWl\npYqPj9f27dtDw1S2bdumgwcPhpZ7zc7OliQVFBTowIED2rVrl2w2m0pKSgxrL4DZLbhs6GSXGQXM\njMQGAACApKVLl+rVV18d92dPPfXUuOWFhYUqLCwcU7548WKVl5ePKZ8zZ46efPLJW6soAIRBcNlQ\nzUswuirTNtnkDEmcmS9iiY2GhgadO3dOvb29Kigo0Cc/+clInQoAAAAAMMtMNjkzE5I4uLGIJTby\n8vKUl5enDz/8UP/8z/9MYgMAAAAAgOloa5Vvbxm9TiYw6cTG4cOHde7cOSUnJ2vfvn2h8qamJr38\n8ssKBALKz8/Xli1bRuz385//XJ/5zGfCV2MAAAAAwLRMd1hGcD/LHRmKe+SJyNatq1NKtuvDzEXS\n1v8XkXPFnL4+ep3cwKQTG/n5+dq0aZOqqqpCZX6/Xy+99JK+//3va/78+SorK1NeXp4yMjIkSf/y\nL/+ilStXatGiRWGvOAAAAADMVtNNNEx3WEZwv8DNXzptI+rW3iq/9RYHGNDLYdaY9P+UpUuXqqOj\nY0SZ2+1Wenq6UlNTJUlr165VQ0ODMjIy9Mtf/lK/+c1v1Nvbq7a2Nn36058Ob80BAAAAYJaaaqIh\n3BNoxsSEnPRymDVuKQXm9XqVkpISeu5wOOR2uyVJmzZt0qZNmybc1+VyyeVyhZ4XFRXJZrPdSnVu\naO7cuRE9PiaPWJiDkXHotsbLJ0lDyyLOmu1EZWaomxFtN9s23PW8wc+s1vgJr7+amprQ46ysLGVl\nZY37OgAApiJsE2gO7wXxQSdJA5iCYcu9jnez1t3dHbHz2Wy2iB4fk0cszMHIOPh8A4MPAoHZtZ2o\nzAx1M6LtZtuGu543+JnPNzDu9Wez2VRUVDSmHACACQ0lGkYPSQnXnBhjemZM1AtignoA0RB3Kzs7\nHA5dvXo19Nzr9crhcEzpGC6Xa8S3UwAAzGY1NTUjejQCAHBDQ4mGwDtvy7e3TP4jg3MihoaqtE9z\nqMhQoiLwztuDiYy+vsnVY7rnA27BlHpsBAIBBYZ9E+V0OtXW1qaOjg7Nnz9fp0+fVklJyZQqQDdb\nAACuo8cGAGBagomF0eXTnUCT+SkQQyad2KisrNTFixfV3d2txx9/XEVFRcrPz9ejjz6qZ599VoFA\nQAUFBcrMzJxSBYJzbXAjBwDAYI8Nkv4AgGkbncggQYFZYNKJjYl6YuTk5CgnJ2faFeDmDQCA60j0\nAwBuCYkMzEK3NMcGAAAAAACAkQxPbDB5KAAA1zF5KAAAwNQYttxrEENRAAC4jqEoAADgplhedwR6\nbAAAYCL02AAA4Camu9LLTMLyuiPQYwMAABOhx4axDh8+rHPnzik5OVn79u2TJL322mt68803lZyc\nLEnaunWrsrOzJUm1tbWqq6uT1WpVcXGxVqxYIUlqbm7WoUOH1N/fr5ycHBUXF0uSBgYGVFVVpebm\nZtlsNpWWlmrBggXRbygAxDImSMUohic2AAAAzCI/P1+bNm1SVVXViPLNmzdr8+bNI8paWlpUX1+v\niooKeTwePfPMM9q/f78sFouqq6u1c+dOOZ1OPffcc2pqalJ2draOHz+upKQk7d+/X2fOnNHRo0e1\ne/fuaDYRAGKO/0jVYM+E2dxDAzdk+FAUAAAAs1i6dKkSExPHlAcCgTFljY2NWrNmjaxWq9LS0pSe\nni63263Ozk719vbK6XRKktatW6eGhgZJUkNDg9avXy9JWrVqlS5cuBDB1gDAzBBobx3sodHXZ3RV\nYFKGJzaYYwMAgOuYY8Oc3njjDX3rW9/Sj3/8Y127dk2S5PV6RwwjcTgc8nq98nq9SklJCZWnpKTI\n6/WG9gn+LC4uTomJierp6YliSwAAmHkMH4rCHBsAAFzHHBvm8+CDD+rhhx+WxWLRK6+8oiNHjmjn\nzp1hOfZ4PUGCXC7XiCRXUVGRbDZbWM472ty5cyN2bEwNsTCHWIhDtzVePkmyWAYLTLK1WuOn/d6N\nbpPFYlGSzWbatoZtewv73sr7PRVmuSaGd4oYnkswPLEBAABgZrfffnvo8caNG/X8889LGuyhcfXq\n1dDPPB6PHA6HHA6HPB7PmPLgPsHnfr9fvb29SkpKGve84335093dHbZ2DWez2SJ2bEwNsTCHWIiD\nzzcw+CCYIDXJ1ucbmPZ7N7pNgUBA3d3dpm1r2La3sO+tvN9TYYZrwmazTfgFkOFDUQAAAMwkEAiM\n6EnR2dkZenz27FndddddkqTc3FydOXNGAwMDunLlitra2uR0OmW325WQkCC3261AIKBTp04pLy8v\ntM/JkyclSfX19Vq+fHkUWwYAUTC0FKv/SNXNXwuEieE9NoLdLOl6CwDAYBdLhmkap7KyUhcvXlR3\nd7cef/xxFRUVyeVy6f3335fFYlFqaqp27NghScrMzNTq1atVWlqq+Ph4bd++XZahrsHbtm3TwYMH\nQ8u9BpeHLSgo0IEDB7Rr1y7ZbDaVlJQY1lYAiIihpVgnHmgHhJ/hiQ1u3gAAuI5Ev7HGSzTk5+dP\n+PrCwkIVFhaOKV+8eLHKy8vHlM+ZM0dPPvnkrVUSAACMYHhiAwAAAACA0fx/+qMCe8uktlajqwKT\nI7EBAAAAADHCf6RKgfbWWfHHfqDvY+mSS5qXYHRVYHJMHgoAAAAAMSLQ3jr4x35fn9FVAUzD8MSG\ny+UasRYtAACzWU1NjVwul9HVAAAAiBmGD0Vh8lAAAK5j8lAAAICpMbzHBgAAAAAAmIa2Vvn2lsl/\npMromhjK8B4bAAAAAABgGvr6pEsuBYyuh8HosQEAAAAAAGIWPTYAAAAAAIaZTUvYIjLosQEAAAAA\nMAxL2OJWkdgAAAAAAAAxy/DEhsvlUk1NjdHVAADAFGpqauRyuYyuBgAAQMwwfI6NrKwsZWVlGV0N\nAABMoaioyOgqAACAWDO07KvljgzFPfKE0bWJOsMTGwAAAAAA4BbM8mVfSWwAAAAAgMmxcggwMRIb\nAAAAQw4fPqxz584pOTlZ+/btkyT19PToxRdfVEdHh9LS0lRaWqqEhARJUm1trerq6mS1WlVcXKwV\nK1ZIkpqbm3Xo0CH19/crJydHxcXFkqSBgQFVVVWpublZNptNpaWlWrBggSFtBRBbQiuHzEswuiqA\n6Rg+eSgAAIBZ5Ofna8+ePSPKjh07pvvuu0+VlZXKyspSbW2tJKmlpUX19fWqqKhQWVmZqqurFQgM\ndgKurq7Wzp07VVlZqcuXL6upqUmSdPz4cSUlJWn//v166KGHdPTo0eg2EACiZWjOB/+RKqNrglmA\nxAYAAMCQpUuXKjExcURZY2Oj1q9fL0nasGGDGhoaQuVr1qyR1WpVWlqa0tPT5Xa71dnZqd7eXjmd\nTknSunXrQvs0NDSEjrVq1SpduHAhWk0DgOgKzvnQztCZ2cB/pMrQRBZDUQAAAG6gq6tLdrtdkmS3\n29XV1SVJ8nq9WrJkSeh1DodDXq9XVqtVKSkpofKUlBR5vd7QPsGfxcXFKTExUT09PUpKSopWcwAA\nCLvgUKlbmbw0OI/MdFZ2iUhi48qVK/r3f/93Xbt2TU8++WQkTgEAAGAIi8UStmMFh66Mx+VyyeVy\nhZ4XFRXJZrOF7dzDzZ07N2LHxtQQC3MwYxy6rfHySVLwd1CMbK3W+Ju+lxO2LcgkbYnYNozHsrRf\nll54SnHpmUrc8U2Fy82uiWAMb+X83Vfb5bvkUtwN/s/U1NSEHmdlZSkrK0tShBIbaWlp2rlzp154\n4YVIHB4AACBq7Ha7Ojs7Q9vk5GRJgz00rl69Gnqdx+ORw+GQw+GQx+MZUx7cJ/jc7/ert7d3wt4a\nw2/Ygrq7u8PdPEmSzWaL2LExNcTCHMwYB59vYPBBMCEaI1ufb+Cm7+WEbQsySVsitg3jsQIffyTf\nb9+Z1Ps+FRNdE6NX67mV8wf/H0y0r81mU1FR0bj7TmqOjcOHD+uxxx7TN785MuPS1NSk3bt3q6Sk\nRMeOHZtSpQEAAMwoEAiM6Elx//3368SJE5KkEydOKDc3V5KUm5urM2fOaGBgQFeuXFFbW5ucTqfs\ndrsSEhLkdrsVCAR06tQp5eXlhfY5efKkJKm+vl7Lly+PbuMAAAij0Go9fX2G1mNSPTby8/O1adMm\nVVVdnwjE7/frpZde0ve//33Nnz9fZWVlysvLU0ZGRsQqCwAAEEmVlZW6ePGiuru79fjjj6uoqEhb\ntmxRRUWF6urqlJqaqtLSUklSZmamVq9erdLSUsXHx2v79u2hYSrbtm3TwYMHQ8u9ZmdnS5IKCgp0\n4MAB7dq1SzabTSUlJYa1FQDMwH+kKvRtP8JoaFUadXVKyfbQNjh/RainxajyWDWpxMbSpUvV0dEx\nosztdis9PV2pqamSpLVr16qhoUEZGRnq6enRz372M73//vs6duyYtmzZEv6aAwAAhNlEiYannnpq\n3PLCwkIVFhaOKV+8eLHKy8vHlM+ZM4f5xwBgmEB7q+Hf9s9IQ6vSaF6C1N4a2gb7I4Z6WowqD7qV\niTyNMO05NobP6i0Njhl1u92SpKSkJD322GM33D+aE2JJ5pwAaLYiFuZgZBxidfKriEwMNVH5TNua\noQ6TqWOU2nyjidQmmhQLAAAgWsKxykk0GbbcazQnxJLMOQHQbEUszMHIOMTq5FcRmRhqovKZtjVD\nHSZTxyi1eTqTYgEAAGB8k5o8dDyjZwL3er2hGb+nwuVyjfh2CgCA2aympmZEj0YAAACz8R+pGpzD\nwyTzo0y6x8boGcKdTqfa2trU0dGh+fPn6/Tp09OaAItutgAAXEePDQAAEDHBSUVvMSExYo4OE5hU\nYmO8GcLz8/P16KOP6tlnn1UgEFBBQYEyMzOnXIHgXBvcyAEAMNhjg6Q/ACAotHqFSb4ZR4wbPqno\nFHz4k33ytbxv2slEJ5XYmKgnRk5OjnJycm6pAty8AQBwHYl+AMBwZvtm/FbF2mobs82YRNpQDw9f\n+2Wpyzv5yUSH9otWnA2bPBQAAAAAML4Z01MjOPShq1NKtg+254NOBcI0JALhNSaRFuzh8YnEqR1o\naL9oraoy7clDw4XJQwEAuI7JQwEA0rA/MPv6jK7KrQn+Ydz155HtCZbHevtmG5MmpAzvscFQFAAA\nrmMoCgAAMK1pztERaYYnNgAAAAAAgIEM6IkRzvlWGIoCAICJMBQFAABEnQFDg4LDrQLvvH3LSRXD\ne2wwFAUAgOsYigIAAGaVMAxvMbzHBgAAAAAAwHQZnthgKAoAANcxFAUAAGBqGIoCAICJMBQFAABg\nagxPbAAAAMSCr3/960pISJDFYpHVatVzzz2nnp4evfjii+ro6FBaWppKS0uVkDA4Rri2tlZ1dXWy\nWq0qLi7WihUrJEnNzc06dOiQ+vv7lZOTo+LiYgNbBQBABA2tthKOlU9uhMQGAADAJFgsFj399NNK\nSkoKlR07dkz33XefPve5z+nYsWOqra3Vl770JbW0tKi+vl4VFRXyeDx65plntH//flksFlVXV2vn\nzp1yOp167rnn1NTUpOzsbANbBgBAhAxNDBoYVew/UhXWpWWZYwMAABNhjg3zCgQCCgRG3po1NjZq\n/fr1kqQNGzaooaEhVL5mzRpZrValpaUpPT1dbrdbnZ2d6u3tldPplCStW7cutA8AADOd/0iVfHvL\nFHjn7bAuLWt4jw3m2AAA4Drm2DAvi8WiZ599VnFxcfr0pz+tjRs3qqurS3a7XZJkt9vV1dUlSfJ6\nvVqyZEloX4fDIa/XK6vVqpSUlFB5SkqKvF5vdBsCAEC0DQ1JUVur9EHnLS3tOh7DExsAAACx4Jln\nntH8+fP1wQcf6Nlnn9XChQvHvMZisYTtfC6Xa0TvnaKiItlstrAdf7i5c+dG7NiYGmJhDmaIQ7c1\nXj5JCv5emenbicrMUDcj2m627a3Ws79fuuSSPpF407ZbrfETXn/DR3sM7yRBYgMAAGAS5s+fL0m6\n/fbblZeXJ7fbLbvdrs7OztA2OTlZ0mAPjatXr4b29Xg8cjgccjgc8ng8Y8rHM16v1u7u7nA3S5Jk\ns9kidmxMDbEwBzPEwecbGHwQHAI307cTlZmhbka03WzbSNVznDKfb2Dc689ms03Ys9XwOTYAAADM\n7uOPP9ZHH30kSfroo4/07rvv6u6779b999+vEydOSJJOnDih3NxcSVJubq7OnDmjgYEBXblyRW1t\nbXI6nbLb7UpISJDb7VYgENCpU6eUl5dnVLMAAJgR6LEBAABwE11dXdq7d68sFot8Pp/+5m/+RitW\nrNC9996riooK1dXVKTU1VaWlpZKkzMxMrV69WqWlpYqPj9f27dtDw1S2bdumgwcPhpZ7ZUUUAABu\njeGJjeD4USZLAwBgcOwoE2ubT1pamvbu3TumPCkpSU899dS4+xQWFqqwsHBM+eLFi1VeXh72OgIA\nMFsZntjg5g0AgOtI9AMAAEwNc2wAAAAAAICYRWIDAAAAAADELBIbAAAAAAAgZpHYAAAAAAAAMYvE\nBgAAAAAAiFmGJzZcLpdqamqMrgYAAKZQU1Mjl8tldDUAAABiBsu9AgBgIiz3CgAAMDWG99gAAAAA\nAACYLsN7bAAAAAAABvmPVCnQ3iq1tRpdFSBm0GMDAAAAAEwi0N4qXXJJfX1GVwWIGSQ2AAAAAABA\nzCKxAQAAAAAAYhaJDQAAAAAAELMiMnnoxx9/rOrqas2ZM0fLli3Tpz71qUicBgAAAAAAzHIR6bFx\n9uxZrV69Wjt27FBjY2MkTgEAABCzmpqatHv3bpWUlOjYsWNGVwcAgJg2qR4bhw8f1rlz55ScnKx9\n+/aFypuamvTyyy8rEAgoPz9fW7ZskSR5vV79xV/8hSQpLo7RLgAAAEF+v18vvfSSvv/972v+/Pkq\nKytTXl6eMjIyjK4aAAAxaVJZh/z8fO3Zs2dEWfBDec+ePSovL9fp06fV2jq41nJKSoo8Ho8kKRAI\nhLnKAAAAscvtdis9PV2pqamKj4/X2rVr1dDQYHS1AACIWZNKbCxdulSJiYkjym70ofzAAw/of//3\nf1VdXa37778//LUGAACIUV6vVykpKaHnDodDXq/XwBoBABDbpj156Hgfym63W5J022236Wtf+9oN\n93e5XHK5XKHnRUVFWrhw4XSrMyk2my2ix8fkEQtzMCwOFT815rxADKipqQk9zsrKUlZWloG1gZGi\nfa/EZ7N5EAtz4D4JMJ+J7pMMmwAjKytLRUVFoX+RNvwNgLGIhTkQB3MgDuZhllgM/2wkqTEzORwO\nXb16NfTc6/XK4XCMeV0075XM8v8fxMIsiIM5EAfzMEssJrpPmnZiY7IfygAAALjO6XSqra1NHR0d\nGhgY0OnTp5Wbm2t0tQAAiFmTHooSCARGTAQ6/EN5/vz5On36tEpKSiJSSQAAgJkiLi5O27Zt07PP\nPqtAIKCCggJlZmYaXS0AAGKW9Qc/+MEPbvaiyspK1dTUyOPx6L//+7+VmJioxYsXKz09Xfv379ev\nfvUrrV+/Xg888EAUqjx9aWlpRlcBQ4iFORAHcyAO5kEsEC133nmnNm3apE2bNmnp0qVGV0cS///N\nhFiYA3EwB+JgHmaOhSXAeqwAAAAAACBGGTZ5KAAAAAAAwK0isQEAAAAAAGIWiQ0AAAAAABCzSGwA\nAAAAAICYRWIDAAAAAADELBIbAAAAAAAgZsUbXQEAAIzQ1NSkhoYGeb1eSZLD4VBeXp6ys7MNrhkA\nAICxYu0+yRIIBAJGVyISYi0QMxmxMAfiYB7Ewngvv/yyLl++rHXr1iklJUWS5PF4dOrUKd155536\n6le/anANgcji95B5EAtzIA7mQSyMF4v3STMysRGLgZipiIU5EAfzIBbmUFJSosrKyjHlgUBAJSUl\n2r9/vwG1AqKD30PmQSzMgTiYB7Ewh1i8T5qRQ1HOnz8/biDWrFmjkpISLogoIhbmQBzMg1iYw5w5\nc+R2u+V0OkeU//73v9ecOXMMqhUQHfweMg9iYQ7EwTyIhTnE4n3SjExsxGIgZipiYQ7EwTyIhTl8\n7WtfU3V1tXp7e0d8I5SQkKCvf/3rBtcOiCx+D5kHsTAH4mAexMIcYvE+aUYORWlubp4wENu2bdPi\nxYsNruHsQSzMgTiYB7Ewl87OzhFjeO12u8E1AiKP30PmQSzMgTiYB7Ewl1i6T5qRiY2gWArETEcs\nzIE4mAexMF4gEJDb7R4RB6fTKYvFYnDNgOjg95B5EAtzIA7mQSyMF2v3STNyKIo0GIiOjo5QIHw+\nn5KTk00biJnObrfLbrfro48+0p/+9CfNmTNHiYmJRldrVuGaMBeuCWO98847qq6uVnp6uhwOh6TB\nb4Ta2tq0fft2rVixwuAaApHFZ4K58JlgPK4Jc+GaMFYs3ifNyMRGLAZipqqurtb27dslSe+9954q\nKyt15513qq2tTY899phWrlxpcA1nB64J8+CaMIeXX35ZTz31lNLS0kaUX7lyRc8995wqKioMqhkQ\neXwmmAefCebANWEeXBPmEIv3STMysRGLgZipfve734Uev/rqq/rWt76lxYsXq729XRUVFfxyihKu\nCfPgmjAHn88XGrs7nMPh0MDAgAE1AqKHzwTz4DPBHLgmzINrwhxi8T5pRiY2YjEQs8G1a9dCE/7c\ncccdmsHTu5gO14Q5cU0YJz8/X2VlZVqzZo0WLFggSbp69arOnDmjgoICg2sHRBafCebEZ4JxuCbM\niWvCOLF4nzQjExuxGIiZqrW1Vd/85jdD4xZ7enqUlJQkv9/PB0UUcU2YB9eEORQWFiovL0+NjY26\ndOmSpMEb2F27dikzM9Pg2gGRxWeCefCZYA5cE+bBNWEOsXifNGNXRWlpaVFjY+OIWVxzc3NNG4iZ\nqttyqLAAAASvSURBVKOjY8Tz+fPnKz4+Xh988IF++9vf6q//+q8NqtnswzVhDlwTAMyAzwRz4DPB\nPLgmzIFrAtM1YxMbAABM5Nq1a6qtrVVDQ4O6urpksViUnJys3NxcbdmyhZnXAQDArBWL90kzMrHx\n+9//XkePHtX8+fP1xS9+UYcPH9bvf/97paena8eOHbrnnnuMruKsMV4s3G63Fi5cSCyi6KOPPtLr\nr7+us2fPyuPxKD4+Xnfeeaf+9m//Vhs2bDC6erMKsTCHH/7wh8rKytKGDRtkt9slSZ2dnTpx4oR+\n85vf6Hvf+57BNQQih/sk8+A+yRz4bDYPYmEOsXifZP3BD37wA6MrEW579+7V5z//eS1YsECVlZX6\n/Oc/ryeeeEJ33HGHjhw5oo0bNxpdxVljvFh84xvfIBZR9sILL+iv/uqv9PDDD+v222/XPffco4cf\nflgnT56U2+3WfffdZ3QVZw1iYQ4///nPVVpaqnnz5oXK5s2bp6VLl+rnP/+5Nm3aZGDtgMjiPsk8\nuE8yBz6bzYNYmEMs3ifFGV2BSPD5fMrJydGnPvUpSdKqVaskSffdd5/6+/uNrNqsQyzMoaOjQxs2\nbFBKSoo2b96sX//610pPT9fXvvY1vf3220ZXb1YhFuaQmpqq119/XZ2dnaGyzs5OHTt2LDRxHDBT\n8dlsHsTCHPhsNg9iYQ6xeJ80I1dFmTNnjt555x1du3ZNFotFb7/9th544IH/394ds6QWxnEc/6mD\ng4HR0JANTSpNYfQChCbfhG4ROChEChK5OjTXG2gRBCchQURwdHAKRw2EIBx0ajsN9yJXuNzpes7/\nnPP9jGf6wxee5+HheNT7+7ui0UDe5ZhFCxvi8bhms5my2awmk4kODg4kSdFolL/OchktbKhUKup2\nu2o2m1qv15Kkw8NDXV5eqlqtejwdsF/szXbQwgb2ZjtoYYMfz0mB/MbGfD7X6+urIpGIisWi+v2+\nRqORjo6OdHNzo0wm4/WIoUELGxaLhV5eXvT5+anT01Pd3t7q5OREm81G4/FYhULB6xFDgxZ2LJdL\nrVYrpdPpnVctp9OpLi4uPJwM2C/2ZjtoYQN7sx20sMNv56RAXmz8y3A4VD6f93oMiBZW0MEOWrin\n1+vp7e1NqVRKi8VCpVJJV1dXkqRaraZWq+XxhIA3WIfsoIUNdLCDFu7x4zkpdO+4tdttr0fAb7Sw\ngQ520MI9g8FArVZL9/f3enx8VKfTUa/XkyRedUWosQ7ZQQsb6GAHLdzjx3NSIL+xcXd399fnjuNs\nfyMEd9DCBjrYQQsbHMfZvlZ5fHysZrOpp6cnfX19md2wgf+FdcgOWthABztoYYMfz0mBvNhYr9dq\nNBpKJBI7zx3H0cPDg0dThRMtbKCDHbSwIZlMaj6f6+zsTNKvvzCr1+t6fn7Wx8eHt8MBe8Y6ZAct\nbKCDHbSwwY/npEBebORyOX1/f29D/On8/Nz9gUKMFjbQwQ5a2FAulxWLxXaexWIxlctlXV9fezQV\n4A7WITtoYQMd7KCFDX48J4Xu46EAAAAAACA4QvfxUAAAAAAAEBxcbAAAAAAAAN/iYgMAAAAAAPgW\nFxsAAAAAAMC3fgBODIypBxWvcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c48a1750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For top 6\n",
    "\n",
    "yr_min_max = [df.pub_year.min(), df.pub_year.max()]; #print yr_min_max\n",
    "yr_bins = range(yr_min_max[0], yr_min_max[1]); #print yr_bins\n",
    "\n",
    "for auth in top6_auth:\n",
    "    \n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2)\n",
    "    \n",
    "    df[df['appln_auth'] == auth]['pub_year'].hist(by=df['appln_auth'], ax=axes[0], log=True,\n",
    "                                                  bins=yr_bins, edgecolor=clr1)\n",
    "    df[df['appln_auth'] == auth]['pub_year'].hist(by=df['appln_auth'], ax=axes[1], log=False,\n",
    "                                                  bins=yr_bins, edgecolor=clr1)\n",
    "    for ax in axes:\n",
    "        ax.set_xlim(yr_min_max_plt)\n",
    "        #plt.subplots_adjust(wspace=0.5)\n",
    "    \n",
    "    fig.set_size_inches(18,4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split-apply-combine On Publication Year\n",
    "[to top](#Table-of-Contents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "grp_pb_year = df.groupby('pub_year')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Apply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pub_year\n",
      "1790          1\n",
      "1800          1\n",
      "1827          2\n",
      "1828         14\n",
      "1829          2\n",
      "1830          4\n",
      "1831         10\n",
      "1832          8\n",
      "1833         19\n",
      "1834         12\n",
      "1835         17\n",
      "1836        125\n",
      "1837        458\n",
      "1838        530\n",
      "1839        425\n",
      "1840        470\n",
      "1841        508\n",
      "1842        508\n",
      "1843        513\n",
      "1844        496\n",
      "1845        507\n",
      "1846        620\n",
      "1847        571\n",
      "1848        655\n",
      "1849       1047\n",
      "1850        956\n",
      "1851        841\n",
      "1852        973\n",
      "1853        935\n",
      "1854       1865\n",
      "         ...   \n",
      "1986     437706\n",
      "1987     427090\n",
      "1988     400185\n",
      "1989     422837\n",
      "1990     417112\n",
      "1991     430312\n",
      "1992     441825\n",
      "1993     480167\n",
      "1994     493434\n",
      "1995     502862\n",
      "1996     553102\n",
      "1997     615436\n",
      "1998     663635\n",
      "1999     742134\n",
      "2000     700591\n",
      "2001     660373\n",
      "2002     704377\n",
      "2003     869778\n",
      "2004     891792\n",
      "2005     884637\n",
      "2006    1026553\n",
      "2007    1056004\n",
      "2008    1079432\n",
      "2009    1113511\n",
      "2010    1307081\n",
      "2011    1485429\n",
      "2012    1737024\n",
      "2013    1980151\n",
      "2014    1956394\n",
      "2015     121242\n",
      "Name: num, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "pub_year\n",
       "1790    1\n",
       "1791    0\n",
       "1792    0\n",
       "1793    0\n",
       "1794    0\n",
       "Name: num, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make Series with number of pubs per year\n",
    "s_pub_num = grp_pb_year.size()\n",
    "s_pub_num.name = 'num'\n",
    "print s_pub_num\n",
    "\n",
    "# Need to fill out missing years with 0s\n",
    "full_index = range(s_pub_num.index[0], s_pub_num.index[-1]+1)\n",
    "s_pub_num = s_pub_num.reindex(full_index, fill_value=0)\n",
    "s_pub_num.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pub_year\n",
      "1790    0\n",
      "1800    0\n",
      "1827    0\n",
      "1828    0\n",
      "1829    0\n",
      "Name: has_ipc, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Make series with number of ipc/cpc/ per pub year\n",
    "s_pub_ipc = grp_pb_year.has_ipc.sum() ; print s_pub_ipc.head()\n",
    "s_pub_ipc.name = 'num_ipc'#; print s_pub_ipc.head()\n",
    "s_pub_cpc = grp_pb_year.has_cpc.sum() \n",
    "s_pub_cpc.name ='num_cpc'#; print s_pub_cpc\n",
    "s_pub_app = grp_pb_year.has_app_date.sum() \n",
    "s_pub_app.name = 'num_app'#; print s_pub_app"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Combine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>num_app</th>\n",
       "      <th>num_ipc</th>\n",
       "      <th>num_cpc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pub_year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1790</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1791</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1792</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1793</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1795</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1796</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1797</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1798</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1799</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1801</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1803</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1804</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1806</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1808</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1809</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1811</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1812</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1813</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1814</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>437706</td>\n",
       "      <td>437175</td>\n",
       "      <td>433450</td>\n",
       "      <td>272266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>427090</td>\n",
       "      <td>426678</td>\n",
       "      <td>423016</td>\n",
       "      <td>264120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>400185</td>\n",
       "      <td>399891</td>\n",
       "      <td>397723</td>\n",
       "      <td>243749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>422837</td>\n",
       "      <td>422643</td>\n",
       "      <td>418606</td>\n",
       "      <td>258996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>417112</td>\n",
       "      <td>416578</td>\n",
       "      <td>412773</td>\n",
       "      <td>248480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>430312</td>\n",
       "      <td>429854</td>\n",
       "      <td>428436</td>\n",
       "      <td>252594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>441825</td>\n",
       "      <td>441326</td>\n",
       "      <td>439951</td>\n",
       "      <td>269675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>480167</td>\n",
       "      <td>479813</td>\n",
       "      <td>478022</td>\n",
       "      <td>310154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>493434</td>\n",
       "      <td>493147</td>\n",
       "      <td>491360</td>\n",
       "      <td>338082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>502862</td>\n",
       "      <td>502477</td>\n",
       "      <td>500995</td>\n",
       "      <td>341618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>553102</td>\n",
       "      <td>552771</td>\n",
       "      <td>550472</td>\n",
       "      <td>366173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>615436</td>\n",
       "      <td>615002</td>\n",
       "      <td>613449</td>\n",
       "      <td>385423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>663635</td>\n",
       "      <td>663363</td>\n",
       "      <td>661593</td>\n",
       "      <td>413020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>742134</td>\n",
       "      <td>741777</td>\n",
       "      <td>739334</td>\n",
       "      <td>436296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>700591</td>\n",
       "      <td>700197</td>\n",
       "      <td>698562</td>\n",
       "      <td>414902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>660373</td>\n",
       "      <td>659794</td>\n",
       "      <td>641231</td>\n",
       "      <td>419913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>704377</td>\n",
       "      <td>704256</td>\n",
       "      <td>685778</td>\n",
       "      <td>469738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>869778</td>\n",
       "      <td>869778</td>\n",
       "      <td>847448</td>\n",
       "      <td>543562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>891792</td>\n",
       "      <td>891792</td>\n",
       "      <td>869668</td>\n",
       "      <td>562551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>884637</td>\n",
       "      <td>884637</td>\n",
       "      <td>868093</td>\n",
       "      <td>513094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>1026553</td>\n",
       "      <td>1026551</td>\n",
       "      <td>997264</td>\n",
       "      <td>595311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>1056004</td>\n",
       "      <td>1056004</td>\n",
       "      <td>1023091</td>\n",
       "      <td>587539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>1079432</td>\n",
       "      <td>1079432</td>\n",
       "      <td>1044067</td>\n",
       "      <td>584278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>1113511</td>\n",
       "      <td>1113511</td>\n",
       "      <td>1081193</td>\n",
       "      <td>589910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>1307081</td>\n",
       "      <td>1307081</td>\n",
       "      <td>1278709</td>\n",
       "      <td>658117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>1485429</td>\n",
       "      <td>1485429</td>\n",
       "      <td>1461289</td>\n",
       "      <td>699328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>1737024</td>\n",
       "      <td>1737024</td>\n",
       "      <td>1711335</td>\n",
       "      <td>761244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>1980151</td>\n",
       "      <td>1980151</td>\n",
       "      <td>1951462</td>\n",
       "      <td>795784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>1956394</td>\n",
       "      <td>1956394</td>\n",
       "      <td>1922170</td>\n",
       "      <td>804672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>121242</td>\n",
       "      <td>121242</td>\n",
       "      <td>119532</td>\n",
       "      <td>39774</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>226 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              num  num_app  num_ipc  num_cpc\n",
       "pub_year                                    \n",
       "1790            1        1        0        1\n",
       "1791            0        0        0        0\n",
       "1792            0        0        0        0\n",
       "1793            0        0        0        0\n",
       "1794            0        0        0        0\n",
       "1795            0        0        0        0\n",
       "1796            0        0        0        0\n",
       "1797            0        0        0        0\n",
       "1798            0        0        0        0\n",
       "1799            0        0        0        0\n",
       "1800            1        0        0        1\n",
       "1801            0        0        0        0\n",
       "1802            0        0        0        0\n",
       "1803            0        0        0        0\n",
       "1804            0        0        0        0\n",
       "1805            0        0        0        0\n",
       "1806            0        0        0        0\n",
       "1807            0        0        0        0\n",
       "1808            0        0        0        0\n",
       "1809            0        0        0        0\n",
       "1810            0        0        0        0\n",
       "1811            0        0        0        0\n",
       "1812            0        0        0        0\n",
       "1813            0        0        0        0\n",
       "1814            0        0        0        0\n",
       "1815            0        0        0        0\n",
       "1816            0        0        0        0\n",
       "1817            0        0        0        0\n",
       "1818            0        0        0        0\n",
       "1819            0        0        0        0\n",
       "...           ...      ...      ...      ...\n",
       "1986       437706   437175   433450   272266\n",
       "1987       427090   426678   423016   264120\n",
       "1988       400185   399891   397723   243749\n",
       "1989       422837   422643   418606   258996\n",
       "1990       417112   416578   412773   248480\n",
       "1991       430312   429854   428436   252594\n",
       "1992       441825   441326   439951   269675\n",
       "1993       480167   479813   478022   310154\n",
       "1994       493434   493147   491360   338082\n",
       "1995       502862   502477   500995   341618\n",
       "1996       553102   552771   550472   366173\n",
       "1997       615436   615002   613449   385423\n",
       "1998       663635   663363   661593   413020\n",
       "1999       742134   741777   739334   436296\n",
       "2000       700591   700197   698562   414902\n",
       "2001       660373   659794   641231   419913\n",
       "2002       704377   704256   685778   469738\n",
       "2003       869778   869778   847448   543562\n",
       "2004       891792   891792   869668   562551\n",
       "2005       884637   884637   868093   513094\n",
       "2006      1026553  1026551   997264   595311\n",
       "2007      1056004  1056004  1023091   587539\n",
       "2008      1079432  1079432  1044067   584278\n",
       "2009      1113511  1113511  1081193   589910\n",
       "2010      1307081  1307081  1278709   658117\n",
       "2011      1485429  1485429  1461289   699328\n",
       "2012      1737024  1737024  1711335   761244\n",
       "2013      1980151  1980151  1951462   795784\n",
       "2014      1956394  1956394  1922170   804672\n",
       "2015       121242   121242   119532    39774\n",
       "\n",
       "[226 rows x 4 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concate into new dataframe and replace NaN with 0s for completeness\n",
    "pub_df = pd.concat([s_pub_num, s_pub_app, s_pub_ipc, s_pub_cpc], axis=1)\n",
    "pub_df = pub_df.fillna(0); pub_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>frac_app</th>\n",
       "      <th>frac_ipc</th>\n",
       "      <th>frac_cpc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pub_year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1790</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1791</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1792</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1793</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1795</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1796</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1797</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1798</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1799</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1801</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1803</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1804</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1806</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1808</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1809</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1811</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1812</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1813</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1814</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1815</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1816</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1817</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>0.998787</td>\n",
       "      <td>0.990277</td>\n",
       "      <td>0.622029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>0.999035</td>\n",
       "      <td>0.990461</td>\n",
       "      <td>0.618418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>0.999265</td>\n",
       "      <td>0.993848</td>\n",
       "      <td>0.609091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>0.999541</td>\n",
       "      <td>0.989994</td>\n",
       "      <td>0.612520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>0.998720</td>\n",
       "      <td>0.989598</td>\n",
       "      <td>0.595715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>0.998936</td>\n",
       "      <td>0.995640</td>\n",
       "      <td>0.587002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>0.998871</td>\n",
       "      <td>0.995759</td>\n",
       "      <td>0.610366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>0.999263</td>\n",
       "      <td>0.995533</td>\n",
       "      <td>0.645929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>0.999418</td>\n",
       "      <td>0.995797</td>\n",
       "      <td>0.685162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>0.999234</td>\n",
       "      <td>0.996287</td>\n",
       "      <td>0.679347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>0.999402</td>\n",
       "      <td>0.995245</td>\n",
       "      <td>0.662035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>0.999295</td>\n",
       "      <td>0.996771</td>\n",
       "      <td>0.626260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>0.999590</td>\n",
       "      <td>0.996923</td>\n",
       "      <td>0.622360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>0.999519</td>\n",
       "      <td>0.996227</td>\n",
       "      <td>0.587894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>0.999438</td>\n",
       "      <td>0.997104</td>\n",
       "      <td>0.592217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>0.999123</td>\n",
       "      <td>0.971013</td>\n",
       "      <td>0.635872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>0.999828</td>\n",
       "      <td>0.973595</td>\n",
       "      <td>0.666884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.974327</td>\n",
       "      <td>0.624943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.975192</td>\n",
       "      <td>0.630810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.981299</td>\n",
       "      <td>0.580005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>0.999998</td>\n",
       "      <td>0.971469</td>\n",
       "      <td>0.579913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.968833</td>\n",
       "      <td>0.556380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.967237</td>\n",
       "      <td>0.541283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.970976</td>\n",
       "      <td>0.529775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.978294</td>\n",
       "      <td>0.503501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.983749</td>\n",
       "      <td>0.470792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.985211</td>\n",
       "      <td>0.438246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.985512</td>\n",
       "      <td>0.401880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.982507</td>\n",
       "      <td>0.411304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.985896</td>\n",
       "      <td>0.328055</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>226 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          frac_app  frac_ipc  frac_cpc\n",
       "pub_year                              \n",
       "1790      1.000000  0.000000  1.000000\n",
       "1791      0.000000  0.000000  0.000000\n",
       "1792      0.000000  0.000000  0.000000\n",
       "1793      0.000000  0.000000  0.000000\n",
       "1794      0.000000  0.000000  0.000000\n",
       "1795      0.000000  0.000000  0.000000\n",
       "1796      0.000000  0.000000  0.000000\n",
       "1797      0.000000  0.000000  0.000000\n",
       "1798      0.000000  0.000000  0.000000\n",
       "1799      0.000000  0.000000  0.000000\n",
       "1800      0.000000  0.000000  1.000000\n",
       "1801      0.000000  0.000000  0.000000\n",
       "1802      0.000000  0.000000  0.000000\n",
       "1803      0.000000  0.000000  0.000000\n",
       "1804      0.000000  0.000000  0.000000\n",
       "1805      0.000000  0.000000  0.000000\n",
       "1806      0.000000  0.000000  0.000000\n",
       "1807      0.000000  0.000000  0.000000\n",
       "1808      0.000000  0.000000  0.000000\n",
       "1809      0.000000  0.000000  0.000000\n",
       "1810      0.000000  0.000000  0.000000\n",
       "1811      0.000000  0.000000  0.000000\n",
       "1812      0.000000  0.000000  0.000000\n",
       "1813      0.000000  0.000000  0.000000\n",
       "1814      0.000000  0.000000  0.000000\n",
       "1815      0.000000  0.000000  0.000000\n",
       "1816      0.000000  0.000000  0.000000\n",
       "1817      0.000000  0.000000  0.000000\n",
       "1818      0.000000  0.000000  0.000000\n",
       "1819      0.000000  0.000000  0.000000\n",
       "...            ...       ...       ...\n",
       "1986      0.998787  0.990277  0.622029\n",
       "1987      0.999035  0.990461  0.618418\n",
       "1988      0.999265  0.993848  0.609091\n",
       "1989      0.999541  0.989994  0.612520\n",
       "1990      0.998720  0.989598  0.595715\n",
       "1991      0.998936  0.995640  0.587002\n",
       "1992      0.998871  0.995759  0.610366\n",
       "1993      0.999263  0.995533  0.645929\n",
       "1994      0.999418  0.995797  0.685162\n",
       "1995      0.999234  0.996287  0.679347\n",
       "1996      0.999402  0.995245  0.662035\n",
       "1997      0.999295  0.996771  0.626260\n",
       "1998      0.999590  0.996923  0.622360\n",
       "1999      0.999519  0.996227  0.587894\n",
       "2000      0.999438  0.997104  0.592217\n",
       "2001      0.999123  0.971013  0.635872\n",
       "2002      0.999828  0.973595  0.666884\n",
       "2003      1.000000  0.974327  0.624943\n",
       "2004      1.000000  0.975192  0.630810\n",
       "2005      1.000000  0.981299  0.580005\n",
       "2006      0.999998  0.971469  0.579913\n",
       "2007      1.000000  0.968833  0.556380\n",
       "2008      1.000000  0.967237  0.541283\n",
       "2009      1.000000  0.970976  0.529775\n",
       "2010      1.000000  0.978294  0.503501\n",
       "2011      1.000000  0.983749  0.470792\n",
       "2012      1.000000  0.985211  0.438246\n",
       "2013      1.000000  0.985512  0.401880\n",
       "2014      1.000000  0.982507  0.411304\n",
       "2015      1.000000  0.985896  0.328055\n",
       "\n",
       "[226 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Process into new dataframe of fractional quantities ready to plot, for zero entries used 1\n",
    "\n",
    "pub_frac_df = pub_df[['num_app', 'num_ipc', 'num_cpc']].div(pub_df['num'], axis='index')\n",
    "pub_frac_df.fillna(0, inplace=True) \n",
    "pub_frac_df.rename(columns={key: key.replace(\"num\", 'frac') for key in pub_frac_df.columns}, inplace=True)\n",
    "pub_frac_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution in Time by Pub Check/Practice\n",
    "[to top](#Table-of-Contents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1788, 2017)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WT548GafTSUpKCoMHD6akpITKykr8fj+pqakATJkyJbTN1q1bQ21dddVVFBUVAbBz507G\njx+Py+UiLi6O8ePHh4KnqKiISZOCV1tmZ2fz7rvvtrsQIiK9Uo0P+vTD9HN1SvMRnROpqqoiMTF4\n35XExESqqqoA8Hq9oUNRAB6PB6/Xi9frJSnps6sjk5KS8Hq9oW2afudwOHC5XPh8vhbbNLVVXV1N\nfHw8Docj1Nbx48cj+RgiIr3fiUpIGNhpzYc9J9IWHfGc3iZNh7/au06T4uJiiouLQ69zcnJwu90R\n9a1Jnz592t1Gb6catY3qFJ5qFF5rNaqvr+OkZxDxHVDDVatWhX5OS0sjLS0tshBJTEyksrIy9G9C\nQgIQHC2Ul5eH1quoqMDj8eDxeKioqGixvGmbpteBQAC/3098fDwej6fZl39FRQXp6em43W5qa2sJ\nBAI4HI5mbZ1J0wc9XXV1dSQfO8Ttdre7jd5ONWob1Sk81Si81moUOFIKrvgO+d7LyclpsbxNh7Os\ntc3++p84cSLr168HgjOoMjMzAcjMzGTz5s00NDRQVlbGkSNHSE1NJTExEZfLRUlJCdZaNm7cSFZW\nVmibDRs2ALBlyxbS09MByMjIoLCwkNraWnw+H4WFhaGZXmlpabz99tsAbNiwIfT+IiLyOZ18OMvY\nMMeG8vPz2bVrF9XV1SQkJJCTk0NWVhYLFy6kvLyc5ORk8vLyQiffCwoKWLt2LTExMS2m+C5btiw0\nxfeee+4BoL6+niVLlnDgwAHcbjf3338/KSkpQDCgXn31VYwxLab4Llq0iJqaGkaMGMHs2bOJiWn7\noKq0tPTcK3Ua/WUUnmrUNqpTeKpReK2ORF55DuIG4Ljptna9x5AhQ864PGyI9EYKkc6nGrWN6hSe\nahReqyHyzEIYOx5HO293crYQ0RXrIiK9mD1RiUnomKcYnolCRESkNztxHAZ03jkRhYiISG9WdRwG\naCQiIiLnyAYaodYH7oROew+FiIhIb1V9AlzxmE68Qa1CRESkt+rkQ1mgEBER6ZVsxbFgiHTihYbQ\nQffOEhGR84ctO0zgp7MhNhYz/spOfS+FiIhILxNY9Qzmlq9jLhwKcZ1780qFiIhIL2L3FMHhTzD/\n8iNMbGynv5/OiYiI9CK29BPM2IwuCRBQiIiI9C6+ExA/oMveTiEiItKb+E5AFz7ESyEiItKbVJ+A\n+M67Qv3zFCIiIr2I9Z3A6HCWiIhExFcFboWIiIhEQifWRUQkYj6dExERkQjYk3UAmL59u+w9FSIi\nIr1FFx/KAoWIiEjv0cWHskAhIiLSe1RXaSQiIiKR6eprREAhIiLSI9k6P3bbW80X+k506TUioBAR\nEemZ9hYTeG5RaEYW8PdbnihEREQkDFv6CZw6BcXbP1uo2VkiItImpR/D8NHY7VtCi6zvBEaHs0RE\nJBxb+jGOaf+ELdyGbagPLqyu0hRfERFpnbUWDh+Cy8bD4ItoKHoPG2iEI5/CoAu6tC96xrqISE/j\nPQb9+2Nc8ZgrvkD9uxsBA+4ETFJyl3ZFIxERkZ6m9GMYMhwAM+EL1P9tM3bnO5iMrC7vikJERKSH\nsaWfYJpCJPlCHAOTsGtfx4xXiIiISDifHoDBF4Vexl45BWJjYNSlXd4VnRMREelBrLXYD4tw3PRP\noWV9rr+ZUwMHYRzOLu+PRiIiIj3J0U8BCxcODS1yJHowmdd0S3cUIiIiPYjdtQNz2eUYY7q7K4BC\nRESkR7G7dkDahO7uRohCRESkh7ANDbCnCDM2o7u7EqIQERHpKT7ZD0kpXX5/rNYoREREegh7YA9m\n5Jju7kYzChERkZ5i/x4YcUl396IZhYiISA9h9+/VSERERM6dra2B4+Whe2adLxQiIiI9wcESuGgU\nxtn1V6W3RiEiItID2AN7MefZ+RBQiIiI9Ah27y5M6tju7kYLChERkfOcbWiAkl1w6bju7koL7bqL\n78yZM3G5XBhjcDqdzJ8/H5/Px6JFizh27BgpKSnk5eXhcrkAKCgoYN26dTidTnJzc8nICF51uW/f\nPpYvX059fT0TJkwgNzcXgIaGBpYuXcq+fftwu93k5eUxaNAgANavX09BQQEA06dPJzs7uz0fRUTk\n/HVgDwy6ABN//lxk2KRdIxFjDI888giPPfYY8+fPB2DNmjWMGzeO/Px80tLSQl/0hw4dYsuWLSxc\nuJA5c+awcuXK4HOCgZUrV3LvvfeSn5/P4cOH2bFjBwBr164lPj6exYsXc/PNN/PCCy8A4PP5WL16\nNfPnz2fevHm88sor1NbWtuejiIict+wH72MuO39udXK6doWItTYUBE22bdsWGhVce+21bN26NbR8\n8uTJOJ1OUlJSGDx4MCUlJVRWVuL3+0lNTQVgypQpoW22bt0aauuqq66iqKgIgJ07dzJ+/HhcLhdx\ncXGMHz8+FDwiIr2N3f3+eXW/rNO163CWMYa5c+ficDi44YYbmDp1KlVVVSQmJgKQmJhIVVUVAF6v\nlzFjPrtIxuPx4PV6cTqdJCUlhZYnJSXh9XpD2zT9zuFw4HK58Pl8zZaf3paISG9jd++Ejz+CS/6h\nu7tyRu0KkUcffZSBAwdy4sQJ5s6dy5AhQ1qs05H3vP/8qKctiouLKS4uDr3OycnB7Xa3qx99+vRp\ndxu9nWrUNqpTeNFco7rXfsfJP75KXN7PiE1OOet6XVWjVatWhX5OS0sjLS2tfSEycOBAAAYMGEBW\nVhYlJSUkJiZSWVkZ+jchIQEIjhbKy8tD21ZUVODxePB4PFRUVLRY3rRN0+tAIIDf7yc+Ph6Px9Ms\nGCoqKkhPTz9jH5s+6Omqq6vb87Fxu93tbqO3U43aRnUKL1prFPjTauxbf8bxH49Tl5hEXSs16Ioa\nud1ucnJyWiyP+JzIyZMnqaurA6Curo7333+f4cOHM3HiRNavXw8EZ1BlZmYCkJmZyebNm2loaKCs\nrIwjR46QmppKYmIiLpeLkpISrLVs3LiRrKys0DYbNmwAYMuWLaGgyMjIoLCwkNraWnw+H4WFhaGZ\nXiIiPZ2trMD+cTWOB+ZiEpPCb9CNIh6JVFVV8fjjj2OMobGxkS9+8YtkZGQwevRoFi5cyLp160hO\nTiYvLw+AYcOG8YUvfIG8vDxiYmKYMWNG6FDXd7/7XZYtWxaa4nv55ZcDcP3117NkyRLuu+8+3G43\n999/PwDx8fHcdtttPPjggxhjuP3224mLi2tvLUREzgt22yZMxpWYged3gAAYG8mJhh6utLS0XdtH\n6/D6XKhGbaM6hReNNWqc/0McX74Dkz6xTet3RY3OdM4bdMW6iEiXsDXV2JMnw69XfhTKDsN5OqX3\n89p1Yl1ERNom8MxC2P8h5oavYm66DeNoeTdeW3+KwO+fwWRdg4npGV/PGomIiHQyay189AGO78/B\n7t5JYMlcbJ2/+Tp1tQQW/gQTG4v5p+90U0/PnUJERKSD2f17CTyzMHjjRICjpdDfhRmTjuMHP4PY\nWOyba7CBRhrzf0rgxV8RyP8ZZvBFmBkPYGL7dO8HOAc9Y7wkItJDBDavxb7yHLji4W+bMJOysfs+\nDD3W1sTE4Lgtl8B//jv07Qt1foiLx4zNwHz5DoyjZ/1trxAREekgdudW7KvP4/jhfCg7TOC1/8Ze\nOQX274HTno1uLhiC+YcJ2NW/wfHwk5jho7qx1+3TsyJPROQ8ENj0Z2zFMWxlBY2P/gB77Ai2tobA\nc4twzHwIM3gYjJsIp07Cjnew+/dgRo1p1oa59ZuYb93bowMENBIRETknNtCI/d3T2AEJED8AfNXY\nzX+BgYPg0vTPDls5HDi+9a8EnnoM/LUwfHSzdkzyhZjkf+yOj9ChFCIiIuei9BNIGIi57ib4eB/m\nW/9KYNlcSEzCMa35vaXMpek4Hvoltmg7pk/fbupw51KIiIicA7vvQ8yoS3Hc8NXPFroTofwopE1o\nsb7xJGOmfKkLe9i1FCIiIudi/x743PkNx023YY+X95gLBDtS9H1iEZF2sPv34Mhufi7DTLyajnty\nUs+iEBERCcM21GP/thkzcBAcOwLDRnR3l84bChERkVbYygoC//kjSErBlh2G4aMxMbHd3a3zhkJE\nRKQVdk8xXDQS58yHgrcxOVnX3V06ryhERERa8+lBzEUjgeAtS4iJ7+YOnV90xbqISCvspwcxQ0d0\ndzfOWwoREZHWHDoAQy/u7l6ctxQiIiJnYf21UF0FKRd2d1fOWwoREZEzsIFG+PQgDL7ojE8hlCCF\niIjI59gP3ifwwN3YdzdihulQVms0O0tEopa1Fj4sxH5YFLxt++BhmKwvEnjpaUzGldh1f8DkfLe7\nu3leU4iISFSyhw4QeGE5+Gsxl0+C+AHYv23Gvvxs8ILCu2djxmU2e5iUtKQQEZGoY4u2E3h2YfDB\nUNfc+Nk5j5tuw+4pgqQLMMbAxMnd29EeQCEiIlHF1tYQePoJHLMexlzyDy1+b8akd0Ovei6dWBeR\nXsnW1Z55+TvrMZdlnDFA5NwpRESk1wm8s4HAnO9hT1Q2W26txW74Eya75z+W9nyhEBGRXsUGAtg/\nrIKhFxN48VfBGVhNPvoA6k/BpeO6r4O9jEJERHqX7ZuhX38c9z8CRz8l8MgsAn98BWstgdf+G3Pj\nrRiHvvo6ik6si0iPYq0Nzpw60+8CAQJ/WIXj1rswsX1wPLwQDu0n8MxCKP0Yjpdjrrmxi3vcuymO\nRaRHsA31BP7rMQL/taD5ISqCtyix1sLOd8HhgPGZQPDW7WbEJThmPYwt/BuO23Kj8jnonUnVFJHz\nnm1sJLB8PjhjwHsseHL82puwRw4RWPoLOHY4eFGgvxbHV7/ZYqRiLhiC4/FfY2L1RMKOphARkTaz\np06CcXT5l7F99XlobMQx8yE4dpjAggcJ1PqwW9Zipn4Zc/VU7Na/wu6dcPmkM7ahAOkcChERCctW\nVxF4diHs3Q2NDTDiEhyzf4xxxXX6e9fveBe7fQuOh5/EOJ1w4TAccx4n8N+/wqRPxHHdNADM1TfA\n1Td0en+kOYWIiLTKNjYSeOpxzLARmH/5d4iJxf7+GQJPP45j1o+DX+yd6OSbazBfvhMT5w4tMymD\ncf7gZ536vtI2OrEuIq2yBb8BhxPzT/dg+rkwMbGYO/4ZrCXwq/8865XhHfLeVcdp/LAQo3tYnbcU\nIiJRzlqLPfIp9sTxlrOetr2F3bYJxz8/0OzBTMbpDN57yp1A4NF/w27fHHyIU0f37Z31xGZdg+nb\nr8Pblo6hw1kiUch+/BGBNS/CST+cqIK6Wqivh5hYzJg0SErBHjsMu9/H8W+PYuIHtGjDxMTCXTMx\nRdsJvPbf8PxSzIRJmFu/hUlMCp6EP3wIho8663Udrfax/hR2w5/o8/0f4e+IDy2dQiEiEmUC617H\n/u/vMF+5EzN4OPTpAyMuCf6y/Ch27y6orMCkXYH51r+eMUCaGGNg3ESc4yZiK73YdX8g8MgscMWD\n7wT06Yu5YjLc+b1zvkrcFvwWc9EonGPHg8/Xno8snUghIhJFAuv/iH3jVRxzHsckX9hyheQLz7y8\nDUyiB/O1u7A3fhX8tRDnBmMI5P8Uu+gRHFO/DOMy2xQm9sMi7Na/4vjJ4ohGMdJ1dE5EJErYijLs\nmheCh6ciDIq2MPEDMMkXYlxxmP4uHA/MxUy6lsBrvyPw8/uD51kCgbP3019L4LlFOL41E+M++yhI\nzg8aiYhECfvyc5jrb8GkDO7S9zWxfYIXA06+Hor+RuB/X4LXX8bx/36BccU376O12N89hfmHyzEZ\nWV3aT4mMQkSkB7GnTkJjI9gAHPdii7bB4U/AGQsxMTBsBGZSNqZP38+2sRb7f2uwH3+E454fdFvf\ng+dPMnGkT8T+7ikCzy7C8a//0ezwlv3za8F+Prig2/op50YhInKesGWlcORTGJEK/ePBXwP7PiSw\n4Y+ACYbE7veDKzsMuBMwY8fD6MuCwdJQj93xDnb188E2AgEoOwz9+oO1wb/8+/ZttQ9dwRgDOd/B\n/vJhArNzgjPCJl0LvhPYPcU45jyG6efq7m5KGxn7+YnhUaC0tLRd27vdbqqrqzuoN72TatQ2TXWy\n1ScIPPoDGJQSHFn4/cEv/8EXYbK/hOnXH+v3Y8ZnYeLiW23TVlbAwY/A4YQLBkP1CRg6/Lz7YraN\njcEHRNXiiTFJAAAMW0lEQVRUYzf9BQYkYiZe3eI8iPal8LqiRkOGDDnjco1ERLqZrakm8OyTmCu/\niOP2e866XlvnKJnEJEhM+mxBypn/z9/djNMJzv7Qrz/mK3d2d3ckQj06RHbs2MGvf/1rrLVcd911\n3Hrrrd3dJZGwrLVw5FPs3iJq9u8hsP1tzMTJmFvv6u6uiZyzHhsigUCAZ555hp/85CcMHDiQOXPm\nkJWVxdChQ7u7a9LDWd8JOLA3eDipMYD9YGfwORYJAzEDBkJCIvbjj7Bb1kP5UXDFYQZfhD1xPHh9\nRGyf4FXfGGz5ETh2NHjhnTGQlBy8irtPX8wlacSMu4LGr3wTMzApXLdEzks9NkRKSkoYPHgwycnJ\nAFx99dVs3bpVIRIlrLVQXQWBxuAJZGuD/8bGAgbq/MFbetQF/7P+2uDP9aeCh0/iBwSvqo6JgVMn\nsd5y+Gg3tmQ3HC+Hi1Ph1EmwFnNZRrDtjz4gUHUcqryQlIJj2u0wZDj4qrFHDuFI9ATbrK3B7ikC\nhyN4jH/QBeBOCPa1vAwuGIpJCu63fd1uTul4v/RgPTZEvF4vSUmf/fXm8XgoKSnpxh5JJGxDffDL\n+tRJOPn3fx1OGJAQnMZa3wD1J4P3d6quDF4w99EHsHdX8Is9Jjb4F77DEfy3oSH4Zd3fFRxJ9OsP\nfftjml7H9gF/LYGaaqj1BdeP7YNJ9MCoS3Fk3xScJnsutzdPSsFcPLrZInNp+pnXPU/PT4hEqseG\nSHsFXn0ee+hg6yu1mLgWfO1zxtDY2HDmdc441+3z67RhQtyZ1olouza005F9/vt61Q4HjU1f6A0N\nwQcZNdQHfz79NUCfftCnb/AeTn36BqerVlcFgyE2FmL7gntAcPZOYhLmismYnBmhv+ZFpPv02BDx\neDyUl5eHXnu9XjweT4v1iouLKS4uDr3OyckJTlWbNadL+ikSjtvtDr9SlFONwuuKGq1atSr0c1pa\nGmlpaT333lmpqakcOXKEY8eO0dDQwKZNm8jMzGyxXlpaGjk5OaH/OsLphZQzU43aRnUKTzUKr6tq\ndPp3aVpaGtCDRyIOh4Pvfve7zJ07F2st119/PcOGDevubomIRJUeGyIAl19+Ofn5+d3dDRGRqNVj\nD2d1p6ZhnJydatQ2qlN4qlF43VmjqLx3loiIdAyNREREJGIKERERiViPPrHekVasWMH27dtJSEjg\niSeeAODAgQM8/fTT1NfX43Q6mTFjBqNHB69MLigoYN26dTidTnJzc8nIyABg3759LF++nPr6eiZM\nmEBubm53faQOdy41OnbsGHl5eaHb0FxyySXMmDEDiL4aHTx4kKeffpqTJ0+SnJzMfffdR79+/QDt\nR+FqFK37UUVFBUuXLqWqqgpjDFOnTmXatGn4fD4WLVrEsWPHSElJIS8vD5creIv/btuXrFhrrd29\ne7fdv3+/feCBB0LL5s6da3fs2GGttXb79u32pz/9qbXW2k8++cT+8Ic/tA0NDfbo0aN21qxZNhAI\nWGutnTNnjt27d6+11tp58+bZ9957r4s/Sec5lxqVlZU1W+900VajBx980O7evdtaa+26devsSy+9\nZK3VftSWGkXrfnT8+HG7f/9+a621fr/f3nffffbQoUP2t7/9rV2zZo211tqCggL7wgsvWGu7d1/S\n4ay/Gzt2LHFxcc2WGWOora0FoKamhoEDBwKwbds2Jk+ejNPpJCUlhcGDB1NSUkJlZSV+v5/U1FQA\npkyZwtatW7v2g3Sic6kR/P0miZ8TjTU6cuQIY8eOBWDcuHG88847gPaj052tRhCd+1FiYiIjRowA\noF+/fgwdOpSKigq2bdtGdnY2ANdee23oM3fnvqTDWa24++67+cUvfsFvfvMbAB599FEgeIuVMWPG\nhNbzeDx4vV6cTmezm0ImJSXh9Xq7ttNd7Gw1Ajh27Bg/+tGPcLlcfP3rX2fs2LEtbpwZDTUaNmwY\n27ZtIzMzky1btlBRUQFoPzrd2WoE2o/Kyso4ePAgY8aMoaqqisTERCAYNFVVVUD37ksaibTizTff\nJDc3lxUrVnD33XezYsWK7u7SeedsNRo4cCDLly9nwYIF3HXXXeTn51NXV9fNve0e3//+93njjTeY\nM2cOdXV1xMTob7fPO1uNon0/qqur48knnyQ3Nzd0Hu10xrT1eZedR3tzKzZs2MA99wQfV3rVVVfx\nq1/9Cmh588eKigo8Hg8ej6fZX1BNy3uzz9eoKURiYmKIjw8+C3zUqFFceOGFlJaWRmWNhgwZwkMP\nPQTA4cOHee+99wDtR6c7W42ieT9qbGzkl7/8JVOmTCErKwsIjj4qKytD/yYkJADduy9pJHIaa22z\n468ej4ddu3YBUFhYyODBgwHIzMxk8+bNNDQ0UFZWxpEjR0hNTSUxMRGXy0VJSQnWWjZu3Bj6H7+3\nCFejIUOCz8s4ceIEgUAAgKNHj3LkyBEuuOCCqKzRiRMngODTOFevXs2NN94IaD9qS42ieT9asWIF\nw4YNY9q0aaFlEydOZP369QCsX78+dNPZ7tyXdMX63+Xn57Nr1y6qq6tJSEgI3TL+ueeeIxAIEBsb\ny4wZMxg5ciQQnE63du1aYmJiWkynW7ZsWWg6XdNf6b3BudTonXfeYdWqVcTExGCMIScnhyuuuAKI\nvhr5/X7eeOMNjDFceeWVfOMb3witr/2o9RpF6370wQcf8MgjjzB8+HCMMRhjuPPOO0lNTWXhwoWU\nl5eTnJxMXl5eaJJCd+1LChEREYmYDmeJiEjEFCIiIhIxhYiIiERMISIiIhFTiIiISMQUIiIiEjGF\niEgnWL58Ob///e+7uxsinU4hIiIiEVOIiESZptuIiHQEXbEu0oqZM2dy4403snHjRiorK8nKymLG\njBls2rSJtWvX8vOf/zy07te//nUWL17MBRdcwPLly4mNjeXo0aPs3buXUaNGMXPmTAYNGnTW93rm\nmWeIjY3l29/+dmjZY489Rnp6OtOmTeP48eM8++yz7N69m/79+zNt2jRuuukmAEpKSvj1r3/Np59+\nSp8+fZg0aRJ33303Tqcz1LfvfOc7vP766wQCAZYsWdJJFZNoo5GISBhvvfUWDz/8MEuWLKG0tJTV\nq1cD4W/D/dZbb3H77bfzzDPPcPHFF7N48eJW18/Ozmbz5s2h19XV1RQWFnLNNddgrWXBggWMHDmS\np556ih//+Me8/vrrvP/++wA4HA5yc3N59tln+cUvfkFRURFvvPFGs/a3bdvG/PnzefLJJyMpg8gZ\nKUREwvjHf/xHPB4PcXFxTJ8+nU2bNrVpuyuuuIKxY8cSExPDHXfcwZ49e1p9IFBqaioul4vCwkIA\nNm3aRFpaGgMGDKCkpITq6mqmT5+Ow+EgJSWFqVOnhvoyatQoUlNTMcYwaNAgbrjhhtDdlZt87Wtf\nw+VyERsbG2ElRFrS80REwjj9yXDJyclUVla26WFAp2/Xr18/4uPj8Xq9rT7PYcqUKfz1r39l3Lhx\n/PWvf+Xmm28GoLy8HK/X2+wOrIFAgMsuuwwIPoPj+eefZ9++fZw6dYrGxkZGjRrVrO3e9rwNOT8o\nRETC+PyjWgcOHEjfvn2bPWGvsrKy1e3q6urw+Xxhv8inTJnCAw88wMGDByktLQ09+yEpKYmUlBTy\n8/PPuN3KlSsZOXIkeXl59O3bl9dff73Zc8rh/HgKnvQ+OpwlEsYbb7yB1+vF5/NRUFDA5MmTufji\nizl06BAHDx6kvr6el19+ucV27733Hh9++CENDQ289NJLjBkzJmyIeDweRo8ezdKlS5k0aVLo0FNq\nair9+/fnf/7nfzh16hSBQIBPPvmEjz76CAC/30///v3p27cvn376KW+++WbHF0LkDDQSEQnj6quv\nZu7cuRw/fpysrCymT59Onz59uP322/n5z39O3759+cY3vsGf//znZttdc801vPzyy+zZs4dRo0Yx\ne/bsNr1fdnY2S5cubXboyuFw8OCDD/L8888za9YsGhoaGDJkCHfccQcAd911F0899RSvvfYaI0aM\nYPLkyRQXF3dcEUTOQlN8RVoxc+ZMvv/975Oent5l77l7926WLl3KsmXLuuw9RSKlw1ki55GGhgZe\nf/11pk6d2t1dEWkTHc4SaUVHn4z+4IMPmDdvXrN2rbUYY5g3bx4PPvggI0eOZNq0aR36viKdRYez\nREQkYjqcJSIiEVOIiIhIxBQiIiISMYWIiIhETCEiIiIRU4iIiEjE/j/0RjPMr+XpbAAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c8630550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pub_df.num[:-2].plot()\n",
    "plt.xlim(yr_min_max_plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Checking Application Dates\n",
    "[to top](#Table-of-Contents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.1, 1.1)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1w2rJ8TZKpaaeOFJPFwZyUVA3rfwSZ6NUauqJI5m6MJC7grpJwawnjVKTylBu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\nBpGgLoQQBvn/2HdcjTTXNPUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x33870aa50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pub_frac_df.frac_app.plot()\n",
    "plt.xlim(yr_min_max_plt)\n",
    "plt.ylim(-0.1, 1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Checking Classfications \n",
    "[to top](#Table-of-Contents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2bddd1890>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b52fwq8MazfX1VNc7SbR43T+aEMyM87Dz8ImAj68XF3CcGEYmRnV5zxplYlRi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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aeb84d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pub_frac_df[['frac_ipc','frac_cpc']].plot()\n",
    "plt.xlim(yr_min_max_plt)\n",
    "plt.ylim(-0.1, 1.1)\n",
    "\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel('Fraction of patents')\n",
    "\n",
    "#plt.savefig('figures/frac_class_year.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split-apply-combine On Country And Publication Year\n",
    "[to top](#Table-of-Contents)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "grp_auth_year = df.groupby(['appln_auth', 'pub_year'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Apply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "s_au_year_num = grp_auth_year.size()\n",
    "s_au_year_num.name = 'num'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "testing = s_au_year_num.reset_index(level=0).pivot(columns='appln_auth',values='num')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1788, 2017)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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W/8mVe/Xc1KlT09DQkK1bt6a5uTm33HJLkj+WGXfffXeuu+66NDQ05JRTTkl7e3vGjRtX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