psychemedia/NHS 111 Sketch.ipynb

## NHS 111 Sketch.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://www.england.nhs.uk/statistics/statistical-work-areas/nhs-111-minimum-data-set/nhs-111-minimum-data-set-2016-17/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2017-01-14 12:36:01--  https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2016/06/NHS-111-from-Aug10-to-Nov16-web-file.csv\n",
      "Resolving www.england.nhs.uk... 54.240.166.101, 54.240.166.61, 54.240.166.184, ...\n",
      "Connecting to www.england.nhs.uk|54.240.166.101|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 509128 (497K) [text/csv]\n",
      "Saving to: 'data/NHS-111-from-Aug10-to-Nov16-web-file.csv'\n",
      "\n",
      "NHS-111-from-Aug10- 100%[=====================>] 497.20K  1.49MB/s   in 0.3s   \n",
      "\n",
      "2017-01-14 12:36:01 (1.49 MB/s) - 'data/NHS-111-from-Aug10-to-Nov16-web-file.csv' saved [509128/509128]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget -P data/ https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2016/06/NHS-111-from-Aug10-to-Nov16-web-file.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Detailed Excel data files (require parsers...)\n",
    "#MDS-Web-File-National-November-2016.xlsx\n",
    "#MDS-Web-File-North-November-2016.xlsx\n",
    "#MDS-Web-File-London-November-2016.xlsx\n",
    "#MDS-Web-File-Midlands-East-England-November-2016.xlsx\n",
    "#!wget -P data/ https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2016/06/MDS-Web-File-South-November-2016.xlsx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Yearnumber</th>\n",
       "      <th>Periodname</th>\n",
       "      <th>Provider Org Code</th>\n",
       "      <th>Provider Name</th>\n",
       "      <th>Commissioner Org Code</th>\n",
       "      <th>Commissioner Org Name</th>\n",
       "      <th>Nhs1 Population SUM</th>\n",
       "      <th>Nhs1 Number Calls Offered SUM</th>\n",
       "      <th>Nhs1 Calls Through 111 SUM</th>\n",
       "      <th>Nhs1 Calls Through Other SUM</th>\n",
       "      <th>...</th>\n",
       "      <th>Nhs1 Recommend To Other SUM</th>\n",
       "      <th>Nhs1 Not Recommend SUM</th>\n",
       "      <th>Nhs1 Given Health Information SUM</th>\n",
       "      <th>Nhs1 Recommended Home Care SUM</th>\n",
       "      <th>Nhs1 Recommended Non Clinical SUM</th>\n",
       "      <th>Nhs1 Time Call Handlers SUM</th>\n",
       "      <th>Nhs1 Time Clinical Staff SUM</th>\n",
       "      <th>Nhs1 Cost Call Handlers SUM</th>\n",
       "      <th>Nhs1 Cost Clinical Staff SUM</th>\n",
       "      <th>Nhs1 Total Other Costs SUM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Dec-10</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>299753</td>\n",
       "      <td>5782</td>\n",
       "      <td>1317.0</td>\n",
       "      <td>4465.0</td>\n",
       "      <td>...</td>\n",
       "      <td>161</td>\n",
       "      <td>1034</td>\n",
       "      <td>164.0</td>\n",
       "      <td>509</td>\n",
       "      <td>361.0</td>\n",
       "      <td>33143.06667</td>\n",
       "      <td>17844.93333</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Jan-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>5865</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>4585.0</td>\n",
       "      <td>...</td>\n",
       "      <td>177</td>\n",
       "      <td>1236</td>\n",
       "      <td>216.0</td>\n",
       "      <td>389</td>\n",
       "      <td>631.0</td>\n",
       "      <td>28714.61667</td>\n",
       "      <td>17309.8</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Feb-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>3567</td>\n",
       "      <td>932.0</td>\n",
       "      <td>2635.0</td>\n",
       "      <td>...</td>\n",
       "      <td>121</td>\n",
       "      <td>801</td>\n",
       "      <td>120.0</td>\n",
       "      <td>257</td>\n",
       "      <td>424.0</td>\n",
       "      <td>17761.16667</td>\n",
       "      <td>13719.93333</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Mar-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>4942</td>\n",
       "      <td>1687.0</td>\n",
       "      <td>3255.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160</td>\n",
       "      <td>1160</td>\n",
       "      <td>201.0</td>\n",
       "      <td>386</td>\n",
       "      <td>573.0</td>\n",
       "      <td>23035.85</td>\n",
       "      <td>17147.86667</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-12</td>\n",
       "      <td>Apr-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>5797</td>\n",
       "      <td>1596.0</td>\n",
       "      <td>4201.0</td>\n",
       "      <td>...</td>\n",
       "      <td>168</td>\n",
       "      <td>1377</td>\n",
       "      <td>204.0</td>\n",
       "      <td>410</td>\n",
       "      <td>763.0</td>\n",
       "      <td>33396</td>\n",
       "      <td>19839</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Yearnumber Periodname Provider Org Code            Provider Name  \\\n",
       "0    2010-11     Dec-10            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "1    2010-11     Jan-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "2    2010-11     Feb-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "3    2010-11     Mar-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "4    2011-12     Apr-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "\n",
       "  Commissioner Org Code Commissioner Org Name Nhs1 Population SUM  \\\n",
       "0                   5EM   Nottingham City PCT              299753   \n",
       "1                   5EM   Nottingham City PCT              303899   \n",
       "2                   5EM   Nottingham City PCT              303899   \n",
       "3                   5EM   Nottingham City PCT              303899   \n",
       "4                   5EM   Nottingham City PCT              303899   \n",
       "\n",
       "   Nhs1 Number Calls Offered SUM  Nhs1 Calls Through 111 SUM  \\\n",
       "0                           5782                      1317.0   \n",
       "1                           5865                      1280.0   \n",
       "2                           3567                       932.0   \n",
       "3                           4942                      1687.0   \n",
       "4                           5797                      1596.0   \n",
       "\n",
       "   Nhs1 Calls Through Other SUM             ...              \\\n",
       "0                        4465.0             ...               \n",
       "1                        4585.0             ...               \n",
       "2                        2635.0             ...               \n",
       "3                        3255.0             ...               \n",
       "4                        4201.0             ...               \n",
       "\n",
       "   Nhs1 Recommend To Other SUM  Nhs1 Not Recommend SUM  \\\n",
       "0                          161                    1034   \n",
       "1                          177                    1236   \n",
       "2                          121                     801   \n",
       "3                          160                    1160   \n",
       "4                          168                    1377   \n",
       "\n",
       "   Nhs1 Given Health Information SUM  Nhs1 Recommended Home Care SUM  \\\n",
       "0                              164.0                             509   \n",
       "1                              216.0                             389   \n",
       "2                              120.0                             257   \n",
       "3                              201.0                             386   \n",
       "4                              204.0                             410   \n",
       "\n",
       "   Nhs1 Recommended Non Clinical SUM  Nhs1 Time Call Handlers SUM  \\\n",
       "0                              361.0                  33143.06667   \n",
       "1                              631.0                  28714.61667   \n",
       "2                              424.0                  17761.16667   \n",
       "3                              573.0                     23035.85   \n",
       "4                              763.0                        33396   \n",
       "\n",
       "   Nhs1 Time Clinical Staff SUM  Nhs1 Cost Call Handlers SUM  \\\n",
       "0                   17844.93333                          NCA   \n",
       "1                       17309.8                          NCA   \n",
       "2                   13719.93333                          NCA   \n",
       "3                   17147.86667                          NCA   \n",
       "4                         19839                          NCA   \n",
       "\n",
       "   Nhs1 Cost Clinical Staff SUM  Nhs1 Total Other Costs SUM  \n",
       "0                           NCA                         NCA  \n",
       "1                           NCA                         NCA  \n",
       "2                           NCA                         NCA  \n",
       "3                           NCA                         NCA  \n",
       "4                           NCA                         NCA  \n",
       "\n",
       "[5 rows x 42 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('data/NHS-111-from-Aug10-to-Nov16-web-file.csv',skiprows=4)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Yearnumber', 'Periodname', 'Provider Org Code', 'Provider Name',\n",
       "       'Commissioner Org Code', 'Commissioner Org Name', 'Nhs1 Population SUM',\n",
       "       'Nhs1 Number Calls Offered SUM', 'Nhs1 Calls Through 111 SUM',\n",
       "       'Nhs1 Calls Through Other SUM', 'Nhs1 Abandoned Calls SUM',\n",
       "       'Nhs1 Answered Calls SUM', 'Nhs1 Answered Through 111 SUM',\n",
       "       'Nhs1 Answered Through Other SUM', 'Nhs1 Answered 60sec SUM',\n",
       "       'Nhs1 Calls Person Triaged SUM', 'Nhs1 Cnt Caller Terminated SUM',\n",
       "       'Nhs1 Cnt Caller Referred SUM', 'Nhs1 Cnt Caller Given Info SUM',\n",
       "       'Nhs1 Cnt Other Reason SUM', 'Nhs1 Transferred To Ca SUM',\n",
       "       'Nhs1 Wtransferred To Ca SUM', 'Nhs1 Ave Wtransfer Time SUM',\n",
       "       'Nhs1 Person Offered Call Back SUM',\n",
       "       'Nhs1 Calls Back Within 10mins SUM', 'Nhs1 Ave Episode Length SUM',\n",
       "       'Nhs1 Amb Dispatches SUM', 'Nhs1 Recommend To Ae SUM',\n",
       "       'Nhs1 Recommend To Primcare SUM', 'Nhs1 Rec Contact Prim Com Care SUM',\n",
       "       'Nhs1 Rec Speak Prim Com Care SUM', 'Nhs1 Rec Dental Pharmacy SUM',\n",
       "       'Nhs1 Recommend To Other SUM', 'Nhs1 Not Recommend SUM',\n",
       "       'Nhs1 Given Health Information SUM', 'Nhs1 Recommended Home Care SUM',\n",
       "       'Nhs1 Recommended Non Clinical SUM', 'Nhs1 Time Call Handlers SUM',\n",
       "       'Nhs1 Time Clinical Staff SUM', 'Nhs1 Cost Call Handlers SUM',\n",
       "       'Nhs1 Cost Clinical Staff SUM', 'Nhs1 Total Other Costs SUM'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Yearnumber</th>\n",
       "      <th>Periodname</th>\n",
       "      <th>Provider Org Code</th>\n",
       "      <th>Provider Name</th>\n",
       "      <th>Commissioner Org Code</th>\n",
       "      <th>Commissioner Org Name</th>\n",
       "      <th>Nhs1 Population SUM</th>\n",
       "      <th>Nhs1 Number Calls Offered SUM</th>\n",
       "      <th>Nhs1 Calls Through 111 SUM</th>\n",
       "      <th>Nhs1 Calls Through Other SUM</th>\n",
       "      <th>...</th>\n",
       "      <th>Nhs1 Not Recommend SUM</th>\n",
       "      <th>Nhs1 Given Health Information SUM</th>\n",
       "      <th>Nhs1 Recommended Home Care SUM</th>\n",
       "      <th>Nhs1 Recommended Non Clinical SUM</th>\n",
       "      <th>Nhs1 Time Call Handlers SUM</th>\n",
       "      <th>Nhs1 Time Clinical Staff SUM</th>\n",
       "      <th>Nhs1 Cost Call Handlers SUM</th>\n",
       "      <th>Nhs1 Cost Clinical Staff SUM</th>\n",
       "      <th>Nhs1 Total Other Costs SUM</th>\n",
       "      <th>_period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Dec-10</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>299753</td>\n",
       "      <td>5782</td>\n",
       "      <td>1317.0</td>\n",
       "      <td>4465.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1034</td>\n",
       "      <td>164.0</td>\n",
       "      <td>509</td>\n",
       "      <td>361.0</td>\n",
       "      <td>33143.06667</td>\n",
       "      <td>17844.93333</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>2010-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Jan-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>5865</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>4585.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1236</td>\n",
       "      <td>216.0</td>\n",
       "      <td>389</td>\n",
       "      <td>631.0</td>\n",
       "      <td>28714.61667</td>\n",
       "      <td>17309.8</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>2011-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Feb-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>3567</td>\n",
       "      <td>932.0</td>\n",
       "      <td>2635.0</td>\n",
       "      <td>...</td>\n",
       "      <td>801</td>\n",
       "      <td>120.0</td>\n",
       "      <td>257</td>\n",
       "      <td>424.0</td>\n",
       "      <td>17761.16667</td>\n",
       "      <td>13719.93333</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>2011-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-11</td>\n",
       "      <td>Mar-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>4942</td>\n",
       "      <td>1687.0</td>\n",
       "      <td>3255.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1160</td>\n",
       "      <td>201.0</td>\n",
       "      <td>386</td>\n",
       "      <td>573.0</td>\n",
       "      <td>23035.85</td>\n",
       "      <td>17147.86667</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>2011-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-12</td>\n",
       "      <td>Apr-11</td>\n",
       "      <td>111AA4</td>\n",
       "      <td>NOTTINGHAM CITY NHS 111</td>\n",
       "      <td>5EM</td>\n",
       "      <td>Nottingham City PCT</td>\n",
       "      <td>303899</td>\n",
       "      <td>5797</td>\n",
       "      <td>1596.0</td>\n",
       "      <td>4201.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1377</td>\n",
       "      <td>204.0</td>\n",
       "      <td>410</td>\n",
       "      <td>763.0</td>\n",
       "      <td>33396</td>\n",
       "      <td>19839</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>NCA</td>\n",
       "      <td>2011-04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Yearnumber Periodname Provider Org Code            Provider Name  \\\n",
       "0    2010-11     Dec-10            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "1    2010-11     Jan-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "2    2010-11     Feb-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "3    2010-11     Mar-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "4    2011-12     Apr-11            111AA4  NOTTINGHAM CITY NHS 111   \n",
       "\n",
       "  Commissioner Org Code Commissioner Org Name Nhs1 Population SUM  \\\n",
       "0                   5EM   Nottingham City PCT              299753   \n",
       "1                   5EM   Nottingham City PCT              303899   \n",
       "2                   5EM   Nottingham City PCT              303899   \n",
       "3                   5EM   Nottingham City PCT              303899   \n",
       "4                   5EM   Nottingham City PCT              303899   \n",
       "\n",
       "   Nhs1 Number Calls Offered SUM  Nhs1 Calls Through 111 SUM  \\\n",
       "0                           5782                      1317.0   \n",
       "1                           5865                      1280.0   \n",
       "2                           3567                       932.0   \n",
       "3                           4942                      1687.0   \n",
       "4                           5797                      1596.0   \n",
       "\n",
       "   Nhs1 Calls Through Other SUM   ...     Nhs1 Not Recommend SUM  \\\n",
       "0                        4465.0   ...                       1034   \n",
       "1                        4585.0   ...                       1236   \n",
       "2                        2635.0   ...                        801   \n",
       "3                        3255.0   ...                       1160   \n",
       "4                        4201.0   ...                       1377   \n",
       "\n",
       "   Nhs1 Given Health Information SUM  Nhs1 Recommended Home Care SUM  \\\n",
       "0                              164.0                             509   \n",
       "1                              216.0                             389   \n",
       "2                              120.0                             257   \n",
       "3                              201.0                             386   \n",
       "4                              204.0                             410   \n",
       "\n",
       "   Nhs1 Recommended Non Clinical SUM  Nhs1 Time Call Handlers SUM  \\\n",
       "0                              361.0                  33143.06667   \n",
       "1                              631.0                  28714.61667   \n",
       "2                              424.0                  17761.16667   \n",
       "3                              573.0                     23035.85   \n",
       "4                              763.0                        33396   \n",
       "\n",
       "   Nhs1 Time Clinical Staff SUM  Nhs1 Cost Call Handlers SUM  \\\n",
       "0                   17844.93333                          NCA   \n",
       "1                       17309.8                          NCA   \n",
       "2                   13719.93333                          NCA   \n",
       "3                   17147.86667                          NCA   \n",
       "4                         19839                          NCA   \n",
       "\n",
       "   Nhs1 Cost Clinical Staff SUM  Nhs1 Total Other Costs SUM  _period  \n",
       "0                           NCA                         NCA  2010-12  \n",
       "1                           NCA                         NCA  2011-01  \n",
       "2                           NCA                         NCA  2011-02  \n",
       "3                           NCA                         NCA  2011-03  \n",
       "4                           NCA                         NCA  2011-04  \n",
       "\n",
       "[5 rows x 43 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['_period']=pd.to_datetime(('01-'+df['Periodname']),format='%d-%b-%y').dt.to_period('M')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x108438400>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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G0WLccQfcemv9zhfVSMyZE+9XLj/6EUycmC5snrsTamnFSBP3vHmwcGG2aal2llRU3Hm+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\nkgbLICNJkgbLICNJkgbrO3GG3uNQyeQgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108cda5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(['_period','Provider Name'])['Nhs1 Recommend To Ae SUM'].sum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b332588>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FkZERvvnmG8ydOxf79+9Hy5YtZbbv378/cnNzeW9ZU1MThoaGKhut6OhoJCYm8nHqAwcO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7ctW7YwZMgQNm3aVODxCooG1USZ5jZ16lSCgoKUQJcLFy5Qv3592rZtC0BAQAAhISHKfppiHh4e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UuhjkWuNOL3WlDpUhCEjjdgsVVKtd+GhOHIlQY0xixcln14nOWotEkdnq+9iD5p2/F0M+bW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\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87P6jxnwUo/gGI5R3VAgEpCHz5Ue6KlFQGB8X4i+QRImimHyKYvK5ofBaerw9xOpihg03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\nCU4mc0mSJElKcDKZS5IkSVKC+39LPF/EbFtH+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b3205f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(['_period','Provider Name'])['Nhs1 Recommend To Ae SUM'].sum().unstack(1).fillna(0).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b64ef60>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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APDk/2ed5M1JjiJxi5kpF04DXgjXMAb6dOw+Px6ONVT4HWptdRGQMuD0ezl21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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b659b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(['_period'])['Nhs1 Recommend To Ae SUM'].sum().fillna(0).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10ca35eb8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rN1KoUGEA1q5dyfz5c1i8+DfKlCnL0KEDmDHje5OJjN4G27xsLJJPIEtWaDWV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\nb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8fDtm3bqjcHknQrm089+vP5UUZLWVa662TJW0mah65ojr63t5cTJ06wfv16hoeHCQaD\nQOVmYGRkBIBoNEp9/YUEoXA4TDQaJRqNUldXd8njAIODg9XvaZqG2+0mHo9PeS5JutXNpzX042vn\nZba9JM1PMw70mUyGr33ta3z729/G6XResvXkbG5FOT7UL0nS5C6Uv53bHr0uDI6k+nFqFpY6Q3Pa\nFkmSJjejcbZyuczXvvY1vvCFL/CZz3wGgEAgwNDQEMFgkFgsht/vByq97oGBgeqxkUiEcDh8yePR\naJRwuDKfV1tbW32eruuk02l8Ph/hcJgDBw5MONeWLVumbWtNjQOTSZvhjz+7QqH5sZ55vpLXZ2pX\nfG0yg6C6CIbndinbkZF+MnqRT9Uvo67We11eQ75vpievz9TktamYUaD/9re/TVtbGw8//HD1sbvv\nvptf/OIXfOUrX2HPnj3cc8891ccfe+wxvvSlLxGNRunp6WHdunUoioLb7aajo4O1a9fy4osv8sUv\nfrF6zJ49e1i/fj2vvPJKNZhv376dp59+mlQqhWEY7Nu3j8cee2zato6OZq/qQlyrUMhNLCYTBaci\nr8/UrvjaCEGg2IehNTI6x9f0t/2nAWi31F6X369830xPXp+p3WrXZrqbmssG+oMHD/LLX/6S9vZ2\ndu/ejaIoPProo/zlX/4lX//613nhhRdobGzkmWeeAaCtrY17772X+++/H5PJxHe/+93qsP53vvMd\nHn/8cQqFAjt27GDHjh0APPTQQ3zjG99g586d+Hw+fvCDHwDg9Xr56le/yoMPPoiiKDzyyCN4PHJH\nLOnWpogkKjlK0wzbCyFIlHP05eLUWJw02Ga/t50uFzieilBjdrDIVjPr55ckaXYo4iabEJ+rO7hb\n7e7xSsnrM7UrvTam8klqUn9B1voQGcfXgMpc+UA+QU9ulJ7cCD25UZLlfPWYxY4A2/xLaXfWos5C\nPs2JVIQ9kcNk9CKfCa7gU8Fl13zOycj3zfTk9ZnarXZtrqlHL0nS/PLxNfRCCP6x6y0ihWT1OU7N\nwipXHY12H+eyw3RmYpzLDhOyuNjmX8J6TxNmVSNTLtCbj9OXT9CXixMpJAlb3dxZ08qySW4KCkaZ\nl6NH+SDRg6ao3Fu7iq01S27cDy9J0hWTgV6SFpiPr6FPlvNECknqrB62+5fSbPO6WnAAACAASURB\nVK+hxuyoTpndFVhGJJ/knZEzdCT7eDHSwa9jJzArGvFybsK5HZqFU5lBTmUGqTE72OxrYaN3EU6T\nlfO5UZ7v/5DhUoY6q4d/V7+BOpucSpOk+U4GeklaYLSP9ej78wkA1rjruc3bNOkxdTYPDzZs4LOh\nlewfPcf78W5K6LQ7a2m0+Wi0+2i0eXGbbPTnE7w32sXhZB97Y8d5fegkix0BOjMxAD7pX8o9weWY\n1LlZ3SJJ0pWRgV6SFhj1Y8VyBgqVQF8/g4Q7j9nGztqVfDa0Api8/kWDzcvu+vXsql3F7xLnORDv\n4nQmhs9k58GGDSx2BGbrR5Ek6QaQgV6SFhhNj2DgRCguAAbGevRXklk/kwJXds3MVv8SttQsJlZM\n4zPbZYlbSVqA5F+tJC0kQqAaEQytHsaCdX8+gUuz4jbZrstLKopCrVUWHpGkhUruRy9JC4giUqhk\nq8P2Wb1Iopy/LuvkJUm6OchAL0kLyHginv6xRLyZzM9LknRrkoFekhaQj29mU52ft8plbpIkTU4G\neklaQC706CtD97JHL0nS5chAL0kLyCU9+kICm2qixuyYy2ZJkjSPyUAvSQvIxVXxCkaZ4WKGept3\nRsvlJEm6NclAL0kLiGYMYOBAKG4i+SQCqLfKYXtJkqYmA70kLRSiiKb3omuNoCjV+Xm5tE6SpOnI\nQC9JC4RJP4FCkZJpHXBlpW8lSbp1ycp4krRAmEuHASiZ1gOVpXUmRSVocc5ls6TryBCC19/rRQjB\ntvX1OO3muW6StADJHr0kLRCW8oVAXzZ0ooUUdVYPmiL/jG9W5/qSRIazREdy/OqdbqLD2blukrQA\nyU8ISVoIRBlTuYOy2oJQ/QwWUxgIOT9/E9N1g8Onh1BVhXXLAhRLOr9+7zzHu0YRQsx1824qx86O\n8Mq73RSK+lw35bqQgV6SFgCT3olKrjps359PAnJ+/mZ2+nyCTK7M8mYf65cF+eydi7CaNT44Nsi+\njghl3ZjrJs47pbJBdCTLsbMjvHOob0bXaHAky8ETMWKjeX53augGtPLGk3P0krQAmMu/AybOzwM0\nyKV1N6VS2eCjzmFMmsKapX4Awn4H929v4d8O9XO2L0k8VeAPPts+xy2dW6WyQfdAilg8x3A8Tzxd\n4OLBjuiwm+3r66esM1EqG+zrqNSmsFtNnO6J097spcZzfXaCnCuyRy9JC4B5fH7ePNajLyRQkdvH\n3qxOdI2SL+qsWuzHZr3QH3PYzOy8cxFti7yMJAs8/+tTt2zPPp0t8cq+bt79KELn+QTJTJGgz87K\n1hq231ZPfchJV3+KY+dGpzzHoRODpLIlVi/xs3VtGAG8f2zwppsakT16SZrvhIG53IGu1mOoYQwh\niOSThKwuzKo2162TZlmhqHP07AhWs8bKxTWXfF/TVLaurcOkqZzoGuV3p4bYtLJ2Dlo6dwZHsrx5\nqJ9CUWfZIi/tzT58biuqeqHnvmpZiP/+L0f58ESMGreVhtDE1Sn9sQynehL4XBbWLwugaSqNISd9\nsQw9kTQt9TfPTbTs0UvSPKcZ51BFsjpsP1RMUxK6HLa/SR09O0KpbLBmqR+LeeobuQ3Lg/jcVo6f\nGyU2mpv1dpR1Y172bM/0Jvj1e70USzqbV9eyZW0dfq9tQpAHcDks3HV7I4qq8NaH/SQzxer3CiWd\nfR0RFAW2ra9H0yqhcNOqWlQFDp4YvKlGSmSgl6R57sL6+duAC/PzMhHv5pPNlznRNYrDZqK9xTft\nc02ays5trQDs64igz0JgKpZ0zvQmeO298/x872kOnYhd8zlnixCCQydi7OuIYFIV7rmjieUtl454\nXCzks3Pn6jDFssGbB/solSvX6P2jUXKFMuuXBfF7L8zHe5wWViyuIZMrc+zsyKTnzBXKvHmwj5f3\ndVMsLYwsfTl0L0nz3HgiXnE8Ea8gM+5vVh91DqMbgnVtAUza5fthTWE3y1t8nOyOc/j0MBtXhK74\nNXVD0B/LcK4/SW80jW5UevGapnD83CitDR4C3rlNTisUdfZ9FKE3msbtMPPpTU14XZYZHVvJZ8hz\nsjvOO4cHaG1wc64/RdBnY/US/yXPX7s0wNneJEfOjLC0yTuhSFHvYJp9HZHqMrx3P4qwY0PDvN9U\nSgZ6SZrPhMBSPoyuBDHURuCiPeitnrlsmTTLUpkip8/HcTvMLG2a+U3chuUh+mIZjp0dobnORdBn\nv+Q5hiE4H00TTxfIF8rkCnr1a65QrgZ3j9PM4gYPrQ0eMrkSr73Xy4EjUT73iWbUOQhmqWyR4+dG\n6exNoOuCuoCDHRsasFquLDdl08pa4uki56NpegfTaKrCJ9bVXzLcD2Axa2xcEWJfR4RDJ2J8ckMD\nZd3g0IkYJ7vjqKrC7StDnI+m6YmkOdUTv+zIwlyTgV6S5jHNOI8qRsib7wFFQQjBQD5BwOzEpsly\nqFdKCEE8VSAynCMynKVY0tl+29yXljUMwcETMYSA29qDkwagqZhNleS8Xx84z76OCPdva6nOOQtR\nCfAfnhyaMEcNoCiVJWVel4Vav4MlDR78Xmu1d+pxWmhtcNPVn6KzJ3HZqYTZNJzIc/TsCD0DKQTg\nsJlY1V7D8paaK7o241RVYceGel56p5tMrsyGlaFpRwSWNHo42R2nayBFOBDnRNcoiXQRr8vC9tvq\n8XtstNa7+de3uvngeIyQzz5hCmC+kYFekuaxjy+ri5dz5IwSS53BuWzWrMrkShw+PczyZh8B3+x+\nWBpGJbDH4pXAHh3OUfjYvOpvPuhj55ZF0ya+XU+Fos5vP+wnMpwl6LNdVbZ3XcBBe7OPUz1xPjoz\nwm3tQQaGMnx4cojhRB5FqQxht9a7sVtN2K0mLGb1skPOm1bW0jeY4cOTMRbVubBbr2/ISGWK7D8S\nJTJW6rfGbWXVEj+t9e6rCvAXs1lM7NzSTGwkR2vD9NdYURTuWFXLK+/2cOBIFID2Zh+3rwxVp1Qc\nNjPb1tfxxgd9/PbDfu7b1jLle2hwJIshKr+nq6XrBu8fG8QQsLjBTTjgmPEoiwz0kjSPXSiUc3Mm\n4gkh2H8kSn8sQ/dAkrs2Nl6yDOpKJNJFhuI5hhN5hhN5RpIFDONC5rjDZmJJrYe6gINwwMHRMyOc\n6onz1of9fHpT0zUHkys1mszz5sF+0rkSTbUutq2vu+r53o0rQvTF0hw5M8zgSKU+PkBLnZv17cEZ\nz2lfzG41cVt7kPePDXLoRIxt6+uvqm0zkcwU+fWB82TzZeoCDlYv8VMfdMzq/LfLbsbVOLPRm1CN\nnRWtPnoiaTavDrMo7LrkOY21LlYv8XP07AgHjkTZftvE4jypbJGDx2Ocj6YBWN7i4/YVoeqIy0wZ\nhuC3Hw7QO1g5z5neBHaridYGN4sbPPg91mmPl4FekuYxc/kwhuJFV1uBC/PzN8vSup5Imv5YBp/b\nQjJT4o0PevnEujqWNF7Zz2cYgv1HIpzpTVYfU5RKjzDgtRHw2ajzO3A5zBM+iO9YVUsmV6IvluHA\n0Shb1oRvWGJV90CKdzoG0PVK8t26ZYFrem2zSWXLmjpef7+X6EiO+qCDDe2hax4laW/xcaY3wdm+\nJG1NXsJX0CsdGMpwoivO0iYPzXVT96IvDvK3rwixapIkubmwaWUtm1bWTvt7ua09yOBIlq6BFHUB\nB8uafZTKBkfODHPs3CiGIQjV2CmWdE52xxkcyfHJDfV4XdMH53GGIXj7cCXI1wUcrG0L0NWfpDuS\n4vi5UY6fG8XrsvDlB9dNeY7LBvpvf/vbvPnmmwQCAX75y18CkEgkePTRR+nr66OpqYlnnnkGt7vy\nS3z22Wd54YUX0DSNJ554gu3btwNw9OhRvvWtb1EsFtmxYwdPPPEEAMVikW9+85scPXqUmpoann76\naRoaGgDYs2cPP/7xjwH467/+a3bv3j2jCyNJNwNVj6AZUQrmHZWoBQzcRDXuiyWd949FUVWFuzY2\nki+U+c0HfbxzOEKuoE+aET2ZUtngt4f66B/K4vdYWdrkJeCz4XdbL9tzUlWFT25o4NX9PXSeT+B2\nmFmzNDAbP96UhBAcPj1cLXF718aGaYPglWgIOfnU7Y1YTOoVBeTpqIrCnWvCvLyvhwNHo9y/vRXt\nMiMf+UKZgydinO2rvF97B9MsafRwx6raS4a3k5kir+4/T64wv4I8MKMbr/H30L++3cX7xwYplnSO\nd8XJFco4bCY2rgjRWu9GNwQHjw9yqifBr97pZvOqMEubPNO+hhCCdz+K0D2QorbGzqdub8RsUqkL\nOLhjVS39QxnO9iXpHcxM38bL/RB/8Ad/wD/90z9NeOwnP/kJW7duZe/evdx55508++yzAHR2dvLy\nyy/z0ksv8dOf/pTvfe971YILTz75JE899RR79+6lq6uLt956C4Dnn38er9fLq6++ysMPP8z3v/99\noHIz8aMf/Yjnn3+e5557jh/+8IekUqnLNVeSbhofr29vCEFfPo7bZMNlmllvYD47fHqIXEFn7VI/\nHmclIWzn1mYcNhOHTsT44PjlS5HmCmVe3d9D/1CWxpCTnVuaWdFaQ8hnn/HwqNmk8ulNTThsJj48\nOURXf/LyB12lQlHnNwf7+KhzGJfDzOe2tsxakB+3KOyatSA/Luiz097sI5Eucvzc5OvLoRKYzvQm\n+JffdnG2L4nfY+WujQ0EvDbO9iX55Vtd9McuBKVk+qIgv3J+Bfkr4bSb+cS6enRDcOjkEMWSzrq2\nAL+/YzGLGyrB3KSp3Lmmjh0bGlAVhXc/ivD27wamXIsvhODAkShn+5IEfTY+vakS5MdpmsqisJu7\nNjby73cum7Z9l/1L2LRpEx7PxGU8r7/+Og888AAADzzwAK+99hoAb7zxBvfddx8mk4mmpiZaWlro\n6OggFouRyWRYt64ytLB79+7qMRefa9euXezfvx+At99+m23btuF2u/F4PGzbtq16cyBJt4KPB/ru\n3AhpvcAy55WvlZ5vhhN5TnbF8TjNE3ruNW4rn9vajNdl4fi5UV566xypbHHScyQzRV7Z18NIssDS\nJm+1t3M1HDYTd29qwmxSeacjwuDIzPZ9T+dKHD41xMHjg2TzpWmfOxTP8at3uugbzFAfdHDfJ1qo\nuczc6nxy2/IgNotGx+lhzvYl6Y9liI3mSKQLZPMlRpOFaua/bhhsWhni3k9UbmQ+t7WZ9e1BcoUy\nr79fWbI3ksjz6oGLgvzihRnkxy0Ku9i0MkRbk5ffv2sx69uDk74fW+rd/N72VkI+G10DKZ5//Qy/\nPnCejs5hoiNZ9LGKhB8cj3H6fIIaj5W772iaNln0crklVzVHPzIyQjBYyfoNhUKMjFTu8KLRKLfd\ndlv1eeFwmGg0iqZp1NXVXfI4wODgYPV7mqbhdruJx+NEo1Hq6+snPUaSFhyRRRFlhDrzte/m8mEM\nnJS1NgA6kn0ArPM0Xpcm3ijGWE9FAJtXhy/peTvtZnZtaeY3H/Ry8twIJ8+N4LSbqQ84qAs6qAs4\nyORKvPFBH4WiPivz2wA1His7NjTwxge9vPZ+L40hJw0hJw1B54Tld4Yh6IulOd2ToO+i3unJ7jir\nl/hZtcQ/4QNeCMGp7jgfnIhhjBXDWbssMCfr0q+F1axx+8oQ7xyO8M7hgSmf11TrYvPq2gnXTFUV\n1rUFaAo5eefwAKd64pzqiQPcFEF+3MoZ/hwuh5mdW5o5enaEroEkkeFsdaWBpip4XBZGkwW8Lguf\nuaMJ6zWuCJmVZLzZTF651trKNTUOTKa5WSYTCt08myBcD7f09Tn/d5DvgLp/APdnL/n2JdemHIPR\nXnBuJ1TrQzcMjnVG8Jht3NnSiqos3OrVvzsxyHAiz4olftatrJvyef9D2MOxziG6B5Kcj6To7E3Q\n2VtJRlQVBYHgM1tbWNc+eyMcoZAbm93C24d66YlUCqIABHw2Whu8mDSVI51DZHKV3nt9yMnaZSEE\ngn0f9tPROcyZviTbNjSyammAsm7w633dnOwawW41ce8nF9N6hYmGM2nzjRIMuqgPexiO5ymWyhSK\nOsWSQaGoU9YNVi0N0NbsmzImhEJuli4OsO93/Rw+Mci2DY1sXBW+bu2d75854XDlxj+XL9EbTXM+\nkqI3mmJoNEeNx8pDu5bjclz5aomPu6pAHwgEGBoaIhgMEovF8PvH9ksOhxkYuHCnF4lECIfDlzwe\njUYJhyu/3Nra2urzdF0nnU7j8/kIh8McOHBgwrm2bNly2baNjs5syG22hUJuYjGZQzCVW/n6aPoZ\n/Ln3K/8z8A3S8f+RnPWPqwl2k10ba/EdPEDaWEMuluJkOkqmXGBLzWKGh6ZPvJnPsvkybx3sxWxS\nWbO45rLvifUramkI2LlzdS2jiQKR4QwDw1my+TIbloeor7HN+vvK7zLz+U+2kspWsvH7Yxmiw1kO\nxisjimaTyvIWH22LvPgv2rf8859s5djZEY6eHeHVfV28/9EAuiFIZoqEamx88rYGnBZ1Vts7F39X\ndpNCU/DS6nvjhobSlz3HymYvKxZV5q6vV/sX2meOz2HCt6SGtUtqKJR0NFUhlymQyxRmdPx0NzUz\n6hZ8vJd9991384tf/AKoZMbfc8891cdfeuklisUi58+fp6enh3Xr1hEKhXC73XR0dCCE4MUXX5xw\nzJ49ewB45ZVXqsF8+/bt7Nu3j1QqRSKRYN++fdUMfklaSGyFymqVjO0v0JVaXLkf48r+FxBTz+lW\nC+WMzc9fGLZvuM6tvb4OHh+kVDbYuDx0RcVXVEUh4LOxemmAz2xexO/vWDzpuubZoigKHqeFla01\n3HNHE3/42TbuuaOJHRsaePDupWxeHZ4Q5KFyA7C+PcgX7lrMkkYPo6kCyUyRlYtr2Hln85xX35tv\n5nt9+LlkNWsz2utgpi77l/b3f//3HDhwgHg8zqc+9Sn+5m/+hq985Sv87d/+LS+88AKNjY0888wz\nALS1tXHvvfdy//33YzKZ+O53v1v9ZX7nO9/h8ccfp1AosGPHDnbs2AHAQw89xDe+8Q127tyJz+fj\nBz/4AQBer5evfvWrPPjggyiKwiOPPHJJUqAkzXuigK24F13xk7X9CXnr/XjS38Je/BWaMUDS+Q/A\n2J24yGMpHcBa+jesxd8isFLWllM0yhxPR/CZ7Syyze+a2lMxhOCj08N0DVQ2E1nWvLCWB5o0dcaF\nfJx2M9vW17NqsZ9SWafWP7sZ8NLcE/kyGALFsTBu3hQxHzccvgZzNVSz0IaJbrRb9fpYC3vxZP+B\nrO1Pydj/qvKgyOHJ/C9YS29RVpsxhf6cwshvsJQOoJAHQFfryFr/mLztAY4k+/l5/0F2BNrYGVo5\nhz/N1cnmy7z9u36iIzmcNhP3bG6acbGQW/V9M1Py+kxtptdGCIF+cpjSUBJrQw3KIg/KJMlvQggY\nymIcH0J0JUAIlJVB1A11kz6/elyuhHE0BmUDdVUI5TqttJhu6F5WxpOk68hWrAzb5yy/d+FBxU7S\n+Q84c/+Io/BziD6JFSiriyha7qJg/hRlrb06h18dtncvvGz7vsE074xt67ko7GLr2ror3nlMkq6E\nEAJGcuSG8giPGWWa95uI5ym+280pe4ysTaft0AjedywojR6UVi/KIk9lM6muOMbxIRiulBXGawVD\nII4NoXclULc0on5slEqUdMTRGMaRSpAH0E8OoyytQV0XvqKAL4SAwSzGySEAlHo3Sr0LZYZljWWg\nl6TrRNN7sJQPUzRtxNA+FqQVlYzjf6JsWo7HFmOkdCe6urga3Mfl9RKnMoPUWtzU2RbO1JVhCD48\nFePY2VFUtbJByPKWqbOxpckJIejvPw8I6uqa0DR5kzQVkSwgzo5inI1DskAcwKSitNWgrgiiXFQK\nWOgG4kiMUkeE000psvZK0Zqzi7K0x6w4exKIngRoCphUKOigUOntrwyi1LtAFxgfDSI+GsR4owvR\n7EW9swHsZsSpYYzfRSFfBpsJ9fZ6sGoYh6OIzlH0M6MobX7UdbUo7qkDvjAEoidRuVkYupBoLs5W\nlibisVSCfoMLZI9ekm48W+FfAchbPz/lcwqWz0DAjT7FEOOxVISyMBZUEl6uUObNg30MxfO4HWZ2\nbGiY11t4zmf9/T309nYBMDg4QHPzUvz+4A25YRIFHcwqyg3e6OdyhBCVwJsrUUrnSY+MQiSDGi+i\nGgqqoqC1uvHU+ch9NIg4MYx+YrjSA14ZRLGZ0Pf1oidydLZmyNh0AoFaAoEQp04dpbM+yco7VmHt\nLyC645DXUdaEUJcHUdwX9aBNCtqGOsRiH/q7vYieBHp/CuwmSBUrNxnrw6hrQtWhfaXVVxkdOBxF\nnB5B7xyp3DS4LChOCzjM4DSjOMyI/hTGsSFIVwpGKYs8qKtDYDUhBlKI/jQimkacHEacHIZNi6a8\nZjLQS9L1IErYii9jKN5KrfqrdDjZC8DaBVIkJ50r8dqB86SyJRY3uLlzTd1VV6u71Q0NRent7cJi\nsRIIhIhE+ujsPIbH46OlpQ2H4+p3+ZuKyJcRXXH0s6PoQ2k0TUMNjw0T17ugxla9yRBCQK6MGM3D\naA6RLICmothMYNXAZgKrCcVugov2uZ9ROwwBqQIiXoB4HpHIIxKFyuvliiScZYa9RRKuEkIFfGP/\nqpIoyX6Ct9dRTxDzySRiII0YqCz9MxTBmeVF0koZvz/I0qUrUBSFxYvbOXfuFCf7T7J69QYsG6au\n8zBO8dnQPrcUcXoE44MBSBdRVgRQ14dRPrbSQlEVlCU1VAN+RxTRX2nTpMlymoKyPFCZ2/de6Pkr\nNTZYFapcp6EsIjr9klsZ6CXpOrCU3kYVcbLWPwTl6gpepMsFzmaHaLL5CFhm/0N9tiXSRV57r7ID\n2Zqlfm5rvzE9z5tRMhnn7NmTaJrG8uVrcTic1NbW09V1hkRihCNHDhION+LzrZ7xOUWqAHm9Mhyt\nqWNfFVAU9N4EmZ5B0pkkaZtOxlOmFBC4CmZae3Ss47sCWjWUWieiqEM8X+lZf/x1JntxrxV1ZRBl\nac2UiWsiWcA4M1oZMk8U4KLthQWCnMNg2F9mxFmgrFbmvO2KhRqrD8VrRWhgGAa6bmAYOrlcmlhs\ngCElQmhFHfUbWzCfSWGkC5wNp0jlc/h8AZYuXVl9n9bW1lMqFent7eLkyY9YufI2TKaJYbJYLDA6\nOoRhGASDdZjNlR0RlfYASosPdGNCNr6u68RikbHz16GqWjXgq0tqKtcyW0JkSpApVv9bcVsq57RN\nHqaFEOhGmaILSlYz05UdkoFekq4D+9ja+by1koSX1YsU9DI1lpkvtTqS6kewMErejiTzvPZeL4Wi\nzsYVoRnvPCddKpfLcurUUQCWLVuNXbEgBjNYijrLzI0knC56sgNEIr0MD0aoa2ymrq4BVZ08gJZT\neSIfnSIq4pQ1gWqAIhRUAapQQEDRYiCcwNj9pNlkxmm1kSbF8eUGrc5Gaka0Sq/4fBIUwG1FqXOB\nz4ZSY6v0OA1RGfLPl6FQRuR1SOQRPUmM/X1wKILS7q/MmbsslYS1rjhG5yiM9UqFBoWQmawHcnad\njFIkW86hG5WbCpPJTDhQTygUxuFwTXkzGQg4OXnyLH193QwODhBTIgTr6iiViiTiSbxeP8uWrUJV\nJ444NTQ0UywWGRzs59SpI6xYsY5yucTIyBAjIzFSqUT1ub29XdTW1lNX14TVakOxakDl91AqlYhG\n+4hG+yiXywAMDJy/ZPpFsWhg0SbkEHycEIJMJkUsFiWXy1AsFigWiwhhVJ/T1tY85fEy0EvSLFP1\nAczlDyhpa9C1xejC4J969hErpPl83Vru8LXM6DwdyT4UYO08n58fHM3xxvu9lMoGd64J097su/xB\ntyjDMBgailIul/F6a3A4nBMCValU5OTJj9D1MovtjbjeHUaP9Ew4hwdYpTiI+gtEAnnOnz9LpLeH\nhsZmausbq4GrlC8SPXqaSGEYXROohoJTsSFUAwOBQGAIgVAEdtWG2+fF5ffjdnuwWCrDxLFYhO7u\nTs6kegg11NG8pR2tKCqBaZIpGSEEytjX8X8AWlFgjM0liyMx9KMxqHVWstjHMtJL9XaidUWGSnF0\nfWykYKymlM1mx+d04/eH8Pn8lwTnyaiqSjAYJhCoZXh4kL6+bmKxSoVWj8dHe/ulQR4qhXxaW9so\nlYqMjg5x+PB7FIsXqtO53R78/hBCQCTSSyTSRzTaTyBQS0PDIjTNxMBAL4OD/RiGgclkorGxBcPQ\nq9MvbreXlpalOJ3Tl+gtl0sMDQ0Siw2QzV4YnjebLTgcDsxmKxaLpfr7mooM9JI0y2zFX6EgyI0l\n4X0Q7yFaqCTb/X+RDmKFFLtqV6FNU69+tJSlJzfKEkcQt2n+JrL1xzK8eagPwxBsv62exQ3zf2WA\nKBuIwQyiLwXJQiX5yWOt9FDdFnBbQFUgVUTE8zCaJ5dIMVyMk1fLWK027G4ntqAXW9CL2Wy57BRF\nuVwiGu0nEumjXK5Er/PnwWKx4vXW4HPX4DI5OHXmGAU9T/2QFX8sg2EtINYNgg1UUY+iNaCYbagW\njUaTSvNgiq7+HgZ9ebp7zzLQ21PpkcbTRNMxdFWgodBoqyW8sg2z5coKvNTW1uN2e+nsPE4sFiGV\nStDWthK76iCTTpLJpMlm02QyaXK5DIZhTHoeh8OJvzaEf1kr1kihkmQWzYDbQnGJi4gjzVAigsgL\nzGYLPl8Ap9ON0+nC4XBdMnx+JRRFmRDws9kMjY0tU46AjB/T1raSEyc6SKUSuN1e/P4Qfn9wQlAN\nhxsYHh6kv/88Q0NRhoaiKIqCEJWfo6lpEbW19dXVErW1DfT0nGF0dJgjRw4RCtVRW1uPEALDMBDC\nwDAEhqETj48wMjKEEAaKolBTE6S2tg6Pp2ZGNzoTfh5ZMGd2yMIV07tlro8o4088hCJyDPv2kDdM\nPH32DUpC50uLtvDiwGEGi2nanbX8YcNGbJp50mvz2+FOXo0dZ3fdOjbNaDCIGwAAIABJREFUcAQA\nIF8oM5IsMJrMV76mCmiqgtdlxeuy4HVZ8LmsuBxmFAUKJZ18QSdXKJMv6uSLOiZVwWY1YbNo2Kwa\ndqsJk6aSzZer5x1JVL6mcyVUVWHHhobrUpL2St43Ilu6sCTKooHFhGJRwWIC3UD0pyr/BtIYukHG\nUSZvMbCWVKwFDUtZQWEsYGsKJXRGPSWGvcXq8qvJaELBplqxO5zYvW4cbjcOhxOz2UKxWCAS6WNw\ncADD0NFQCZXd2HIKSS1PwlpA1yZ+BPvjZlpKftSlaQzTKRDli76rojgbUN2LUV1N1Ib9DPaOUjwR\npT/aS8ydrySnAaayQtjsp27tMkz2ayvSYhgG58+fIxLpnfT7iqJgtzvQNFNlvnrsHygYhk4qlaj2\n7h0OF35/EJfZSSw5yPBwDKj02uvrFxEMhmcWyAwDW8crWM68R2nRGgrLPoFRc2H0azY+c4QQ6Lp+\n6Y1GMY8idITVWX3e6Ogwkch5dF0nHG6c9udIJEbp7u4kl5t+bxabzU4oVEcoVIfZPH2ujyyYI0k3\niKV0AE0MkbPuBsXOb4ePk9GLfCa4nGa7n6+0bOf/7T/EqcwgP+l+mz9t2kxorARuulzgVGaQU+ko\np9KDaCisdtdf5hUrHzIHj8fojqTI5ssTvmc2qRiGYCQ5cWMMtTI1y0xv81VVwTAmPtlq0agPOljb\nFiA8x2Vejb4kxlvnK3PDUyiYdZLOMolmg5StiPGxtDEFBZswYS1pGEKQtBQYj/tel5dAbR1ut4fC\nSIrccJJ8KkOhkCOvlsla8mQyecgMV8+noWKMvYq5rFA/bCMUt6IZCqgKAYsLYfWQceok7CUSpjxW\nk4XFd7QgsocwshFQLGjh7aj2WoxUF0bqHCLTi57pRVdMjMQXIyyLsKxroNWop75zkGh/H2aThdq1\nSzH5HIhSGn34JEa6G1QLqqMexdGAYvOjTDGqJIQB5SyYHCiKiqqqtLQsxeut4fz5c2iaisMx3uN2\nYrc7pw3O5XKZ0dHKHHciMUpv74WNb+x2J42Nzfj9oRknbyr5NI63/zumyCkMkwnLqXewnnqHcrCF\n4rKtFFs2zOg844xMHyI/jFqzEkW9MOqhKEolyAuBGu/H3Hccc/8JtNg5AIpLN5NfuxOcNfj9Qfz+\n4GVeSEfJJfEXEwS8FgbJkVEt4AmhqBqqqo5dbwW73Ynb7Z2VhFbZo58lt0yP9SrdCtdH07vwpJ/A\nZPQw6v4nYqKJ//Xsb3BoFr6+5NNY1Mp9tSEErwweZd/oORyamR0NyzgS66cvH6+Gnhqzg7sCbTPq\nzZ/qiXPgSBSrRSPoteH32qhxW/F7rbjsZgSQyZVIpIok0gXi6SLJTBFFAZvFhN2qYbOYsI191Q2D\nXEEnP97LH/vqsJnxe634PTb8HisOm2lWPoTU9DDWY29SXLoZPTBxLfDl3jfCEBiHBhBHYgizjrLO\njGJ1Ui6ayRVKZMs5snqejFIgr17YRMhms+P11OC02ymUy+TzOfL5LLlcDmMs6cvpdBEIVIZ8LZbJ\ne1NKZhTbWy9gJAxG6zeT0U3kCllyWpmcVUcVCrUjFvyGC63WhRJ2otQ6J11uJoTASHaixz4Ao4Ti\nbMQU3opimngTJQpx9NQ5jFQXlMaujWZFdbWiehaj2EIgyhjpHozEGUQuMtZYFS5K3kK1oDjqUR31\ngEAUk4hSEvJxhD4+H2xCrWlH87ShWK8s90LJp7CcO4hp4CR6oJnikjsw3EHK5RKjo8OkUklqavz4\nfIEZvY+EXkQU4yjDZ9DOH0S3qJSczspdK6DoArWQRy2VUXUDkzdMadFd4Jo6H12UMpRj7yPSY3kQ\nJiem8FY0kw81GUVLRNFiXZj7T6DmKkl4AgU92IxSyKKlYghVo9i2hfyazyAcF10jIVATEcx9xzEN\nnECLD6DkMyiTrEswnDUU2rdTbNuCsF7dTfN0PXoZ6GfJrRDIrsXNfn2shZdxZ3+AQp6s9Q/JOP6G\n5/oPcTjZx4P1t7HBe2kxi/fj3fwy8hEGAhWFZrufFa4w7a5aQpaps4kvls6W+OVb51AUhd/f0YrD\ntjA22RinJqK4XvtH1FwCoajk1+2isPoeGJs/ne59I9JF9H/rRgynoHWUZDBOLO8gp1soGhMHK1UF\nPGYDr5ajRk/gyMdRcykUvQz+ZRRX7QK7ByEEpVIJIQys1ulzI8w9Hdj3/z+oxSwCBQVBYemdZDd+\nAcomxHC2svFJrXPKzU+EUULkBjGyUUS2H1EYAdWMFroD1bO08h7QS5Ug/bE5ZSEEPnuW4Z6jlaCv\nV/ZJwOQEvVAd8lfstaiepaiuFsBAZCMYmX6M7ACUL11/rZTKaPk8WqlE0eNGjA1bK7YQqrcN1dWC\nok288alkfwsUAaa+Y1jPvIep7xiKmDhnXw4tprhkM8WW9WCxjx+MkkugxSNo8QhKdhTdE6Tk8aGb\nBaIwilEYuXBTU31RUKxeMLvBKCLK+cooxMVTHUKgmWpQ6jej2MMX1QAwMEaPow8fBlFG1dyYMrn/\nv703D7KkOu+0n3NyuXvd2qu6qrt6X1h6oTEyiFUgCWTBCGT8hW0kNIEsIc8YDQocTAAhTUwgywtG\nQjisGTlGDn2OzwrHWKAF9EmyaJBoBrGapWnoppteqmvfq+6emeec+SNv3erq7uoFqquhOp+IjJu3\n6mbmOe/Nm79z3vOe9+DFfBCC+NAI6e5eZDXmQMdSBB0b8DvOwW9ZivJHQfnEJoskdjyJlR/BSBtv\n3YcJWldh9+3G6XsLWZyoFUWlmzHJLDqZRSey4X4igz20D/edFxHKw1gu3uqLqKy/HJ1pRuZHsSYG\nkJODWJPhK7ZL0LQM1dSFalqGzjSDkJHQLwSLXcjeK4vWPqZIpvgt4t4v0KTIpf4rnvsRekoT/M+D\n2+mIZ/nS8suRc4j2YGWKIK5pDFIkrFMTaWMMT7zQw8BokQ9vamf10g/WinDWWA/Jbf+TYn0Lpc5m\nZBHkmEAW69D16zFOnETCpYQOE48kqslXEg5mrIT6bTc0DuEtHaXXSzPuhTECtoSEo0mKEnFZJGl7\nxGRwZHbhWQg/wJIpTNtGZKYL4Rwn3iCokHjpx8T2PoexHEq/82mC5i6Sz/4Ae7wXnWqgePEfEixZ\nd8zDdWkEnT+IKQ1iyqPMzDwXYS++9XcRxsLp3Yl78FXsvl0YN075/I/irf0wHHafTP+ujNGYYj86\ntx+d6w57+HWrsepWI9xjC4CYHMR94+eQ70FojVWuIIyNblqOalmJqm/H2fscJt9NubkJL5sJUzQL\nC6QTegeMqnoJwjpIz8cuFrGLJYRIYNrOQXVuCcVs/0vYA3sRGIzlELSvQ3hF5OQA0iuhHJtSazOV\npgZU/IhGlgHbA2dsCMtXBBs+hurYjDhGQJ3RCvwCyZ5nKEx2E6TDHrJw65GN5yHsFGroBYw3AcIm\nNTxFct9uBOAnE0ytWYWKuwgtiFkdiMa1BJn60EOSO4ipzAzPIGxkdi3xSY/kG9uQhfGZ79lNEixZ\nj9+xgaBjAyYxd6CqqBRx33me2O7ttXMYaSH07NgQYzmgA8Rhsq1jCbyWZWT+4O65zx8J/fywaIVs\nnliM9rHUO9Tl/xu2PohvbWAq9d/RVgfGGP5X97McLI3x+a5LWJk8/rjdu7XN7oPjvLBziM7WFB+5\nsPMDlZzGGt6P++sfkutaim7wMYFEWLo2Jk7JhfEsYjwDSlb/bmb+nyyjO4cYJUZfqQFlJKlEgrWu\non5oN27/boRfxgAqlsBvW4HKtqIzTah0EyZZXazEyyOGdqKCCYxzmBdAxqrrDphqIEP4mBRYuKOj\nxIcGkFaG0qWfRWerrmGtiO/4FbE3foUwmsq6SylvvBZRySML45hCP14whLKrQwgGpHGwrAzSbUak\n2rFyozjdr+H0voXQYc9UZduQhQlEUEEns5TP/zjemt8FaR3z3pl+pM91P4jiJPHXf4n7zvMIowma\nuvDWXkLQugqdaTlqvQVrtJv4qz9Dju6n3NxIuW0JRgiE8hGBj9C6Fuyh4nH0kZH9wgq9CskOpEwT\n69lN7J2XsHLDaCHxWjootTXhx6e/ZwuLGHapgjMxijvUh1WpIICgqYvCFf8Rkzrxcs0tLRlGdr9F\n7N//lUpaUmmon1U3N+dRt2cXMlD4nedSPu9qVOMyjGWhRnegx3aEX5JTB/7UdGUQyfbQO2IUanxn\n6EUQFrJuDfGpAKuUw29fR5DJYrwJTGUEUx6rfmZ12JCUczTqtcLp2Yn79jMIr4yub0dl21HZNlRd\nC4GeDBuHxRHwcxjj14IvOy/9z3PaIhL6eWIxCtl8sqjsYwxx76ekiw8j8CjG/oBC4k9BhD/eN3P9\n/KD3Jc5Jt3HL0g+d8HTvxja5osfj2w8gpeCGy1eSnCN71vsRuest1K7d+GuKaEfRP9XGsI5Rl6qj\nPS1JlfZjmAizt81BMXA4VGyiqGJYGFYXe1ne+zKyKsgq3UjQeS5+x7kEbavBPn7EsvHKOLufRA7t\nwEsnUIlEVRSmhaEaQS7NTINAWIhkBzK9NBznrgauWaOHSD77A6zJcGzcTyUpdLbj1YceF2cqR7J/\nCCeXr7mGj0Rl2/GWb8FfvgWdbUOU88TefJLY7mcQykelmyhvupbsRVcxMnr89KfTiEqR2JvbiO3a\nHp6jrpXylt/DX7bpKHE/FvbAHuKv/gx75GBoM8tF1bejGjpQ9UvQ9R0ELSswBJjK+MxWHg17z7UT\nJcOAQBFDlwfC4QpAuFlk/QZk3arZQhhUsMZ6keUcfud5YJ3cvV77XamA+Ou/xN67nVJrM0EmS7r7\nIE6+gN9xDuVN16Kaj46F0eUx1OCzmMp4GMuQWY5ML0NYhy2OoxV6ag9q7I2a4ItYA6YyccRsiWqj\nEUA6yMwKZN0aRPz42SONMZjyCHpyTzg8c/g5hQ1OCmGnEFaCJZuum/M8kdDPE4tKyE4Di8U+Qo+S\nKfwVseA5tMiQS96L515W+39gNH+379eM+0XuWHkVLbETTzk7VdsYY/jV84cYHCtx6eZ2VnW+v132\nJtBhLvSRImZvLyo5CEsHKQQu3aUOyspgWVYtSUo6nWFJQz1t+36F8SehOkOgIFKMu82MW/XkTAwQ\ntOd6WD/8BjFdQbWsxF96Pn7nuei61pMSryMR5TyxN57A6XsLoXxQwcyrDlCJLPmLPoGfsNGFHvAm\nDztahg9eJ4WwUjhjA+hgCj8RupelSGKnViOyK0BaYYxAeQpZmkKUcsjSFDqWxu/ahK4/do51UZwk\nvvMJ3D2/Dd26qXoqSzfidW1GtayEIyPfg0oYKd79Ok7vTkTghV6Bjdfhrb7oqHH/E2IM1lgPxo2j\n001h7MDJHBYU0YV+TLE3jA1Q07NABCK1FKthAyLRPq9eqSN/V9bwgbABlhvGX7Ke8qbrUC0rTlx2\noxDi+HYKBX9vTfCFm0XEm8It1oSINUBQQk29g57aGzYKCBs3ItkRNh6sWBj7YMVAupjSIHpy70wj\nyU5jZdcgUh3h0JKcHdAZjdEvAItFyE4XC2IfY5B6ACfYgaN2INUAvnMhFfcjaHm8TNAnh+v9hkzx\nAaSZxLMvIpe6By1bav/XxrBtZBe/Gd3LxfUruL5940md91Rts/vAOC+8OcTStjRXbe1437nsTSXA\nHJrCDBcxI0UYK2GkgvocZskIOlNgoNTEYCVsBLW1dbJs2UqKxTz9/YcYHw/HQOPxBMsbUoyPjDDu\nKfzph60xZCvjrB7fS7ahiaAq7iY+//P4Z1es+qg8zN7Gm0IXejDlEYyfx/j5maC4KiLRhtW0GZk8\n8QIpJ4vIjxHfuY1Y96tQCUVDxzP4XZvwl21CVPIzQwAqHCpQ6Wa8tZdQWX/ZCT0cpxNjDKYyiqmM\nhz3748VDvMvzK8o0N6WZGDsi/4HykYXxsCF4xDFg5pxueCrXxuhjxg7MfKYaTzG5F50/BBzbqwOA\nkMh0V9j7Ty457m89EvoFIBL64/Ne7CP0KInKj4h52zEihhZZjKxHi3q0zAI2dvAWTrADywwf8xy+\ndT4V9yNU3KvQsvWYn5nz+iZPuvht4t4vMLjkE/+JcuymWb2Zt/ND/HL4TQYrOZKWy39ZeRUp++SS\nlJyKbXJFj8e2H8CSgv9wxUoSsflz2RtjwuU1E/acC4/MeWyg4MBIuCjJQIWSHaATHrIuj6ibQKQr\nCAmetukutVIKLGKxOCtXriObnT3eWioV6O/vYWRksDbe7Dgu2WwD2Ww9DbbA9QqoxqVnVLDmwugA\ngkIo+tI9oXv2uOcymiHvJTwzScZaTtruwhYzruPmxgQTb7wSivqhHcjKbDe+qmvF79qMt3wzur7j\nXXk53q8Eukif9wwj3msEpoBvigSmRGCKUJ0H0eRspjN2FU3O+ccUcU/n6K/8H3orv6aix+mIXcny\nxHXE5cKs1WBUBePlQFcwqgLKq+0LJx0OY1SHCib8Pewt/SuBKZGxusjYy8lYy8lYy7BlMhL6hSAS\n+uPzbuxjBXtJVv43Me8JBD4Gl/AH7B/z81o04tsb8e3z8e1NaNmK6z9LzNuGE7yKqLacfesclLUM\nJdvRsg0l29CyHS3qkGYSqccRZgKpx5FmnLj3Cyw9gG+tJ5f6KsqaGc8bKE/xi+E32VsYRgBbs11c\n07yeOufk09aerG38QLPthUMMT5TnJd2sKfqhO32kCNO9b78aENeaQnZkEB1paErOrEluDKI4gTV4\nAGugB0bGCXJZPH8JhhiBHdDTNcZo7PgC3Nq6hK6uVVjHGW/1vApal1DKPion/NlAPuhhV/GfmAz2\nHvZXQVK2U2cvJ2OvYE3rh/CmqnO3tcIefAen5w10LInftRmdbT9lcTfGUNQDTAZ7qLNXk7beX4sq\nFVQfh8rbGKg8iyIcArCIYcsktgg3RyRRMsd4ZR8AcdlMZ+xKlsQuwxV1TARv01v5NUPeyxgCJA6O\nSFExEwhsOmKXsTz+CRJWy6xrB6bEhL+H8WAXxijaYxeTsVac8N40JlxdQJ5gCOBYeDrH3uK/0u89\nU6vrdL2nSchWPrX27+c8RyT080Qk9MfnpO1jFG7wAony/8YNXgIgkMsoxf+AsnsdEEdQQugJpJlA\nmkkwZQJrLVp2zvlQE3qMmP8bYt5TOMFrNdE/GQySYvyzFOP/MQyAASb8Ik+OvM0rk4cwwOpkM59o\nPY/2+KmL78nYxg80T77Uw9BYiRUdGS7bPNuNZ7QPQQmkgwksxHgFegcR/cOYQGBEDIODMRYowFdQ\nURihIV2EugKmsQSpAlTiiN4GGMkitAWOwEpXEF4BUzIYHUeTYCZQDYjlyS0fYb+dxjc2Ccsj7UqM\nW4exEhhkbaWt1tYO6utPrsd0Nv6ulKmwv/QY3eVfYlC0Or9Ds7uFXNBNTh0kFxxEMTM80GBvYGn8\nGpqdLe9KSKavOea/xai/g1F/B2U9Uv2PoCN2OasSNxKTZ2axImM0nplkKjhAT3kbY8GbAMRkI0tj\nH6EjdgWuPLo329KS4Z3+HfRWfs1A5Tk0HgKLmGyo1S8pl9AZv5Il7oexRJwB77ccKP2Mkh5CIGl3\nL6HJ3cxU8A7j/m5y6iBHLsSbsjrpiF1Ou3sxrpz5/Vf0OKP+Tkb9Nxjzd6JMmYRsIWm1k7TaSVlL\nSMp2klYbjsgcI4GSpt97hj3FfyUwBdLWUtYnbyVrr6Kkh5gKDpJX3eSCg+RVD59e9705bRgJ/Txx\nNj6QZmF84t4vMVgE9nqU7KqJIpzAPkZjqzeIe9uIeb9GmjAK17O3Uor9P3jOJRgEk0EJV9okpHPM\nFrSvFUNejoHyFAOVKXJBmaXxBlammlgSy87MZTc+Ug9j6UGkHsTSA0g9gDR5tMiiZQNa1GOqr8pa\nipZtaGPYVxzh+fED7MoPYIBWN8N1reeyLn1qwwGHc6J7xw80217sYXi8RFd7msu3dCDlYSJfmcA/\n+AvAmzlICVAWBBZoGU5R0wKhRDgkaASkPEyyDId7NO3UTBIVBdaIDf3tmGJT9QMaYfuQEJB1MY02\nKjtEb67AcCUDGJY0JOhcuRHLee9pcef7d2WMwTc5CqqPgurH05M4MoMrs7iijpisw5VZLOJnxIMw\n4r3O7uL/R1mPEJdNrE9+hmZ38xF10JT0EJPBfkbMbxkqvgFAXDbRGfsInbErcGSawJQoqiFKapCS\nHqKohlCmjEZhUBij0Ci0qZBThzCEEd22SNBon0edvYq+ynaKuh+LGF2JT7A8fi2WOP6QlDY+OdXN\nZLCPqeAdCqqPOnsVre5FNNgb5myMBLrIWPAm4/7bVPQYFT1ORU/gmUnMYQ3zensDy06iYXP4vRPo\nIgPec/RUnqKoBml1L6QzdhX19rqjvmdtFEPeixwoP05B9dX+LrCos1fSYG+g3lmPMYr+yjMM+69g\nUAgsmp0tJKwWxvw3yKuZdQFispGYqKeoBwnM0bMkbJEgIdtIWm0kZRtxq4m+ynYmg71YxFiVvIml\nsWtOWN+5iIR+njirhd5UqCt8lZj/25k/ESOw1hDY6wmstWSybUzmpt3vNkY4COPh+v+HmPcUlhkC\nQIssFecqSrFPoey1lJTHq5O9vDR5sLYCnESQsmOkLZe0HcOVNsOVHCNe4aj85dPEpcPKZCOrks0s\nTzbR4CSJy5NL4VpSHq9M9vDCxAFGvPBH2hHLcnHjSjbXdR53FbqT4Xj3jucrtr3Yw8hEmRVLMly6\neclskfeL+PseB1GGkSwIhbAqCDvAuALjCBAzCU1mYQx2sYSTy1e3AhXhIqUhaM5SbmlCV1O/ChNH\nuBm0VGGwWVAKXbzK5WChmYp2iLs2q1afR6bu5Ht+2gSM+m8w7u8iYy+jydk0q3f2bn9XgSlTUkOU\n9DAlNURRD1JQ/RRU3zEftEcisLBEHFvEsUQci+l9FyEsBDYSq7pvEZNZGp3zqLNWnlJAlzIVJoN9\nTAZ7GPN3MRHsQiDpil/LysR/OKGotrRk2N+/i57KNvorz6LxkDhYIoFvpo577ExdJWlrKU3ORpqc\njdTZq2uCoo2ir7Kd/aUf45kpXJFlVeJGUlbHYePi4aunp8gFB8mp7lqjYdqWhjAozhFpWtwLaXMv\not5eR0H11bwIk8HeWYIusInJ+urWQEI20+ZeTMY+OsvkXLY5do6Bkwu6M0Yz7L9CQfWRtdeQtVcd\n8/vwdI4B7zn6K9tr4i6xqbfX0+RupMk5n6RcUlvVzjc5imqAghqgqAcoqgGKapCSHp5lN4BW53dY\nm/rDk4oZiIR+AThrhd6UyObvxQ1ewrMvouJcjq1246jdWGo/grlX/ZpGizQV5woq7jX49lYMFodK\n47w4cZAduT4Co7EQrE23IoB84JFXFfJBBd+E53elRXusrrYtiWdJWTEOlcbYVxxlX3GEcX/2SlGu\ntMjaCersOFknQdJy8XRApbqVVUBF+4x4eXyjsYXk/EwHFzesoDNeP289vrnuHc9XPPFCD6OTZVZ2\n1PHhTe2zRV55+Pv/f9BTiIPNZEdfh64uvK5NeG1rCUy4mIgxJkxoFmbpDtOSap+gWKKYm6RYyFPw\nPAoKdPUBGJeCZLqOZNwiroeJ+/0EWlLScYo6QVm5FAOJ0mF52to66epaedylP2vlNoYptY+Bym8Z\n9F7AN/nD/ivI2qtpdjbT7GxmRfsGRkbyc54LoKzHmPT3MhHsJacOUFRDc4icICFbSVkdpKwlpKwl\nxGQ9vi7gmUkqegpPT+KZKXydR1FGmQqBKaNMuSZWx8MWKZqc82hyNtLonE9MZtEmwDM5vMPOX1A9\nTPh7qqI4c956ex3rkre8KzHzdZF+7xn6Kk+jTUDCaiUp26qvrSSsVhyRQlQbKBKrun9i0QtMiYOl\nX9Bd/iX6cM/REQgs0tYysvZqsvYq6uzVJGQzE8EeBr0XGPJern03hzcAQFBnrQyF0T6vWtaj3dmn\nwkI/k40x5FQ3gcmTtdecsJF29PGash6jqAcpqSFS1hIanA0nfXwk9AvA2Sj0wuTJ5u7GUTuoOJfR\nG7sHS8ZJTufBNhVstQ9bvUMmpcnncwgTAD7C+IDGt7fgOR/CN5Lu0hjvFEbYlR9kyAtt2eSk+J36\nLi7ILiN9jCj2ig6oqIC0HZszzew0416RfcURessTTPolJoMyk36Jkj52cB/MNAa2ZpexNbvspCPp\nTxZjDC0tGYaGc7VOtyEU+Sdf7GFsqsKqzjou2dQ+q35GK4KD/4bxh9H9jYxUSky0LSeo5mrX+sSi\ndCSJRIpkMoXv+xSLOYJg7pXgAGKxBKlUira2TuqO04tXxqv1qnPBQQa9Fyjp0IPjijra3N+l2d1E\nLuhmxH+NiWAP08ZI2I24NOKINI5I48oMjkgjkEyp/UwEe6nosdq1BJK4bCYhW0hYrdUx0VYSspWk\n1YYU724tAGMMhgBlKoe5voNw3yiKerDWM63omTSotkjN6UEQWGSs5dQ7a6m315K118wa4z0ZFvq5\nU9bj9JafwqBwRDoMfpMpHJHEESmS1hIsMXcgpjGaieBtBr0XmQjeJmN1VRtF5x1znP29cLY9kyOh\nXwDOtptK6Cmy+btw1C5KztX8sPj7PDMWZsxKWS7NbpqWWJoWN02zm6a1IcPkZAkpBJJw3W9lNAdL\nY+wtDHOwNEZQDdayEJyTWcJF9V2sTDafUMDfK54OmArKlJRPTNq1zZX2vFxbacPbB8cZGC3iBxov\n0PiBxvc1fqDQx/kFrlma5eKNbbMD74wh6P0NpthNMFpPd9lmshqVbtsW0hYISyOsAGNVqplc7bD3\nZiwwFhiJ7QqchMaKewi3jBIlAlPCoDFGgG8RlF1UyUFVHCxbEktYxBMJUqk0MTuDLZIoU8Y3OTyd\nr77m8E2uJu5lPcbhQwcSl1Z3K+3uJTQ45x417ujrPKP+Dob915hSb1NRU7NcuofjiAxZew319hqy\n9hoy9gqsdynm84ExhoLqZdR/oyr6E+H4v6ybFQOQkK3U2StOudeAnJUfAAASs0lEQVR3JGfbc+dU\nONtsEwn9AnA23VRCj1Gf/wq22se49TEeHr2cvkqeRidJi5tm2Msz7hfnGC0/Nm2xDGuSLaxOhWPo\nMfnBSel6PPqGC7z45hBThRl3p20JXMfCsSWOLYnHHXxfHR7DjhDQ2pBg45qmo0ReDb2IntyFN5Fh\nr5ek4sTR6T6KbdtAnvxsgoUgJhpIWm0kqkFGSaudBmc9tkic1PEtLRmGhiYJTAnf5MNN51D4ZKwu\nErL1rJt2dzhn03PnVDnbbHM8oV8cT9PFgCnj+i8gzVh1bnc7SraBeO+Ry++tXBUsdQhLH8JW3Vi6\nG8d/FcsMcYCP8WD/hXgmz9bsMj7Zdn5NoH2tGPMLDFfyjHgFYgmbfLGMNmAwtUQoHfEsq1LNZOyT\nn3f+QSBX9Hj5rWEODeYRwLquejauaSIes47yEpzsA8loP1xsY3IXU57kHREHJ46XfQvd+gaN9jm4\nMktMZmtR5KErWKBMuTbWHO6XkMLGFonq3OMEVnVfIAl74KbaWNMYNIEpE+gCvilUBbdAYApYIo4j\n07giE0awiwyOyJCwmt9zjxVACIkjUjikgPee4TAi4mwjEvpTQOgpHPUmBgtwMMLBEAsXMwk6gFNz\nGQqdC6PO/adx/RcQRyRBANCirprQpQNlLSOQXSirCyW7MIePaRkPaaaq88unCCdLu9UyuiBcDE64\nxGR4dQ6fBy31GFL3Yuk+LNWLVd2XehBxRN/c4PC89zH+cXwLcWnxh0su4Py6jlmfcaRFW6yOtlg4\n5ni2tK4rnmLXgXF27htDaUNrQ4KLzmulse7dN2SMl0NN7kZN7EYYxbgS7C+1IbSL29zPyqUfotn9\n/Lsef46IiFjcREJ/MhiPROVRkqX/F8kcEcBT0CC78O0t+M4WfHvLrDzos3vGh3CCV3GCf69FpU+a\nJez0zmEgaKLVydNsTVEvJ0kzRkIdxFF7ODIhnBb1GBFH6kkEpXmvtkcDU5zDhGllWDXRHzTQ7WfZ\nV3Yoas2KRCM3d2yl3jk5N+xiwRjDVMFnbKpMruCRK/pMFTxyBZ+KH36fiZjF1g2trOwI55br0hAm\nKCCsBFjxmUUs5nA7G2MwpQHU+FvoQg8CKOPRbTTFqbUIA2vq4zSt/sOFq3hERMQHkg+E0D/99NN8\n4xvfwBjD7//+7/PFL35xYS5sDK7/a5LF/4Fj+inoOL8pXoyHg0OALRS2UDgENFpTrHV7SeifkvB+\nCoAvOzGyHal6sM3gUac/FHTwUmkNr1TWMqjChCSOkPjmyHFWQ50s0G6NscyZZKkzSbs9RrM1gqRC\nyTRRNEkKOkFex5nScZSRuELhCo0jVG2TmOo0K0CYWr8+pxMMBHX0+Rl6/TpGVBb/GB4KS0iydpxL\nm7q4vHHNaQ+UOx7aGIw2aANKa5QyKB1uWhm0MdiWrI2F27bEkqde3kBpRifKDI2XGJ4oMTxewvNn\nf0dCQCbp0Fwfp7k+zoblaezKAMHA65hCL1pVCMxhQWdmOjwtRultiTQKUZvvrmtbRdkMKYexwEVX\nlgESSwecZxVJbPjIuzVdRETEWcT7Xui11tx///18//vfp7W1lZtvvplrrrmG1atXv/eTG0Po4haA\nnJU+1Q52Eit8m6R+i8BIniheyFPlK1mdXoMtZDhqaQwKjTYGTyi+PzpEozjEerebte4h1jo9JGQv\n4yrNkFrGQNDIkGpkIGikJ2ilQiPLEg2c19DAJxINdMbriUubsvaZCspM+mWmglL1tcxkUOJ1v8T2\ncglvjulTrrSISweBIDAKZTRBdTsRScslY8dIx2KcZ8dJ2zGy1TnmWTtRm2s+Le7GGPJFn/FcmfGp\nChN5D60NUoowul5SfRWkkuOUK374XgiEFAhCEfV8jRcofF/jBQHKDxAoJKr2KkX4aozBGGZHqhtT\na74YBMaEgw3GCLQJ/6ar+wiJlBIjbDQWUkikBFEtlzYGXW0sGBO++oEGrUlJn5TlszqhaGiqkIr5\nOJaPZfkgfDA+Gh/L+AT7JVNBnHwQIxfUUQzizE5BdzSy2nC0hMZCU0YSqBmXf6Y8TkthkDZHo6/+\nwgm/z4iIiAj4AAj966+/zvLly+nsDBdW+OQnP8m2bdvmFHox9jkkPmABFqaaxSqcYVvCMmUsytjV\nTYrZAqhN2Med/vu/l9fxZPk6NtRfxH/qWIo7RzR4GB08xURQorc0wWvlCX5eGKMSFEk4dWFSFjdB\nnRNnqx3no26KepnACzQVT1MpBQxNFsL5z8JCSEmMBK0iQZsQSFtgxwS2DIVJSU1RVzDC4IpwKphb\nTX5x5EQKgcBg0EajmRbK8DNKa4wxWEgwoBS1XnHgG4KyIgg0o4HHoCqilCZQAZXyJCaYIGaVcaVC\nSsgYGeY0V7IqtjNbIW+qIV7VzFRoLGFwhSYjNLZUWI7CjissMf0ZoJroZRqJQdQ8ETP7058IhR6m\nj5p+b5gR/8PPON1oCAMEBQhT83SAqV4fhLGq+doFutqYKAeCkk/1vYPGxRiBp22KyoXaWQzCnkTI\nHAgTXqt6HSMMBgtjXISKEag4QsXCZCIiICZ6WDE6SkssgdW6kuC8C1CNy45edzwiIiJiDt73Qj84\nOMiSJUtq79va2tixY8ecn1eFGNqkENOPf0F1XxDoOpRpQBsbZSy0savCPv1I1qEECEOgYowWV2J0\nhiukQUy9RB//jkBWe4nUhMMAe2rvw5C8FdUNwJgKMw99QYBgEMGAmd0L1UgMzLjXxcwr1fPPuHzF\nYdcXhwmQRCNqnwiPn9mf3eutOfGPYOYKM879GSSQgOrdE0dVGwjh/zRSmOoW7gsM2giUkQRG4mPN\nXGZacU89v8v7FmE0GW+cem+KegvqkmlkqgXjdiC8IrJSRFQKiEoRUcnjWlBR4LtQcQwVx1C2IWW3\nkGj5XdSFKwgsm+Onr4mIiIg4Nu97oT9VXuy75UwX4RQJe7dCmNoYrUZijMToaSE+svc2LcTTvdpQ\nUC00UgbVhoGZLebVfTEtxNUGjTxmQ0LUrjB9fiF09UzTxwdIfCzlYSufWMUnVvYxBPiuIrADAjfA\ntxSBE6ClRkmFIzVKGJSwUVgYLRDGRmgLoW2EmX6VCCORJkyvg7HCfSMRWtb+j5YIEybgkSZ0wQsT\nllwCGAUEYdpXAjABVJOviNomZl61RBqBrF4PZOjWlzbCshDSRtg20nIQtoO0w1dhOQjHRdguVjyN\nybaBG7rdTyTQyZYM48PTefzDRtR0eOMiav9EREScId73Qt/W1kZf38wKQoODg7S2zr1S2PXXX78Q\nxYqImFeOl+zibCeyzfGJ7DM3kW1C3vcDfRs3bqS7u5ve3l48z+NnP/sZ11xzzZkuVkRERERExAeC\n932P3rIsvvrVr3LbbbdhjOHmm2+en4j7iIiIiIiIs4BFl+s+IiIiIiIiYob3ves+IiIiIiIi4t0T\nCX1ERERERMQiJhL6iIiIiIiIRUwk9HMwMDDArbfeyic/+UluuOEG/umf/gmAyclJbrvtNq699lo+\n//nPk8uF858nJia49dZbueCCC/j6178+61zf+ta3uOqqq9i6deuC1+N0MV/2KZfL3H777XziE5/g\nhhtu4Jvf/OYZqc98Mp/3zp/8yZ9w4403cv3113PfffcRBB/stDnzaZtpvvSlL3HDDTcsWB1OJ/Np\nn89+9rNcd9113Hjjjdx0002MjY0teH3mk/m0je/7fO1rX+Paa6/l937v9/jVr3614PVZUEzEMRka\nGjJvvvmmMcaYfD5vPv7xj5u9e/eav/mbvzH/8A//YIwx5rvf/a554IEHjDHGFItF8/LLL5t/+Zd/\nMffff/+sc7322mtmeHjYXHDBBQtbidPIfNmnVCqZ559/3hhjjO/75o//+I/N008/vcC1mV/m897J\n5/O1/TvuuMP85Cc/WaBanB7m0zbGGPNv//Zv5q677jLXX3/9wlXiNDKf9vnMZz5jdu7cubAVOI3M\np20efvhh89BDD9Xej4+PL1AtzgxRj34OWlpaOOeccwBIpVKsXr2awcFBtm3bxk033QTATTfdxBNP\nPAFAIpFg69atuK571Lk2bdpEc3PzwhV+AZgv+8TjcT70oQ8BYNs25557LgMDAwtYk/lnPu+dVCoF\nhD0Qz/Oor69foFqcHubTNsVike9///v86Z/+6cJV4DQzn/aBcFGwxcJ82uaRRx7h9ttvr73/oP+u\nTkQk9CdBT08Pu3btYvPmzYyOjtZEu6Wl5QPvDpsP5ss+U1NTPPXUU1xyySWnq6gLznzY5vOf/zyX\nXXYZ8XicK6644nQWd0F5r7b59re/zW233UY8Hj/hZz+IzMe9c88993DTTTfxne9853QWdcF5L7aZ\ndu0/9NBDfPrTn+bOO+9c9M/xSOhPQKFQ4Mtf/jL33nsvqVQKccT660e+P9uYL/sopbjrrrv43Oc+\nx9KlS09HURec+bLN9773PbZv347nefz4xz8+HUVdcN6rbXbt2kV3dzfXXHPNUas1Lgbm49558MEH\neeyxx/jnf/5nXn75ZX7yk5+cruIuKO/VNkEQMDAwwIUXXsijjz7Kli1b+Ku/+qvTWeQzTiT0xyEI\nAr785S/zqU99io9+9KMANDU1MTIyAsDw8DCNjY1nsohnlPm0z1e/+lVWrlzJZz/72dNW3oVkvu8d\n13X5+Mc/ftyVGz8ozIdtXnnlFXbu3Mk111zDLbfcwv79+7n11ltPe9kXgvm6d6bXBEkmk1x//fXR\nvVOloaGBRCLBxz72MQCuu+463nrrrdNb8DNMJPTH4d5772XNmjV87nOfq/3t6quv5tFHHwXgRz/6\n0THz7s/Vw1hsPY/5ss+3vvUt8vk899577+kt8AIyH7YpFosMDw8D4QPuN7/5DRs2bDjNJT/9zIdt\n/uiP/oinn36abdu28YMf/ICVK1fWorA/6MyHfZRSjI+PA2F8x1NPPcXatWtPc8lPP/P1zLn66qt5\n7rnnAHj22WcXfVr1KAXuHLz88st85jOfYd26deHSp0Lwla98hU2bNnHnnXfS399PZ2cnDz30EHV1\ndUB48xQKBXzfp66uju9973usXr2aBx54gMcff5zh4WFaW1u5+eab+bM/+7MzXMP3xnzZJ51Oc+WV\nV7J69Wocx0EIwS233MLNN998hmv47pkv29TX13P77bfj+z7GGC699FLuvvvuD/Rw0Xz+rqbp7e3l\nS1/6Eo899tiZqta8MV/26ejo4JZbbkEphdaaSy65hHvuuSe6d6r3Tl9fH3fffTe5XI7Gxkb+8i//\nkvb29jNcw9NHJPQRERERERGLmMh1HxERERERsYiJhD4iIiIiImIREwl9RERERETEIiYS+oiIiIiI\niEVMJPQRERERERGLmEjoIyIiIiIiFjGR0EdERJwWhoaGZi0ccjLccMMN9PX1naYSRUScnURCHxER\ncVpobW3lu9/97pkuRkTEWY99pgsQERHx/qS3t5c77riDtrY2Dh06RGdnJw888AB1dXVs376dhx9+\nGKUUS5cu5f777yebzXL11VezefNmdu3axV//9V9z55138uSTTzI6Osp9991HX18ftm3zla98hcsv\nv5ypqSnuvvtuent7WbFiBcVi8UxXOyJi0RH16CMiIuZk165dfPGLX+Txxx9n1apV/N3f/R1jY2M8\n+OCD/OM//iOPPvool156KQ888EDtmCuvvJKf//znNDU11VKu3n///Vx88cX89Kc/5dvf/jb33nsv\nY2NjPPzww6xfv57HHnuML3zhCwwMDJypqkZELFqiHn1ERMScrFu3jgsuuACAG2+8kT//8z/n0ksv\npb+/n1tvvRVjDFpr6uvra8ds2rTpqPM899xzfP3rXwdg2bJlbNmyhVdffZXnn3+eBx98sHbcYlh4\nJSLi/UYk9BEREXMi5YzTzxiDbdtorbnwwgv5zne+A4DneeTz+drn4vH4Uec5ckkNrTVaa4QQs/53\n+PUiIiLmh+hXFRERMSdvv/02e/bsAeCRRx7hiiuuYNOmTbz66qscOHAAgL//+7+f5bo/FhdffDE/\n/OEPATh06BCvvPIKW7Zs4cMf/jA/+tGPANi9ezdvv/326atMRMRZStSjj4iImJPGxka++c1v0t3d\nzYYNG7jrrruIx+N84xvf4M4770RrTXt7O3/7t38LMOcyqPfddx9f+9rXeOSRR5BS8hd/8Rc0Nzdz\nxx13cM8993D99dfT1dXFqlWrFrJ6ERFnBdEytREREcekp6eHL3zhC/z85z8/00WJiIh4D0Q9+oiI\ns5xDhw5xxx13zOqNG2Po7e2lVCqdwZJFRETMB1GPPiIiIiIiYhETBeNFREREREQsYiKhj4iIiIiI\nWMREQh8REREREbGIiYQ+IiIiIiJiERMJfURERERExCImEvqIiIiIiIhFzP8Fx867rHic7UwAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca38a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols=[c for c in df.columns if c.startswith('Nhs1 Rec')]\n",
    "sns.set_palette(\"Set2\", len(cols))\n",
    "pd.melt(df,id_vars='_period',value_vars=cols\n",
    "       ).groupby(['_period','variable']).sum().unstack(1).fillna(0).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2017-01-14 13:56:15--  https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2016/06/Quarterly-timeseries-Nov-2016.xls\n",
      "Resolving www.england.nhs.uk... 54.240.166.58, 54.240.166.39, 54.240.166.87, ...\n",
      "Connecting to www.england.nhs.uk|54.240.166.58|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 91648 (90K) [application/vnd.ms-excel]\n",
      "Saving to: 'data/Quarterly-timeseries-Nov-2016.xls'\n",
      "\n",
      "Quarterly-timeserie 100%[=====================>]  89.50K  --.-KB/s   in 0.03s  \n",
      "\n",
      "2017-01-14 13:56:16 (2.62 MB/s) - 'data/Quarterly-timeseries-Nov-2016.xls' saved [91648/91648]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#A&E referrals: https://www.england.nhs.uk/statistics/statistical-work-areas/ae-waiting-times-and-activity/statistical-work-areasae-waiting-times-and-activityae-attendances-and-emergency-admissions-2016-17/\n",
    "!wget -P data/ https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2016/06/Quarterly-timeseries-Nov-2016.xls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2=pd.read_excel?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>Unnamed: 0</th>\n",
       "      <th>Area Team</th>\n",
       "      <th>Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Type 1 Departments - Major A&amp;E</th>\n",
       "      <th>Type 2 Departments - Single Specialty</th>\n",
       "      <th>Type 3 Departments - Other A&amp;E/Minor Injury Unit</th>\n",
       "      <th>Total attendances</th>\n",
       "      <th>Type 1 Departments - Major A&amp;E.1</th>\n",
       "      <th>Type 2 Departments - Single Specialty.1</th>\n",
       "      <th>...</th>\n",
       "      <th>Percentage in 4 hours or less (type 1)</th>\n",
       "      <th>Percentage in 4 hours or less (all)</th>\n",
       "      <th>Emergency Admissions via Type 1 A&amp;E</th>\n",
       "      <th>Emergency Admissions via Type 2 A&amp;E</th>\n",
       "      <th>Emergency Admissions via Type 3 and 4 A&amp;E</th>\n",
       "      <th>Total Emergency admissions via A&amp;E</th>\n",
       "      <th>Other Emergency admissions (i.e not via A&amp;E)</th>\n",
       "      <th>Total emergency admissions</th>\n",
       "      <th>Number of patients spending &gt;4 hours from decision to admit to admission</th>\n",
       "      <th>Number of patients spending &gt;12 hours from decision to admit to admission</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>Q1: April - June</td>\n",
       "      <td>3377850.0</td>\n",
       "      <td>159966.0</td>\n",
       "      <td>964762.0</td>\n",
       "      <td>4502578.0</td>\n",
       "      <td>232110.0</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.931285</td>\n",
       "      <td>0.947135</td>\n",
       "      <td>651785.0</td>\n",
       "      <td>6778.0</td>\n",
       "      <td>7830.0</td>\n",
       "      <td>666393.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27665.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>Q2: July - Sept</td>\n",
       "      <td>3381219.0</td>\n",
       "      <td>156697.0</td>\n",
       "      <td>1018779.0</td>\n",
       "      <td>4556695.0</td>\n",
       "      <td>182554.0</td>\n",
       "      <td>1830.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.946009</td>\n",
       "      <td>0.958960</td>\n",
       "      <td>673452.0</td>\n",
       "      <td>6670.0</td>\n",
       "      <td>8256.0</td>\n",
       "      <td>688378.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20989.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>Q3: Oct - Dec</td>\n",
       "      <td>3257398.0</td>\n",
       "      <td>150643.0</td>\n",
       "      <td>966886.0</td>\n",
       "      <td>4374927.0</td>\n",
       "      <td>136953.0</td>\n",
       "      <td>1415.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.957956</td>\n",
       "      <td>0.968061</td>\n",
       "      <td>705901.0</td>\n",
       "      <td>6802.0</td>\n",
       "      <td>8691.0</td>\n",
       "      <td>721394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19831.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-05</td>\n",
       "      <td>Q4: Jan - Mar</td>\n",
       "      <td>3249353.0</td>\n",
       "      <td>151926.0</td>\n",
       "      <td>1001701.0</td>\n",
       "      <td>4402980.0</td>\n",
       "      <td>115978.0</td>\n",
       "      <td>982.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.964307</td>\n",
       "      <td>0.973280</td>\n",
       "      <td>724814.0</td>\n",
       "      <td>6975.0</td>\n",
       "      <td>5414.0</td>\n",
       "      <td>737203.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24178.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2005-06</td>\n",
       "      <td>Q1: April - June</td>\n",
       "      <td>3520931.0</td>\n",
       "      <td>165801.0</td>\n",
       "      <td>1172846.0</td>\n",
       "      <td>4859578.0</td>\n",
       "      <td>83845.0</td>\n",
       "      <td>742.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.976187</td>\n",
       "      <td>0.982480</td>\n",
       "      <td>719644.0</td>\n",
       "      <td>7717.0</td>\n",
       "      <td>6048.0</td>\n",
       "      <td>733409.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12991.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 Area Team     Year           Quarter  \\\n",
       "1         NaN       NaN  2004-05  Q1: April - June   \n",
       "2         NaN       NaN  2004-05   Q2: July - Sept   \n",
       "3         NaN       NaN  2004-05     Q3: Oct - Dec   \n",
       "4         NaN       NaN  2004-05     Q4: Jan - Mar   \n",
       "5         NaN       NaN  2005-06  Q1: April - June   \n",
       "\n",
       "   Type 1 Departments - Major A&E  Type 2 Departments - Single Specialty  \\\n",
       "1                       3377850.0                               159966.0   \n",
       "2                       3381219.0                               156697.0   \n",
       "3                       3257398.0                               150643.0   \n",
       "4                       3249353.0                               151926.0   \n",
       "5                       3520931.0                               165801.0   \n",
       "\n",
       "   Type 3 Departments - Other A&E/Minor Injury Unit  Total attendances  \\\n",
       "1                                          964762.0          4502578.0   \n",
       "2                                         1018779.0          4556695.0   \n",
       "3                                          966886.0          4374927.0   \n",
       "4                                         1001701.0          4402980.0   \n",
       "5                                         1172846.0          4859578.0   \n",
       "\n",
       "   Type 1 Departments - Major A&E.1  Type 2 Departments - Single Specialty.1  \\\n",
       "1                          232110.0                                   2612.0   \n",
       "2                          182554.0                                   1830.0   \n",
       "3                          136953.0                                   1415.0   \n",
       "4                          115978.0                                    982.0   \n",
       "5                           83845.0                                    742.0   \n",
       "\n",
       "                                     ...                                      \\\n",
       "1                                    ...                                       \n",
       "2                                    ...                                       \n",
       "3                                    ...                                       \n",
       "4                                    ...                                       \n",
       "5                                    ...                                       \n",
       "\n",
       "   Percentage in 4 hours or less (type 1)  \\\n",
       "1                                0.931285   \n",
       "2                                0.946009   \n",
       "3                                0.957956   \n",
       "4                                0.964307   \n",
       "5                                0.976187   \n",
       "\n",
       "   Percentage in 4 hours or less (all)  Emergency Admissions via Type 1 A&E  \\\n",
       "1                             0.947135                             651785.0   \n",
       "2                             0.958960                             673452.0   \n",
       "3                             0.968061                             705901.0   \n",
       "4                             0.973280                             724814.0   \n",
       "5                             0.982480                             719644.0   \n",
       "\n",
       "   Emergency Admissions via Type 2 A&E  \\\n",
       "1                               6778.0   \n",
       "2                               6670.0   \n",
       "3                               6802.0   \n",
       "4                               6975.0   \n",
       "5                               7717.0   \n",
       "\n",
       "   Emergency Admissions via Type 3 and 4 A&E  \\\n",
       "1                                     7830.0   \n",
       "2                                     8256.0   \n",
       "3                                     8691.0   \n",
       "4                                     5414.0   \n",
       "5                                     6048.0   \n",
       "\n",
       "   Total Emergency admissions via A&E  \\\n",
       "1                            666393.0   \n",
       "2                            688378.0   \n",
       "3                            721394.0   \n",
       "4                            737203.0   \n",
       "5                            733409.0   \n",
       "\n",
       "   Other Emergency admissions (i.e not via A&E)  Total emergency admissions  \\\n",
       "1                                           NaN                         NaN   \n",
       "2                                           NaN                         NaN   \n",
       "3                                           NaN                         NaN   \n",
       "4                                           NaN                         NaN   \n",
       "5                                           NaN                         NaN   \n",
       "\n",
       "   Number of patients spending >4 hours from decision to admit to admission  \\\n",
       "1                                            27665.0                          \n",
       "2                                            20989.0                          \n",
       "3                                            19831.0                          \n",
       "4                                            24178.0                          \n",
       "5                                            12991.0                          \n",
       "\n",
       "   Number of patients spending >12 hours from decision to admit to admission  \n",
       "1                                                NaN                          \n",
       "2                                                NaN                          \n",
       "3                                                NaN                          \n",
       "4                                                NaN                          \n",
       "5                                                NaN                          \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2=pd.read_excel('data/Quarterly-timeseries-Nov-2016.xls',skiprows=16,na_values='-').dropna(how='all')\n",
    "df2['Year'].fillna(method='ffill',inplace=True)\n",
    "#First group of cols are A&E attendances. I really need to sort out how to read multirow headers!\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RVnsj/zXtx0ehvODz7Hj/MB5NGMGe6jzWmg+RZT7Inuo8fhp7a4e0iljOzD7m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\nAIQQQogoJAmAEEIIEYUkARBCCCGi0P8HKAueUO1wzeEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e7ba240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2[['Type 1 Departments - Major A&E',\n",
    "     'Type 2 Departments - Single Specialty',\n",
    "     'Type 3 Departments - Other A&E/Minor Injury Unit']].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df2['period']=df2['Year']+df2['Quarter']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fc911/X8ilwNFLeUkohbATqqLzlQfO6kudlJddDZY6kNTN4qIiAwCCmUREZEk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\ntrdf190aiPDuxxXUNQVJT3Fy4lHDcFr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sN2w7KWsV29EWcUNLzzPvIBVdg++LDQhufw1K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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecbd860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=df2[['Type 1 Departments - Major A&E',\n",
    "     'Type 2 Departments - Single Specialty',\n",
    "     'Type 3 Departments - Other A&E/Minor Injury Unit']][:-4].plot(logy=True, xticks=df2.index, rot=90)\n",
    "#ax.set_xticklabels(df2['period'])\n",
    "ticks = ax.xaxis.get_ticklocs()\n",
    "ax.xaxis.set_ticks(ticks[::8])\n",
    "ax.xaxis.set_ticklabels(df2['period'][::8]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2004-05', '-', '2005-06', '2006-07', '2007-08', '2008-09',\n",
       "       '2009-10', '2010-11', '2011-12', '2012-13', '2013-14', '2014-15',\n",
       "       '2015-16', '2016-17', nan], dtype=object)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"Year\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "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>Unnamed: 0</th>\n",
       "      <th>Area Team</th>\n",
       "      <th>Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Type 1 Departments - Major A&amp;E</th>\n",
       "      <th>Type 2 Departments - Single Specialty</th>\n",
       "      <th>Type 3 Departments - Other A&amp;E/Minor Injury Unit</th>\n",
       "      <th>Total attendances</th>\n",
       "      <th>Type 1 Departments - Major A&amp;E.1</th>\n",
       "      <th>Type 2 Departments - Single Specialty.1</th>\n",
       "      <th>...</th>\n",
       "      <th>Percentage in 4 hours or less (all)</th>\n",
       "      <th>Emergency Admissions via Type 1 A&amp;E</th>\n",
       "      <th>Emergency Admissions via Type 2 A&amp;E</th>\n",
       "      <th>Emergency Admissions via Type 3 and 4 A&amp;E</th>\n",
       "      <th>Total Emergency admissions via A&amp;E</th>\n",
       "      <th>Other Emergency admissions (i.e not via A&amp;E)</th>\n",
       "      <th>Total emergency admissions</th>\n",
       "      <th>Number of patients spending &gt;4 hours from decision to admit to admission</th>\n",
       "      <th>Number of patients spending &gt;12 hours from decision to admit to admission</th>\n",
       "      <th>period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-16</td>\n",
       "      <td>Q2: July - Sep</td>\n",
       "      <td>3708943.0</td>\n",
       "      <td>153743.000000</td>\n",
       "      <td>1815327.0</td>\n",
       "      <td>5.678013e+06</td>\n",
       "      <td>319789.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.942399</td>\n",
       "      <td>1003270.0</td>\n",
       "      <td>3868.0</td>\n",
       "      <td>12113.0</td>\n",
       "      <td>1019251.0</td>\n",
       "      <td>374290.0</td>\n",
       "      <td>1393541.0</td>\n",
       "      <td>63188.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2015-16Q2: July - Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-16</td>\n",
       "      <td>Q3: Oct - Dec</td>\n",
       "      <td>3730654.0</td>\n",
       "      <td>144729.000000</td>\n",
       "      <td>1789612.0</td>\n",
       "      <td>5.664995e+06</td>\n",
       "      <td>470383.0</td>\n",
       "      <td>1345.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.915334</td>\n",
       "      <td>1039186.0</td>\n",
       "      <td>3176.0</td>\n",
       "      <td>11859.0</td>\n",
       "      <td>1054221.0</td>\n",
       "      <td>389128.0</td>\n",
       "      <td>1443349.0</td>\n",
       "      <td>98691.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2015-16Q3: Oct - Dec</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-16</td>\n",
       "      <td>Q4: Jan - Mar</td>\n",
       "      <td>3818750.0</td>\n",
       "      <td>145501.428571</td>\n",
       "      <td>1900998.0</td>\n",
       "      <td>5.865249e+06</td>\n",
       "      <td>694924.0</td>\n",
       "      <td>1641.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.878743</td>\n",
       "      <td>1045021.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>12326.0</td>\n",
       "      <td>1060633.0</td>\n",
       "      <td>381140.0</td>\n",
       "      <td>1441773.0</td>\n",
       "      <td>155277.0</td>\n",
       "      <td>695.0</td>\n",
       "      <td>2015-16Q4: Jan - Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>Q1: April - June</td>\n",
       "      <td>3849762.0</td>\n",
       "      <td>154719.000000</td>\n",
       "      <td>1889452.0</td>\n",
       "      <td>5.893933e+06</td>\n",
       "      <td>561036.0</td>\n",
       "      <td>1682.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.902890</td>\n",
       "      <td>1038795.0</td>\n",
       "      <td>3274.0</td>\n",
       "      <td>11484.0</td>\n",
       "      <td>1053553.0</td>\n",
       "      <td>380057.0</td>\n",
       "      <td>1433610.0</td>\n",
       "      <td>112135.0</td>\n",
       "      <td>387.0</td>\n",
       "      <td>2016-17Q1: April - June</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-17</td>\n",
       "      <td>Q2: July - Sep</td>\n",
       "      <td>3885494.0</td>\n",
       "      <td>157886.000000</td>\n",
       "      <td>1918063.0</td>\n",
       "      <td>5.961443e+06</td>\n",
       "      <td>547973.0</td>\n",
       "      <td>1511.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.906234</td>\n",
       "      <td>1044748.0</td>\n",
       "      <td>3512.0</td>\n",
       "      <td>11395.0</td>\n",
       "      <td>1059655.0</td>\n",
       "      <td>377188.0</td>\n",
       "      <td>1436843.0</td>\n",
       "      <td>107350.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>2016-17Q2: July - Sep</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0 Area Team     Year           Quarter  \\\n",
       "46         NaN       NaN  2015-16    Q2: July - Sep   \n",
       "47         NaN       NaN  2015-16     Q3: Oct - Dec   \n",
       "48         NaN       NaN  2015-16     Q4: Jan - Mar   \n",
       "49         NaN       NaN  2016-17  Q1: April - June   \n",
       "50         NaN       NaN  2016-17    Q2: July - Sep   \n",
       "\n",
       "    Type 1 Departments - Major A&E  Type 2 Departments - Single Specialty  \\\n",
       "46                       3708943.0                          153743.000000   \n",
       "47                       3730654.0                          144729.000000   \n",
       "48                       3818750.0                          145501.428571   \n",
       "49                       3849762.0                          154719.000000   \n",
       "50                       3885494.0                          157886.000000   \n",
       "\n",
       "    Type 3 Departments - Other A&E/Minor Injury Unit  Total attendances  \\\n",
       "46                                         1815327.0       5.678013e+06   \n",
       "47                                         1789612.0       5.664995e+06   \n",
       "48                                         1900998.0       5.865249e+06   \n",
       "49                                         1889452.0       5.893933e+06   \n",
       "50                                         1918063.0       5.961443e+06   \n",
       "\n",
       "    Type 1 Departments - Major A&E.1  Type 2 Departments - Single Specialty.1  \\\n",
       "46                          319789.0                                   1130.0   \n",
       "47                          470383.0                                   1345.0   \n",
       "48                          694924.0                                   1641.0   \n",
       "49                          561036.0                                   1682.0   \n",
       "50                          547973.0                                   1511.0   \n",
       "\n",
       "             ...             Percentage in 4 hours or less (all)  \\\n",
       "46           ...                                        0.942399   \n",
       "47           ...                                        0.915334   \n",
       "48           ...                                        0.878743   \n",
       "49           ...                                        0.902890   \n",
       "50           ...                                        0.906234   \n",
       "\n",
       "    Emergency Admissions via Type 1 A&E  Emergency Admissions via Type 2 A&E  \\\n",
       "46                            1003270.0                               3868.0   \n",
       "47                            1039186.0                               3176.0   \n",
       "48                            1045021.0                               3286.0   \n",
       "49                            1038795.0                               3274.0   \n",
       "50                            1044748.0                               3512.0   \n",
       "\n",
       "    Emergency Admissions via Type 3 and 4 A&E  \\\n",
       "46                                    12113.0   \n",
       "47                                    11859.0   \n",
       "48                                    12326.0   \n",
       "49                                    11484.0   \n",
       "50                                    11395.0   \n",
       "\n",
       "    Total Emergency admissions via A&E  \\\n",
       "46                           1019251.0   \n",
       "47                           1054221.0   \n",
       "48                           1060633.0   \n",
       "49                           1053553.0   \n",
       "50                           1059655.0   \n",
       "\n",
       "    Other Emergency admissions (i.e not via A&E)  Total emergency admissions  \\\n",
       "46                                      374290.0                   1393541.0   \n",
       "47                                      389128.0                   1443349.0   \n",
       "48                                      381140.0                   1441773.0   \n",
       "49                                      380057.0                   1433610.0   \n",
       "50                                      377188.0                   1436843.0   \n",
       "\n",
       "    Number of patients spending >4 hours from decision to admit to admission  \\\n",
       "46                                            63188.0                          \n",
       "47                                            98691.0                          \n",
       "48                                           155277.0                          \n",
       "49                                           112135.0                          \n",
       "50                                           107350.0                          \n",
       "\n",
       "    Number of patients spending >12 hours from decision to admit to admission  \\\n",
       "46                                               73.0                           \n",
       "47                                              116.0                           \n",
       "48                                              695.0                           \n",
       "49                                              387.0                           \n",
       "50                                              255.0                           \n",
       "\n",
       "                     period  \n",
       "46    2015-16Q2: July - Sep  \n",
       "47     2015-16Q3: Oct - Dec  \n",
       "48     2015-16Q4: Jan - Mar  \n",
       "49  2016-17Q1: April - June  \n",
       "50    2016-17Q2: July - Sep  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[:-4].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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